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Original file line number | Diff line number | Diff line change |
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rm profile_log* | ||
export CUDA_VISIBLE_DEVICES=0,1 | ||
export FLAGS_profile_server=1 | ||
export FLAGS_profile_client=1 | ||
export FLAGS_serving_latency=1 | ||
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||
gpu_id=0 | ||
#save cpu and gpu utilization log | ||
if [ -d utilization ];then | ||
rm -rf utilization | ||
else | ||
mkdir utilization | ||
fi | ||
#start server | ||
$PYTHONROOT/bin/python3 -m paddle_serving_server.serve --model $1 --port 9292 --thread 4 --gpu_ids 0,1 --mem_optim --ir_optim > elog 2>&1 & | ||
sleep 5 | ||
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||
#warm up | ||
$PYTHONROOT/bin/python3 benchmark.py --thread 4 --batch_size 1 --model $2/serving_client_conf.prototxt --request rpc > profile 2>&1 | ||
echo -e "import psutil\nimport time\nwhile True:\n\tcpu_res = psutil.cpu_percent()\n\twith open('cpu.txt', 'a+') as f:\n\t\tf.write(f'{cpu_res}\\\n')\n\ttime.sleep(0.1)" > cpu.py | ||
for thread_num in 1 4 8 16 | ||
do | ||
for batch_size in 1 4 16 64 | ||
do | ||
job_bt=`date '+%Y%m%d%H%M%S'` | ||
nvidia-smi --id=0 --query-compute-apps=used_memory --format=csv -lms 100 > gpu_memory_use.log 2>&1 & | ||
nvidia-smi --id=0 --query-gpu=utilization.gpu --format=csv -lms 100 > gpu_utilization.log 2>&1 & | ||
rm -rf cpu.txt | ||
$PYTHONROOT/bin/python3 cpu.py & | ||
gpu_memory_pid=$! | ||
$PYTHONROOT/bin/python3 benchmark.py --thread $thread_num --batch_size $batch_size --model $2/serving_client_conf.prototxt --request rpc > profile 2>&1 | ||
kill `ps -ef|grep used_memory|awk '{print $2}'` > /dev/null | ||
kill `ps -ef|grep utilization.gpu|awk '{print $2}'` > /dev/null | ||
kill `ps -ef|grep cpu.py|awk '{print $2}'` > /dev/null | ||
echo "model_name:" $1 | ||
echo "thread_num:" $thread_num | ||
echo "batch_size:" $batch_size | ||
echo "=================Done====================" | ||
echo "model_name:$1" >> profile_log_$1 | ||
echo "batch_size:$batch_size" >> profile_log_$1 | ||
job_et=`date '+%Y%m%d%H%M%S'` | ||
awk 'BEGIN {max = 0} {if(NR>1){if ($1 > max) max=$1}} END {print "CPU_UTILIZATION:", max}' cpu.txt >> profile_log_$1 | ||
awk 'BEGIN {max = 0} {if(NR>1){if ($1 > max) max=$1}} END {print "MAX_GPU_MEMORY:", max}' gpu_memory_use.log >> profile_log_$1 | ||
awk 'BEGIN {max = 0} {if(NR>1){if ($1 > max) max=$1}} END {print "GPU_UTILIZATION:", max}' gpu_utilization.log >> profile_log_$1 | ||
rm -rf gpu_use.log gpu_utilization.log | ||
$PYTHONROOT/bin/python3 ../util/show_profile.py profile $thread_num >> profile_log_$1 | ||
tail -n 8 profile >> profile_log_$1 | ||
echo "" >> profile_log_$1 | ||
done | ||
done | ||
|
||
#Divided log | ||
awk 'BEGIN{RS="\n\n"}{i++}{print > "bert_log_"i}' profile_log_$1 | ||
mkdir bert_log && mv bert_log_* bert_log | ||
ps -ef|grep 'serving'|grep -v grep|cut -c 9-15 | xargs kill -9 |
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