diff --git a/.github/configs/amd-master.yaml b/.github/configs/amd-master.yaml index 1b1d2e85b..2528798b1 100644 --- a/.github/configs/amd-master.yaml +++ b/.github/configs/amd-master.yaml @@ -2846,3 +2846,28 @@ minimaxm3-fp8-mi355x-vllm-mtp: - { tp: 8, ep: 8, conc-start: 1, conc-end: 256, spec-decoding: mtp } - { tp: 4, conc-start: 1, conc-end: 64, spec-decoding: mtp } - { tp: 8, ep: 8, dp-attn: true, conc-start: 128, conc-end: 256, spec-decoding: mtp } + +# MiniMax-M3 MXFP8 MI300X day-zero recipe. Reuse the dedicated ROCm image and +# MI355X serving shape, but retain the default BF16 KV cache because this +# checkpoint lacks calibrated ROCm FP8 attention scales. Use the TP8-only H100 +# search space: TP8 for latency and TP8+EP8 (TEP) at high concurrency. +minimaxm3-fp8-mi300x-vllm: + image: vllm/vllm-openai-rocm:minimax-m3 + model: MiniMaxAI/MiniMax-M3-MXFP8 + model-prefix: minimaxm3 + runner: mi300x + precision: fp8 + framework: vllm + multinode: false + scenarios: + fixed-seq-len: + - isl: 1024 + osl: 1024 + search-space: + - { tp: 8, conc-start: 4, conc-end: 128 } + - { tp: 8, ep: 8, conc-start: 256, conc-end: 256 } + - isl: 8192 + osl: 1024 + search-space: + - { tp: 8, conc-start: 4, conc-end: 64 } + - { tp: 8, ep: 8, conc-start: 128, conc-end: 256 } diff --git a/benchmarks/single_node/fixed_seq_len/minimaxm3_fp8_mi300x.sh b/benchmarks/single_node/fixed_seq_len/minimaxm3_fp8_mi300x.sh new file mode 100755 index 000000000..e3522e00a --- /dev/null +++ b/benchmarks/single_node/fixed_seq_len/minimaxm3_fp8_mi300x.sh @@ -0,0 +1,88 @@ +#!/usr/bin/env bash + +# MiniMax-M3 MXFP8 MI300X (gfx942) single-node vLLM recipe. +# Reuses the dedicated ROCm image and the MI355X serving shape. Block size 128 +# is mandatory for MSA sparse attention. Keep the default BF16 KV cache on +# gfx942: the checkpoint has no calibrated q/prob scales for ROCm FP8 +# attention, and vLLM's fallback scale of 1.0 corrupts model accuracy. + +source "$(dirname "$0")/../../benchmark_lib.sh" + +check_env_vars \ + MODEL \ + TP \ + EP_SIZE \ + DP_ATTENTION \ + CONC \ + ISL \ + OSL \ + MAX_MODEL_LEN \ + RANDOM_RANGE_RATIO \ + RESULT_FILENAME + +if [[ -n "$SLURM_JOB_ID" ]]; then + echo "JOB $SLURM_JOB_ID running on $SLURMD_NODENAME" +fi + +if [[ "$MODEL" != /* ]]; then hf download "$MODEL"; fi + +if [ -n "$ROCR_VISIBLE_DEVICES" ]; then + export HIP_VISIBLE_DEVICES="$ROCR_VISIBLE_DEVICES" +fi + +SERVER_LOG=/workspace/server.log +export VLLM_ENGINE_READY_TIMEOUT_S=3600 + +if [ "${EVAL_ONLY}" = "true" ]; then + setup_eval_context +fi + +PARALLEL_ARGS=(--tensor-parallel-size "$TP") +if [ "${DP_ATTENTION}" = "true" ]; then + PARALLEL_ARGS=( + --tensor-parallel-size 1 + --data-parallel-size "$TP" + --enable-expert-parallel + ) +elif [ "$EP_SIZE" -gt 1 ]; then + PARALLEL_ARGS+=(--enable-expert-parallel) +fi + +start_gpu_monitor + +set -x +vllm serve "$MODEL" --port "$PORT" \ + "${PARALLEL_ARGS[@]}" \ + --block-size 128 \ + --no-enable-prefix-caching \ + --language-model-only \ + --max-model-len "$MAX_MODEL_LEN" \ + --attention-backend TRITON_ATTN \ + --enforce-eager \ + --tool-call-parser minimax_m3 \ + --reasoning-parser minimax_m3 \ + --enable-auto-tool-choice > "$SERVER_LOG" 2>&1 & + +SERVER_PID=$! +wait_for_server_ready --port "$PORT" --server-log "$SERVER_LOG" --server-pid "$SERVER_PID" + +run_benchmark_serving \ + --model "$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 "$RESULT_FILENAME" \ + --result-dir /workspace/ \ + --trust-remote-code + +if [ "${RUN_EVAL}" = "true" ]; then + run_eval --framework lm-eval --port "$PORT" + append_lm_eval_summary +fi + +stop_gpu_monitor +set +x diff --git a/perf-changelog.yaml b/perf-changelog.yaml index 57cd2d339..6b16a41c5 100644 --- a/perf-changelog.yaml +++ b/perf-changelog.yaml @@ -3735,3 +3735,13 @@ - "Layouts: TP8 / TP4 (latency), TP8+EP8 / TP4+EP4 (TEP), TP8+EP8 dp-attn (DEP) across 1k1k and 8k1k — non-MTP search space trimmed at the extreme-concurrency end, tp2-ep2 dropped, mirroring the minimaxm3-fp8-b300-vllm-mtp search space" - "[AI generated draft test] The shipped ROCm image's AMD MiniMax-M3 model lacks SupportsEagle3, so the recipe patches it in-place at runtime (functionstackx/vllm#1, ported from nvidia/model.py) before serving — validates EAGLE3 on MI355X ahead of an image rebuild" pr-link: https://github.com/SemiAnalysisAI/InferenceX/pull/1745 + +- config-keys: + - minimaxm3-fp8-mi300x-vllm + description: + - "Initial submission: MiniMax-M3 MXFP8 day-zero single-node vLLM benchmark on MI300X / gfx942" + - "Image and serving shape reuse the MI355X recipe: vllm/vllm-openai-rocm:minimax-m3, block size 128, prefix caching disabled, TRITON_ATTN, language-model-only, and eager execution" + - "Use the default BF16 KV cache on MI300X because MiniMax-M3-MXFP8 lacks calibrated q/prob scales for ROCm FP8 attention; vLLM warns that its fallback scale of 1.0 may cause accuracy issues" + - "H100-aligned layouts and concurrency ranges: TP8 and TP8+EP8 across 1k1k and 8k1k" + - "Fix launch_mi300x-amds.sh node exclusion to use the current short Slurm node name" + pr-link: https://github.com/SemiAnalysisAI/InferenceX/pull/1746 diff --git a/runners/launch_mi300x-amds.sh b/runners/launch_mi300x-amds.sh index 47ad12698..ce04ceadd 100644 --- a/runners/launch_mi300x-amds.sh +++ b/runners/launch_mi300x-amds.sh @@ -10,8 +10,8 @@ LOCK_FILE="${SQUASH_FILE}.lock" set -x # Exclude known-bad nodes; let Slurm pick from anything else: -# chi-mi300x-049: drained (persistent /nvme_home disk-full) -JOB_ID=$(salloc --partition=$PARTITION --exclude=chi-mi300x-049.ord.vultr.cpe.ice.amd.com --gres=gpu:$TP --cpus-per-task=256 --time=180 --no-shell --job-name="$RUNNER_NAME" 2>&1 | tee /dev/stderr | grep -oP 'Granted job allocation \K[0-9]+') +# chi-mi300x-049: persistent /nvme_home disk-full +JOB_ID=$(salloc --partition=$PARTITION --exclude=chi-mi300x-049 --gres=gpu:$TP --cpus-per-task=256 --time=180 --no-shell --job-name="$RUNNER_NAME" 2>&1 | tee /dev/stderr | grep -oP 'Granted job allocation \K[0-9]+') if [ -z "$JOB_ID" ]; then echo "ERROR: salloc failed to allocate a job" @@ -31,7 +31,7 @@ srun --jobid=$JOB_ID --job-name="$RUNNER_NAME" bash -c " " srun --jobid=$JOB_ID \ --container-image=$SQUASH_FILE \ ---container-mounts=$GITHUB_WORKSPACE:/workspace/,$HF_HUB_CACHE_MOUNT:$HF_HUB_CACHE \ +--container-mounts=$GITHUB_WORKSPACE:/workspace/,$HF_HUB_CACHE_MOUNT:$HF_HUB_CACHE,/dev/kfd:/dev/kfd,/dev/dri:/dev/dri \ --container-mount-home \ --container-writable \ --container-remap-root \ @@ -39,4 +39,4 @@ srun --jobid=$JOB_ID \ --no-container-entrypoint --export=ALL \ bash benchmarks/single_node/${SCENARIO_SUBDIR}${EXP_NAME%%_*}_${PRECISION}_mi300x.sh -scancel $JOB_ID \ No newline at end of file +scancel $JOB_ID