export HIP_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 export HSA_FORCE_FINE_GRAIN_PCIE=1 export NCCL_MAX_NCHANNELS=16 export NCCL_MIN_NCHANNELS=16 export NCCL_P2P_LEVEL=SYS export NCCL_LAUNCH_MODE=GROUP export ROCBLAS_COMPUTETYPE_FP16R=0 export LD_LIBRARY_PATH=/usr/local/lib/python3.10/site-packages/torch/lib/:$LD_LIBRARY_PATH export VLLM_NUMA_BIND=1 export VLLM_RANK0_NUMA=3 export VLLM_RANK1_NUMA=1 export VLLM_RANK2_NUMA=1 export VLLM_RANK3_NUMA=0 export VLLM_RANK4_NUMA=7 export VLLM_RANK5_NUMA=5 export VLLM_RANK6_NUMA=5 export VLLM_RANK7_NUMA=4 echo "tp,data_type,batch,prompt_tokens,completion_tokens,TOTAL_THROUGHPUT(toks/s),generate_throughput(toks/s), TTFT(ms),TPOT(ms),ITL(ms)" > V3-BF16-085.csv pairs=( "4096 512" "8192 512" "16384 512" "20480 512" ) model_path="/workspace/llms/bf16_model/" tp=32 data_type="BF16" mkdir -p ./log/ for batch in 1 2 4 6 8 10 16 20; do for pair in "${pairs[@]}"; do prompt_tokens=${pair%% *} completion_tokens=${pair#* } echo "data_type: $data_type,batch: $batch, prompt_tokens: $prompt_tokens, completion_tokens: $completion_tokens, tp: ${tp}" log_path="log/vllm_${model}_batch_${batch}_prompt_tokens_${prompt_tokens}_completion_tokens_${completion_tokens}_tp_${tp}.log" touch $log_path # benchmark_throughput.py python benchmark_serving.py \ --backend openai \ --port 8000 \ --model ${model_path} \ --trust-remote-code \ --dataset-name random \ --ignore-eos \ --random-input-len ${prompt_tokens} \ --random-output-len ${completion_tokens} \ --num-prompts ${batch} \ 2>&1 | tee $log_path #metric E2E_TIME=`grep "^Benchmark duration" $log_path | awk -F ' ' '{print $4}'` REQ_THROUGHPUT=`grep "^Request throughput" $log_path| awk -F ' ' '{print $4}'` GEN_THROUGHPUT=`grep "^Output token" $log_path| awk -F ' ' '{print $5}'` TOTAL_THROUGHPUT=`grep "^Total Token" $log_path| awk -F ' ' '{print $5}'` TTFT=`grep "^Mean TTFT" $log_path| awk -F ' ' '{print $4}'` TPOT=`grep "^Mean TPOT" $log_path| awk -F ' ' '{print $4}'` ITL=`grep "^Mean ITL" $log_path| awk -F ' ' '{print $4}'` P99_ITL=`grep "^P99 ITL" $log_path| awk -F ' ' '{print $4}'` P99_TTFT=`grep "^P99 TTFT" $log_path| awk -F ' ' '{print $4}'` P99_TPOT=`grep "^P99 TPOT" $log_path| awk -F ' ' '{print $4}'` echo "$tp,$data_type,$batch,$prompt_tokens,$completion_tokens,$TOTAL_THROUGHPUT,$GEN_THROUGHPUT,$TTFT,$TPOT, $ITL" >> V3-BF16-085.csv done done