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llvm
hpvm-release
Commits
6c6fe1eb
Commit
6c6fe1eb
authored
4 years ago
by
Hashim Sharif
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Fixing buggy LeNet configuration
parent
938c0253
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hpvm/test/dnn_benchmarks/hpvm-c/benchmarks/lenet_mnist/data/tuner_confs.txt
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hpvm/test/dnn_benchmarks/hpvm-c/benchmarks/lenet_mnist/data/tuner_confs.txt
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View file @
6c6fe1eb
...
@@ -9,400 +9,400 @@ conf1 1 1 98.7 0.0
...
@@ -9,400 +9,400 @@ conf1 1 1 98.7 0.0
-----
-----
+++++
+++++
conf2 1.828613181003043 2.071721708828981 98.65 0.04999999999999716
conf2 1.828613181003043 2.071721708828981 98.65 0.04999999999999716
1 gpu conv perf_fp16 156 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 156 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 261 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 261 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf3 1.8936889628815377 2.139779619692146 98.65 0.04999999999999716
conf3 1.8936889628815377 2.139779619692146 98.65 0.04999999999999716
1 gpu conv perf_fp16 152 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 152 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf4 1.8936889628815377 2.139779619692146 98.65 0.04999999999999716
conf4 1.8936889628815377 2.139779619692146 98.65 0.04999999999999716
1 gpu conv perf_fp16 152 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 152 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf5 1.8936889628815377 2.139779619692146 98.65 0.04999999999999716
conf5 1.8936889628815377 2.139779619692146 98.65 0.04999999999999716
1 gpu conv perf_fp16 152 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 152 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf6 1.8247639611533713 2.0227145446958756 98.64 0.060000000000002274
conf6 1.8247639611533713 2.0227145446958756 98.64 0.060000000000002274
1 gpu conv fp16 11 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv fp16 11 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 261 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 261 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf7 1.8247639611533713 2.0227145446958756 98.64 0.060000000000002274
conf7 1.8247639611533713 2.0227145446958756 98.64 0.060000000000002274
1 gpu conv fp16 11 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv fp16 11 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 261 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 261 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf8 1.8406161850501603 2.037849502542524 98.64 0.060000000000002274
conf8 1.8406161850501603 2.037849502542524 98.64 0.060000000000002274
1 gpu conv fp16 11 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv fp16 11 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf9 1.8406161850501603 2.037849502542524 98.64 0.060000000000002274
conf9 1.8406161850501603 2.037849502542524 98.64 0.060000000000002274
1 gpu conv fp16 11 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv fp16 11 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf10 1.8406161850501603 2.037849502542524 98.64 0.060000000000002274
conf10 1.8406161850501603 2.037849502542524 98.64 0.060000000000002274
1 gpu conv fp16 11 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv fp16 11 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf11 1.8663357888260776 2.115790921611576 98.64 0.060000000000002274
conf11 1.8663357888260776 2.115790921611576 98.64 0.060000000000002274
1 gpu conv perf_fp16 155 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 155 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf12 1.8663357888260776 2.115790921611576 98.64 0.060000000000002274
conf12 1.8663357888260776 2.115790921611576 98.64 0.060000000000002274
1 gpu conv perf_fp16 155 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 155 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf13 1.8663357888260776 2.115790921611576 98.64 0.060000000000002274
conf13 1.8663357888260776 2.115790921611576 98.64 0.060000000000002274
1 gpu conv perf_fp16 155 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 155 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf14 1.8645645142051612 2.1037012333044935 98.61999999999999 0.0800000000000125
conf14 1.8645645142051612 2.1037012333044935 98.61999999999999 0.0800000000000125
1 gpu conv perf_fp16 167 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 167 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf15 1.8645645142051612 2.1037012333044935 98.61999999999999 0.0800000000000125
conf15 1.8645645142051612 2.1037012333044935 98.61999999999999 0.0800000000000125
1 gpu conv perf_fp16 167 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 167 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf16 1.8645645142051612 2.1037012333044935 98.61999999999999 0.0800000000000125
conf16 1.8645645142051612 2.1037012333044935 98.61999999999999 0.0800000000000125
1 gpu conv perf_fp16 167 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 167 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf17 2.2168527051833635 2.453341076720038 98.61999999999999 0.0800000000000125
conf17 2.2168527051833635 2.453341076720038 98.61999999999999 0.0800000000000125
1 gpu conv samp_fp16 264 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv samp_fp16 264 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf18 2.2168527051833635 2.453341076720038 98.61999999999999 0.0800000000000125
conf18 2.2168527051833635 2.453341076720038 98.61999999999999 0.0800000000000125
1 gpu conv samp_fp16 264 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv samp_fp16 264 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf19 2.2168527051833635 2.453341076720038 98.61999999999999 0.0800000000000125
conf19 2.2168527051833635 2.453341076720038 98.61999999999999 0.0800000000000125
1 gpu conv samp_fp16 264 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv samp_fp16 264 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf20 1.8406161850501603 2.037849502542524 98.6 0.10000000000000853
conf20 1.8406161850501603 2.037849502542524 98.6 0.10000000000000853
1 gpu conv fp16 12 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv fp16 12 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf21 1.8406161850501603 2.037849502542524 98.6 0.10000000000000853
conf21 1.8406161850501603 2.037849502542524 98.6 0.10000000000000853
1 gpu conv fp16 12 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv fp16 12 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf22 1.8406161850501603 2.037849502542524 98.6 0.10000000000000853
conf22 1.8406161850501603 2.037849502542524 98.6 0.10000000000000853
1 gpu conv fp16 12 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv fp16 12 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf23 1.8406161850501603 2.037849502542524 98.6 0.10000000000000853
conf23 1.8406161850501603 2.037849502542524 98.6 0.10000000000000853
1 gpu conv fp16 11 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv fp16 11 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf24 1.8406161850501603 2.037849502542524 98.6 0.10000000000000853
conf24 1.8406161850501603 2.037849502542524 98.6 0.10000000000000853
1 gpu conv fp16 11 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv fp16 11 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf25 1.8406161850501603 2.037849502542524 98.6 0.10000000000000853
conf25 1.8406161850501603 2.037849502542524 98.6 0.10000000000000853
1 gpu conv fp16 11 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv fp16 11 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf26 2.200653361151419 2.425091789360736 98.6 0.10000000000000853
conf26 2.200653361151419 2.425091789360736 98.6 0.10000000000000853
1 gpu conv samp_fp16 266 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv samp_fp16 266 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf27 2.200653361151419 2.425091789360736 98.6 0.10000000000000853
conf27 2.200653361151419 2.425091789360736 98.6 0.10000000000000853
1 gpu conv samp_fp16 266 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv samp_fp16 266 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf28 1.8406161850501603 2.037849502542524 98.58 0.12000000000000455
conf28 1.8406161850501603 2.037849502542524 98.58 0.12000000000000455
1 gpu conv fp16 11 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv fp16 11 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf29 1.8406161850501603 2.037849502542524 98.58 0.12000000000000455
conf29 1.8406161850501603 2.037849502542524 98.58 0.12000000000000455
1 gpu conv fp16 11 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv fp16 11 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf30 1.8406161850501603 2.037849502542524 98.58 0.12000000000000455
conf30 1.8406161850501603 2.037849502542524 98.58 0.12000000000000455
1 gpu conv fp16 11 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv fp16 11 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf31 1.8445326456180258 2.087601822059355 98.58 0.12000000000000455
conf31 1.8445326456180258 2.087601822059355 98.58 0.12000000000000455
1 gpu conv perf_fp16 156 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 156 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf32 1.8445326456180258 2.087601822059355 98.58 0.12000000000000455
conf32 1.8445326456180258 2.087601822059355 98.58 0.12000000000000455
1 gpu conv perf_fp16 156 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 156 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf33 1.8445326456180258 2.087601822059355 98.58 0.12000000000000455
conf33 1.8445326456180258 2.087601822059355 98.58 0.12000000000000455
1 gpu conv perf_fp16 156 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 156 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf34 1.8916677984300285 2.155437579874673 98.58 0.12000000000000455
conf34 1.8916677984300285 2.155437579874673 98.58 0.12000000000000455
1 gpu conv perf_fp16 158 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 158 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf35 1.8916677984300285 2.155437579874673 98.58 0.12000000000000455
conf35 1.8916677984300285 2.155437579874673 98.58 0.12000000000000455
1 gpu conv perf_fp16 158 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 158 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf36 1.8916677984300285 2.155437579874673 98.58 0.12000000000000455
conf36 1.8916677984300285 2.155437579874673 98.58 0.12000000000000455
1 gpu conv perf_fp16 158 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 158 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf37 1.8649226857257986 2.1076025277601325 98.56 0.14000000000000057
conf37 1.8649226857257986 2.1076025277601325 98.56 0.14000000000000057
1 gpu conv perf_fp16 168 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 168 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf38 1.8649226857257986 2.1076025277601325 98.56 0.14000000000000057
conf38 1.8649226857257986 2.1076025277601325 98.56 0.14000000000000057
1 gpu conv perf_fp16 168 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 168 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf39 1.8649226857257986 2.1076025277601325 98.56 0.14000000000000057
conf39 1.8649226857257986 2.1076025277601325 98.56 0.14000000000000057
1 gpu conv perf_fp16 168 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 168 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf40 1.8463058650555446 2.067271423078985 98.56 0.14000000000000057
conf40 1.8463058650555446 2.067271423078985 98.56 0.14000000000000057
1 gpu conv perf_fp16 157 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 157 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf41 1.8463058650555446 2.067271423078985 98.56 0.14000000000000057
conf41 1.8463058650555446 2.067271423078985 98.56 0.14000000000000057
1 gpu conv perf_fp16 157 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 157 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf42 1.8463058650555446 2.067271423078985 98.56 0.14000000000000057
conf42 1.8463058650555446 2.067271423078985 98.56 0.14000000000000057
1 gpu conv perf_fp16 157 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 157 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf43 1.9234076467497994 2.1864740913112275 98.56 0.14000000000000057
conf43 1.9234076467497994 2.1864740913112275 98.56 0.14000000000000057
1 gpu conv perf_fp16 153 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 153 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf44 1.9234076467497994 2.1864740913112275 98.56 0.14000000000000057
conf44 1.9234076467497994 2.1864740913112275 98.56 0.14000000000000057
1 gpu conv perf_fp16 153 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 153 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf45 1.9234076467497994 2.1864740913112275 98.56 0.14000000000000057
conf45 1.9234076467497994 2.1864740913112275 98.56 0.14000000000000057
1 gpu conv perf_fp16 153 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 153 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf46 1.8698191484268973 2.13979218727595 98.54 0.1599999999999966
conf46 1.8698191484268973 2.13979218727595 98.54 0.1599999999999966
1 gpu conv perf_fp16 159 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 159 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf47 1.8698191484268973 2.13979218727595 98.54 0.1599999999999966
conf47 1.8698191484268973 2.13979218727595 98.54 0.1599999999999966
1 gpu conv perf_fp16 159 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 159 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf48 1.8575043605938137 2.092057786757256 98.52 0.18000000000000682
conf48 1.8575043605938137 2.092057786757256 98.52 0.18000000000000682
1 gpu conv perf_fp16 165 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 165 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf49 1.8575043605938137 2.092057786757256 98.52 0.18000000000000682
conf49 1.8575043605938137 2.092057786757256 98.52 0.18000000000000682
1 gpu conv perf_fp16 165 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 165 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf50 1.8575043605938137 2.092057786757256 98.52 0.18000000000000682
conf50 1.8575043605938137 2.092057786757256 98.52 0.18000000000000682
1 gpu conv perf_fp16 165 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 165 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 262 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 262 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
-----
-----
+++++
+++++
conf51 1.8534621507951072 2.1231113105788597 98.44000000000001 0.2599999999999909
conf51 1.8534621507951072 2.1231113105788597 98.44000000000001 0.2599999999999909
1 gpu conv perf_fp16 159 add fp16 1 pool_max fp16 1
tanh fp16 1
1 gpu conv perf_fp16 159 add fp16 1
tanh fp16 12
pool_max fp16 1
2
2 gpu conv samp_fp16 261 add fp16 1 pool_max fp16 1
tanh fp16 1
2 gpu conv samp_fp16 261 add fp16 1
tanh fp16 12
pool_max fp16 1
2
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
3 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
4 gpu mul fp16 12 add fp16 1 tanh fp16 1
5 gpu softmax fp32 1
5 gpu softmax fp32 1
...
...
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