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Merged
valarLip merged 2 commits into from
Jun 25, 2026
Merged

[atom CI/Nightly/Benchmark] Add MiniMax-M3 and Eagle #1356

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d051784
[atom CI/Nightly/Benchmark] Add MiniMax-M3 and Eagle
zejunchen-zejun Jun 25, 2026
3e682e0
remove minimax m2.7 case
zejunchen-zejun Jun 25, 2026
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54 changes: 42 additions & 12 deletions .github/benchmark/models.json
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Original file line number Diff line number Diff line change
Expand Up @@ -138,22 +138,52 @@
"variants": [{ "label": "", "suffix": "", "conc_max": 256 }]
},
{
"display": "MiniMax-M2.7",
"path": "MiniMaxAI/MiniMax-M2.7",
"prefix": "MiniMax-M2.7",
"display": "MiniMax-M3-MXFP8",
"path": "MiniMaxAI/MiniMax-M3-MXFP8",
"prefix": "m3-mxfp8",
"runner": "atom-mi355-8gpu.predownload",
"env_vars": "",
"config": { "tp": 2, "kv_cache_dtype": "fp8", "trust_remote_code": true },
"variants": [{ "label": "", "suffix": "", "conc_max": 256 }]
"env_vars": "AITER_QUICK_REDUCE_QUANTIZATION=INT4\nATOM_FORCE_ATTN_TRITON=1\nAITER_QUICK_REDUCE_CAST_BF16_TO_FP16=0",
"config": {
"tp": 4,
"kv_cache_dtype": "fp8",
"trust_remote_code": true,
"extra_args": "--gpu-memory-utilization 0.8 --block-size 128 --max-model-len 32768 --max-num-batched-tokens 32768 --no-enable_prefix_caching --online_quant_config '{\"global_quant_config\": \"ptpc_fp8\", \"exclude_layer\": [\"lm_head\", \"model.embed_tokens\", \"vision_tower\", \"multi_modal_projector\", \"patch_merge_mlp\", \"*block_sparse_moe\"]}'"
},
"variants": [
{ "label": "", "suffix": "", "extra_args": "--max-num-seqs 256" },
{
"label": "EAGLE3",
"suffix": "-eagle3",
"extra_args": "--max-num-seqs 256 --method eagle3 --draft-model Inferact/MiniMax-M3-EAGLE3 --num-speculative-tokens 3",
"bench_args": "--use-chat-template",
"conc_min": 4,
"conc_max": 256
}
]
},
{
"display": "MiniMax-M2.7-MXFP4",
"path": "amd/MiniMax-M2.7-MXFP4",
"prefix": "MiniMax-M2.7-MXFP4",
"display": "MiniMax-M3-MXFP4",
"path": "amd/MiniMax-M3-MXFP4",
"prefix": "m3-mxfp4",
"runner": "atom-mi355-8gpu.predownload",
"env_vars": "",
"config": { "tp": 1, "kv_cache_dtype": "fp8", "trust_remote_code": true },
"variants": [{ "label": "", "suffix": "", "conc_max": 256 }]
"env_vars": "AITER_QUICK_REDUCE_QUANTIZATION=INT4\nATOM_FORCE_ATTN_TRITON=1\nAITER_QUICK_REDUCE_CAST_BF16_TO_FP16=0",
"config": {
"tp": 4,
"kv_cache_dtype": "fp8",
"trust_remote_code": true,
"extra_args": "--gpu-memory-utilization 0.8 --block-size 128 --max-model-len 32768 --max-num-batched-tokens 32768 --no-enable_prefix_caching"
},
"variants": [
{ "label": "", "suffix": "", "extra_args": "--max-num-seqs 256" },
{
"label": "EAGLE3",
"suffix": "-eagle3",
"extra_args": "--max-num-seqs 256 --method eagle3 --draft-model Inferact/MiniMax-M3-EAGLE3 --num-speculative-tokens 3",
"bench_args": "--use-chat-template",
"conc_min": 4,
"conc_max": 256
}
]
},
{
"display": "Qwen3.5-397B-A17B-FP8",
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26 changes: 26 additions & 0 deletions .github/benchmark/models_accuracy.json
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Original file line number Diff line number Diff line change
Expand Up @@ -337,6 +337,32 @@
"accuracy_baseline_model": "MiniMaxAI/MiniMax-M2.7",
"_baseline_note": "ATOM CI measured BF16=0.9022 (gsm8k 3-shot flexible-extract). HF amd/MiniMax-M2.7-MXFP4: MXFP4=91.89, baseline=91.81 (percentage)."
},
{
"model_name": "MiniMax-M3-MXFP4",
"model_path": "amd/MiniMax-M3-MXFP4",
"extraArgs": "--kv_cache_dtype fp8 -tp 8 --trust-remote-code --gpu-memory-utilization 0.8 --block-size 128 --max-model-len 32768 --max-num-seqs 128 --max-num-batched-tokens 32768 --no-enable_prefix_caching",
"client_command": "lm_eval --model local-chat-completions --apply_chat_template --fewshot_as_multiturn --model_args model=${MODEL_PATH},base_url=http://localhost:8000/v1/chat/completions,num_concurrent=32,max_retries=3,max_gen_toks=16384,tokenized_requests=False,trust_remote_code=True --tasks gsm8k --num_fewshot 5 --output_path ${OUTPUT_PATH}",
"env_vars": "AITER_QUICK_REDUCE_QUANTIZATION=INT4\nATOM_FORCE_ATTN_TRITON=1\nAITER_QUICK_REDUCE_CAST_BF16_TO_FP16=0",
"runner": "linux-atom-do-mi350x-8",
"test_level": "pr",
"accuracy_threshold": 0.93,
"accuracy_baseline": 0.9363,
"accuracy_baseline_model": "amd/MiniMax-M3-MXFP4",
"_baseline_note": "FP4 M3 tp8. GSM8K 5-shot chat (apply_chat_template + fewshot_as_multiturn, num_concurrent=32, max_gen_toks=16384) per /data/users/zejun/zejun_atom/m3.md: validated MXFP4 flexible-extract=0.9363 ± 0.0067 (measured at tp4). Threshold 0.93 leaves ~0.6pp headroom; refresh after first CI measurement at tp8."
},
{
"model_name": "MiniMax-M3-MXFP4 Eagle3",
"model_path": "amd/MiniMax-M3-MXFP4",
"extraArgs": "--kv_cache_dtype fp8 -tp 8 --trust-remote-code --gpu-memory-utilization 0.8 --block-size 128 --max-model-len 32768 --max-num-seqs 256 --max-num-batched-tokens 32768 --no-enable_prefix_caching --method eagle3 --draft-model Inferact/MiniMax-M3-EAGLE3 --num-speculative-tokens 3",
"client_command": "lm_eval --model local-chat-completions --apply_chat_template --fewshot_as_multiturn --model_args model=${MODEL_PATH},base_url=http://localhost:8000/v1/chat/completions,num_concurrent=32,max_retries=3,max_gen_toks=16384,tokenized_requests=False,trust_remote_code=True --tasks gsm8k --num_fewshot 5 --output_path ${OUTPUT_PATH}",
"env_vars": "AITER_QUICK_REDUCE_QUANTIZATION=INT4\nATOM_FORCE_ATTN_TRITON=1\nAITER_QUICK_REDUCE_CAST_BF16_TO_FP16=0",
"runner": "linux-atom-do-mi350x-8",
"test_level": "nightly",
"accuracy_threshold": 0.93,
"accuracy_baseline": 0.9469,
"accuracy_baseline_model": "amd/MiniMax-M3-MXFP4 + Inferact/MiniMax-M3-EAGLE3",
"_baseline_note": "FP4 M3 + EAGLE3 draft (tp8), lossless vs greedy target. GSM8K 5-shot chat per /data/users/zejun/zejun_atom/m3.md: validated fp4_eagle_tp4 flexible-extract=0.9469 ± 0.0062 (accept ratio 73.36%, avg 3.20 toks/fwd, commit 9fc48338); baseline carried over from the tp4 validation since EAGLE3 is lossless wrt the target. Threshold 0.93 leaves ~1.7pp headroom; refresh after first CI measurement at tp8."
},
{
"model_name": "MiMo-V2-Flash",
"model_path": "XiaomiMiMo/MiMo-V2-Flash",
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8 changes: 4 additions & 4 deletions .github/workflows/atom-benchmark.yaml
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Expand Up @@ -38,12 +38,12 @@ on:
description: "Benchmark Kimi-K2.5-MXFP4"
type: boolean
default: true
MiniMax-M2.7:
description: "Benchmark MiniMax-M2.7"
m3-mxfp8:
description: "Benchmark MiniMax-M3-MXFP8 (+ EAGLE3)"
type: boolean
default: true
MiniMax-M2.7-MXFP4:
description: "Benchmark MiniMax-M2.7-MXFP4"
m3-mxfp4:
description: "Benchmark MiniMax-M3-MXFP4 (+ EAGLE3)"
type: boolean
default: true
qwen35-397b-fp8:
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