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23 changes: 23 additions & 0 deletions .github/configs/nvidia-master.yaml
Original file line number Diff line number Diff line change
Expand Up @@ -1829,6 +1829,29 @@ qwen3.5-fp8-b200-sglang:
- { tp: 8, ep: 1, conc-start: 4, conc-end: 4}
- { tp: 4, ep: 4, conc-start: 8, conc-end: 64 }


qwen3.5-fp8-b200-sglang-mtp:
image: lmsysorg/sglang:v0.5.9-cu130
model: Qwen/Qwen3.5-397B-A17B-FP8
model-prefix: qwen3.5
runner: b200
precision: fp8
framework: sglang
multinode: false
seq-len-configs:
- isl: 1024
osl: 1024
search-space:
- { tp: 4, ep: 1, conc-start: 4, conc-end: 256, spec-decoding: mtp }
- isl: 1024
osl: 8192
search-space:
- { tp: 4, ep: 1, conc-start: 4, conc-end: 256, spec-decoding: mtp }
- isl: 8192
osl: 1024
search-space:
- { tp: 4, ep: 1, conc-start: 4, conc-end: 256, spec-decoding: mtp }

kimik2.5-int4-b200-vllm:
image: vllm/vllm-openai:v0.15.1
model: moonshotai/Kimi-K2.5
Expand Down
97 changes: 97 additions & 0 deletions benchmarks/single_node/qwen3.5_fp8_b200_mtp.sh
Original file line number Diff line number Diff line change
@@ -0,0 +1,97 @@
#!/usr/bin/env bash

source "$(dirname "$0")/../benchmark_lib.sh"

check_env_vars \
MODEL \
TP \
CONC \
ISL \
OSL \
RANDOM_RANGE_RATIO \
RESULT_FILENAME \
EP_SIZE

if [[ -n "$SLURM_JOB_ID" ]]; then
echo "JOB $SLURM_JOB_ID running on $SLURMD_NODENAME"
fi

nvidia-smi

hf download "$MODEL"

export NCCL_NVLS_ENABLE=1
export SGL_ENABLE_JIT_DEEPGEMM=false
export SGLANG_ENABLE_FLASHINFER_GEMM=true
export PYTHONUNBUFFERED=1

SERVER_LOG=/workspace/server.log
PORT=${PORT:-8888}

# 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

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))

# MTP (Multi-Token Prediction) Config - EAGLE speculative decoding
SPECULATIVE_NUM_STEPS=3
SPECULATIVE_DRAFT_TOKENS=4
SPECULATIVE_EAGLE_TOPK=1

echo "SCHEDULER_RECV_INTERVAL: $SCHEDULER_RECV_INTERVAL, CONC: $CONC, ISL: $ISL, OSL: $OSL"

# Start GPU monitoring (power, temperature, clocks every second)
start_gpu_monitor

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 &

SERVER_PID=$!

# Wait for server to be ready
wait_for_server_ready --port "$PORT" --server-log "$SERVER_LOG" --server-pid "$SERVER_PID"

pip install -q datasets pandas

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

# 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

# Stop GPU monitoring
stop_gpu_monitor
set +x
9 changes: 9 additions & 0 deletions perf-changelog.yaml
Original file line number Diff line number Diff line change
Expand Up @@ -947,3 +947,12 @@
- "Image: vllm/vllm-openai:v0.17.0"
- "TP=2 and TP=4, concurrency 4-64 for 1k1k, 1k8k, and 8k1k sequence lengths"
pr-link: https://github.com/SemiAnalysisAI/InferenceX/pull/757

- config-keys:
- qwen3.5-fp8-b200-sglang-mtp
description:
- "Add Single Node Agg FP8 MTP config for Qwen3.5 B200 SGLang"
- "EAGLE speculative decoding: num-steps 3, draft-tokens 4, topk 1"
- "New script: benchmarks/single_node/qwen3.5_fp8_b200_mtp.sh"
pr-link: https://github.com/SemiAnalysisAI/InferenceX/pull/898