rm profile_log* export CUDA_VISIBLE_DEVICES=0,1,2,3 export FLAGS_profile_server=1 export FLAGS_profile_client=1 export FLAGS_serving_latency=1 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_gpu.serve --model $1 --port 9292 --thread 4 --gpu_ids 0,1,2,3 --mem_optim --ir_optim > elog 2>&1 & sleep 5 #warm up $PYTHONROOT/bin/python3 benchmark.py --thread 4 --batch_size 1 --model $2/serving_client_conf.prototxt --request rpc > profile 2>&1 echo -e "import psutil\ncpu_utilization=psutil.cpu_percent(1,False)\nprint('CPU_UTILIZATION:', cpu_utilization)\n" > cpu_utilization.py for thread_num in 1 4 8 16 do for batch_size in 1 4 16 64 do job_bt=`date '+%Y%m%d%H%M%S'` nvidia-smi --id=0 --query-compute-apps=used_memory --format=csv -lms 100 > gpu_use.log 2>&1 & nvidia-smi --id=0 --query-gpu=utilization.gpu --format=csv -lms 100 > gpu_utilization.log 2>&1 & gpu_memory_pid=$! $PYTHONROOT/bin/python3 benchmark.py --thread $thread_num --batch_size $batch_size --model $2/serving_client_conf.prototxt --request rpc > profile 2>&1 kill ${gpu_memory_pid} kill `ps -ef|grep used_memory|awk '{print $2}'` 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 $PYTHONROOT/bin/python3 cpu_utilization.py >> 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 "MAX_GPU_MEMORY:", max}' gpu_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