From 6c5f928a3e099eb787111c8fe5120118ef2e5155 Mon Sep 17 00:00:00 2001 From: tensor-tang Date: Mon, 27 Nov 2017 14:27:25 +0800 Subject: [PATCH] enable inference benchmark --- benchmark/paddle/image/googlenet.py | 2 +- benchmark/paddle/image/resnet.py | 2 +- benchmark/paddle/image/run_mkldnn.sh | 69 ++++++++++++++++++++++++++-- benchmark/paddle/image/vgg.py | 2 +- 4 files changed, 68 insertions(+), 7 deletions(-) diff --git a/benchmark/paddle/image/googlenet.py b/benchmark/paddle/image/googlenet.py index a88ecac67..5b1f0ca00 100644 --- a/benchmark/paddle/image/googlenet.py +++ b/benchmark/paddle/image/googlenet.py @@ -9,7 +9,7 @@ use_gpu = get_config_arg('use_gpu', bool, True) args = {'height': height, 'width': width, 'color': True, 'num_class': num_class} define_py_data_sources2( - "train.list", None, module="provider", obj="process", args=args) + "train.list", "test.list", module="provider", obj="process", args=args) settings( batch_size=batch_size, diff --git a/benchmark/paddle/image/resnet.py b/benchmark/paddle/image/resnet.py index 6ae185764..f8c1c2df8 100644 --- a/benchmark/paddle/image/resnet.py +++ b/benchmark/paddle/image/resnet.py @@ -10,7 +10,7 @@ is_test = get_config_arg("is_test", bool, False) args = {'height': height, 'width': width, 'color': True, 'num_class': num_class} define_py_data_sources2( - "train.list", None, module="provider", obj="process", args=args) + "train.list", "test.list", module="provider", obj="process", args=args) settings( batch_size=batch_size, diff --git a/benchmark/paddle/image/run_mkldnn.sh b/benchmark/paddle/image/run_mkldnn.sh index f768f6c29..c78079fa4 100755 --- a/benchmark/paddle/image/run_mkldnn.sh +++ b/benchmark/paddle/image/run_mkldnn.sh @@ -8,13 +8,13 @@ function train() { use_mkldnn=$4 if [ $4 == "True" ]; then thread=1 - log="logs/${topology}-${layer_num}-mkldnn-${bs}.log" + log="logs/train-${topology}-${layer_num}-mkldnn-${bs}.log" elif [ $4 == "False" ]; then thread=`nproc` # each trainer_count use only 1 core to avoid conflict - log="logs/${topology}-${layer_num}-${thread}mklml-${bs}.log" + log="logs/train-${topology}-${layer_num}-${thread}mklml-${bs}.log" else - echo "Wrong input $3, use True or False." + echo "Wrong input $4, use True or False." exit 0 fi args="batch_size=${bs},layer_num=${layer_num}" @@ -30,13 +30,74 @@ function train() { 2>&1 | tee ${log} } -if [ ! -d "train.list" ]; then +function test() { + unset OMP_NUM_THREADS MKL_NUM_THREADS OMP_DYNAMIC KMP_AFFINITY + topology=$1 + layer_num=$2 + bs=$3 + use_mkldnn=$4 + if [ $4 == "True" ]; then + thread=1 + log="logs/test-${topology}-${layer_num}-mkldnn-${bs}.log" + elif [ $4 == "False" ]; then + thread=`nproc` + if [ $thread -gt $bs ]; then + thread=$bs + fi + log="logs/test-${topology}-${layer_num}-${thread}mklml-${bs}.log" + else + echo "Wrong input $4, use True or False." + exit 0 + fi + + models_in="models/${topology}-${layer_num}/pass-00000/" + if [ ! -d $models_in ]; then + echo "Training model ${topology}_${layer_num}" + paddle train --job=train \ + --config="${topology}.py" \ + --use_mkldnn=True \ + --use_gpu=False \ + --trainer_count=1 \ + --num_passes=1 \ + --save_dir="models/${topology}-${layer_num}" \ + --config_args="batch_size=128,layer_num=${layer_num}" \ + > /dev/null 2>&1 + echo "Done" + fi + paddle train --job=test \ + --config="${topology}.py" \ + --use_mkldnn=$use_mkldnn \ + --use_gpu=False \ + --trainer_count=$thread \ + --log_period=10 \ + --config_args="batch_size=${bs},layer_num=${layer_num},is_test=True" \ + --init_model_path=$models_in \ + 2>&1 | tee ${log} +} + +if [ ! -f "train.list" ]; then echo " " > train.list fi +if [ ! -f "test.list" ]; then + echo " " > test.list +fi if [ ! -d "logs" ]; then mkdir logs fi +if [ ! -d "models" ]; then + mkdir -p models +fi + +# inference benchmark +for use_mkldnn in True False; do + for batchsize in 1 2 4 8 16; do + test googlenet v1 $batchsize $use_mkldnn + test resnet 50 $batchsize $use_mkldnn + test vgg 19 $batchsize $use_mkldnn + done +done +# training benchmark for use_mkldnn in True False; do for batchsize in 64 128 256; do train vgg 19 $batchsize $use_mkldnn diff --git a/benchmark/paddle/image/vgg.py b/benchmark/paddle/image/vgg.py index 420884ed8..97f4dbe0e 100644 --- a/benchmark/paddle/image/vgg.py +++ b/benchmark/paddle/image/vgg.py @@ -9,7 +9,7 @@ layer_num = get_config_arg('layer_num', int, 19) args = {'height': height, 'width': width, 'color': True, 'num_class': num_class} define_py_data_sources2( - "train.list", None, module="provider", obj="process", args=args) + "train.list", "test.list", module="provider", obj="process", args=args) settings( batch_size=batch_size, -- GitLab