From 92d96214ad5baf4963b360ef40856c7cea94fb0b Mon Sep 17 00:00:00 2001 From: Peter Pao-Huang <ytp2@miranda.cs.illinois.edu> Date: Thu, 8 Jul 2021 00:42:24 -0500 Subject: [PATCH] Added calibration scales for various quantization strategies using distiller --- .../miniera-hpvm/data/calib_AVG.txt | 23 +++++++++++++++++++ .../miniera-hpvm/data/calib_GAUSS.txt | 21 +++++++++++++++++ .../miniera-hpvm/data/calib_LAPLACE.txt | 21 +++++++++++++++++ .../miniera-hpvm/data/calib_NONE.txt | 22 ++++++++++++++++++ .../miniera-hpvm/data/calib_N_STD.txt | 22 ++++++++++++++++++ 5 files changed, 109 insertions(+) create mode 100644 hpvm/test/dnn_benchmarks/hpvm-c/benchmarks/miniera-hpvm/data/calib_AVG.txt create mode 100644 hpvm/test/dnn_benchmarks/hpvm-c/benchmarks/miniera-hpvm/data/calib_GAUSS.txt create mode 100644 hpvm/test/dnn_benchmarks/hpvm-c/benchmarks/miniera-hpvm/data/calib_LAPLACE.txt create mode 100644 hpvm/test/dnn_benchmarks/hpvm-c/benchmarks/miniera-hpvm/data/calib_NONE.txt create mode 100644 hpvm/test/dnn_benchmarks/hpvm-c/benchmarks/miniera-hpvm/data/calib_N_STD.txt diff --git a/hpvm/test/dnn_benchmarks/hpvm-c/benchmarks/miniera-hpvm/data/calib_AVG.txt b/hpvm/test/dnn_benchmarks/hpvm-c/benchmarks/miniera-hpvm/data/calib_AVG.txt new file mode 100644 index 0000000000..0d8f856819 --- /dev/null +++ b/hpvm/test/dnn_benchmarks/hpvm-c/benchmarks/miniera-hpvm/data/calib_AVG.txt @@ -0,0 +1,23 @@ +nput: 0.007874017625343142 +conv1: 0.023654410847764974 +add1: 0.023654410847764974 +relu1: 0.021619032507390144 +conv2: 0.07200678634515169 +add2: 0.07200678634515169 +relu2: 0.03490343583359408 +pool1: 0.03490287584843457 +conv3: 0.12003916988598651 +add3: 0.12003916988598651 +relu3: 0.04313369208420633 +conv4: 0.0996546222090056 +add4: 0.0996546222090056 +relu4: 0.04372097987938304 +pool2: 0.04374781589683323 +gemm1: 0.10430887274404269 +add5: 0.10430887274404269 +relu5: 0.042984259759753236 +gemm2: 0.10546852643940023 +add6: 0.10546852643940023 +softmax1: 0.007605097513419976 + + diff --git a/hpvm/test/dnn_benchmarks/hpvm-c/benchmarks/miniera-hpvm/data/calib_GAUSS.txt b/hpvm/test/dnn_benchmarks/hpvm-c/benchmarks/miniera-hpvm/data/calib_GAUSS.txt new file mode 100644 index 0000000000..19626ecdce --- /dev/null +++ b/hpvm/test/dnn_benchmarks/hpvm-c/benchmarks/miniera-hpvm/data/calib_GAUSS.txt @@ -0,0 +1,21 @@ +input: 0.007874017625343142 +conv1: 0.021404776652802576 +add1: 0.021404776652802576 +relu1: 0.021404776652802576 +conv2: 0.04973298382535934 +add2: 0.04973298382535934 +relu2: 0.04973298382535934 +pool1: 0.016315983762439316 +conv3: 0.09741442667659352 +add3: 0.09741442667659352 +relu3: 0.09741442667659352 +conv4: 0.11995213701808131 +add4: 0.11995213701808131 +relu4: 0.11995213701808131 +pool2: 0.028510418096389278 +gemm1: 0.18596565622009148 +add5: 0.18596565622009148 +relu5: 0.18596565622009148 +gemm2: 0.33013358894137357 +add6: 0.33013358894137357 +softmax1: 0.013424164663963166 diff --git a/hpvm/test/dnn_benchmarks/hpvm-c/benchmarks/miniera-hpvm/data/calib_LAPLACE.txt b/hpvm/test/dnn_benchmarks/hpvm-c/benchmarks/miniera-hpvm/data/calib_LAPLACE.txt new file mode 100644 index 0000000000..6aef131d37 --- /dev/null +++ b/hpvm/test/dnn_benchmarks/hpvm-c/benchmarks/miniera-hpvm/data/calib_LAPLACE.txt @@ -0,0 +1,21 @@ +input: 0.007874017625343142 +conv1: 0.03665048430008451 +add1: 0.03665048430008451 +relu1: 0.03665048430008451 +conv2: 0.08338719774431115 +add2: 0.08338719774431115 +relu2: 0.08338719774431115 +pool1: 0.022698952014364872 +conv3: 0.16777389142655952 +add3: 0.16777389142655952 +relu3: 0.16777389142655952 +conv4: 0.2048502523275241 +add4: 0.2048502523275241 +relu4: 0.2048502523275241 +pool2: 0.038877833825527744 +gemm1: 0.3252792107129931 +add5: 0.3252792107129931 +relu5: 0.3252792107129931 +gemm2: 0.5813861520085685 +add6: 0.5813861520085685 +softmax1: 0.02540377321775345 diff --git a/hpvm/test/dnn_benchmarks/hpvm-c/benchmarks/miniera-hpvm/data/calib_NONE.txt b/hpvm/test/dnn_benchmarks/hpvm-c/benchmarks/miniera-hpvm/data/calib_NONE.txt new file mode 100644 index 0000000000..9bffa5b8d0 --- /dev/null +++ b/hpvm/test/dnn_benchmarks/hpvm-c/benchmarks/miniera-hpvm/data/calib_NONE.txt @@ -0,0 +1,22 @@ +nput: 0.007874015748031496 +conv1: 0.041152522047244094 +add1: 0.041152522047244094 +relu1: 0.03673215196850394 +conv2: 0.18990387401574804 +add2: 0.18990387401574804 +relu2: 0.12851757480314963 +pool1: 0.12851757480314963 +conv3: 0.4379456692913386 +add3: 0.4379456692913386 +relu3: 0.13566622047244095 +conv4: 0.3754296456692913 +add4: 0.3754296456692913 +relu4: 0.15238466141732282 +pool2: 0.15238466141732282 +gemm1: 0.27306629921259845 +add5: 0.27306629921259845 +relu5: 0.20020370078740157 +gemm2: 0.6007037007874017 +add6: 0.6007037007874017 +softmax1: 0.007874015748031496 + diff --git a/hpvm/test/dnn_benchmarks/hpvm-c/benchmarks/miniera-hpvm/data/calib_N_STD.txt b/hpvm/test/dnn_benchmarks/hpvm-c/benchmarks/miniera-hpvm/data/calib_N_STD.txt new file mode 100644 index 0000000000..9bc517d4cf --- /dev/null +++ b/hpvm/test/dnn_benchmarks/hpvm-c/benchmarks/miniera-hpvm/data/calib_N_STD.txt @@ -0,0 +1,22 @@ +input: 0.007874017625343142 +conv1: 0.012472088810346262 +add1: 0.012472088810346262 +relu1: 0.00429624305554554 +conv2: 0.029664218034899454 +add2: 0.029664218034899454 +relu2: 0.005501268877874114 +pool1: 0.00899828762597462 +conv3: 0.056705218373084315 +add3: 0.056705218373084315 +relu3: 0.009914696484583816 +conv4: 0.07417857865185588 +add4: 0.07417857865185588 +relu4: 0.009264305754885915 +pool2: 0.015657550337354317 +gemm1: 0.11482416531291287 +add5: 0.11482416531291287 +relu5: 0.022678972680880302 +gemm2: 0.16913290866871966 +add6: 0.16913290866871966 +softmax1: 0.007617369452763092 + -- GitLab