From 77fb19b998e99fc6bd33f8e1296c249e587b6b25 Mon Sep 17 00:00:00 2001 From: seungrokj Date: Thu, 16 Apr 2026 07:36:39 +0000 Subject: [PATCH 1/6] atom qwen fp8/bf16 on mi355x Signed-off-by: seungrokj --- .github/configs/amd-master.yaml | 40 ++++++++++ .../single_node/qwen3.5_bf16_mi355x_atom.sh | 80 +++++++++++++++++++ .../single_node/qwen3.5_fp8_mi355x_atom.sh | 80 +++++++++++++++++++ 3 files changed, 200 insertions(+) mode change 100644 => 100755 .github/configs/amd-master.yaml create mode 100755 benchmarks/single_node/qwen3.5_bf16_mi355x_atom.sh create mode 100755 benchmarks/single_node/qwen3.5_fp8_mi355x_atom.sh diff --git a/.github/configs/amd-master.yaml b/.github/configs/amd-master.yaml old mode 100644 new mode 100755 index 89318004b..7f17790ae --- a/.github/configs/amd-master.yaml +++ b/.github/configs/amd-master.yaml @@ -203,6 +203,25 @@ qwen3.5-fp8-mi355x-sglang: search-space: - { tp: 8, conc-start: 4, conc-end: 64 } +qwen3.5-fp8-mi355x-atom: + # wait for image + image: TBD + model: Qwen/Qwen3.5-397B-A17B-FP8 + model-prefix: qwen3.5 + runner: mi355x + precision: fp8 + framework: atom + multinode: false + seq-len-configs: + - isl: 1024 + osl: 1024 + search-space: + - { tp: 8, conc-start: 4, conc-end: 256 } + - isl: 8192 + osl: 1024 + search-space: + - { tp: 8, conc-start: 4, conc-end: 256 } + qwen3.5-fp4-mi355x-sglang: image: lmsysorg/sglang:v0.5.10-rocm720-mi35x model: amd/Qwen3.5-397B-A17B-MXFP4 @@ -223,6 +242,27 @@ qwen3.5-fp4-mi355x-sglang: - { tp: 2, conc-start: 4, conc-end: 256 } - { tp: 4, conc-start: 4, conc-end: 32 } +qwen3.5-fp4-mi355x-atom: + # wait for image + image: TBD + model: amd/Qwen3.5-397B-A17B-MXFP4 + model-prefix: qwen3.5 + runner: mi355x + precision: fp4 + framework: atom + multinode: false + seq-len-configs: + - isl: 1024 + osl: 1024 + search-space: + - { tp: 2, conc-start: 4, conc-end: 256 } + - { tp: 4, conc-start: 4, conc-end: 256 } + - isl: 8192 + osl: 1024 + search-space: + - { tp: 2, conc-start: 4, conc-end: 256 } + - { tp: 4, conc-start: 4, conc-end: 256 } + qwen3.5-fp8-mi300x-sglang: image: lmsysorg/sglang:v0.5.10-rocm720-mi30x model: Qwen/Qwen3.5-397B-A17B-FP8 diff --git a/benchmarks/single_node/qwen3.5_bf16_mi355x_atom.sh b/benchmarks/single_node/qwen3.5_bf16_mi355x_atom.sh new file mode 100755 index 000000000..ca84f8228 --- /dev/null +++ b/benchmarks/single_node/qwen3.5_bf16_mi355x_atom.sh @@ -0,0 +1,80 @@ +#!/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: $DP_ATTENTION" + +SERVER_LOG=/workspace/server.log +PORT=${PORT:-8888} + +export OMP_NUM_THREADS=1 + +# Calculate max-model-len based on ISL and OSL +if [ "$ISL" = "1024" ] && [ "$OSL" = "1024" ]; then + CALCULATED_MAX_MODEL_LEN="" +else + CALCULATED_MAX_MODEL_LEN=" --max-model-len 10240 " +fi + +if [ "$EP_SIZE" -gt 1 ]; then + EP=" --enable-expert-parallel" +else + EP=" " +fi + +# Start GPU monitoring (power, temperature, clocks every second) +start_gpu_monitor + +set -x + +python3 -m atom.entrypoints.openai_server \ + --model $MODEL \ + --server-port $PORT \ + -tp $TP \ + --kv_cache_dtype fp8 $CALCULATED_MAX_MODEL_LEN $EP \ + --trust-remote-code \ + > $SERVER_LOG 2>&1 & + +SERVER_PID=$! + +# 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 "$RESULT_FILENAME" \ + --result-dir /workspace/ \ + --trust-remote-code + +# After throughput, run evaluation only if RUN_EVAL is true +if [ "${RUN_EVAL}" = "true" ]; then + run_eval --framework lm-eval --port "$PORT" + append_lm_eval_summary +fi + +# Stop GPU monitoring +stop_gpu_monitor +set +x diff --git a/benchmarks/single_node/qwen3.5_fp8_mi355x_atom.sh b/benchmarks/single_node/qwen3.5_fp8_mi355x_atom.sh new file mode 100755 index 000000000..ca84f8228 --- /dev/null +++ b/benchmarks/single_node/qwen3.5_fp8_mi355x_atom.sh @@ -0,0 +1,80 @@ +#!/usr/bin/env bash + +source "$(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: $DP_ATTENTION" + +SERVER_LOG=/workspace/server.log +PORT=${PORT:-8888} + +export OMP_NUM_THREADS=1 + +# Calculate max-model-len based on ISL and OSL +if [ "$ISL" = "1024" ] && [ "$OSL" = "1024" ]; then + CALCULATED_MAX_MODEL_LEN="" +else + CALCULATED_MAX_MODEL_LEN=" --max-model-len 10240 " +fi + +if [ "$EP_SIZE" -gt 1 ]; then + EP=" --enable-expert-parallel" +else + EP=" " +fi + +# Start GPU monitoring (power, temperature, clocks every second) +start_gpu_monitor + +set -x + +python3 -m atom.entrypoints.openai_server \ + --model $MODEL \ + --server-port $PORT \ + -tp $TP \ + --kv_cache_dtype fp8 $CALCULATED_MAX_MODEL_LEN $EP \ + --trust-remote-code \ + > $SERVER_LOG 2>&1 & + +SERVER_PID=$! + +# 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 "$RESULT_FILENAME" \ + --result-dir /workspace/ \ + --trust-remote-code + +# After throughput, run evaluation only if RUN_EVAL is true +if [ "${RUN_EVAL}" = "true" ]; then + run_eval --framework lm-eval --port "$PORT" + append_lm_eval_summary +fi + +# Stop GPU monitoring +stop_gpu_monitor +set +x From 965fc9679ff761629f8f6b80e3cc725633295415 Mon Sep 17 00:00:00 2001 From: seungrokj Date: Thu, 16 Apr 2026 07:39:59 +0000 Subject: [PATCH 2/6] atom qwen fp8/bf16 on mi355x Signed-off-by: seungrokj --- .github/configs/amd-master.yaml | 40 +++++++++---------- .../single_node/qwen3.5_bf16_mi355x_atom.sh | 0 .../single_node/qwen3.5_fp8_mi355x_atom.sh | 0 3 files changed, 19 insertions(+), 21 deletions(-) mode change 100755 => 100644 .github/configs/amd-master.yaml mode change 100755 => 100644 benchmarks/single_node/qwen3.5_bf16_mi355x_atom.sh mode change 100755 => 100644 benchmarks/single_node/qwen3.5_fp8_mi355x_atom.sh diff --git a/.github/configs/amd-master.yaml b/.github/configs/amd-master.yaml old mode 100755 new mode 100644 index 7f17790ae..5d94a3f0b --- a/.github/configs/amd-master.yaml +++ b/.github/configs/amd-master.yaml @@ -131,6 +131,25 @@ qwen3.5-bf16-mi355x-sglang: search-space: - { tp: 8, conc-start: 4, conc-end: 64 } +qwen3.5-bf16-mi355x-atom: + # wait for image + image: TBD + model: Qwen/Qwen3.5-397B-A17B + model-prefix: qwen3.5 + runner: mi355x + precision: bf16 + framework: sglang + multinode: false + seq-len-configs: + - isl: 1024 + osl: 1024 + search-space: + - { tp: 8, conc-start: 4, conc-end: 256 } + - isl: 8192 + osl: 1024 + search-space: + - { tp: 8, conc-start: 4, conc-end: 256 } + qwen3.5-bf16-mi300x-sglang: image: lmsysorg/sglang:v0.5.10-rocm720-mi30x model: Qwen/Qwen3.5-397B-A17B @@ -242,27 +261,6 @@ qwen3.5-fp4-mi355x-sglang: - { tp: 2, conc-start: 4, conc-end: 256 } - { tp: 4, conc-start: 4, conc-end: 32 } -qwen3.5-fp4-mi355x-atom: - # wait for image - image: TBD - model: amd/Qwen3.5-397B-A17B-MXFP4 - model-prefix: qwen3.5 - runner: mi355x - precision: fp4 - framework: atom - multinode: false - seq-len-configs: - - isl: 1024 - osl: 1024 - search-space: - - { tp: 2, conc-start: 4, conc-end: 256 } - - { tp: 4, conc-start: 4, conc-end: 256 } - - isl: 8192 - osl: 1024 - search-space: - - { tp: 2, conc-start: 4, conc-end: 256 } - - { tp: 4, conc-start: 4, conc-end: 256 } - qwen3.5-fp8-mi300x-sglang: image: lmsysorg/sglang:v0.5.10-rocm720-mi30x model: Qwen/Qwen3.5-397B-A17B-FP8 diff --git a/benchmarks/single_node/qwen3.5_bf16_mi355x_atom.sh b/benchmarks/single_node/qwen3.5_bf16_mi355x_atom.sh old mode 100755 new mode 100644 diff --git a/benchmarks/single_node/qwen3.5_fp8_mi355x_atom.sh b/benchmarks/single_node/qwen3.5_fp8_mi355x_atom.sh old mode 100755 new mode 100644 From a4e35554cb37cac5fe4e9b57d0c666a0d0b65084 Mon Sep 17 00:00:00 2001 From: seungrokj <144636725+seungrokj@users.noreply.github.com> Date: Mon, 20 Apr 2026 14:34:42 +0900 Subject: [PATCH 3/6] Update amd-master.yaml --- .github/configs/amd-master.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/configs/amd-master.yaml b/.github/configs/amd-master.yaml index 5d94a3f0b..646dbd758 100644 --- a/.github/configs/amd-master.yaml +++ b/.github/configs/amd-master.yaml @@ -138,7 +138,7 @@ qwen3.5-bf16-mi355x-atom: model-prefix: qwen3.5 runner: mi355x precision: bf16 - framework: sglang + framework: atom multinode: false seq-len-configs: - isl: 1024 From de0b44532822b12c21f83cbb5ca020820eb40d62 Mon Sep 17 00:00:00 2001 From: seungrokj Date: Thu, 23 Apr 2026 22:23:13 +0900 Subject: [PATCH 4/6] qwen3.5 mi355x fp8 mi355x Signed-off-by: seungrokj --- .github/configs/amd-master.yaml | 52 +++++++++++-------- .../single_node/qwen3.5_fp8_mi355x_atom.sh | 2 + ...atom.sh => qwen3.5_fp8_mi355x_atom_mtp.sh} | 4 ++ perf-changelog.yaml | 7 +++ 4 files changed, 42 insertions(+), 23 deletions(-) rename benchmarks/single_node/{qwen3.5_bf16_mi355x_atom.sh => qwen3.5_fp8_mi355x_atom_mtp.sh} (93%) diff --git a/.github/configs/amd-master.yaml b/.github/configs/amd-master.yaml index 33d9336e6..e300198a2 100644 --- a/.github/configs/amd-master.yaml +++ b/.github/configs/amd-master.yaml @@ -149,25 +149,6 @@ qwen3.5-bf16-mi355x-sglang-mtp: search-space: - { tp: 8, ep: 1, conc-start: 4, conc-end: 256, spec-decoding: mtp } -qwen3.5-bf16-mi355x-atom: - # wait for image - image: TBD - model: Qwen/Qwen3.5-397B-A17B - model-prefix: qwen3.5 - runner: mi355x - precision: bf16 - framework: atom - multinode: false - seq-len-configs: - - isl: 1024 - osl: 1024 - search-space: - - { tp: 8, conc-start: 4, conc-end: 256 } - - isl: 8192 - osl: 1024 - search-space: - - { tp: 8, conc-start: 4, conc-end: 256 } - qwen3.5-bf16-mi300x-sglang: image: lmsysorg/sglang:v0.5.10-rocm720-mi30x model: Qwen/Qwen3.5-397B-A17B @@ -265,8 +246,7 @@ qwen3.5-fp8-mi355x-sglang-mtp: - { tp: 4, ep: 1, conc-start: 32, conc-end: 256, spec-decoding: mtp } qwen3.5-fp8-mi355x-atom: - # wait for image - image: TBD + image: rocm/atom:rocm7.2.2_ubuntu24.04_py3.12_pytorch_release_2.10.0_atom0.1.2.post model: Qwen/Qwen3.5-397B-A17B-FP8 model-prefix: qwen3.5 runner: mi355x @@ -277,11 +257,37 @@ qwen3.5-fp8-mi355x-atom: - isl: 1024 osl: 1024 search-space: - - { tp: 8, conc-start: 4, conc-end: 256 } + - { tp: 2, ep: 1, conc-start: 4, conc-end: 256 } + - { tp: 4, ep: 1, conc-start: 4, conc-end: 256 } + - { tp: 8, ep: 1, conc-start: 4, conc-end: 256 } - isl: 8192 osl: 1024 search-space: - - { tp: 8, conc-start: 4, conc-end: 256 } + - { tp: 2, ep: 1, conc-start: 4, conc-end: 256 } + - { tp: 4, ep: 1, conc-start: 4, conc-end: 256 } + - { tp: 8, ep: 1, conc-start: 4, conc-end: 256 } + +qwen3.5-fp8-mi355x-atom-mtp: + image: rocm/atom:rocm7.2.2_ubuntu24.04_py3.12_pytorch_release_2.10.0_atom0.1.2.post + model: Qwen/Qwen3.5-397B-A17B-FP8 + model-prefix: qwen3.5 + runner: mi355x + precision: fp8 + framework: atom + multinode: false + seq-len-configs: + - isl: 1024 + osl: 1024 + search-space: + - { tp: 2, ep: 1, conc-start: 4, conc-end: 256, spec-decoding: mtp } + - { tp: 4, ep: 1, conc-start: 4, conc-end: 256, spec-decoding: mtp } + - { tp: 8, ep: 1, conc-start: 4, conc-end: 256, spec-decoding: mtp } + - isl: 8192 + osl: 1024 + search-space: + - { tp: 2, ep: 1, conc-start: 4, conc-end: 256, spec-decoding: mtp } + - { tp: 4, ep: 1, conc-start: 4, conc-end: 256, spec-decoding: mtp } + - { tp: 8, ep: 1, conc-start: 4, conc-end: 256, spec-decoding: mtp } qwen3.5-fp4-mi355x-sglang: image: rocm/sgl-dev:v0.5.10rc0-rocm720-mi35x-20260413 diff --git a/benchmarks/single_node/qwen3.5_fp8_mi355x_atom.sh b/benchmarks/single_node/qwen3.5_fp8_mi355x_atom.sh index ca84f8228..2a8c67da0 100644 --- a/benchmarks/single_node/qwen3.5_fp8_mi355x_atom.sh +++ b/benchmarks/single_node/qwen3.5_fp8_mi355x_atom.sh @@ -39,6 +39,7 @@ fi # Start GPU monitoring (power, temperature, clocks every second) start_gpu_monitor +MEM_FRAC_STATIC=0.9 set -x @@ -47,6 +48,7 @@ python3 -m atom.entrypoints.openai_server \ --server-port $PORT \ -tp $TP \ --kv_cache_dtype fp8 $CALCULATED_MAX_MODEL_LEN $EP \ + --gpu-memory-utilization $MEM_FRAC_STATIC \ --trust-remote-code \ > $SERVER_LOG 2>&1 & diff --git a/benchmarks/single_node/qwen3.5_bf16_mi355x_atom.sh b/benchmarks/single_node/qwen3.5_fp8_mi355x_atom_mtp.sh similarity index 93% rename from benchmarks/single_node/qwen3.5_bf16_mi355x_atom.sh rename to benchmarks/single_node/qwen3.5_fp8_mi355x_atom_mtp.sh index ca84f8228..9399fe792 100644 --- a/benchmarks/single_node/qwen3.5_bf16_mi355x_atom.sh +++ b/benchmarks/single_node/qwen3.5_fp8_mi355x_atom_mtp.sh @@ -39,6 +39,7 @@ fi # Start GPU monitoring (power, temperature, clocks every second) start_gpu_monitor +MEM_FRAC_STATIC=0.9 set -x @@ -47,6 +48,9 @@ python3 -m atom.entrypoints.openai_server \ --server-port $PORT \ -tp $TP \ --kv_cache_dtype fp8 $CALCULATED_MAX_MODEL_LEN $EP \ + --gpu-memory-utilization $MEM_FRAC_STATIC \ + --method mtp \ + --num-speculative-tokens 3 \ --trust-remote-code \ > $SERVER_LOG 2>&1 & diff --git a/perf-changelog.yaml b/perf-changelog.yaml index e27a2511a..788ecde8a 100644 --- a/perf-changelog.yaml +++ b/perf-changelog.yaml @@ -1717,3 +1717,10 @@ - "Trigger H100 multinode evals after NVSHEMM fixes" pr-link: https://github.com/SemiAnalysisAI/InferenceX/pull/1120 evals-only: true + +- config-keys: + - qwen3.5-fp8-mi355x-atom + - qwen3.5-fp8-mi355x-atom-mtp + description: + - "Add Qwen3.5-397B-A17B FP8 MI355X ATOM benchmark configs with and without MTP" + pr-link: https://github.com/SemiAnalysisAI/InferenceX/pull/1040 \ No newline at end of file From 0d26bce6a016c15f564c6df503efc00832320f65 Mon Sep 17 00:00:00 2001 From: seungrokj Date: Thu, 23 Apr 2026 22:25:42 +0900 Subject: [PATCH 5/6] qwen3.5 mi355x fp8 mi355x Signed-off-by: seungrokj --- perf-changelog.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/perf-changelog.yaml b/perf-changelog.yaml index 788ecde8a..d82396d7a 100644 --- a/perf-changelog.yaml +++ b/perf-changelog.yaml @@ -1723,4 +1723,4 @@ - qwen3.5-fp8-mi355x-atom-mtp description: - "Add Qwen3.5-397B-A17B FP8 MI355X ATOM benchmark configs with and without MTP" - pr-link: https://github.com/SemiAnalysisAI/InferenceX/pull/1040 \ No newline at end of file + pr-link: https://github.com/SemiAnalysisAI/InferenceX/pull/1040 From b989a647e0e8e4c41bc62d0a87df02d9af09dc26 Mon Sep 17 00:00:00 2001 From: seungrokj <144636725+seungrokj@users.noreply.github.com> Date: Thu, 23 Apr 2026 22:05:33 +0800 Subject: [PATCH 6/6] Update amd-master.yaml --- .github/configs/amd-master.yaml | 2 -- 1 file changed, 2 deletions(-) diff --git a/.github/configs/amd-master.yaml b/.github/configs/amd-master.yaml index e300198a2..dcfaa834f 100644 --- a/.github/configs/amd-master.yaml +++ b/.github/configs/amd-master.yaml @@ -279,13 +279,11 @@ qwen3.5-fp8-mi355x-atom-mtp: - isl: 1024 osl: 1024 search-space: - - { tp: 2, ep: 1, conc-start: 4, conc-end: 256, spec-decoding: mtp } - { tp: 4, ep: 1, conc-start: 4, conc-end: 256, spec-decoding: mtp } - { tp: 8, ep: 1, conc-start: 4, conc-end: 256, spec-decoding: mtp } - isl: 8192 osl: 1024 search-space: - - { tp: 2, ep: 1, conc-start: 4, conc-end: 256, spec-decoding: mtp } - { tp: 4, ep: 1, conc-start: 4, conc-end: 256, spec-decoding: mtp } - { tp: 8, ep: 1, conc-start: 4, conc-end: 256, spec-decoding: mtp }