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[Kernel][Moe Configs] Add more tuned triton configs for ExpertsInt8 and FP8 (#25858)

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Signed-off-by: asafg <39553475+Josephasafg@users.noreply.github.com>
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Asaf Joseph Gardin 2025-09-30 17:30:44 +03:00 committed by GitHub
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commit 35fe398c7c
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15 changed files with 1856 additions and 322 deletions
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146
vllm/model_executor/layers/fused_moe/configs/E=1,N=1792,device_name=NVIDIA_H100_80GB_HBM3,dtype=int8_w8a16.json Normal file
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@ -0,0 +1,146 @@
{
"1": {
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},
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},
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},
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}
}

202
vllm/model_executor/layers/fused_moe/configs/E=1,N=3072,device_name=NVIDIA_H100_80GB_HBM3,dtype=int8_w8a16.json
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@ -1,218 +1,146 @@
{ {
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}, },
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}, },
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}, },
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}, },
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}, },
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}, },
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}, },
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}, },
"512": { "512": {
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}, },
"1024": { "1024": {
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}, },
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}, },
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}, },
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}, },
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},
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},
"9216": {
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},
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},
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},
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} }
} }

110
vllm/model_executor/layers/fused_moe/configs/E=1,N=3072,device_name=NVIDIA_H100_80GB_HBM3.json
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@ -5,7 +5,7 @@
"BLOCK_SIZE_K": 256, "BLOCK_SIZE_K": 256,
"GROUP_SIZE_M": 1, "GROUP_SIZE_M": 1,
"num_warps": 4, "num_warps": 4,
"num_stages": 4 "num_stages": 5
}, },
"2": { "2": {
"BLOCK_SIZE_M": 16, "BLOCK_SIZE_M": 16,
@ -13,7 +13,7 @@
"BLOCK_SIZE_K": 256, "BLOCK_SIZE_K": 256,
"GROUP_SIZE_M": 1, "GROUP_SIZE_M": 1,
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}, },
"4": { "4": {
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@ -21,7 +21,7 @@
"BLOCK_SIZE_K": 256, "BLOCK_SIZE_K": 256,
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}, },
"8": { "8": {
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@ -29,7 +29,7 @@
"BLOCK_SIZE_K": 256, "BLOCK_SIZE_K": 256,
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}, },
"16": { "16": {
"BLOCK_SIZE_M": 16, "BLOCK_SIZE_M": 16,
@ -37,52 +37,52 @@
"BLOCK_SIZE_K": 256, "BLOCK_SIZE_K": 256,
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}, },
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}, },
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}, },
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},
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},
"96": {
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}, },
"128": { "64": {
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},
"96": {
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},
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@ -91,57 +91,57 @@
"BLOCK_SIZE_M": 128, "BLOCK_SIZE_M": 128,
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}, },
"512": { "512": {
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}, },
"1024": { "1024": {
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}, },
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}, },
"3072": { "3072": {
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}, },
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}, },
"5120": { "5120": {
"BLOCK_SIZE_M": 128, "BLOCK_SIZE_M": 128,

146
vllm/model_executor/layers/fused_moe/configs/E=1,N=3072,device_name=NVIDIA_H200,dtype=int8_w8a16.json Normal file
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@ -0,0 +1,146 @@
{
"1": {
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},
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},
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},
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},
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},
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},
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},
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},
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},
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},
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},
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},
"1536": {
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}

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vllm/model_executor/layers/fused_moe/configs/E=1,N=3584,device_name=NVIDIA_H100_80GB_HBM3,dtype=int8_w8a16.json Normal file
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146
vllm/model_executor/layers/fused_moe/configs/E=1,N=7168,device_name=NVIDIA_H100_80GB_HBM3,dtype=int8_w8a16.json Normal file
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@ -0,0 +1,146 @@
{
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}

146
vllm/model_executor/layers/fused_moe/configs/E=16,N=14336,device_name=NVIDIA_H100_80GB_HBM3,dtype=int8_w8a16.json Normal file
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@ -0,0 +1,146 @@
{
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}

146
vllm/model_executor/layers/fused_moe/configs/E=16,N=1792,device_name=NVIDIA_H100_80GB_HBM3,dtype=int8_w8a16.json Normal file
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@ -0,0 +1,146 @@
{
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}

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{
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}
}

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vllm/model_executor/layers/fused_moe/configs/E=16,N=3072,device_name=NVIDIA_H100_80GB_HBM3,dtype=float8.json Normal file
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{
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},
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},
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},
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},
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},
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"GROUP_SIZE_M": 16,
"num_warps": 4,
"num_stages": 2
}
}

130
vllm/model_executor/layers/fused_moe/configs/E=16,N=3072,device_name=NVIDIA_H100_80GB_HBM3,dtype=int8_w8a16.json
View File

@ -1,29 +1,5 @@
{ {
"1": { "1": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 32,
"BLOCK_SIZE_K": 256,
"GROUP_SIZE_M": 1,
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"num_stages": 5
},
"2": {
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},
"4": {
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},
"8": {
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"BLOCK_SIZE_N": 32, "BLOCK_SIZE_N": 32,
"BLOCK_SIZE_K": 128, "BLOCK_SIZE_K": 128,
@ -31,44 +7,68 @@
"num_warps": 4, "num_warps": 4,
"num_stages": 5 "num_stages": 5
}, },
"16": { "2": {
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}, },
"24": { "4": {
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},
"8": {
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},
"16": {
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"num_stages": 3 "num_stages": 3
}, },
"24": {
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},
"32": { "32": {
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}, },
"48": { "48": {
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}, },
"64": { "64": {
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}, },
"96": { "96": {
@ -77,22 +77,22 @@
"BLOCK_SIZE_K": 256, "BLOCK_SIZE_K": 256,
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}, },
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}, },
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}, },
"512": { "512": {
@ -100,47 +100,47 @@
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}, },
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}, },
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}, },
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}, },
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}, },
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"GROUP_SIZE_M": 1, "GROUP_SIZE_M": 16,
"num_warps": 8, "num_warps": 4,
"num_stages": 3 "num_stages": 3
} }
} }

146
vllm/model_executor/layers/fused_moe/configs/E=16,N=3072,device_name=NVIDIA_H200,dtype=int8_w8a16.json Normal file
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@ -0,0 +1,146 @@
{
"1": {
"BLOCK_SIZE_M": 16,
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"GROUP_SIZE_M": 1,
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},
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},
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"num_stages": 5
}
}

146
vllm/model_executor/layers/fused_moe/configs/E=16,N=3584,device_name=NVIDIA_H100_80GB_HBM3,dtype=int8_w8a16.json Normal file
View File

@ -0,0 +1,146 @@
{
"1": {
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},
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"num_stages": 3
}
}

146
vllm/model_executor/layers/fused_moe/configs/E=16,N=7168,device_name=NVIDIA_H100_80GB_HBM3,dtype=float8.json Normal file
View File

@ -0,0 +1,146 @@
{
"1": {
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"GROUP_SIZE_M": 16,
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},
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},
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},
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},
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},
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},
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},
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},
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"num_stages": 2
}
}

130
vllm/model_executor/layers/fused_moe/configs/E=16,N=7168,device_name=NVIDIA_H100_80GB_HBM3,dtype=int8_w8a16.json
View File

@ -2,7 +2,7 @@
"1": { "1": {
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"BLOCK_SIZE_K": 256, "BLOCK_SIZE_K": 128,
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@ -20,78 +20,78 @@
"BLOCK_SIZE_N": 64, "BLOCK_SIZE_N": 64,
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"GROUP_SIZE_M": 1, "GROUP_SIZE_M": 1,
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}, },
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}, },
"96": { "96": {
"BLOCK_SIZE_M": 16, "BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 64, "BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 256, "BLOCK_SIZE_K": 256,
"GROUP_SIZE_M": 32, "GROUP_SIZE_M": 64,
"num_warps": 4, "num_warps": 4,
"num_stages": 4 "num_stages": 4
}, },
"128": { "128": {
"BLOCK_SIZE_M": 32, "BLOCK_SIZE_M": 32,
"BLOCK_SIZE_N": 128, "BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128, "BLOCK_SIZE_K": 256,
"GROUP_SIZE_M": 1, "GROUP_SIZE_M": 1,
"num_warps": 4, "num_warps": 8,
"num_stages": 3 "num_stages": 3
}, },
"256": { "256": {
"BLOCK_SIZE_M": 32, "BLOCK_SIZE_M": 64,
"BLOCK_SIZE_N": 128, "BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128, "BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 64, "GROUP_SIZE_M": 1,
"num_warps": 4, "num_warps": 4,
"num_stages": 3 "num_stages": 3
}, },
@ -100,47 +100,47 @@
"BLOCK_SIZE_N": 128, "BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 64, "BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 1, "GROUP_SIZE_M": 1,
"num_warps": 8, "num_warps": 4,
"num_stages": 3 "num_stages": 4
}, },
"1024": { "1024": {
"BLOCK_SIZE_M": 128, "BLOCK_SIZE_M": 128,
"BLOCK_SIZE_N": 128, "BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 64, "BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 1, "GROUP_SIZE_M": 64,
"num_warps": 8, "num_warps": 4,
"num_stages": 5 "num_stages": 3
}, },
"1536": { "1536": {
"BLOCK_SIZE_M": 256, "BLOCK_SIZE_M": 256,
"BLOCK_SIZE_N": 128, "BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128, "BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 1, "GROUP_SIZE_M": 1,
"num_warps": 8, "num_warps": 8,
"num_stages": 3 "num_stages": 4
}, },
"2048": { "2048": {
"BLOCK_SIZE_M": 128, "BLOCK_SIZE_M": 128,
"BLOCK_SIZE_N": 128, "BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 64, "BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 64, "GROUP_SIZE_M": 16,
"num_warps": 8, "num_warps": 4,
"num_stages": 3 "num_stages": 4
}, },
"3072": { "3072": {
"BLOCK_SIZE_M": 128, "BLOCK_SIZE_M": 128,
"BLOCK_SIZE_N": 128, "BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 64, "BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 32, "GROUP_SIZE_M": 16,
"num_warps": 8, "num_warps": 4,
"num_stages": 4 "num_stages": 3
}, },
"4096": { "4096": {
"BLOCK_SIZE_M": 256, "BLOCK_SIZE_M": 128,
"BLOCK_SIZE_N": 128, "BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128, "BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 1, "GROUP_SIZE_M": 16,
"num_warps": 8, "num_warps": 4,
"num_stages": 3 "num_stages": 3
} }
} }