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Add H100 fused MoE config #25398
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Add H100 fused MoE config #25398
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146 changes: 146 additions & 0 deletions
146
...ers/fused_moe/configs/E=128,N=384,device_name=NVIDIA_H100_PCIe,block_shape=[128,128].json
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Original file line number | Diff line number | Diff line change |
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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": 4 | ||
}, | ||
"2": { | ||
"BLOCK_SIZE_M": 16, | ||
"BLOCK_SIZE_N": 32, | ||
"BLOCK_SIZE_K": 64, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 4, | ||
"num_stages": 4 | ||
}, | ||
"4": { | ||
"BLOCK_SIZE_M": 16, | ||
"BLOCK_SIZE_N": 32, | ||
"BLOCK_SIZE_K": 64, | ||
"GROUP_SIZE_M": 64, | ||
"num_warps": 4, | ||
"num_stages": 3 | ||
}, | ||
"8": { | ||
"BLOCK_SIZE_M": 16, | ||
"BLOCK_SIZE_N": 128, | ||
"BLOCK_SIZE_K": 128, | ||
"GROUP_SIZE_M": 64, | ||
"num_warps": 8, | ||
"num_stages": 2 | ||
}, | ||
"16": { | ||
"BLOCK_SIZE_M": 16, | ||
"BLOCK_SIZE_N": 32, | ||
"BLOCK_SIZE_K": 128, | ||
"GROUP_SIZE_M": 64, | ||
"num_warps": 4, | ||
"num_stages": 2 | ||
}, | ||
"24": { | ||
"BLOCK_SIZE_M": 16, | ||
"BLOCK_SIZE_N": 64, | ||
"BLOCK_SIZE_K": 256, | ||
"GROUP_SIZE_M": 16, | ||
"num_warps": 4, | ||
"num_stages": 3 | ||
}, | ||
"32": { | ||
"BLOCK_SIZE_M": 16, | ||
"BLOCK_SIZE_N": 32, | ||
"BLOCK_SIZE_K": 128, | ||
"GROUP_SIZE_M": 64, | ||
"num_warps": 4, | ||
"num_stages": 5 | ||
}, | ||
"48": { | ||
"BLOCK_SIZE_M": 16, | ||
"BLOCK_SIZE_N": 128, | ||
"BLOCK_SIZE_K": 128, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 8, | ||
"num_stages": 3 | ||
}, | ||
"64": { | ||
"BLOCK_SIZE_M": 16, | ||
"BLOCK_SIZE_N": 128, | ||
"BLOCK_SIZE_K": 64, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 8, | ||
"num_stages": 3 | ||
}, | ||
"96": { | ||
"BLOCK_SIZE_M": 16, | ||
"BLOCK_SIZE_N": 128, | ||
"BLOCK_SIZE_K": 64, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 8, | ||
"num_stages": 3 | ||
}, | ||
"128": { | ||
"BLOCK_SIZE_M": 16, | ||
"BLOCK_SIZE_N": 128, | ||
"BLOCK_SIZE_K": 64, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 8, | ||
"num_stages": 3 | ||
}, | ||
"256": { | ||
"BLOCK_SIZE_M": 32, | ||
"BLOCK_SIZE_N": 64, | ||
"BLOCK_SIZE_K": 64, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 4, | ||
"num_stages": 3 | ||
}, | ||
"512": { | ||
"BLOCK_SIZE_M": 64, | ||
"BLOCK_SIZE_N": 128, | ||
"BLOCK_SIZE_K": 64, | ||
"GROUP_SIZE_M": 16, | ||
"num_warps": 8, | ||
"num_stages": 3 | ||
}, | ||
"1024": { | ||
"BLOCK_SIZE_M": 64, | ||
"BLOCK_SIZE_N": 128, | ||
"BLOCK_SIZE_K": 64, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 4, | ||
"num_stages": 3 | ||
}, | ||
"1536": { | ||
"BLOCK_SIZE_M": 128, | ||
"BLOCK_SIZE_N": 128, | ||
"BLOCK_SIZE_K": 64, | ||
"GROUP_SIZE_M": 1, | ||
"num_warps": 8, | ||
"num_stages": 3 | ||
}, | ||
"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": 1, | ||
"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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The filename for this configuration is missing the
dtype
specifier. According to the pull request description, this configuration is for an FP8 model. At runtime, vLLM constructs the configuration filename including adtype
part (e.g.,dtype=fp8_w8a8
for FP8 models). Without this in the filename, this configuration file will not be found, and the fused MoE kernel will fall back to default, likely suboptimal, parameters.To fix this, the file should be renamed to:
E=128,N=384,device_name=NVIDIA_H100_PCIe,dtype=fp8_w8a8,block_shape=[128,128].json
This likely occurred because the benchmark script was run without the
--dtype fp8_w8a8
flag, which should be used when tuning for FP8 models.