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[Kernel] Tune Qwen2MoE kernel configurations with tp2,4 (#5497)
Tune Qwen2-57B-A14B configs based on #4921 Throughput Performance command: python benchmarks/benchmark_throughput.py --model=Qwen/Qwen2-57B-A14B-Instruct --input-len 1000 --output-len 50 -tp 2 A100 GPU benchmark no config w/ PR tp=2 10.53 requests/s, 11058.17 tokens/s 12.47 requests/s, 13088.57 tokens/s tp=4 17.77 requests/s, 18662.95 tokens/s 20.20 requests/s, 21212.32 tokens/s
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146 changes: 146 additions & 0 deletions
146
...odel_executor/layers/fused_moe/configs/E=64,N=1280,device_name=NVIDIA_A100-SXM4-80GB.json
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{ | ||
"1": { | ||
"BLOCK_SIZE_M": 16, | ||
"BLOCK_SIZE_N": 32, | ||
"BLOCK_SIZE_K": 64, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 4, | ||
"num_stages": 5 | ||
}, | ||
"2": { | ||
"BLOCK_SIZE_M": 16, | ||
"BLOCK_SIZE_N": 128, | ||
"BLOCK_SIZE_K": 64, | ||
"GROUP_SIZE_M": 64, | ||
"num_warps": 8, | ||
"num_stages": 5 | ||
}, | ||
"4": { | ||
"BLOCK_SIZE_M": 16, | ||
"BLOCK_SIZE_N": 64, | ||
"BLOCK_SIZE_K": 64, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 4, | ||
"num_stages": 5 | ||
}, | ||
"8": { | ||
"BLOCK_SIZE_M": 16, | ||
"BLOCK_SIZE_N": 128, | ||
"BLOCK_SIZE_K": 128, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 8, | ||
"num_stages": 5 | ||
}, | ||
"16": { | ||
"BLOCK_SIZE_M": 16, | ||
"BLOCK_SIZE_N": 256, | ||
"BLOCK_SIZE_K": 128, | ||
"GROUP_SIZE_M": 32, | ||
"num_warps": 4, | ||
"num_stages": 3 | ||
}, | ||
"24": { | ||
"BLOCK_SIZE_M": 16, | ||
"BLOCK_SIZE_N": 128, | ||
"BLOCK_SIZE_K": 256, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 4, | ||
"num_stages": 2 | ||
}, | ||
"32": { | ||
"BLOCK_SIZE_M": 16, | ||
"BLOCK_SIZE_N": 64, | ||
"BLOCK_SIZE_K": 128, | ||
"GROUP_SIZE_M": 16, | ||
"num_warps": 4, | ||
"num_stages": 3 | ||
}, | ||
"48": { | ||
"BLOCK_SIZE_M": 16, | ||
"BLOCK_SIZE_N": 128, | ||
"BLOCK_SIZE_K": 128, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 4, | ||
"num_stages": 2 | ||
}, | ||
"64": { | ||
"BLOCK_SIZE_M": 16, | ||
"BLOCK_SIZE_N": 128, | ||
"BLOCK_SIZE_K": 128, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 4, | ||
"num_stages": 3 | ||
}, | ||
"96": { | ||
"BLOCK_SIZE_M": 32, | ||
"BLOCK_SIZE_N": 128, | ||
"BLOCK_SIZE_K": 128, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 4, | ||
"num_stages": 3 | ||
}, | ||
"128": { | ||
"BLOCK_SIZE_M": 32, | ||
"BLOCK_SIZE_N": 128, | ||
"BLOCK_SIZE_K": 128, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 4, | ||
"num_stages": 3 | ||
}, | ||
"256": { | ||
"BLOCK_SIZE_M": 64, | ||
"BLOCK_SIZE_N": 256, | ||
"BLOCK_SIZE_K": 128, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 8, | ||
"num_stages": 3 | ||
}, | ||
"512": { | ||
"BLOCK_SIZE_M": 64, | ||
"BLOCK_SIZE_N": 256, | ||
"BLOCK_SIZE_K": 128, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 8, | ||
"num_stages": 3 | ||
}, | ||
"1024": { | ||
"BLOCK_SIZE_M": 64, | ||
"BLOCK_SIZE_N": 256, | ||
"BLOCK_SIZE_K": 128, | ||
"GROUP_SIZE_M": 16, | ||
"num_warps": 8, | ||
"num_stages": 3 | ||
}, | ||
"1536": { | ||
"BLOCK_SIZE_M": 64, | ||
"BLOCK_SIZE_N": 256, | ||
"BLOCK_SIZE_K": 64, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 4, | ||
"num_stages": 3 | ||
}, | ||
"2048": { | ||
"BLOCK_SIZE_M": 64, | ||
"BLOCK_SIZE_N": 256, | ||
"BLOCK_SIZE_K": 64, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 4, | ||
"num_stages": 3 | ||
}, | ||
"3072": { | ||
"BLOCK_SIZE_M": 128, | ||
"BLOCK_SIZE_N": 128, | ||
"BLOCK_SIZE_K": 64, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 4, | ||
"num_stages": 3 | ||
}, | ||
"4096": { | ||
"BLOCK_SIZE_M": 128, | ||
"BLOCK_SIZE_N": 128, | ||
"BLOCK_SIZE_K": 64, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 4, | ||
"num_stages": 3 | ||
} | ||
} |
146 changes: 146 additions & 0 deletions
146
...odel_executor/layers/fused_moe/configs/E=64,N=1280,device_name=NVIDIA_H100_80GB_HBM3.json
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{ | ||
"1": { | ||
"BLOCK_SIZE_M": 16, | ||
"BLOCK_SIZE_N": 256, | ||
"BLOCK_SIZE_K": 128, | ||
"GROUP_SIZE_M": 16, | ||
"num_warps": 4, | ||
"num_stages": 3 | ||
}, | ||
"2": { | ||
"BLOCK_SIZE_M": 16, | ||
"BLOCK_SIZE_N": 64, | ||
"BLOCK_SIZE_K": 128, | ||
"GROUP_SIZE_M": 16, | ||
"num_warps": 4, | ||
"num_stages": 4 | ||
}, | ||
"4": { | ||
"BLOCK_SIZE_M": 16, | ||
"BLOCK_SIZE_N": 64, | ||
"BLOCK_SIZE_K": 256, | ||
"GROUP_SIZE_M": 16, | ||
"num_warps": 4, | ||
"num_stages": 3 | ||
}, | ||
"8": { | ||
"BLOCK_SIZE_M": 16, | ||
"BLOCK_SIZE_N": 32, | ||
"BLOCK_SIZE_K": 256, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 4, | ||
"num_stages": 2 | ||
}, | ||
"16": { | ||
"BLOCK_SIZE_M": 16, | ||
"BLOCK_SIZE_N": 32, | ||
"BLOCK_SIZE_K": 128, | ||
"GROUP_SIZE_M": 16, | ||
"num_warps": 4, | ||
"num_stages": 5 | ||
}, | ||
"24": { | ||
"BLOCK_SIZE_M": 16, | ||
"BLOCK_SIZE_N": 128, | ||
"BLOCK_SIZE_K": 256, | ||
"GROUP_SIZE_M": 32, | ||
"num_warps": 4, | ||
"num_stages": 2 | ||
}, | ||
"32": { | ||
"BLOCK_SIZE_M": 16, | ||
"BLOCK_SIZE_N": 256, | ||
"BLOCK_SIZE_K": 128, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 4, | ||
"num_stages": 3 | ||
}, | ||
"48": { | ||
"BLOCK_SIZE_M": 16, | ||
"BLOCK_SIZE_N": 256, | ||
"BLOCK_SIZE_K": 128, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 4, | ||
"num_stages": 3 | ||
}, | ||
"64": { | ||
"BLOCK_SIZE_M": 16, | ||
"BLOCK_SIZE_N": 256, | ||
"BLOCK_SIZE_K": 128, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 4, | ||
"num_stages": 3 | ||
}, | ||
"96": { | ||
"BLOCK_SIZE_M": 32, | ||
"BLOCK_SIZE_N": 256, | ||
"BLOCK_SIZE_K": 128, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 4, | ||
"num_stages": 3 | ||
}, | ||
"128": { | ||
"BLOCK_SIZE_M": 32, | ||
"BLOCK_SIZE_N": 128, | ||
"BLOCK_SIZE_K": 128, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 4, | ||
"num_stages": 3 | ||
}, | ||
"256": { | ||
"BLOCK_SIZE_M": 64, | ||
"BLOCK_SIZE_N": 64, | ||
"BLOCK_SIZE_K": 64, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 4, | ||
"num_stages": 3 | ||
}, | ||
"512": { | ||
"BLOCK_SIZE_M": 128, | ||
"BLOCK_SIZE_N": 128, | ||
"BLOCK_SIZE_K": 64, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 8, | ||
"num_stages": 3 | ||
}, | ||
"1024": { | ||
"BLOCK_SIZE_M": 128, | ||
"BLOCK_SIZE_N": 256, | ||
"BLOCK_SIZE_K": 64, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 8, | ||
"num_stages": 4 | ||
}, | ||
"1536": { | ||
"BLOCK_SIZE_M": 128, | ||
"BLOCK_SIZE_N": 256, | ||
"BLOCK_SIZE_K": 64, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 8, | ||
"num_stages": 4 | ||
}, | ||
"2048": { | ||
"BLOCK_SIZE_M": 128, | ||
"BLOCK_SIZE_N": 256, | ||
"BLOCK_SIZE_K": 64, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 8, | ||
"num_stages": 4 | ||
}, | ||
"3072": { | ||
"BLOCK_SIZE_M": 128, | ||
"BLOCK_SIZE_N": 256, | ||
"BLOCK_SIZE_K": 64, | ||
"GROUP_SIZE_M": 32, | ||
"num_warps": 8, | ||
"num_stages": 4 | ||
}, | ||
"4096": { | ||
"BLOCK_SIZE_M": 128, | ||
"BLOCK_SIZE_N": 256, | ||
"BLOCK_SIZE_K": 64, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 8, | ||
"num_stages": 4 | ||
} | ||
} |
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