diff --git a/llvm/test/VISC/DNN_Benchmarks/benchmarks/mobilenet/data/autotuner_data/tuner_promise_confs_batch220_multi2.txt b/llvm/test/VISC/DNN_Benchmarks/benchmarks/mobilenet/data/autotuner_data/tuner_promise_confs_batch220_multi2.txt new file mode 100644 index 0000000000000000000000000000000000000000..fa5a561bf6fd17c4b2ce372884ac02524ce135f5 --- /dev/null +++ b/llvm/test/VISC/DNN_Benchmarks/benchmarks/mobilenet/data/autotuner_data/tuner_promise_confs_batch220_multi2.txt @@ -0,0 +1,89001 @@ ++++++ +conf1 1 0 83.5 0 +1 gpu conv fp32 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp32 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp32 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp32 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp32 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp32 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp32 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp32 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp32 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp32 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv fp32 1 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp32 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv fp32 1 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv fp32 1 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp32 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf1 4.15413017186 0 83.163334475 0.5049982875000012 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf2 2.98991537361 0 83.386665875 0.5133341249999944 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf3 3.88159289347 0 83.2783331 0.6216669000000025 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf4 4.14749473048 0 83.220000325 0.6799996749999991 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf5 4.4175200707 0 83.219999875 0.6800001250000008 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf6 4.43502212401 0 83.155834675 0.5162479875000088 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf7 4.10832403497 0 83.103333275 0.5950000875000043 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf8 3.31453105661 0 82.59083295 1.3637505749999903 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf9 3.52220799908 0 82.4716658 1.542501300000005 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf10 3.44814122333 0 82.51916615 1.4712507749999943 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf11 3.02800023045 0 82.64999965 1.275000525000003 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 24 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf12 3.68207420915 0 82.448332775 1.5775008375000041 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf13 3.862916011 0 82.7708336 1.0937495999999953 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 28 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf14 3.7573272945 0 82.422500075 1.6162498874999969 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 22 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf15 3.93066025121 0 82.594167 1.3587495000000018 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv fp16 1 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf16 3.87800695966 0 82.430000125 1.6049998124999902 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf17 3.68207420915 0 82.56333275 1.405000874999999 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf18 3.22097285505 0 83.564167475 0.33583252499999505 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf19 3.82500219093 0 82.9275003 0.8587495499999918 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf20 3.90066717558 0 82.329165975 1.7562510375000073 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf21 3.86501599073 0 83.115000925 0.5774986124999941 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf22 3.40096875474 0 82.72416595 1.1637510750000004 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf23 3.5538161637 0 82.9700005 0.7949992500000036 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf24 3.17344943111 0 83.00083265 0.74875102499999 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv samp 35 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf25 2.76788477576 0 82.447499725 1.5787504124999998 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 24 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf26 3.92397614204 0 83.174999825 0.48750026249999934 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 25 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf27 3.4092100078 0 83.1424999 0.5362501499999937 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv samp 34 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf28 3.03961006636 0 82.704167175 1.1937492375000076 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 24 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv samp 35 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf29 3.62973730797 0 83.085833325 0.6212500125000062 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 35 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf30 2.81140054286 0 82.4325003 1.6012495499999986 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf31 3.18575701105 0 82.52833345 1.4574998249999922 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf32 3.42595978009 0 82.7708333 1.09375004999999 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf33 3.17255385439 0 82.7233329 1.165000649999996 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf34 3.6391339197 0 82.831667325 1.002499012500003 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv fp16 1 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf35 2.72368244288 0 83.034168075 0.698747887500005 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 23 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 28 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv samp 33 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 23 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf36 3.44714364594 0 82.539999575 1.440000637500006 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf37 3.85171694927 0 83.137500575 0.5437491374999937 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf38 3.02151032351 0 83.1958331 0.4562503499999977 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf39 3.92280583455 0 83.017499875 0.7237501875000021 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf40 4.15840004076 0 82.141666525 2.0375002124999924 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 25 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf41 2.89589235375 0 82.634166725 1.2987499125 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 24 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 28 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf42 6.16453028593 0 81.9308327 2.3537509500000056 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 3 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf43 4.7463107647 0 81.9616666 2.3075000999999986 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf44 5.84575268801 0 81.983333575 2.2749996374999952 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 6 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf45 3.45773167067 0 82.297500375 1.8037494375000023 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 24 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf46 4.34036485844 0 82.463333875 1.5549991874999947 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 24 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf47 4.75207062649 0 81.74500045 2.6324993249999906 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 3 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 24 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf48 6.09000225926 0 81.9883331 2.2675003499999917 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf49 5.25532208128 0 81.92083345 2.3687498249999948 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 3 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf50 4.35262313423 0 82.356666825 1.7149997624999926 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 24 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf51 5.25144034242 0 81.9350005 2.3474992499999985 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 6 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf52 5.32967222406 0 81.9616671 2.3074993500000005 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 3 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf53 4.13210954206 0 83.056666875 0.6649996874999928 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf54 3.93967771859 0 81.763332525 2.6050012125000066 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 3 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 24 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf55 4.13872474867 0 82.631666775 1.302499837500001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf56 2.7690518229 0 81.93666605 2.345000925000001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf57 5.60283597265 0 81.9233338 2.364999300000008 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 3 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf58 4.45486021161 0 82.0608328 2.1587508 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf59 4.22738367053 0 82.226667075 1.909999387500008 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 3 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 24 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf60 6.10852785257 0 81.959167325 2.3112490125000065 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf61 4.98692149992 0 81.822500025 2.516249962500005 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 24 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf62 6.11662384336 0 81.9808335 2.278749749999996 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf63 5.97727027928 0 82.0224998 2.2162502999999916 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf64 2.93382347771 0 81.85416565 2.468751525000002 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 3 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 24 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 21 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 25 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf65 5.54950778131 0 81.73833355 2.6424996750000105 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 24 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf66 6.11662384336 0 81.889999075 2.4150013874999914 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 3 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf67 3.82767121119 0 82.26583335 1.8512499750000089 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 24 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf68 4.99324893801 0 81.816667 2.524999500000007 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 24 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf69 5.74180480491 0 81.889166525 2.4162502125000103 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf70 2.8416794212 0 82.981666775 0.7774998375000095 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf71 5.63492586502 0 81.993333575 2.259999637500009 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 3 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf72 3.83421974764 0 83.207499825 0.6925001750000007 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 25 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf73 1.87482212142 0 82.811667125 1.0324993125000006 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 22 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 28 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 21 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf74 4.43826460769 0 81.75166725 2.6224991250000045 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 24 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf75 5.03123041946 0 82.306666375 1.790000437499991 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf76 4.2701321542 0 82.1975002 1.9537497000000101 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 3 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf77 3.8174916299 0 83.4608337 0.4391663000000051 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf78 3.54707867194 0 83.409999875 0.4900001250000031 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf79 3.90991089555 0 83.46999955 0.43000045000000287 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf80 3.67974499409 0 83.3833332 0.5166668000000044 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf81 2.82550849059 0 83.28583315 0.614166849999998 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 24 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf82 2.77356236628 0 83.60833335 0.2916666500000048 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 24 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf83 2.54319644535 0 83.399166475 0.5008335249999988 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf84 3.73175797849 0 83.50083335 0.3991666500000065 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf85 3.36226524472 0 83.472500175 0.4274998250000067 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf86 3.00745254477 0 83.33583355 0.5641664499999962 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 24 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf87 3.95482984539 0 83.289165675 0.6108343249999933 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 25 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf88 2.89889994154 0 83.269167175 0.6308328249999932 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 24 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf89 3.60299625636 0 83.3791664 0.5208335999999975 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf90 3.13621575975 0 83.54083385 0.3591661500000015 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf91 2.61388509814 0 83.457500225 0.44249977499999604 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf92 4.05930607617 0 83.1716666 0.492500100000008 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf93 3.73175797849 0 83.575000225 0.32499977500000343 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf94 3.76274140853 0 83.47916685 0.42083315000000143 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf95 3.20332969056 0 83.850833275 0.04916672500000063 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf96 3.64570944225 0 83.45249935 0.4475006500000035 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf97 3.85035669633 0 83.5608333 0.33916670000000126 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf98 3.54829526922 0 83.25249975 0.6475002500000017 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 25 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf99 3.61899339422 0 83.278334075 0.6216659249999964 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf100 3.28254525212 0 83.489167025 0.4108329749999996 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf101 3.50816224551 0 83.252499725 0.6475002749999931 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf102 4.10549146346 0 83.3416668 0.5583332000000013 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf103 3.36715352889 0 83.584166725 0.31583327499999714 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf104 3.1088246435 0 83.1591665 0.5112502500000033 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 25 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv samp 34 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf105 3.47488338292 0 83.388333125 0.5116668749999974 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf106 3.59538418566 0 83.5300007 0.3699992999999978 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf107 3.97286473272 0 83.537499975 0.3625000249999971 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf108 3.8174916299 0 83.451667075 0.4483329249999969 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf109 3.46345463754 0 83.462500825 0.4374991749999936 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf110 3.556746151 0 83.424999425 0.47500057500000425 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf111 3.96049527585 0 83.53333295 0.3666670499999981 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf112 3.9715961288 0 83.32833325 0.57166675 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf113 3.93130152041 0 82.56666695 1.3999995750000025 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf114 2.8668123125 0 82.998333125 0.7525003124999969 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 23 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf115 2.64845545339 0 82.965000875 0.8024986874999982 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 23 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf116 3.14597582271 0 82.849167475 0.9762487874999977 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 23 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf117 2.72482912735 0 83.4741666 0.42583339999999625 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 35 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf118 3.95103617451 0 82.3491667 1.7262499500000033 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf119 3.00588110745 0 83.02166615 0.7175007749999978 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 23 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf120 3.28000196808 0 82.762500375 1.1062494374999972 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 23 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf121 3.47173739276 0 82.802499825 1.0462502625000027 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 6 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf122 2.61621549789 0 83.197500425 0.4537493624999982 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 23 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf123 2.95549421538 0 83.010000475 0.7349992875000027 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 6 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf124 3.88669230643 0 82.45333265 1.5700010250000105 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf125 2.83364863532 0 82.581667225 1.3774991624999942 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 22 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf126 3.08002863884 0 82.504999925 1.4925001124999895 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 22 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf127 2.00048974491 0 82.50666635 1.490000474999995 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 22 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 5 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 23 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf128 2.73765608296 0 82.255832625 1.8662510625000053 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 24 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 23 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf129 4.06487927094 0 83.13333375 0.5499993749999916 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf130 4.09684344986 0 83.003333475 0.7449997874999923 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf131 3.21849911232 0 82.29583385 1.806249225000009 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 23 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf132 2.04860322208 0 82.465833275 1.5512500875000086 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 22 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf133 3.80144895722 0 82.52833315 1.4575002750000081 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf134 2.56619518427 0 82.785834275 1.0712485875000013 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 6 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf135 3.62695395201 0 82.454165975 1.5687510375000073 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 6 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf136 3.89727045934 0 82.97500015 0.7874997750000006 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf137 4.12276718448 0 82.457499725 1.5637504124999921 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf138 3.60700810131 0 82.545832825 1.4312507624999924 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf139 4.0205364833 0 81.89083385 2.4137492249999895 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf140 4.11840212461 0 81.8091669 2.536249650000009 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf141 3.01049479281 0 82.019999875 2.2200001875000055 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 21 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf142 3.85335942385 0 82.0483325 2.177501249999999 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf143 2.5026299742 0 81.625833925 2.8112491125000076 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 6 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf144 3.43886954105 0 82.726666675 1.1599999874999938 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 24 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf145 3.73017005141 0 82.89583355 0.9062496749999909 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 23 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf146 3.15732515345 0 81.805000075 2.542499887500007 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 25 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf147 3.98632041312 0 82.07166655 2.142500174999995 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf148 3.80024443647 0 82.9274992 0.8587512000000004 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf149 4.08467265051 0 82.004166025 2.2437509624999947 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf150 4.02990448369 0 82.30916665 1.7862500250000082 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 27 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf151 3.90355228103 0 81.8025006 2.546249099999997 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf152 3.94843898601 0 81.8916664 2.412500399999992 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf153 4.12751348406 0 81.888333875 2.417499187499999 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf154 4.02515780566 0 81.9924993 2.2612510499999914 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf155 3.83482666749 0 82.1449991 2.0325013499999898 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf156 3.8517164764 0 82.2041664 1.9437503999999919 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf157 4.10598132256 0 81.954167525 2.318748712499996 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf158 3.31478397356 0 81.75083395 2.623749074999999 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 21 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf159 3.96623260541 0 82.226666875 1.9099996874999903 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf160 4.04782353886 0 82.049166175 2.1762507375000055 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf161 4.02858926028 0 81.793333275 2.5600000875000077 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 23 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf162 3.00292158132 0 81.6974989 2.703751650000001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 22 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 21 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf163 3.29748236022 0 82.1050001 2.092499850000003 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf164 4.0362576555 0 82.2466675 1.8799987499999986 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 22 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf165 3.05446537337 0 82.1716669 1.992499649999992 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 25 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf166 3.9071658065 0 82.190832875 1.9637506875000028 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf167 3.93287113327 0 82.12666665 2.0600000249999937 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf168 4.04478954767 0 81.856666625 2.465000062499996 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf169 3.61558117477 0 81.9016671 2.397499350000004 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf170 4.30825679247 0 81.851666825 2.472499762500007 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf171 3.69363094091 0 82.946667475 0.8299987875000028 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf172 2.77993236963 0 82.4766672 1.5349992000000086 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 21 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf173 2.54145510026 0 82.7925007 1.0612489499999924 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 25 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 21 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf174 3.87860542119 0 82.008333625 2.237499562499991 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf175 3.56868994119 0 82.02499975 2.2125003749999905 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf176 2.23770347257 0 83.0258332 0.7112502000000092 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv samp 34 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf177 2.49861746763 0 82.984166525 0.7737502124999907 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf178 2.02993947881 0 83.30250015 0.5974998499999998 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv samp 34 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf179 2.20017225716 0 83.1766651 0.48500235000000913 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv samp 34 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf180 2.71551751125 0 83.228333425 0.6716665749999976 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 25 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf181 2.06184549766 0 83.031666575 0.702500137499996 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv samp 34 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf182 2.77617639439 0 82.328333125 1.7575003124999995 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 6 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf183 3.8694276968 0 82.7800006 1.079999100000009 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf184 2.34590457627 0 82.2816663 1.8275005500000034 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 6 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf185 4.07407440381 0 82.244165975 1.883751037499998 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 6 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf186 3.11780856309 0 82.428332975 1.6075005374999947 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 3 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 22 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv fp16 1 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf187 3.58558835651 0 82.3399998 1.7400002999999984 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 6 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf188 3.85234242953 0 82.34583265 1.7312510249999917 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf189 2.7074193437 0 82.325833575 1.7612496374999935 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf190 4.05895393605 0 82.3066669 1.7899996500000057 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 6 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf191 3.78103563563 0 82.3833346 1.6749981000000034 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 7 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf192 3.7929361233 0 82.3158331 1.7762503499999909 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 6 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf193 2.97917012062 0 82.399166375 1.6512504375000105 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 6 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf194 3.70896846547 0 82.84583335 0.9812499749999901 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf195 3.05031465583 0 82.129166025 2.0562509624999947 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 23 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 28 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf196 4.76953621711 0 81.905 2.3924999999999983 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf197 4.82068705485 0 82.02250055 2.2162491749999944 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf198 3.40685460008 0 82.039999825 2.190000262500007 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 21 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 24 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf199 3.7406185613 0 82.309166475 1.7862502875000033 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 29 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf200 3.09685498241 0 82.1758326 1.9862510999999898 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 25 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf201 3.23081977958 0 82.9983336 0.7524996000000073 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 23 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf202 3.96567454672 0 82.4983326 1.5025011000000035 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf203 4.59326226068 0 82.658333425 1.2624998625000075 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf204 4.03800709024 0 82.6316668 1.3024997999999925 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf205 3.42928358185 0 82.031665675 2.202501487500001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 23 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf206 3.32221289747 0 82.153333675 2.0199994875000016 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 21 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 28 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf207 5.66794988438 0 81.89250005 2.411249925000007 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf208 2.71874001219 0 82.497499925 1.5037501125000006 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 21 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 25 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 35 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf209 3.03474416486 0 82.05833335 2.162499975000003 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 21 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 28 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf210 3.88176217612 0 82.449999725 1.5750004125000032 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 23 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf211 3.54762785706 0 83.89833405 0.0016659499999974736 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf212 3.05039482856 0 82.7850004 1.072499399999998 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 27 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf213 2.82821126308 0 82.680833325 1.228750012500008 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 6 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 5 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf214 3.81477730635 0 82.135832925 2.046250612499996 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf215 3.39722289075 0 83.580000125 0.31999987500000204 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 28 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf216 3.89111320826 0 82.1216669 2.067499650000009 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf217 3.50253383593 0 82.2108337 1.9337494500000076 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 23 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf218 4.05813557147 0 82.50000075 1.4999988750000028 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf219 3.26770542063 0 83.100000825 0.5999987625000074 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 27 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf220 3.18828477511 0 82.7100005 1.18499924999999 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 21 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 31 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf221 2.71225509774 0 82.55166665 1.422500024999998 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 5 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf222 3.87817450174 0 82.5324995 1.4512507499999998 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf223 4.03339162129 0 82.4558336 1.566249599999992 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf224 3.91264706835 0 82.13083465 2.0537480250000044 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf225 3.06837262281 0 82.53416635 1.44875047499999 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 25 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 26 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf226 3.69764932636 0 81.918333375 2.3724999374999953 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf227 2.43486575166 0 82.865833525 0.951249712500001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 6 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf228 2.32359233423 0 82.09833355 2.10249967499999 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 6 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 25 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 24 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 35 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf229 3.42928358185 0 82.219165975 1.9212510375000065 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 25 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf230 3.55619894808 0 81.826667025 2.509999462499991 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 21 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf231 2.86694058251 0 82.870833375 0.9437499374999945 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 25 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 23 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf232 4.88375274604 0 81.896667125 2.40499931250001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf233 3.28938021997 0 82.0241669 2.213749650000004 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 25 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 30 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf234 4.39309472823 0 81.828332925 2.507500612500003 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf235 3.79357213589 0 83.575833175 0.3241668250000004 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf236 2.12486885207 0 83.46416625 0.4358337499999948 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv samp 34 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf237 3.95836341588 0 83.341666975 0.5583330250000046 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf238 2.25904057642 0 83.567499 0.33250100000000204 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf239 3.39599428853 0 83.3233327 0.5766673000000054 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf240 2.27086134134 0 83.0875002 0.6187497000000093 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 24 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf241 2.25812915866 0 83.616666775 0.28333322500000124 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf242 2.12981011418 0 83.4783326 0.42166739999999836 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf243 2.57878675932 0 83.4525004 0.4474995999999948 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf244 2.61999068304 0 83.43166675 0.4683332499999949 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf245 2.62385834639 0 83.3758336 0.5241663999999929 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf246 3.78695562862 0 83.406667325 0.4933326749999992 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf247 3.25056012417 0 83.410000075 0.4899999250000008 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf248 2.64116522688 0 83.459999775 0.440000225 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf249 3.87266738703 0 83.2074999 0.6925000999999981 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf250 3.1762968602 0 83.257500125 0.642499874999993 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 25 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf251 2.60635725011 0 83.481666275 0.4183337250000051 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf252 2.25521755755 0 83.1966667 0.45499995000000837 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf253 3.2990666889 0 83.4449997 0.45500030000000324 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf254 2.87427851974 0 83.0825007 0.6262489500000044 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 24 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf255 2.55397266535 0 83.6124996 0.28750039999999333 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf256 3.90339685542 0 83.2258328 0.6741671999999937 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf257 3.3158753237 0 83.366665625 0.533334375000004 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf258 2.71891142175 0 83.264168025 0.6358319749999964 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf259 2.07975389368 0 83.454165825 0.445834174999996 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf260 2.7013324964 0 83.281666425 0.6183335750000026 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf261 2.27247670758 0 83.3800005 0.5199995000000058 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf262 3.79597347164 0 83.321666575 0.5783334250000053 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf263 2.98573825971 0 83.297500075 0.6024999249999979 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf264 2.6496606385 0 83.2325002 0.667499799999996 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf265 3.60943759784 0 83.4424997 0.45750030000000097 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf266 2.9593393986 0 83.5075001 0.39249989999999857 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf267 3.41172685129 0 83.2766666 0.6233334000000014 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf268 2.38589860172 0 83.311666475 0.5883335250000045 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf269 2.12944547394 0 83.467499575 0.43250042499999497 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf270 3.20776362372 0 83.172499575 0.491250637499995 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf271 3.95396064036 0 83.240833525 0.6591664750000007 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf272 3.92038291833 0 82.4716655 1.5425017499999996 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 22 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf273 2.55641477625 0 83.0358341 0.6962488499999964 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 22 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf274 3.38281248672 0 82.490833825 1.5137492625000064 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 3 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf275 3.26886223339 0 82.390833125 1.6637503124999995 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 3 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf276 2.88984083604 0 83.253333025 0.6466669749999966 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf277 2.55175275146 0 82.50333375 1.4949993750000061 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv fp16 1 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf278 2.62376471646 0 82.295832175 1.8062517374999985 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 3 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf279 2.89529880947 0 82.244166875 1.8837496874999928 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf280 3.20641600424 0 82.4850002 1.5224996999999973 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 3 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf281 3.35812188872 0 82.4258341 1.6112488499999955 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 3 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf282 2.49677940941 0 82.71750005 1.1737499250000027 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 7 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 22 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf283 3.38120370248 0 82.390834075 1.6637488874999988 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 3 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf284 2.61676165298 0 82.824166125 1.0137508124999925 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv samp 36 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf285 2.95471428151 0 83.240000175 0.6599998249999942 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf286 3.16800384081 0 82.459167225 1.5612491624999976 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv fp16 1 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf287 3.29072931971 0 82.5541669 1.4187496500000023 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf288 3.86883458805 0 82.56500035 1.402499474999992 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf289 3.53914203218 0 83.42500025 0.4749997500000035 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 23 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf290 2.88656198137 0 83.3333337 0.5666663000000028 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf291 2.68828782884 0 82.304166225 1.7937506624999955 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 3 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf292 2.22188270191 0 83.49166645 0.40833355000000326 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv samp 34 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf293 3.10276702124 0 82.691666975 1.212499537499994 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf294 3.71861561279 0 81.845 2.4825000000000017 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf295 2.31264838619 0 81.90916705 2.3862494250000097 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 24 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf296 4.65131508141 0 81.721666225 2.6675006624999895 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf297 4.41041653795 0 81.8041672 2.5437492000000077 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 28 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf298 4.64777037234 0 81.7791666 2.5812501000000054 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf299 2.54362112272 0 81.86583315 2.4512502749999996 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 22 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 25 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 27 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf300 3.9092714242 0 81.80166725 2.5474991250000087 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 24 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf301 4.71458655761 0 81.76500005 2.6024999250000036 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf302 2.99958912291 0 82.183333025 1.975000462500006 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 22 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf303 4.15215580161 0 81.7650006 2.60249910000001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 23 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf304 3.08724297596 0 82.7725004 1.0912494000000024 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 21 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf305 4.55102318011 0 81.726667575 2.65999863750001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf306 4.05237118816 0 81.7183329 2.6725006500000106 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf307 3.65495824565 0 81.864166075 2.4537508875 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf308 3.58660356691 0 83.1533337 0.5199994499999931 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf309 4.15683977316 0 81.81250045 2.5312493249999974 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf310 2.2957876366 0 81.892500625 2.411249062500005 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf311 4.06936164451 0 81.83166655 2.5025001750000087 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 6 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf312 4.16443452935 0 81.8549995 2.467500749999992 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 5 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf313 4.12196594403 0 81.826667225 2.5099991625000087 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf314 2.80762145408 0 81.9374994 2.3437509000000105 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 24 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf315 3.77961048884 0 82.096666975 2.1049995374999924 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf316 3.8515884894 0 81.816667425 2.5249988624999915 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf317 4.19486603401 0 81.712499225 2.681251162499997 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf318 4.0553073343 0 81.748333075 2.6275003874999925 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf319 3.4554349638 0 83.5124993 0.38750069999999825 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf320 4.47851561355 0 81.7700007 2.5949989500000044 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf321 3.5209555481 0 83.0466657 0.6800014499999918 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 24 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf322 4.66740793088 0 82.42833425 1.607498624999991 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf323 3.0015015591 0 83.6899995 0.21000050000000103 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf324 2.47501547765 0 83.31749875 0.5825012500000014 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf325 3.5212084815 0 83.172499875 0.4912501875000004 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf326 3.50606233828 0 83.2108336 0.6891663999999992 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf327 2.92583901753 0 83.28500025 0.6149997500000041 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf328 3.40109920082 0 83.1758331 0.4862503499999917 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf329 3.56759398638 0 83.21000045 0.6899995500000046 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf330 3.55806857582 0 83.169166525 0.49625021250000856 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf331 3.43688168131 0 83.131667175 0.552499237499994 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf332 2.12603509822 0 83.31166615 0.5883338500000065 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf333 3.34049231646 0 83.560832775 0.3391672250000056 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf334 3.1381527329 0 83.294165025 0.6058349750000019 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf335 3.30692068622 0 83.186666675 0.46999998750000316 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf336 2.55450450958 0 83.429165825 0.4708341750000017 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf337 3.2983460176 0 83.409999525 0.49000047499999655 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf338 2.40445977697 0 83.72166715 0.1783328499999982 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf339 2.47649388334 0 83.3458338 0.5541662000000059 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf340 2.80986450982 0 83.6108329 0.28916709999999457 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf341 3.19996945711 0 82.20916635 1.9362504749999943 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf342 3.15022966077 0 82.3558336 1.7162496000000047 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf343 3.18630666863 0 82.309166375 1.7862504374999943 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv fp16 1 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf344 3.09659686575 0 82.7841664 1.0737503999999944 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf345 2.98635440336 0 82.5666672 1.3999992000000034 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 23 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf346 2.96599083939 0 83.289166375 0.6108336250000065 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 24 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf347 3.31764009092 0 83.229165675 0.6708343249999956 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 25 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf348 3.24530593811 0 82.744166375 1.133750437499991 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf349 3.1672312347 0 82.32083345 1.7687498250000075 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 7 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf350 3.35194019608 0 82.245000875 1.8824986874999965 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf351 3.0778774074 0 82.307499275 1.7887510875000032 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv fp16 1 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf352 3.33260277956 0 83.4599995 0.440000500000005 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf353 3.24103387077 0 82.2833328 1.825000800000005 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf354 3.18069340099 0 82.5133333 1.480000050000001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 7 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf355 3.07429636563 0 82.3416668 1.737499800000002 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv fp16 1 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf356 3.15235879862 0 82.336666425 1.7450003624999937 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf357 3.24530593811 0 82.67416655 1.238750175000007 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf358 4.76954246445 0 82.019166125 2.221250812500003 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf359 4.449901633 0 81.9024998 2.3962502999999984 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 29 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf360 4.34207312855 0 82.398333475 1.6524997874999983 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 27 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf361 3.91922383284 0 82.130833025 2.0537504624999983 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 27 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf362 4.15854174264 0 82.52416725 1.4637491249999925 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 27 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf363 3.96230081862 0 82.055000075 2.167499887500007 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 25 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf364 2.79832270858 0 82.564165975 1.4037510375000082 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 27 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf365 3.3989410127 0 81.7099991 2.685001349999993 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 27 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 31 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf366 3.76110445166 0 82.480833025 1.5287504625000068 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 27 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf367 5.19355302987 0 81.9524996 2.321250600000006 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf368 3.31882787728 0 82.1508331 2.0237503500000003 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 35 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf369 4.96680102787 0 82.078333275 2.1325000874999915 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf370 2.24298393464 0 82.670833925 1.243749112500005 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 24 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 28 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 24 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf371 5.43694808897 0 82.025000375 2.212499437499993 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf372 4.67197908065 0 83.112500825 0.5812487625000031 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf373 5.98685011161 0 82.0716662 2.1425007000000065 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf374 4.95751357757 0 82.541666875 1.4374996874999937 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf375 4.7705434053 0 82.6366661 1.295000850000001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 23 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf376 6.11253055706 0 81.839166625 2.4912500624999936 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf377 5.13531236708 0 81.947499425 2.3287508624999944 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf378 5.68419530524 0 81.885832675 2.4212509874999952 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf379 3.3989410127 0 82.595833525 1.356249712499995 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 27 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf380 3.3989410127 0 82.13083365 2.0537495250000006 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 27 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 24 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf381 5.26587015 0 82.03000015 2.2049997749999903 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf382 5.8542348193 0 81.706667125 2.6899993125000066 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf383 3.12871807395 0 81.815833525 2.5262497124999967 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 3 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf384 6.01904155181 0 81.811666275 2.53250058750001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf385 4.20358583892 0 81.661666975 2.7574995374999958 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 22 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf386 3.91060095759 0 82.50666635 1.490000474999995 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 27 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf387 3.75751334685 0 82.062499925 2.156250112500004 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf388 6.07933410004 0 82.0766671 2.134999350000008 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf389 5.73440892644 0 81.7983341 2.552498849999992 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf390 2.11827448839 0 82.49083305 1.5137504249999907 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 27 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf391 5.11910106906 0 82.3866668 1.6699997999999994 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf392 3.3989410127 0 82.1033331 2.0950003499999994 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 27 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 32 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf393 3.25823638691 0 82.740000525 1.1399992125000011 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 27 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf394 2.87183708038 0 82.43166675 1.6024998749999924 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 27 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf395 6.09920856411 0 81.79083275 2.5637508749999895 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf396 5.05299439803 0 81.874166875 2.4387496874999997 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf397 5.55984761608 0 81.838333975 2.4924990375000036 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf398 6.20896956368 0 81.764166375 2.603750437499997 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf399 2.08997085298 0 83.324998925 0.5750010749999973 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf400 2.67909425977 0 83.4074999 0.4925000999999952 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf401 3.39279520729 0 83.512500375 0.3874996249999981 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf402 3.74096285582 0 83.342499875 0.5575001249999986 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf403 2.72520189649 0 83.285000675 0.6149993249999938 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf404 2.47020919834 0 83.485832825 0.4141671749999972 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf405 3.52973327747 0 83.579999725 0.3200002750000067 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf406 3.16324896856 0 83.229167325 0.6708326749999941 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf407 3.53910737775 0 83.537499625 0.36250037500000476 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf408 2.46717848922 0 83.366667525 0.5333324750000031 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf409 3.14520849175 0 83.46833325 0.43166674999999943 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf410 3.73983800903 0 83.396666425 0.5033335749999935 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf411 2.69718545933 0 83.42249985 0.4775001500000059 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf412 3.45563746073 0 83.18083305 0.4787504249999941 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf413 3.81594846135 0 83.05333355 0.6699996749999926 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf414 3.22592627458 0 83.51083305 0.3891669499999978 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf415 3.32121276575 0 83.50249925 0.3975007500000004 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf416 2.50486697002 0 83.28333315 0.6166668499999958 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf417 3.43033061199 0 83.376665675 0.5233343250000019 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf418 3.55185414537 0 83.323333775 0.5766662250000053 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf419 3.45180134988 0 83.13416695 0.5487495750000093 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf420 2.51737484435 0 83.319999875 0.5800001250000065 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 25 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf421 2.47649388334 0 83.281667075 0.6183329249999986 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf422 3.52973327747 0 83.4341669 0.4658331000000061 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf423 3.30543425366 0 83.2149995 0.6850004999999953 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf424 3.69546000476 0 83.3700008 0.5299992000000003 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf425 2.54866692533 0 83.23500055 0.6649994500000048 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf426 2.52414632919 0 83.30499955 0.5950004499999949 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf427 3.67819030212 0 83.410000125 0.48999987500000375 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf428 3.66653335987 0 83.6833336 0.2166664000000026 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf429 2.5369425715 0 83.452499925 0.4475000750000021 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf430 2.47501547765 0 83.296666925 0.6033330750000033 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf431 2.73512859106 0 83.1441661 0.5337508499999899 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf432 3.73049052619 0 83.43333345 0.4666665499999937 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf433 3.11116327032 0 83.4500002 0.44999979999999484 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf434 3.59288986667 0 83.6958339 0.20416610000000335 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf435 3.69363094479 0 83.466666825 0.4333331749999957 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf436 2.44405144164 0 83.6624992 0.23750080000000084 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf437 2.52414632919 0 83.298332625 0.6016673749999996 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf438 3.43724518747 0 83.469165875 0.4308341249999984 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf439 2.47403085411 0 83.32166695 0.5783330500000062 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf440 3.10613698764 0 83.718333025 0.18166697499999318 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf441 3.43696375659 0 83.7041672 0.19583279999999947 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf442 2.30377764101 0 83.07916665 0.6312500249999928 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 24 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 22 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf443 3.86195191894 0 82.57083345 1.3937498250000075 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf444 3.42141563349 0 82.7016671 1.1974993500000082 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf445 3.18878419794 0 82.9391669 0.8412496499999946 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf446 3.95857024721 0 83.29499975 0.6050002499999977 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf447 3.42141563349 0 82.6366663 1.2950005499999975 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf448 3.7537079845 0 82.355000175 1.717499737499999 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf449 3.89976572994 0 82.8266675 1.0099987500000012 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf450 3.70562610654 0 82.665833675 1.2512494874999973 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf451 3.88737706866 0 82.85666655 0.9650001750000001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf452 4.09696503312 0 83.220833025 0.6791669749999955 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf453 4.11156497342 0 82.35666615 1.7150007750000071 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf454 3.8410452777 0 83.389999125 0.5100008749999972 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf455 3.71389879516 0 82.65583325 1.2662501249999991 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 23 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf456 3.12961658197 0 82.4508332 1.573750199999992 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 23 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf457 3.54734999035 0 83.430000575 0.469999425000006 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf458 3.86395152513 0 82.4875004 1.5187493999999973 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf459 2.89974302229 0 82.382499875 1.6762501875000098 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf460 3.48886042646 0 82.7250005 1.1624992500000104 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv samp 35 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf461 4.09292044776 0 83.33333365 0.5666663499999999 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf462 3.97558461307 0 82.384999075 1.6725013875000059 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf463 4.09022849113 0 83.3025002 0.5974998000000028 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf464 3.24530593811 0 82.56083355 1.4087496750000028 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf465 3.78717886042 0 82.84083325 0.9887501249999957 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf466 3.93879714412 0 82.830000125 1.004999812500003 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf467 4.10835433149 0 83.284166175 0.6158338250000043 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf468 3.90747388907 0 83.33583325 0.5641667500000068 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf469 2.53859661959 0 82.6516662 1.272500700000009 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf470 4.12303570384 0 82.400000275 1.6499995875000053 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf471 2.4825808753 0 83.890000725 0.009999275000006969 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf472 4.03091892409 0 83.015833475 0.7262497875000093 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf473 3.94573901698 0 82.7941671 1.0587493500000065 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf474 3.81804847244 0 82.634166775 1.2987498375000044 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf475 3.51197806787 0 82.906666375 0.8900004374999995 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv samp 33 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf476 3.35148515003 0 82.644166625 1.2837500625000047 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf477 3.64680056168 0 82.7950001 1.0574998500000063 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf478 3.72000418322 0 83.456667675 0.4433323249999944 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf479 4.13277783134 0 82.530832425 1.4537513625000003 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf480 4.26183413039 0 82.714165825 1.1787512625000076 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 23 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf481 3.23620317817 0 83.55666655 0.34333344999999726 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf482 3.42306292045 0 82.685000625 1.222499062499999 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf483 4.61790687055 0 82.47083265 1.5437510249999917 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf484 3.80271470043 0 82.503333875 1.4949991875000066 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf485 4.0096141492 0 82.503333175 1.4950002375000082 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf486 3.85955229037 0 82.624166675 1.3137499875000032 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf487 3.12961658197 0 82.385832425 1.6712513624999943 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 24 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf488 4.74816504674 0 82.915833575 0.8762496375000097 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf489 2.33564385687 0 82.100833175 2.098750237499992 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 3 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 24 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 25 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 27 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf490 6.31231852253 0 81.88666685 2.419999725000004 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf491 5.91056159856 0 82.027500225 2.2087496625000043 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf492 4.09026452693 0 81.93333315 2.3500002750000064 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 21 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf493 2.29057910951 0 82.68499995 1.2225000749999921 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 25 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 25 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf494 3.31826782794 0 81.898333475 2.4024997874999983 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 23 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf495 2.47740126923 0 81.938332325 2.342501512499993 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 22 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf496 4.86557422781 0 81.960833525 2.3087497125000027 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf497 4.39304255921 0 82.727500175 1.1587497374999955 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf498 3.73256635056 0 82.05666695 2.16499957500001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 27 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf499 6.20896956368 0 81.7933327 2.56000095000001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf500 3.86268155745 0 81.934167525 2.34874871249999 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf501 6.01904155181 0 81.819999625 2.520000562500009 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf502 6.35947216799 0 81.776667425 2.584998862500001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf503 5.21477775932 0 81.994167525 2.258748712500008 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf504 3.4313336476 0 82.8816661 0.9275008499999942 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 24 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 25 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf505 3.68328404231 0 82.05750025 2.163749624999994 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 28 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf506 5.92836922932 0 81.877500125 2.433749812500004 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf507 3.80663695682 0 81.9374992 2.3437511999999927 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf508 5.05770084008 0 82.24583295 1.88125057500001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 22 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf509 3.20777861875 0 82.08083205 2.128751925000003 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf510 3.45870051953 0 82.066666825 2.149999762500002 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf511 5.69409031372 0 81.924167325 2.3637490125000014 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf512 6.06060941775 0 81.9683331 2.297500350000007 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf513 4.1918323886 0 82.824166075 1.0137508875000094 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 21 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf514 5.51311465307 0 82.0116664 2.2325004000000064 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 3 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf515 5.94347809389 0 81.9191666 2.3712501000000046 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf516 4.65273283316 0 83.041665875 0.6875011874999899 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf517 2.6302261544 0 83.335834275 0.5641657250000037 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf518 3.22579199405 0 83.4974991 0.40250090000000116 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf519 3.27967368224 0 83.130833075 0.5537503875000027 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf520 3.43425412049 0 83.53666685 0.3633331499999969 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf521 3.28200602128 0 83.10166715 0.5974992750000041 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf522 3.59684205595 0 83.177500325 0.48374951250000464 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf523 3.59452470708 0 83.314166525 0.5858334749999955 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf524 2.46849388159 0 83.525832375 0.3741676250000069 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf525 3.59984947477 0 83.574999275 0.3250007250000039 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf526 2.56221404472 0 83.107499125 0.5887513124999941 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf527 2.47649388334 0 83.346667275 0.5533327249999985 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf528 3.45475224289 0 83.1041657 0.5937514500000063 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf529 3.14847976496 0 83.299999275 0.6000007249999953 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf530 3.7245329101 0 82.9900001 0.7649998499999953 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf531 3.62667420737 0 83.133332425 0.5500013624999909 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf532 2.64505034404 0 83.412499775 0.48750022499999945 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf533 3.19448276073 0 83.324167425 0.5758325750000012 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf534 3.4521680168 0 83.34083295 0.5591670499999936 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf535 3.22348002932 0 83.42249985 0.4775001500000059 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf536 2.46542270496 0 83.481667075 0.41833292499999575 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf537 2.52778795522 0 83.486665925 0.4133340750000031 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf538 2.56221404472 0 83.144166975 0.5337495374999932 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf539 3.27823297285 0 83.20333445 0.6966655500000002 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf540 3.6180742183 0 82.60750005 1.338749925000002 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 25 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf541 3.92533229567 0 83.4591669 0.4408331000000004 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf542 3.58859383862 0 82.264166475 1.8537502875000058 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 25 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf543 3.22297604526 0 82.75916615 1.111250775000002 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf544 3.66372023461 0 82.59166585 1.3625012250000026 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf545 3.91002002291 0 82.5483341 1.427498849999992 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf546 3.96917380416 0 82.402500725 1.6462489125000062 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf547 3.95854211657 0 82.256666125 1.865000812500007 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 28 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf548 3.66981520647 0 82.52583375 1.4612493749999942 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf549 3.8906919752 0 82.56250095 1.4062485749999993 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf550 3.80542946014 0 82.589166625 1.3662500624999936 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf551 4.01038027961 0 83.020833375 0.7187499375000073 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf552 3.54824634447 0 82.628332675 1.3075009875000063 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf553 3.99739578291 0 82.5425003 1.4362495499999994 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf554 3.42612797341 0 82.64000035 1.289999475000009 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf555 3.37950116826 0 82.5966667 1.3549999499999998 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf556 3.85260352333 0 82.516667575 1.4749986375000006 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf557 3.70250486116 0 83.482500475 0.4174995250000052 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf558 3.85830895124 0 82.7925002 1.0612496999999905 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf559 3.08261368468 0 82.583333825 1.3749992625000047 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf560 3.84859290112 0 82.804166725 1.0437499124999974 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf561 3.88910440715 0 82.49000105 1.5149984249999946 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf562 3.77712344616 0 82.583332925 1.3750006125000098 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf563 3.3516889331 0 82.640000425 1.289999362500005 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf564 3.24530593811 0 82.568332375 1.3975014375000043 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf565 3.76898427543 0 82.60916635 1.336250475000007 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf566 3.44754596993 0 82.272499425 1.8412508624999901 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 7 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf567 4.05924378827 0 82.56500135 1.4024979749999957 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf568 3.93740416705 0 82.522498825 1.4662517625000007 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf569 3.84132198203 0 82.5683344 1.3974984000000035 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf570 3.09230255687 0 82.6708328 1.2437508000000008 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf571 3.7426849711 0 82.5908331 1.3637503500000037 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf572 2.86454312858 0 83.1341669 0.5487496500000049 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf573 3.8409412107 0 82.574167475 1.3887487875000062 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf574 3.42777980223 0 82.648334175 1.2774987374999967 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf575 3.40403815603 0 83.51166655 0.38833344999999897 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf576 3.88047602719 0 82.532500075 1.4512498874999977 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf577 3.77830204078 0 82.647500475 1.2787492874999984 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf578 3.42777980223 0 82.63249865 1.3012520249999966 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf579 4.04812478529 0 82.325000375 1.7624994374999972 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 28 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf580 3.42612797341 0 82.567500125 1.3987498125000073 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf581 2.71103437454 0 82.644166375 1.2837504375000037 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 23 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf582 2.71585198734 0 82.609166725 1.3362499125000085 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 23 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf583 3.94925800299 0 82.51000045 1.4849993249999898 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf584 5.94686699811 0 81.866666425 2.450000362499992 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf585 6.08581936049 0 81.75666715 2.6149992750000024 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 6 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf586 5.8159977702 0 81.991667725 2.262498412500001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf587 5.84038818508 0 81.9858334 2.2712498999999937 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf588 3.16200541504 0 81.93916565 2.34125152499999 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 28 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf589 6.13324261561 0 82.027500175 2.2087497375 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf590 3.40390894839 0 82.398333225 1.6525001624999973 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf591 5.96588342505 0 81.875832675 2.436250987500003 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf592 6.06542582931 0 81.75916635 2.6112504749999985 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf593 3.75822433713 0 82.285832875 1.8212506875000045 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 3 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 21 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf594 4.83568092525 0 82.5116665 1.482500249999994 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf595 2.92350480095 0 82.088333675 2.117499487499998 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 23 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf596 4.86061160899 0 82.13083405 2.0537489249999936 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf597 5.80915645539 0 82.07333335 2.139999975000002 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf598 4.77219926546 0 82.145833575 2.0312496375000038 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf599 4.95642590255 0 82.177500425 1.9837493624999922 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf600 6.3125953848 0 81.8175009 2.5237486500000017 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf601 5.68676212758 0 81.9325008 2.3512488000000005 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf602 4.87802723389 0 82.616667025 1.3249994625000028 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf603 4.24152951084 0 82.3408333 1.7387500500000002 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf604 4.86742481345 0 81.79666635 2.555000475000007 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 3 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf605 2.84079562042 0 81.7549991 2.6175013499999906 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 24 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf606 4.7209030777 0 82.50916645 1.4862503250000074 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf607 3.21429793651 0 82.037499825 2.1937502625000036 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf608 6.20896956368 0 81.806666375 2.540000437499991 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf609 6.11253055706 0 81.9508336 2.3237496000000064 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf610 5.72814889622 0 82.070833225 2.143750162499998 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf611 6.03912384738 0 81.9508329 2.323750650000008 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf612 4.82854259452 0 81.999166275 2.25125058750001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf613 6.28005303148 0 81.999167275 2.2512490874999926 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf614 3.53322652378 0 81.8325003 2.50124954999999 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf615 5.54554314448 0 82.005833575 2.2412496375000046 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf616 5.92460400808 0 81.8916666 2.4125001000000097 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf617 6.24638811174 0 81.81916665 2.5212500250000005 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf618 3.60668252472 0 82.4383338 1.5924993000000072 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf619 5.00597538776 0 82.5850009 1.3724986500000043 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf620 3.50178718632 0 82.0274992 2.208751200000009 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf621 5.41498979223 0 81.926666575 2.360000137500002 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf622 6.12963802972 0 81.939999775 2.340000337499994 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf623 2.84806440183 0 82.35833275 1.7125008749999964 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 22 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf624 4.53047135975 0 82.752499075 1.1212513874999956 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf625 6.45517159164 0 81.904999375 2.392500937499996 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf626 2.77533156099 0 83.51249885 0.38750114999999996 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf627 2.67681442383 0 83.54249975 0.3575002499999954 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf628 3.34131522534 0 83.388333375 0.511666624999998 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf629 3.91196048681 0 83.385832775 0.5141672250000028 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf630 3.67732734091 0 83.6216665 0.27833349999999657 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf631 3.17642385621 0 83.9708332 0.22916679999999873 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf632 3.7148603211 0 83.47666625 0.42333375000000617 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf633 3.550044405 0 83.379166975 0.5208330249999961 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf634 3.89833699237 0 83.465000775 0.4349992250000071 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf635 3.41246964545 0 83.380834025 0.5191659750000014 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf636 2.74258180683 0 83.38166735 0.5183326499999993 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf637 3.19236717145 0 83.629166025 0.2708339749999965 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf638 2.66820276722 0 83.504999725 0.39500027499999535 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf639 3.91196048681 0 83.510833025 0.3891669750000034 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf640 3.6987123875 0 83.473332775 0.4266672249999971 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf641 2.6908653869 0 83.450833775 0.44916622499999337 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf642 3.21949064499 0 83.1749996 0.48750059999998996 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf643 3.8540168116 0 83.3374999 0.5625001000000026 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf644 3.56007386967 0 83.6800005 0.21999949999999446 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf645 3.33812673629 0 83.398332625 0.5016673750000052 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf646 4.04048626029 0 83.339167475 0.5608325250000036 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf647 3.85170222236 0 83.446665375 0.4533346250000051 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf648 3.90854569412 0 83.439166475 0.46083352500000674 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf649 3.19820449438 0 83.620000625 0.27999937499999705 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf650 3.56169130222 0 83.4466666 0.45333339999999966 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf651 2.47649388334 0 83.3058326 0.5941673999999978 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf652 3.84319484171 0 83.5466665 0.3533334999999994 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf653 3.61281589655 0 83.4683321 0.4316679000000022 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf654 3.45781979362 0 83.395832825 0.5041671750000006 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf655 3.66427338342 0 83.350832525 0.5491674749999987 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf656 3.73380488971 0 83.555833725 0.34416627500000063 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf657 3.34017631976 0 83.901667075 0.29833292499999403 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf658 3.36416579236 0 83.4666676 0.43333240000000617 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf659 3.90051037143 0 83.377498975 0.5225010250000054 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf660 3.42864727797 0 83.366666 0.533334000000005 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf661 4.00593124871 0 83.6191658 0.28083419999999537 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf662 3.19455366876 0 83.6241671 0.27583290000000604 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf663 3.73050433946 0 83.313333525 0.5866664749999956 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf664 3.4587813675 0 83.399999225 0.5000007749999981 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf665 3.04008546135 0 83.599166675 0.3008333249999936 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf666 3.78060333145 0 83.4550007 0.44499930000000065 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf667 3.61962110787 0 83.460833125 0.4391668750000065 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf668 3.8810965693 0 83.2749996 0.625000399999999 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf669 3.33861347291 0 83.625000425 0.27499957500000394 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf670 2.56753588524 0 83.6249996 0.2750004000000047 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf671 2.66966635352 0 83.505833375 0.39416662500000543 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf672 3.62734932603 0 83.393333 0.5066670000000016 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf673 2.81757910985 0 83.399999475 0.5000005249999987 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf674 3.90909166028 0 83.35083335 0.549166649999998 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf675 3.67412584098 0 83.899166975 0.0008330250000000428 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf676 3.89711553068 0 83.522500025 0.37749997500000065 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf677 3.62570087392 0 83.388333425 0.511666575000001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf678 3.07523718155 0 82.7808333 1.0787500500000036 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 25 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf679 4.13425005433 0 82.42083265 1.6187510250000088 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf680 3.61960948722 0 82.8216667 1.0174999500000084 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 5 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf681 3.77350891881 0 83.4066669 0.4933330999999953 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf682 3.29849329899 0 82.699167225 1.2012491625000052 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf683 2.53422103757 0 82.725833325 1.1612500125000054 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv samp 35 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf684 3.07598772844 0 82.70083335 1.1987499750000055 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf685 2.9984674801 0 82.483333625 1.5249995624999997 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 24 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf686 2.69034021678 0 82.911667225 0.8824991624999967 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf687 3.6121448006 0 82.63666585 1.295001225 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf688 3.72756318437 0 82.55749965 1.4137505250000046 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf689 3.55023099238 0 82.526666675 1.459999987499998 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf690 3.42777980223 0 82.684999375 1.2225009374999942 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf691 4.84352798061 0 82.450834125 1.5737488124999999 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf692 3.76776786291 0 82.559167175 1.4112492375000016 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf693 4.51358276297 0 82.44000035 1.589999474999992 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf694 3.72458652593 0 82.6208338 1.3187493000000003 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf695 3.76348907779 0 82.8208328 1.0187507999999923 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf696 3.69520391434 0 82.767499375 1.0987509375000002 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf697 3.66560916957 0 82.67916755 1.2312486749999962 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf698 3.77027202063 0 82.488333725 1.517499412499994 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 23 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf699 3.75097348493 0 82.7166668 1.174999800000002 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 7 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf700 2.45929083235 0 82.681665775 1.2275013375000015 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 5 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv samp 33 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 25 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf701 3.23452197803 0 82.6866664 1.2200004000000106 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf702 3.78589104303 0 82.468333725 1.5474994125000094 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf703 3.67105883538 0 82.655833575 1.266249637499996 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf704 3.68966627876 0 82.65166675 1.272499874999994 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf705 3.76017408275 0 82.621666375 1.3175004374999943 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf706 3.24530593811 0 82.58416615 1.3737507749999978 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf707 2.8309510337 0 82.354167125 1.7187493124999946 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 24 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf708 3.65387014178 0 82.29333365 1.8099995250000092 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 35 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf709 3.71442465807 0 82.654166575 1.2687501374999925 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf710 3.14961884209 0 82.7824993 1.0762510500000033 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf711 2.83638434085 0 82.5541664 1.4187504000000004 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 23 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf712 2.91601847724 0 82.573332825 1.3900007625000086 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 23 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf713 3.64186373922 0 82.65666695 1.2649995749999974 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf714 2.81202046932 0 82.533333575 1.4499996374999995 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf715 3.76108652872 0 82.46333325 1.5550001249999923 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv fp16 1 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf716 3.65879322305 0 82.645832475 1.281251287499991 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf717 3.70045394085 0 82.521666475 1.4675002874999947 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf718 3.72520627099 0 82.66583245 1.2512513250000055 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf719 3.24756557937 0 82.614999375 1.3275009375000053 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf720 3.30885003192 0 82.649167625 1.276248562499994 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf721 4.87113873596 0 82.313334075 1.7799988874999997 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf722 2.99807106899 0 82.5941672 1.3587491999999983 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf723 2.72823552171 0 82.50916655 1.486250174999995 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 23 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf724 2.80778843881 0 82.6516676 1.2724986000000058 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf725 3.78397139373 0 82.5358331 1.4462503499999926 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf726 3.54172278638 0 82.500833175 1.4987502375000048 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf727 3.24678797193 0 82.6966673 1.2049990499999979 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf728 3.25008734698 0 82.639999975 1.2900000375000076 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf729 3.45364629658 0 82.469166625 1.5462500625000004 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf730 3.51186658454 0 82.663332725 1.2550009124999946 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf731 3.64560643018 0 82.46166725 1.5574991249999925 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf732 3.56631738856 0 82.4725002 1.5412497000000016 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf733 4.44852035759 0 82.728333075 1.1575003875000078 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf734 3.83632344443 0 81.790833625 2.563749562499993 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf735 5.34047298453 0 81.87749975 2.4337503750000025 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 30 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf736 5.65205072298 0 81.823333 2.515000499999992 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf737 3.09454478777 0 82.189167275 1.966249087499996 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 22 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 27 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf738 4.66234436114 0 81.882500525 2.4262492125000037 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 24 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf739 4.57988807369 0 82.72749975 1.1587503749999897 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf740 3.14265791087 0 82.407500075 1.6387498874999977 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 21 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf741 3.79743686888 0 82.55999965 1.410000525000008 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 7 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf742 5.37418600885 0 81.905000525 2.3924992124999918 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf743 5.04653302026 0 82.4066666 1.6400001000000088 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf744 4.13261299183 0 81.8124998 2.5312503000000035 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 21 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf745 5.72782322817 0 81.8375002 2.4937497000000093 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 5 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf746 5.05336757055 0 81.8708332 2.4437501999999895 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf747 5.39629361273 0 81.907500475 2.3887492874999907 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf748 4.5639539009 0 81.868333475 2.4474997875 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf749 2.48550160702 0 81.98249965 2.276250525000009 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 22 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 5 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 24 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 25 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf750 3.36713317478 0 82.3433332 1.7350001999999947 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf751 4.25330235918 0 82.050833225 2.173750162499992 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 25 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf752 4.73785735024 0 82.43083295 1.6037505750000065 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 25 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf753 5.75116942647 0 81.810832725 2.533750912500004 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf754 4.08310313137 0 81.82083325 2.5187501249999897 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf755 3.69771415222 0 81.771667375 2.5924989374999896 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf756 4.5639539009 0 81.88916665 2.4162500249999894 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 21 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf757 3.61284787083 0 81.839166675 2.491249987499998 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf758 3.14794852044 0 83.18249955 0.47625067499999574 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf759 3.61297523069 0 83.109166025 0.5862509625000101 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf760 3.0859019816 0 83.58333355 0.31666644999999394 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf761 3.48258407644 0 83.072499225 0.6412511624999979 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf762 2.35625127316 0 83.69083365 0.20916634999999817 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf763 3.82892289873 0 83.0383339 0.6924991500000033 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf764 3.23798952739 0 83.382500875 0.5174991249999948 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf765 2.46884718101 0 83.7450001 0.1549999000000014 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf766 2.89946744376 0 83.59416695 0.3058330499999983 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf767 3.9824491999 0 83.034165925 0.6987511125000054 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf768 2.26810900867 0 83.441667 0.45833300000000465 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf769 3.33442766268 0 83.4108334 0.4891665999999987 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf770 3.56238424705 0 83.114167025 0.5787494624999994 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf771 2.20628386166 0 83.8049997 0.09500030000000381 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf772 2.96054190359 0 83.446667125 0.4533328749999953 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf773 3.73646781666 0 83.210832725 0.689167274999997 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf774 3.45655139427 0 83.3616669 0.538333099999997 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf775 3.36781044562 0 83.41416585 0.48583414999999663 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf776 3.33711158829 0 83.400833525 0.4991664750000041 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf777 2.47649388334 0 83.294167725 0.6058322750000059 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf778 3.29795938368 0 83.4608333 0.4391666999999956 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf779 2.58901289839 0 83.224165925 0.6758340750000059 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf780 2.48110468365 0 83.166666625 0.5000000624999927 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf781 3.31743089602 0 83.52416585 0.3758341499999972 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf782 3.16532803511 0 83.4866665 0.4133335000000017 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf783 3.01209146756 0 83.39499915 0.5050008499999962 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf784 2.91506038019 0 83.454166025 0.44583397499999367 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv samp 34 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf785 3.28419816756 0 83.439999375 0.4600006250000007 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf786 3.44231905129 0 83.079999875 0.6300001875000021 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf787 3.35346139693 0 83.4133336 0.4866663999999986 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf788 2.5733608853 0 83.475833225 0.42416677499999766 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf789 3.32302239408 0 83.463333575 0.4366664250000071 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf790 3.86085671563 0 83.331666975 0.5683330249999955 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf791 2.87563150959 0 83.081667125 0.6274993125000066 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf792 2.2667413651 0 83.2266664 0.6733336000000009 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf793 3.17877719405 0 83.10166685 0.5974997249999987 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf794 2.05169457405 0 83.546667075 0.353332924999998 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf795 3.92871521165 0 83.153333725 0.519999412500006 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf796 2.871597607 0 83.05750035 0.663749475000003 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf797 3.51071987027 0 83.0066665 0.7400002500000085 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf798 3.25133864889 0 82.619998725 1.3200019124999969 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf799 3.02951773989 0 82.507500525 1.4887492125000037 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 7 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf800 3.27334017121 0 83.1308336 0.5537495999999962 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf801 3.77431743295 0 82.847500075 0.9787498875000011 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf802 3.15173939185 0 82.54416675 1.4337498749999966 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf803 3.20342071376 0 82.911666325 0.8825005125000018 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 22 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf804 3.76589200269 0 82.63416685 1.2987497250000004 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf805 3.97450408852 0 82.2916664 1.8125004000000047 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 25 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf806 3.72839205344 0 82.84916615 0.9762507749999969 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf807 3.83937218502 0 82.662499675 1.2562504874999902 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf808 3.46318308501 0 82.660000625 1.2599990625000075 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf809 2.65194478828 0 82.9966669 0.7549996500000091 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf810 3.81868246747 0 82.676666625 1.2350000625000064 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf811 2.668045357 0 82.687500775 1.2187488374999944 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf812 3.6406305738 0 83.044166575 0.6837501374999917 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf813 3.88869175025 0 82.619999925 1.3200001124999972 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf814 3.31960896231 0 82.582499525 1.3762507124999956 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf815 3.74455317852 0 83.011666325 0.7325005125000104 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf816 3.5137137361 0 82.635833375 1.2962499374999936 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf817 3.47803508789 0 82.671666975 1.2424995375000094 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf818 3.88869175025 0 82.5324997 1.4512504499999963 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf819 3.99015746851 0 83.32999975 0.5700002500000011 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf820 3.47633448052 0 82.70916585 1.1862512249999924 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf821 3.81672942872 0 82.66249985 1.2562502249999952 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf822 3.68765396647 0 83.035833175 0.6962502375000099 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf823 2.62468751826 0 83.85666555 0.04333444999999758 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf824 3.24530593811 0 82.596666725 1.3549999124999914 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf825 3.78887649269 0 82.6574997 1.2637504499999963 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 25 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf826 3.27825362995 0 83.098333475 0.602499787499994 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf827 4.04464703118 0 82.658332375 1.2625014374999992 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf828 4.0080827723 0 82.967499475 0.7987507875000048 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf829 3.81868246747 0 82.6308328 1.3037508000000102 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf830 2.97178100595 0 82.274999925 1.8375001124999955 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 7 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 24 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf831 3.6270584119 0 82.60749975 1.3387503749999965 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf832 4.0570665511 0 82.461666575 1.557500137500007 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf833 3.28457771051 0 83.106666975 0.589999537500006 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 5 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf834 3.82073461682 0 82.628333725 1.3074994124999932 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf835 2.81694416161 0 82.9158347 0.8762479499999927 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf836 2.71225929471 0 82.91 0.8850000000000051 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf837 3.2770273421 0 82.669999925 1.2450001125000014 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf838 3.34881572161 0 82.45500065 1.5674990249999965 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 25 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf839 3.95513111625 0 82.567500925 1.3987486124999933 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf840 3.07936522986 0 82.384166725 1.6737499125 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 24 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf841 3.50904748658 0 82.551667075 1.4224993875000038 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf842 3.78763902744 0 82.524167675 1.4637484874999984 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf843 3.18013008622 0 82.7024998 1.1962503000000027 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf844 4.03626127129 0 82.5291655 1.4562517499999927 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf845 2.58905763401 0 82.68250105 1.2262484250000014 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf846 3.99304048761 0 82.58416755 1.3737486749999945 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf847 3.99528436929 0 82.64749975 1.2787503750000084 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf848 3.78763902744 0 82.690000125 1.2149998125000039 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf849 3.68134508359 0 82.605832975 1.3412505375000023 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf850 3.9513615958 0 82.637499625 1.2937505624999943 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf851 3.74332022224 0 81.716666775 2.6749998375000104 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 22 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf852 2.81716153181 0 82.6441663 1.2837505500000077 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 5 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 27 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf853 6.16037265169 0 81.943333075 2.3350003875000027 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf854 3.37055296019 0 81.936666475 2.3450002875000067 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf855 4.90505757241 0 82.631667175 1.302499237499994 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf856 4.91731542308 0 82.125833525 2.0612497124999933 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf857 5.10882133745 0 82.5716667 1.3924999500000084 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf858 5.91056159856 0 82.000000275 2.2499995874999925 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf859 3.59399896186 0 81.861666875 2.457499687500004 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf860 3.8438175556 0 81.89499995 2.4075000750000015 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf861 5.10882133745 0 82.03250025 2.2012496250000027 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf862 3.24518027232 0 82.024166425 2.2137503624999937 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 21 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf863 4.45286607582 0 82.109999625 2.0850005624999994 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 34 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf864 2.66745181515 0 81.925832975 2.3612505374999913 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 25 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 21 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 27 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 23 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf865 3.8438175556 0 81.93416575 2.348751374999992 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf866 2.75141950611 0 83.235000425 0.6649995750000045 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf867 5.02396619108 0 81.964998375 2.30250243750001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf868 6.30850043881 0 81.839167875 2.4912481874999983 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf869 2.71089204705 0 82.777500525 1.0837492125000097 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 23 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf870 3.37792709756 0 82.785001075 1.072498387500005 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf871 6.20896956368 0 81.805832675 2.5412509874999927 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf872 6.093601141 0 81.809166125 2.5362508124999934 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf873 6.17472027945 0 81.960000325 2.3099995125000063 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf874 4.37093352457 0 82.7258336 1.1612495999999979 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf875 5.7215125746 0 81.9375002 2.3437496999999965 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf876 4.84163016407 0 82.084999725 2.1225004124999955 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf877 6.26209688761 0 81.819166775 2.521249837500001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 23 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf878 4.85663126202 0 82.5866659 1.3700011500000002 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf879 6.20896956368 0 81.853333725 2.4699994125000018 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 3 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf880 3.15632103776 0 83.2983335 0.6016665000000018 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 25 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf881 3.80890289184 0 81.777500975 2.583748537500007 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 22 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 25 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf882 4.31381299305 0 83.01000025 0.7349996249999933 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf883 3.79575894348 0 82.3091669 1.7862496500000091 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 22 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf884 6.01904155181 0 81.837499775 2.4937503375000034 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf885 3.09816021067 0 82.4133333 1.6300000499999925 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 35 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf886 2.53423568639 0 82.0749991 2.137501350000001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 23 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 6 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 25 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 26 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf887 3.92665454118 0 81.950833375 2.323749937499997 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf888 5.43694808897 0 81.838333275 2.492500087500005 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 4 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 21 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf889 5.43694808897 0 81.915832175 2.3762517374999916 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf890 3.72936814517 0 83.34833285 0.5516671499999944 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf891 3.50391619891 0 83.436665475 0.46333452500000194 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf892 3.31248767312 0 83.2858336 0.6141663999999963 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf893 3.7499123954 0 83.4508327 0.4491672999999935 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf894 3.44261287135 0 83.47166675 0.4283332500000029 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf895 3.69707003451 0 83.4391661 0.4608339000000058 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf896 3.51958469414 0 83.454166025 0.44583397499999367 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf897 3.3941522599 0 83.4208333 0.47916670000000183 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf898 2.50486697002 0 83.303333425 0.5966665749999948 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf899 3.69734139746 0 83.716666025 0.18333397500000503 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf900 3.53539394872 0 83.4691667 0.43083329999999764 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf901 2.81481595232 0 83.30999995 0.5900000499999948 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf902 3.59517889854 0 83.304999975 0.5950000249999988 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf903 2.7921225095 0 83.417500225 0.4824997750000023 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf904 3.63331458464 0 83.449166125 0.45083387499999505 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf905 3.47299403328 0 83.55583285 0.3441671499999984 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf906 3.44718329478 0 83.274167675 0.625832324999999 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf907 3.68820488322 0 83.474166075 0.4258339250000006 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf908 3.54345165631 0 83.48249965 0.41750035000000596 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf909 3.71451789948 0 83.427500375 0.4724996250000061 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf910 3.41501347545 0 83.6241676 0.2758323999999931 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf911 2.35625127316 0 83.7183326 0.18166740000000348 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf912 3.11476765562 0 83.430000525 0.46999947500000305 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf913 2.54844128088 0 83.651667225 0.24833277500000295 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf914 3.47560954513 0 83.185000275 0.4724995875000104 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf915 2.47649388334 0 83.309999775 0.5900002250000057 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf916 3.63349441695 0 83.54916695 0.35083305 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf917 3.30388414795 0 83.359167275 0.5408327249999957 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf918 3.77986574157 0 83.4441673 0.4558326999999963 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf919 3.67920746343 0 83.2683346 0.6316653999999972 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf920 2.70850046994 0 83.616666525 0.2833334750000006 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf921 3.6964867413 0 83.337500225 0.5624997750000006 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf922 2.72258321388 0 83.365000175 0.5349998249999942 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf923 3.34317799035 0 83.5724997 0.3275003000000055 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf924 3.70143831715 0 83.074166875 0.6387496874999954 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 25 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf925 3.48339674101 0 83.248333525 0.6516664749999933 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf926 3.79023247477 0 83.466666825 0.4333331749999957 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf927 3.36183078045 0 83.53499945 0.3650005499999992 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf928 3.28196007038 0 83.294998975 0.6050010250000014 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf929 3.70529640408 0 83.297499775 0.6025002249999943 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf930 3.12600067242 0 83.29583395 0.6041660499999978 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf931 3.32752026627 0 83.3133329 0.586667099999994 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 7 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf932 2.48198487863 0 83.303333475 0.5966665249999977 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf933 3.1597837357 0 83.442499175 0.45750082500000533 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf934 3.77871738179 0 83.3666669 0.5333331000000016 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf935 3.35457706027 0 83.543333225 0.3566667750000022 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf936 3.61586307191 0 83.3383333 0.5616666999999979 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf937 2.47634351559 0 83.22166685 0.6783331499999946 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf938 3.35701719053 0 83.24916645 0.6508335499999959 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 25 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf939 2.72167118032 0 83.4675003 0.4324997000000025 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf940 3.76917478372 0 83.22583405 0.6741659499999969 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 7 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf941 2.43438806129 0 82.300000275 1.7999995874999968 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv samp 33 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf942 3.26035378188 0 82.639166075 1.2912508874999915 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 5 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf943 3.5627836329 0 82.8108333 1.0337500500000019 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf944 3.92736291033 0 82.752500625 1.1212490625000058 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 5 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf945 2.98682534284 0 82.545832875 1.4312506874999968 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 3 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf946 3.65622796348 0 82.798333175 1.0525002375000057 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf947 3.50399502573 0 82.4883339 1.517499149999999 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 23 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf948 3.70917068011 0 82.62249925 1.3162511249999937 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf949 2.50000105742 0 82.28083395 1.8287490749999975 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 23 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 5 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv samp 36 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf950 4.86570422716 0 82.616666825 1.3249997625000063 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf951 3.72795673446 0 82.746666925 1.1299996125000007 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf952 4.5016633723 0 82.7399989 1.140001649999995 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf953 3.5171680183 0 82.451666625 1.5725000624999979 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 25 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf954 4.75439504727 0 82.543332625 1.4350010624999925 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 4 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf955 3.67712858332 0 83.025833725 0.7112494125000026 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf956 3.27613673062 0 82.682500475 1.2262492875000035 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 23 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 23 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf957 3.50565636549 0 82.79833345 1.0524998249999982 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf958 4.71844459564 0 82.671666375 1.2425004374999986 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 5 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf959 3.372162672 0 82.753333875 1.1199991875000066 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 24 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 5 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf960 2.37592013732 0 82.524165725 1.4637514124999953 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 4 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 23 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf961 2.99658640807 0 82.53833415 1.4424987750000042 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 3 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf962 4.80627954241 0 82.755000125 1.1174998125000073 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf963 4.56431641394 0 82.765000175 1.102499737500004 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf964 3.24710747658 0 82.514999975 1.4775000375000076 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 23 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf965 4.27871985202 0 82.72916625 1.1562506249999913 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf966 3.62180360563 0 82.7016668 1.1974998000000028 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf967 3.24530593811 0 82.5308336 1.453749600000009 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv perf 25 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf968 3.49550544476 0 83.07583275 0.6362508749999947 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv fp16 1 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 23 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf969 4.81278170344 0 82.8383337 0.9924994499999897 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 5 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf970 4.45301390051 0 82.7441668 1.1337497999999968 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf971 3.61183152481 0 82.7025005 1.196249250000001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf972 4.80627954241 0 82.569999625 1.3950005625000088 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 22 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf973 3.13470322331 0 82.870001025 0.9449984625000099 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 6 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 3 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf974 4.12539468537 0 82.99833355 0.7524996750000028 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf975 4.77896638025 0 82.963333725 0.8049994125000026 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 3 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 5 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf976 3.71409339076 0 82.701666675 1.1974999875000023 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf977 4.45301390051 0 82.8516673 0.9724990499999961 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf978 4.74281224288 0 82.667500325 1.248749512499991 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf979 3.54532423024 0 82.599166675 1.3512499874999904 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 24 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 5 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf980 4.59334670224 0 82.80500035 1.0424994749999996 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf981 4.876302156 0 82.5849995 1.3725007500000075 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 5 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf982 4.78609518998 0 82.69416675 1.2087498750000094 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 6 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf983 2.67328956526 0 82.767500075 1.0987498874999986 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 23 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf984 4.85905339612 0 82.54000015 1.439999775000004 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 25 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf985 4.86570422716 0 82.6791672 1.2312492000000077 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf986 4.70852102288 0 82.6991669 1.2012496500000083 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 3 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 3 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 21 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 21 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf987 5.97974316264 0 81.874166025 2.4387509625000092 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 3 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf988 4.27713677856 0 81.934166325 2.34875051249999 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 24 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 7 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 27 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf989 6.28222269148 0 81.8899998 2.4150003000000027 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 3 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf990 6.26534495382 0 81.9641665 2.303750249999993 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 3 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf991 2.61208555149 0 82.484999875 1.5225001875000004 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 3 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 21 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 27 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 4 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf992 4.40780373895 0 82.29083305 1.813750424999995 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 3 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 6 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf993 4.75219653014 0 82.076666625 2.135000062499998 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 3 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf994 5.16893181119 0 81.9175006 2.373749100000005 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf995 5.17732574457 0 82.156666975 2.0149995375000103 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 3 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf996 5.99511536146 0 82.004166725 2.243749912499993 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 7 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 3 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf997 5.05884855398 0 81.90750045 2.388749324999999 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 3 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 23 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf998 2.66607186318 0 82.368333 1.6975004999999896 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 3 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 22 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 24 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 33 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 gpu mul fp16 1 add fp32 1 +84 gpu softmax fp32 1 +----- ++++++ +conf999 5.26037108556 0 81.975833125 2.286250312500009 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 22 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf1000 3.71400016675 0 81.98666615 2.2700007749999926 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 27 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 25 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf1001 6.08785686479 0 81.729166775 2.656249837500006 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf1002 5.19098406622 0 82.044999725 2.182500412500005 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 3 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf1003 6.20896956368 0 81.8141665 2.5287502500000016 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf1004 5.96162603223 0 82.04000035 2.1899994750000005 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 3 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf1005 5.58908808721 0 82.0225009 2.2162486500000043 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 6 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 3 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf1006 5.80338086266 0 82.019166125 2.221250812500003 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 3 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf1007 3.57313874469 0 81.6458328 2.7812508000000093 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 23 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 32 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 7 +84 gpu softmax fp32 1 +----- ++++++ +conf1008 4.77204584207 0 82.342500125 1.7362498124999988 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 21 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf1009 4.80154224382 0 81.93000005 2.354999924999994 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 3 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 28 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf1010 5.94979620752 0 81.91416735 2.3787489750000006 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 3 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 5 +84 gpu softmax fp32 1 +----- ++++++ +conf1011 4.43262738859 0 82.11000005 2.0849999250000053 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 6 +84 gpu softmax fp32 1 +----- ++++++ +conf1012 3.39324062912 0 81.77583375 2.586249374999994 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 3 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 24 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 7 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 promise swing_level 5 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 21 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 7 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv perf 24 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf1013 5.36285740735 0 81.9699991 2.295001350000007 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 7 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 5 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf1014 2.99014496865 0 81.865832675 2.4512509875000106 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 3 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 7 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 21 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv fp16 1 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 5 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 5 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf1015 5.05884855398 0 82.07249985 2.1412502250000003 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 24 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf1016 4.50279950661 0 81.90916635 2.38625047499999 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 4 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 5 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 promise swing_level 5 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 gpu conv samp 36 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf1017 5.91680988655 0 81.94166595 2.3375010749999987 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 4 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf1018 6.21586506403 0 81.9325016 2.3512476000000078 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 4 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 3 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf1019 3.82775289567 0 81.98750055 2.2687491750000106 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 3 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 3 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf1020 3.79884440441 0 81.9708333 2.293750050000007 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 3 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 6 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 23 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 gpu conv perf 25 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 24 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 gpu conv perf 21 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv fp16 1 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 4 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 6 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 3 +84 gpu softmax fp32 1 +----- ++++++ +conf1021 4.74187893505 0 81.70833395 2.687499075000005 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 6 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 3 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 5 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 3 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 gpu conv perf 24 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- ++++++ +conf1022 5.78631511561 0 82.029999725 2.205000412500006 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 promise swing_level 5 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 promise swing_level 5 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 promise swing_level 3 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu group_conv fp16 1 +41 gpu batchnorm fp16 1 +42 gpu relu fp16 1 +43 gpu conv fp16 1 +44 gpu batchnorm fp16 1 +45 gpu relu fp16 1 +46 gpu group_conv fp16 1 +47 gpu batchnorm fp16 1 +48 gpu relu fp16 1 +49 promise swing_level 3 +50 gpu batchnorm fp16 1 +51 gpu relu fp16 1 +52 gpu group_conv fp16 1 +53 gpu batchnorm fp16 1 +54 gpu relu fp16 1 +55 gpu conv perf 25 +56 gpu batchnorm fp16 1 +57 gpu relu fp16 1 +58 gpu group_conv fp16 1 +59 gpu batchnorm fp16 1 +60 gpu relu fp16 1 +61 promise swing_level 4 +62 gpu batchnorm fp16 1 +63 gpu relu fp16 1 +64 gpu group_conv fp16 1 +65 gpu batchnorm fp16 1 +66 gpu relu fp16 1 +67 gpu conv perf 22 +68 gpu batchnorm fp16 1 +69 gpu relu fp16 1 +70 gpu group_conv fp16 1 +71 gpu batchnorm fp16 1 +72 gpu relu fp16 1 +73 promise swing_level 6 +74 gpu batchnorm fp16 1 +75 gpu relu fp16 1 +76 gpu group_conv fp16 1 +77 gpu batchnorm fp16 1 +78 gpu relu fp16 1 +79 promise swing_level 3 +80 gpu batchnorm fp16 1 +81 gpu relu fp16 1 +82 gpu pool_mean fp16 1 +83 promise swing_level 4 +84 gpu softmax fp32 1 +----- diff --git a/llvm/test/VISC/DNN_Benchmarks/benchmarks/mobilenet_shallow/data/autotuner_data/tuner_promise_confs_batch220_multi2.txt b/llvm/test/VISC/DNN_Benchmarks/benchmarks/mobilenet_shallow/data/autotuner_data/tuner_promise_confs_batch220_multi2.txt new file mode 100644 index 0000000000000000000000000000000000000000..41b4b560ff300494af75cb3b085199cf4e2d3223 --- /dev/null +++ b/llvm/test/VISC/DNN_Benchmarks/benchmarks/mobilenet_shallow/data/autotuner_data/tuner_promise_confs_batch220_multi2.txt @@ -0,0 +1,7875 @@ ++++++ +conf1 1 0 87.93 0 +1 gpu conv fp32 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp32 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp32 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp32 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp32 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp32 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp32 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp32 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf1 1.5 0 87.700005 0.6299950000000024 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf2 1.53684197237 0 86.833336 1.6449960000000061 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf3 1.575539289 0 87.166664 1.1450040000000143 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 23 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf4 1.91497253508 0 86.889999375 1.560000937500007 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf5 1.86955057246 0 87.236666875 1.0399996875000141 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf6 1.575539289 0 86.766663 1.745005500000019 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 24 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf7 1.82459847832 0 87.2891663 0.9612505500000026 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf8 1.76108240404 0 87.29416665 0.9537500250000193 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf9 1.85810616915 0 87.267499425 0.9937508625000149 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf10 1.92713044929 0 86.775000325 1.73249951250002 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf11 1.8120835937 0 86.1258333 2.7062500500000155 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 29 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf12 2.26676790856 0 86.239167575 2.536248637500016 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 7 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf13 1.64686885056 0 86.433342 2.244987000000016 +1 gpu conv perf 28 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 21 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf14 1.8120835937 0 86.783333525 1.7199997125000053 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 28 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf15 1.53684197237 0 86.833336 1.6449960000000061 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf16 1.8120835937 0 86.242499475 2.5312507875000065 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 7 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf17 1.91497253508 0 86.88666565 1.5650015250000138 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf18 1.91497253508 0 86.624999825 1.9575002625000053 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 28 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf19 1.575539289 0 86.766663 1.745005500000019 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 24 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf20 1.53684197237 0 86.733337 1.7949945000000014 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 28 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf21 1.91497253508 0 86.063334275 2.7999985875000064 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 29 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf22 1.85810616915 0 87.24666645 1.0250003250000006 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf23 1.5 0 87.700005 0.6299950000000024 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf24 1.76108240404 0 87.311666475 0.9275002875000169 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf25 1.82459847832 0 87.3283339 0.9024991500000041 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf26 1.8794021204 0 86.918332925 1.5175006125000081 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf27 1.86955057246 0 87.284166775 0.9687498375000061 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf28 1.92713044929 0 86.83166565 1.6475015250000027 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf29 1.575539289 0 86.666664 1.8950040000000143 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 25 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf30 1.82459847832 0 87.3241679 0.908748150000001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf31 2.44970704202 0 86.158333975 2.6574990375000027 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 3 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf32 1.89341712619 0 86.63583385 1.9412492250000142 +1 gpu conv perf 29 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf33 1.92713044929 0 86.372500975 2.336248537500019 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf34 1.84732414374 0 86.6783331 1.8775003500000054 +1 gpu conv perf 29 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf35 1.92713044929 0 86.0374994 2.838750900000008 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 29 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf36 2.44970704202 0 86.150000175 2.6699997375000066 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf37 1.51532509832 0 87.200005 1.0949925000000036 +1 gpu conv perf 29 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf38 2.53989918743 0 86.17916675 2.6262498750000205 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 4 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf39 1.92713044929 0 86.79166795 1.7074980750000037 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf40 2.3805433517 0 86.058333575 2.807499637500001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 7 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf41 1.76108240404 0 87.299999975 0.9450000375000016 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf42 1.5 0 87.700005 0.6299950000000024 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf43 1.79865007488 0 87.34833265 0.8725010250000054 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf44 1.85188328957 0 86.9683334 1.4424999000000014 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf45 1.76108240404 0 87.280833725 0.9737494125000197 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf46 1.575539289 0 86.666664 1.8950040000000143 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 25 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf47 1.575539289 0 86.766663 1.745005500000019 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 24 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf48 1.575539289 0 87.166664 1.1450040000000143 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 23 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf49 1.91497253508 0 86.857499875 1.6087501875000072 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf50 1.53684197237 0 87.200005 1.0949925000000036 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf51 1.86955057246 0 87.275000075 0.982499887500019 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf52 1.53684197237 0 86.833336 1.6449960000000061 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf53 1.8120835937 0 86.9333332 1.4950001999999998 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf54 1.79865007488 0 87.27083365 0.98874952500001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf55 1.92713044929 0 86.77000015 1.7399997750000082 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf56 1.85810616915 0 87.296666375 0.9500004375000088 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf57 1.6287834325 0 86.366669 2.3449965000000077 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 21 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf58 1.85188328957 0 86.117499325 2.7187510125000145 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf59 1.86955057246 0 87.32000105 0.9149984250000074 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf60 1.92713044929 0 86.784165925 1.7187511125000157 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf61 1.85810616915 0 87.3066651 0.9350023500000049 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf62 2.56133143265 0 86.082499875 2.7712501875000157 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 4 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf63 1.51532509832 0 87.200005 1.0949925000000036 +1 gpu conv perf 29 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf64 1.92713044929 0 86.05083405 2.8187489250000013 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 29 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf65 1.82459847832 0 87.3058339 0.9362491500000161 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf66 1.76108240404 0 87.304999475 0.9375007875000065 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf67 1.5 0 87.700005 0.6299950000000024 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf68 1.6287834325 0 86.366669 2.3449965000000077 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 21 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf69 1.8794021204 0 86.8958327 1.5512509500000107 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf70 1.53684197237 0 86.599998 1.9950030000000112 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 25 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf71 1.8120835937 0 86.989999975 1.410000037500005 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf72 1.53684197237 0 87.200005 1.0949925000000036 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf73 1.91497253508 0 86.847501625 1.6237475625000002 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf74 1.92713044929 0 86.81583275 1.6712508750000126 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf75 1.6287834325 0 86.366669 2.3449965000000077 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 21 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf76 1.92713044929 0 86.441666825 2.2324997625000123 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf77 1.92713044929 0 86.17749975 2.628750375000017 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 3 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf78 2.49809300707 0 86.127499 2.70375150000001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 3 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf79 1.91497253508 0 86.658334175 1.9074987375000205 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 28 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf80 1.78224422756 0 86.676666275 1.8800005875000068 +1 gpu conv perf 29 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf81 2.44970704202 0 86.089999125 2.760001312500002 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 6 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf82 1.575539289 0 87.166664 1.1450040000000143 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 23 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf83 2.41847778534 0 86.2258335 2.5562497500000205 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 5 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf84 2.44970704202 0 86.255832625 2.5112510625000155 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 3 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf85 2.37309882107 0 86.251666225 2.5175006625000194 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 5 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf86 2.3805433517 0 86.198333375 2.597499937500004 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 3 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf87 2.49809300707 0 86.043332925 2.830000612500008 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 5 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf88 1.5 0 87.700005 0.6299950000000024 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf89 1.76108240404 0 87.301665775 0.9425013375000049 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf90 1.79865007488 0 87.2949999 0.9525001500000201 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf91 1.53684197237 0 87.200005 1.0949925000000036 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf92 1.91497253508 0 86.886665975 1.5650010375000107 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf93 1.5 0 87.700005 0.6299950000000024 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf94 1.53684197237 0 86.599998 1.9950030000000112 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 25 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf95 1.53684197237 0 86.833336 1.6449960000000061 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf96 1.91497253508 0 86.656666625 1.9100000625000106 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 28 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf97 1.85188328957 0 86.419167025 2.2662494625000207 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf98 2.37309882107 0 86.22833235 2.552501475000007 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 5 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf99 2.44970704202 0 86.206666125 2.585000812500013 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 3 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf100 2.49809300707 0 86.1725 2.636250000000011 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 3 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf101 2.43009500005 0 86.2274992 2.553751200000015 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 4 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf102 1.8794021204 0 86.936667075 1.4899993875000064 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf103 1.92713044929 0 86.216666 2.570001000000005 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 3 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf104 1.8120835937 0 86.196668575 2.5999971375000044 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 7 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf105 1.53684197237 0 86.433327 2.245009500000002 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 29 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf106 1.5 0 87.700005 0.6299950000000024 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf107 1.8120835937 0 86.568333825 2.042499262500016 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf108 1.53684197237 0 86.599998 1.9950030000000112 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 25 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf109 1.53684197237 0 86.833336 1.6449960000000061 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf110 1.92713044929 0 86.35999975 2.35500037500001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 3 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf111 1.92713044929 0 86.162498825 2.65125176250001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 29 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf112 1.53684197237 0 86.599998 1.9950030000000112 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 25 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf113 1.92713044929 0 86.401667325 2.292499012500002 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf114 1.82459847832 0 87.32833315 0.9025002750000013 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf115 1.92713044929 0 86.784167825 1.7187482625000143 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf116 1.53684197237 0 86.433327 2.245009500000002 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 29 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf117 1.53684197237 0 87.200005 1.0949925000000036 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf118 1.53684197237 0 86.733337 1.7949945000000014 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 28 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf119 1.5 0 87.700005 0.6299950000000024 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf120 1.92713044929 0 86.8250003 1.6574995500000114 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf121 1.5 0 87.700005 0.6299950000000024 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf122 1.79865007488 0 87.325833725 0.9062494125000171 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf123 1.53684197237 0 86.833336 1.6449960000000061 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf124 1.8120835937 0 86.9791668 1.426249800000008 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf125 1.85188328957 0 86.9275005 1.5037492500000198 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf126 1.92713044929 0 86.343332825 2.3800007625000035 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 3 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf127 2.3805433517 0 86.2050007 2.587498950000011 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 3 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf128 1.8120835937 0 86.0024996 2.8912506000000207 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 7 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf129 1.92713044929 0 86.818333975 1.6674990375000078 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf130 1.61623572141 0 86.0 2.8950000000000102 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 28 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 23 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf131 1.91497253508 0 86.2116658 2.5775013000000015 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 4 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf132 1.59245548594 0 86.799995 1.6950075000000169 +1 gpu conv perf 29 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 23 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf133 1.91497253508 0 86.89500025 1.5524996250000171 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf134 1.78224422756 0 86.8916666 1.55750010000002 +1 gpu conv perf 28 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf135 2.53989918743 0 86.14666615 2.675000775000008 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 4 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf136 1.53684197237 0 86.433327 2.245009500000002 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 29 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf137 1.92713044929 0 86.249166925 2.5212496125000143 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 3 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf138 1.8120835937 0 86.821665525 1.6625017125000099 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 28 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf139 1.5 0 87.700005 0.6299950000000024 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf140 1.82459847832 0 87.3533325 0.8650012500000201 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf141 1.82459847832 0 87.378332275 0.8275015875000022 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf142 1.53684197237 0 86.599998 1.9950030000000112 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 25 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf143 1.53684197237 0 86.833336 1.6449960000000061 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf144 1.53684197237 0 87.200005 1.0949925000000036 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf145 1.51532509832 0 86.933327 1.4950095000000019 +1 gpu conv perf 28 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf146 1.8207300425 0 86.67083325 1.8887501250000085 +1 gpu conv perf 29 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf147 1.85188328957 0 86.68999935 1.8600009750000197 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 28 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf148 1.8120835937 0 86.950833225 1.4687501625000152 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf149 1.92713044929 0 86.790000575 1.70999913750002 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf150 1.53684197237 0 86.433327 2.245009500000002 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 29 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf151 1.85188328957 0 86.42916705 2.2512494250000046 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf152 1.86955057246 0 87.285832675 0.9662509875000183 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf153 1.85188328957 0 86.089165225 2.761252162500007 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 29 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf154 1.76108240404 0 87.30166615 0.9425007750000063 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf155 1.5 0 87.700005 0.6299950000000024 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf156 1.91497253508 0 86.837498825 1.6387517625000143 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 4 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf157 1.53684197237 0 86.833336 1.6449960000000061 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf158 1.53684197237 0 87.200005 1.0949925000000036 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf159 1.575539289 0 86.766663 1.745005500000019 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv perf 24 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf160 1.92713044929 0 86.11166575 2.72750137500001 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 29 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf161 1.53684197237 0 86.433327 2.245009500000002 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 29 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf162 1.86955057246 0 87.292499425 0.9562508625000063 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf163 1.76108240404 0 87.304999725 0.9375004125000075 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 7 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf164 1.5 0 87.700005 0.6299950000000024 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf165 1.8794021204 0 86.90916665 1.5312500250000056 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 30 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf166 1.53684197237 0 86.833336 1.6449960000000061 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf167 1.86955057246 0 87.23416675 1.0437498750000103 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv fp16 1 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf168 1.92713044929 0 86.08583335 2.766249975000008 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 29 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf169 1.8794021204 0 86.127499425 2.7037508625000157 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 29 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 5 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf170 1.91497253508 0 86.24750085 2.5237487250000186 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 23 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 promise swing_level 4 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf171 1.53684197237 0 86.433327 2.245009500000002 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 29 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf172 1.92713044929 0 86.61416705 1.9737494250000012 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 28 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 3 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf173 1.53684197237 0 86.599998 1.9950030000000112 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 25 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 gpu conv fp16 1 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +----- ++++++ +conf174 1.85188328957 0 86.0566666 2.8100001000000105 +1 gpu conv fp16 1 +2 gpu batchnorm fp16 1 +3 gpu relu fp16 1 +4 gpu group_conv fp16 1 +5 gpu batchnorm fp16 1 +6 gpu relu fp16 1 +7 gpu conv perf 29 +8 gpu batchnorm fp16 1 +9 gpu relu fp16 1 +10 gpu group_conv fp16 1 +11 gpu batchnorm fp16 1 +12 gpu relu fp16 1 +13 gpu conv fp16 1 +14 gpu batchnorm fp16 1 +15 gpu relu fp16 1 +16 gpu group_conv fp16 1 +17 gpu batchnorm fp16 1 +18 gpu relu fp16 1 +19 gpu conv fp16 1 +20 gpu batchnorm fp16 1 +21 gpu relu fp16 1 +22 gpu group_conv fp16 1 +23 gpu batchnorm fp16 1 +24 gpu relu fp16 1 +25 gpu conv fp16 1 +26 gpu batchnorm fp16 1 +27 gpu relu fp16 1 +28 gpu group_conv fp16 1 +29 gpu batchnorm fp16 1 +30 gpu relu fp16 1 +31 promise swing_level 6 +32 gpu batchnorm fp16 1 +33 gpu relu fp16 1 +34 gpu group_conv fp16 1 +35 gpu batchnorm fp16 1 +36 gpu relu fp16 1 +37 gpu conv fp16 1 +38 gpu batchnorm fp16 1 +39 gpu relu fp16 1 +40 gpu pool_mean fp16 1 +41 gpu mul fp16 1 add fp32 1 +42 gpu softmax fp32 1 +-----