From 6a1a2036d843294ddbe27b9810129ac2e163e062 Mon Sep 17 00:00:00 2001 From: seungrokj Date: Wed, 24 Jun 2026 16:29:36 +0900 Subject: [PATCH 1/7] [AMD] add MiniMax-M3 FP8 MI355X ATOM single-node benchmark script Co-Authored-By: Claude Sonnet 4.6 --- .../minimaxm3_fp8_mi355x_atom.sh | 87 +++++++++++++++++++ .../minimaxm3_fp8_mi355x_atom_mtp.sh | 6 +- 2 files changed, 90 insertions(+), 3 deletions(-) create mode 100644 benchmarks/single_node/fixed_seq_len/minimaxm3_fp8_mi355x_atom.sh diff --git a/benchmarks/single_node/fixed_seq_len/minimaxm3_fp8_mi355x_atom.sh b/benchmarks/single_node/fixed_seq_len/minimaxm3_fp8_mi355x_atom.sh new file mode 100644 index 000000000..8aeabec38 --- /dev/null +++ b/benchmarks/single_node/fixed_seq_len/minimaxm3_fp8_mi355x_atom.sh @@ -0,0 +1,87 @@ +#!/usr/bin/env bash + +source "$(dirname "$0")/../../benchmark_lib.sh" + +check_env_vars \ + MODEL \ + TP \ + CONC \ + ISL \ + OSL \ + RANDOM_RANGE_RATIO \ + RESULT_FILENAME \ + EP_SIZE \ + DP_ATTENTION + +if [[ -n "$SLURM_JOB_ID" ]]; then + echo "JOB $SLURM_JOB_ID running on $SLURMD_NODENAME" +fi + +echo "TP: $TP, CONC: $CONC, ISL: $ISL, OSL: $OSL, EP_SIZE: $EP_SIZE, DP_ATTENTION: $DP_ATTENTION" + +SERVER_LOG=/workspace/server.log + +PARALLEL_ARGS=(-tp "$TP") #TP +if [ "$DP_ATTENTION" = "true" ]; then + if [ "$EP_SIZE" -gt 1 ]; then #DP+EP + PARALLEL_ARGS=(-tp "$TP" --enable-expert-parallel --enable-dp-attention ) + else #DP+TP + PARALLEL_ARGS=(-tp "$TP" --enable-dp-attention ) + fi +fi + +SPEC_ARGS=() + +# Start GPU monitoring (power, temperature, clocks every second) +start_gpu_monitor +MEM_FRAC_STATIC=0.8 + +set -x +#export AITER_QUICK_REDUCE_QUANTIZATION=INT4 +export ATOM_M3_SPARSE_USE_ASM_PA=1 +export MAX_MODEL_LEN=32768 +export MAX_NUM_BATCHED_TOKENS=32768 +export MAX_NUM_SEQS=256 +python3 -m atom.entrypoints.openai_server \ + --model $MODEL \ + --server-port $PORT \ + "${PARALLEL_ARGS[@]}" \ + "${SPEC_ARGS[@]}" \ + --block-size 128 \ + --gpu-memory-utilization $MEM_FRAC_STATIC \ + --max-model-len $MAX_MODEL_LEN \ + --max-num-batched-tokens $MAX_NUM_BATCHED_TOKENS \ + --max-num-seqs $MAX_NUM_SEQS \ + --kv_cache_dtype fp8 \ + --trust-remote-code \ + --no-enable_prefix_caching \ + > $SERVER_LOG 2>&1 & + +SERVER_PID=$! + +# Wait for server to be ready +wait_for_server_ready --port "$PORT" --server-log "$SERVER_LOG" --server-pid "$SERVER_PID" + +export PYTHONDONTWRITEBYTECODE=1 +run_benchmark_serving \ + --model "$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 $( [[ ${#SPEC_ARGS[@]} -gt 0 ]] && echo "--use-chat-template" ) + +# After throughput, run evaluation only if RUN_EVAL is true +if [ "${RUN_EVAL}" = "true" ]; then + run_eval --framework lm-eval --port "$PORT" + append_lm_eval_summary +fi + +# Stop GPU monitoring +stop_gpu_monitor +set +x diff --git a/benchmarks/single_node/fixed_seq_len/minimaxm3_fp8_mi355x_atom_mtp.sh b/benchmarks/single_node/fixed_seq_len/minimaxm3_fp8_mi355x_atom_mtp.sh index fc0619b7b..90d965958 100644 --- a/benchmarks/single_node/fixed_seq_len/minimaxm3_fp8_mi355x_atom_mtp.sh +++ b/benchmarks/single_node/fixed_seq_len/minimaxm3_fp8_mi355x_atom_mtp.sh @@ -37,12 +37,11 @@ start_gpu_monitor MEM_FRAC_STATIC=0.8 set -x -export AITER_QUICK_REDUCE_QUANTIZATION=INT4 +#export AITER_QUICK_REDUCE_QUANTIZATION=INT4 +export ATOM_M3_SPARSE_USE_ASM_PA=1 export MAX_MODEL_LEN=32768 export MAX_NUM_BATCHED_TOKENS=32768 export MAX_NUM_SEQS=256 -# (srok), not yet -# --kv_cache_dtype fp8 \ python3 -m atom.entrypoints.openai_server \ --model $MODEL \ --server-port $PORT \ @@ -53,6 +52,7 @@ python3 -m atom.entrypoints.openai_server \ --max-model-len $MAX_MODEL_LEN \ --max-num-batched-tokens $MAX_NUM_BATCHED_TOKENS \ --max-num-seqs $MAX_NUM_SEQS \ + --kv_cache_dtype fp8 \ --trust-remote-code \ --no-enable_prefix_caching \ > $SERVER_LOG 2>&1 & From 03f5752a3a72844f9068de676c118487c673c734 Mon Sep 17 00:00:00 2001 From: seungrokj Date: Wed, 24 Jun 2026 16:32:22 +0900 Subject: [PATCH 2/7] [AMD] add minimaxm3-fp8-mi355x-atom recipe and bump atom image to 20260623 Co-Authored-By: Claude Sonnet 4.6 --- .github/configs/amd-master.yaml | 21 ++++++++++++++++++++- 1 file changed, 20 insertions(+), 1 deletion(-) diff --git a/.github/configs/amd-master.yaml b/.github/configs/amd-master.yaml index 3caa5faae..033bfb30f 100644 --- a/.github/configs/amd-master.yaml +++ b/.github/configs/amd-master.yaml @@ -2612,8 +2612,27 @@ minimaxm3-fp4-mi355x-atom: - { tp: 4, conc-start: 1, conc-end: 256 } - { tp: 8, conc-start: 1, conc-end: 2 } +minimaxm3-fp8-mi355x-atom: + image: rocm/atom-dev:MiniMax-M3-20260623 + model: MiniMaxAI/MiniMax-M3-MXFP8 + model-prefix: minimaxm3 + runner: mi355x + precision: fp8 + framework: atom + multinode: false + scenarios: + fixed-seq-len: + - isl: 1024 + osl: 1024 + search-space: + - { tp: 4, conc-start: 1, conc-end: 256 } + - isl: 8192 + osl: 1024 + search-space: + - { tp: 4, conc-start: 1, conc-end: 256 } + minimaxm3-fp8-mi355x-atom-mtp: - image: rocm/atom-dev:MiniMax-M3-20260622 + image: rocm/atom-dev:MiniMax-M3-20260623 model: MiniMaxAI/MiniMax-M3-MXFP8 model-prefix: minimaxm3 runner: mi355x From a24559098e669c9dca803199e4a2bde3f657ce80 Mon Sep 17 00:00:00 2001 From: seungrokj Date: Wed, 24 Jun 2026 16:34:38 +0900 Subject: [PATCH 3/7] [AMD] add perf-changelog entry for minimaxm3-fp8-mi355x-atom Co-Authored-By: Claude Sonnet 4.6 --- perf-changelog.yaml | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/perf-changelog.yaml b/perf-changelog.yaml index d6a5f35e4..98d16f857 100644 --- a/perf-changelog.yaml +++ b/perf-changelog.yaml @@ -4001,6 +4001,13 @@ - "Remove the runtime SupportsEagle3 source patch now included in the pinned nightly" pr-link: https://github.com/SemiAnalysisAI/InferenceX/pull/1843 +- config-keys: + - minimaxm3-fp8-mi355x-atom + description: + - "Add minimaxm3-fp8-mi355x-atom: MiniMax-M3 MXFP8 single-node benchmark on MI355X using ATOM framework" + - "Uses rocm/atom-dev:MiniMax-M3-20260623; TP4, block size 128, ISL=1024,8192 OSL=1024" + pr-link: https://github.com/SemiAnalysisAI/InferenceX/pull/1929 + - config-keys: - minimaxm3-fp8-mi355x-atom-mtp description: From 25b8fab83c860d562d0f11d207a829e374bf0154 Mon Sep 17 00:00:00 2001 From: seungrokj Date: Wed, 24 Jun 2026 16:40:58 +0900 Subject: [PATCH 4/7] [AMD] include minimaxm3-fp8-mi355x-atom-mtp in perf-changelog entry Co-Authored-By: Claude Sonnet 4.6 --- perf-changelog.yaml | 1 + 1 file changed, 1 insertion(+) diff --git a/perf-changelog.yaml b/perf-changelog.yaml index 98d16f857..9540ac601 100644 --- a/perf-changelog.yaml +++ b/perf-changelog.yaml @@ -4003,6 +4003,7 @@ - config-keys: - minimaxm3-fp8-mi355x-atom + - minimaxm3-fp8-mi355x-atom-mtp description: - "Add minimaxm3-fp8-mi355x-atom: MiniMax-M3 MXFP8 single-node benchmark on MI355X using ATOM framework" - "Uses rocm/atom-dev:MiniMax-M3-20260623; TP4, block size 128, ISL=1024,8192 OSL=1024" From d8f360dcfb97e3d0a74ccff4c8b6ceb868c089cd Mon Sep 17 00:00:00 2001 From: seungrokj Date: Wed, 24 Jun 2026 17:33:42 +0900 Subject: [PATCH 5/7] [AMD] fix perf-changelog pr-link for minimaxm3-fp8-mi355x-atom to PR #1916 Co-Authored-By: Claude Sonnet 4.6 --- perf-changelog.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/perf-changelog.yaml b/perf-changelog.yaml index 9540ac601..2851cb53f 100644 --- a/perf-changelog.yaml +++ b/perf-changelog.yaml @@ -4007,7 +4007,7 @@ description: - "Add minimaxm3-fp8-mi355x-atom: MiniMax-M3 MXFP8 single-node benchmark on MI355X using ATOM framework" - "Uses rocm/atom-dev:MiniMax-M3-20260623; TP4, block size 128, ISL=1024,8192 OSL=1024" - pr-link: https://github.com/SemiAnalysisAI/InferenceX/pull/1929 + pr-link: https://github.com/SemiAnalysisAI/InferenceX/pull/1916 - config-keys: - minimaxm3-fp8-mi355x-atom-mtp From 68aba47d9edbf9d1b410979c9c331ccefb7df98f Mon Sep 17 00:00:00 2001 From: seungrokj Date: Wed, 24 Jun 2026 23:28:33 +0900 Subject: [PATCH 6/7] [AMD] enable AITER_QUICK_REDUCE_QUANTIZATION=INT4 when CONC < 256 for fp8 atom scripts Co-Authored-By: Claude Sonnet 4.6 --- .../single_node/fixed_seq_len/minimaxm3_fp8_mi355x_atom.sh | 4 +++- .../fixed_seq_len/minimaxm3_fp8_mi355x_atom_mtp.sh | 4 +++- 2 files changed, 6 insertions(+), 2 deletions(-) diff --git a/benchmarks/single_node/fixed_seq_len/minimaxm3_fp8_mi355x_atom.sh b/benchmarks/single_node/fixed_seq_len/minimaxm3_fp8_mi355x_atom.sh index 8aeabec38..30f4bf4ed 100644 --- a/benchmarks/single_node/fixed_seq_len/minimaxm3_fp8_mi355x_atom.sh +++ b/benchmarks/single_node/fixed_seq_len/minimaxm3_fp8_mi355x_atom.sh @@ -37,7 +37,9 @@ start_gpu_monitor MEM_FRAC_STATIC=0.8 set -x -#export AITER_QUICK_REDUCE_QUANTIZATION=INT4 +if [ "$CONC" -lt 256 ]; then + export AITER_QUICK_REDUCE_QUANTIZATION=INT4 +fi export ATOM_M3_SPARSE_USE_ASM_PA=1 export MAX_MODEL_LEN=32768 export MAX_NUM_BATCHED_TOKENS=32768 diff --git a/benchmarks/single_node/fixed_seq_len/minimaxm3_fp8_mi355x_atom_mtp.sh b/benchmarks/single_node/fixed_seq_len/minimaxm3_fp8_mi355x_atom_mtp.sh index 90d965958..4e79fc570 100644 --- a/benchmarks/single_node/fixed_seq_len/minimaxm3_fp8_mi355x_atom_mtp.sh +++ b/benchmarks/single_node/fixed_seq_len/minimaxm3_fp8_mi355x_atom_mtp.sh @@ -37,7 +37,9 @@ start_gpu_monitor MEM_FRAC_STATIC=0.8 set -x -#export AITER_QUICK_REDUCE_QUANTIZATION=INT4 +if [ "$CONC" -lt 256 ]; then + export AITER_QUICK_REDUCE_QUANTIZATION=INT4 +fi export ATOM_M3_SPARSE_USE_ASM_PA=1 export MAX_MODEL_LEN=32768 export MAX_NUM_BATCHED_TOKENS=32768 From 8eaed7c78b41c5c6848ffb5cd1971ae095aee102 Mon Sep 17 00:00:00 2001 From: seungrokj Date: Thu, 25 Jun 2026 09:09:30 +0900 Subject: [PATCH 7/7] [AMD] enable AITER_QUICK_REDUCE_QUANTIZATION=INT4 unconditionally and disable bf16-to-fp16 cast for fp8 atom scripts Co-Authored-By: Claude Sonnet 4.6 --- .../single_node/fixed_seq_len/minimaxm3_fp8_mi355x_atom.sh | 5 ++--- .../fixed_seq_len/minimaxm3_fp8_mi355x_atom_mtp.sh | 5 ++--- 2 files changed, 4 insertions(+), 6 deletions(-) diff --git a/benchmarks/single_node/fixed_seq_len/minimaxm3_fp8_mi355x_atom.sh b/benchmarks/single_node/fixed_seq_len/minimaxm3_fp8_mi355x_atom.sh index 30f4bf4ed..3506a3764 100644 --- a/benchmarks/single_node/fixed_seq_len/minimaxm3_fp8_mi355x_atom.sh +++ b/benchmarks/single_node/fixed_seq_len/minimaxm3_fp8_mi355x_atom.sh @@ -37,9 +37,8 @@ start_gpu_monitor MEM_FRAC_STATIC=0.8 set -x -if [ "$CONC" -lt 256 ]; then - export AITER_QUICK_REDUCE_QUANTIZATION=INT4 -fi +export AITER_QUICK_REDUCE_QUANTIZATION=INT4 +export AITER_QUICK_REDUCE_CAST_BF16_TO_FP16=0 export ATOM_M3_SPARSE_USE_ASM_PA=1 export MAX_MODEL_LEN=32768 export MAX_NUM_BATCHED_TOKENS=32768 diff --git a/benchmarks/single_node/fixed_seq_len/minimaxm3_fp8_mi355x_atom_mtp.sh b/benchmarks/single_node/fixed_seq_len/minimaxm3_fp8_mi355x_atom_mtp.sh index 4e79fc570..a5b019b80 100644 --- a/benchmarks/single_node/fixed_seq_len/minimaxm3_fp8_mi355x_atom_mtp.sh +++ b/benchmarks/single_node/fixed_seq_len/minimaxm3_fp8_mi355x_atom_mtp.sh @@ -37,9 +37,8 @@ start_gpu_monitor MEM_FRAC_STATIC=0.8 set -x -if [ "$CONC" -lt 256 ]; then - export AITER_QUICK_REDUCE_QUANTIZATION=INT4 -fi +export AITER_QUICK_REDUCE_QUANTIZATION=INT4 +export AITER_QUICK_REDUCE_CAST_BF16_TO_FP16=0 export ATOM_M3_SPARSE_USE_ASM_PA=1 export MAX_MODEL_LEN=32768 export MAX_NUM_BATCHED_TOKENS=32768