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[WIP] Add Qwen3.5 FP8 B200 SGLang MTP config #898
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,97 @@ | ||
| #!/usr/bin/env bash | ||
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| source "$(dirname "$0")/../benchmark_lib.sh" | ||
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| check_env_vars \ | ||
| MODEL \ | ||
| TP \ | ||
| CONC \ | ||
| ISL \ | ||
| OSL \ | ||
| RANDOM_RANGE_RATIO \ | ||
| RESULT_FILENAME \ | ||
| EP_SIZE | ||
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| if [[ -n "$SLURM_JOB_ID" ]]; then | ||
| echo "JOB $SLURM_JOB_ID running on $SLURMD_NODENAME" | ||
| fi | ||
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| nvidia-smi | ||
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| hf download "$MODEL" | ||
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| export NCCL_NVLS_ENABLE=1 | ||
| export SGL_ENABLE_JIT_DEEPGEMM=false | ||
| export SGLANG_ENABLE_FLASHINFER_GEMM=true | ||
| export PYTHONUNBUFFERED=1 | ||
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| SERVER_LOG=/workspace/server.log | ||
| PORT=${PORT:-8888} | ||
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| # Default: recv every ~10 requests; if CONC >= 16, relax to ~30 requests between scheduler recv polls. | ||
| if [[ $CONC -ge 16 ]]; then | ||
| SCHEDULER_RECV_INTERVAL=30 | ||
| else | ||
| SCHEDULER_RECV_INTERVAL=10 | ||
| fi | ||
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| MEM_FRAC_STATIC=0.9 | ||
| CHUNKED_PREFILL_SIZE=32768 | ||
| MAX_PREFILL_TOKENS=32768 | ||
| CUDA_GRAPH_MAX_BATCH_SIZE=$CONC | ||
| MAX_RUNNING_REQUESTS=$CONC | ||
| CONTEXT_LENGTH=$((ISL + OSL + 20)) | ||
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| # MTP (Multi-Token Prediction) Config - EAGLE speculative decoding | ||
| SPECULATIVE_NUM_STEPS=3 | ||
| SPECULATIVE_DRAFT_TOKENS=4 | ||
| SPECULATIVE_EAGLE_TOPK=1 | ||
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| echo "SCHEDULER_RECV_INTERVAL: $SCHEDULER_RECV_INTERVAL, CONC: $CONC, ISL: $ISL, OSL: $OSL" | ||
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| # Start GPU monitoring (power, temperature, clocks every second) | ||
| start_gpu_monitor | ||
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| set -x | ||
| PYTHONNOUSERSITE=1 python3 -m sglang.launch_server --model-path=$MODEL --host=0.0.0.0 --port=$PORT \ | ||
| --trust-remote-code \ | ||
| --tensor-parallel-size=$TP --data-parallel-size=1 --ep-size $EP_SIZE \ | ||
| --quantization fp8 --kv-cache-dtype fp8_e4m3 --mamba-ssm-dtype bfloat16 \ | ||
| --cuda-graph-max-bs $CUDA_GRAPH_MAX_BATCH_SIZE --max-running-requests $MAX_RUNNING_REQUESTS \ | ||
| --mem-fraction-static $MEM_FRAC_STATIC --chunked-prefill-size $CHUNKED_PREFILL_SIZE --max-prefill-tokens $MAX_PREFILL_TOKENS \ | ||
| --context-length $CONTEXT_LENGTH --disable-radix-cache \ | ||
| --attention-backend trtllm_mha --moe-runner-backend flashinfer_trtllm \ | ||
| --enable-flashinfer-allreduce-fusion --scheduler-recv-interval $SCHEDULER_RECV_INTERVAL \ | ||
| --tokenizer-worker-num 6 --stream-interval 30 \ | ||
| --speculative-algorithm EAGLE --speculative-num-steps $SPECULATIVE_NUM_STEPS --speculative-eagle-topk $SPECULATIVE_EAGLE_TOPK --speculative-num-draft-tokens $SPECULATIVE_DRAFT_TOKENS \ | ||
| > $SERVER_LOG 2>&1 & | ||
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| SERVER_PID=$! | ||
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| # Wait for server to be ready | ||
| wait_for_server_ready --port "$PORT" --server-log "$SERVER_LOG" --server-pid "$SERVER_PID" | ||
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| pip install -q datasets pandas | ||
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| run_benchmark_serving \ | ||
| --model "$MODEL" \ | ||
| --port "$PORT" \ | ||
| --backend vllm \ | ||
| --input-len "$ISL" \ | ||
| --output-len "$OSL" \ | ||
| --random-range-ratio "$RANDOM_RANGE_RATIO" \ | ||
| --num-prompts "$((CONC * 10))" \ | ||
| --max-concurrency "$CONC" \ | ||
| --result-filename "$RESULT_FILENAME" \ | ||
| --result-dir /workspace/ \ | ||
| --use-chat-template | ||
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| # After throughput, run evaluation only if RUN_EVAL is true | ||
| if [ "${RUN_EVAL}" = "true" ]; then | ||
| run_eval --framework lm-eval --port "$PORT" --concurrent-requests $CONC | ||
| append_lm_eval_summary | ||
| fi | ||
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| # Stop GPU monitoring | ||
| stop_gpu_monitor | ||
| set +x | ||
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