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h100 tuning fused_moe_triton for qwen2 moe (#2560)

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This commit is contained in:
Xiaoyu Zhang
2024-12-26 19:13:31 +08:00
committed by GitHub
parent 635a042623
commit 9a23c48456
10 changed files with 812 additions and 67 deletions
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146
python/sglang/srt/layers/moe/fused_moe_triton/configs/E=64,N=1280,device_name=NVIDIA_H100_80GB_HBM3,dtype=fp8_w8a8.json Normal file
View File

@@ -0,0 +1,146 @@
{
"1": {
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"GROUP_SIZE_M": 32,
"num_warps": 4,
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},
"2": {
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"GROUP_SIZE_M": 1,
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},
"4": {
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},
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},
"16": {
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},
"32": {
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},
"48": {
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},
"256": {
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},
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},
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},
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},
"2048": {
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},
"3072": {
"BLOCK_SIZE_M": 128,
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},
"4096": {
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"GROUP_SIZE_M": 64,
"num_warps": 8,
"num_stages": 4
}
}

86
python/sglang/srt/layers/moe/fused_moe_triton/configs/E=64,N=1280,device_name=NVIDIA_H100_80GB_HBM3.json
View File

@@ -3,19 +3,43 @@
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 256,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 16,
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"GROUP_SIZE_M": 32,
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},
"2": {
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"GROUP_SIZE_M": 64,
"num_warps": 4,
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},
"4": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 64,
"num_warps": 4,
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},
"8": {
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"GROUP_SIZE_M": 64,
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},
"16": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 64,
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"GROUP_SIZE_M": 1,
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},
"24": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 256,
@@ -23,33 +47,9 @@
"num_warps": 4,
"num_stages": 3
},
"8": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 32,
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"GROUP_SIZE_M": 1,
"num_warps": 4,
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},
"16": {
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},
"24": {
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},
"32": {
"BLOCK_SIZE_M": 16,
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"BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 1,
"num_warps": 4,
@@ -57,32 +57,32 @@
},
"48": {
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"BLOCK_SIZE_K": 128,
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"num_warps": 4,
"num_stages": 3
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},
"64": {
"BLOCK_SIZE_M": 16,
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"GROUP_SIZE_M": 1,
"num_warps": 4,
"num_stages": 3
"num_stages": 5
},
"96": {
"BLOCK_SIZE_M": 32,
"BLOCK_SIZE_N": 256,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 1,
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"num_stages": 3
"num_stages": 2
},
"128": {
"BLOCK_SIZE_M": 32,
"BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128,
"BLOCK_SIZE_M": 64,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 1,
"num_warps": 4,
"num_stages": 3
@@ -115,7 +115,7 @@
"BLOCK_SIZE_M": 128,
"BLOCK_SIZE_N": 256,
"BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 1,
"GROUP_SIZE_M": 16,
"num_warps": 8,
"num_stages": 4
},
@@ -131,7 +131,7 @@
"BLOCK_SIZE_M": 128,
"BLOCK_SIZE_N": 256,
"BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 32,
"GROUP_SIZE_M": 1,
"num_warps": 8,
"num_stages": 4
},
@@ -139,7 +139,7 @@
"BLOCK_SIZE_M": 128,
"BLOCK_SIZE_N": 256,
"BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 1,
"GROUP_SIZE_M": 32,
"num_warps": 8,
"num_stages": 4
}

146
python/sglang/srt/layers/moe/fused_moe_triton/configs/E=64,N=2560,device_name=NVIDIA_H100_80GB_HBM3,dtype=fp8_w8a8.json Normal file
View File

@@ -0,0 +1,146 @@
{
"1": {
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"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 64,
"num_warps": 4,
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},
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},
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},
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}
}

146
python/sglang/srt/layers/moe/fused_moe_triton/configs/E=64,N=320,device_name=NVIDIA_H100_80GB_HBM3,dtype=fp8_w8a8.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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}
}

146
python/sglang/srt/layers/moe/fused_moe_triton/configs/E=64,N=320,device_name=NVIDIA_H100_80GB_HBM3.json Normal file
View File

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

146
python/sglang/srt/layers/moe/fused_moe_triton/configs/E=64,N=640,device_name=NVIDIA_H100_80GB_HBM3,dtype=fp8_w8a8.json Normal file
View File

@@ -0,0 +1,146 @@
{
"1": {
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"GROUP_SIZE_M": 1,
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},
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},
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},
"512": {
"BLOCK_SIZE_M": 64,
"BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 16,
"num_warps": 4,
"num_stages": 4
},
"1024": {
"BLOCK_SIZE_M": 128,
"BLOCK_SIZE_N": 256,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 16,
"num_warps": 8,
"num_stages": 4
},
"1536": {
"BLOCK_SIZE_M": 128,
"BLOCK_SIZE_N": 256,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 16,
"num_warps": 8,
"num_stages": 4
},
"2048": {
"BLOCK_SIZE_M": 128,
"BLOCK_SIZE_N": 256,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 16,
"num_warps": 8,
"num_stages": 4
},
"3072": {
"BLOCK_SIZE_M": 128,
"BLOCK_SIZE_N": 256,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 16,
"num_warps": 8,
"num_stages": 4
},
"4096": {
"BLOCK_SIZE_M": 128,
"BLOCK_SIZE_N": 256,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 1,
"num_warps": 8,
"num_stages": 4
}
}

42
python/sglang/srt/layers/moe/fused_moe_triton/configs/E=64,N=640,device_name=NVIDIA_H100_80GB_HBM3.json
View File

@@ -1,11 +1,11 @@
{
"1": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 128,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 1,
"num_warps": 8,
"num_stages": 4
"num_warps": 4,
"num_stages": 3
},
"2": {
"BLOCK_SIZE_M": 16,
@@ -13,15 +13,15 @@
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 16,
"num_warps": 4,
"num_stages": 4
"num_stages": 3
},
"4": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 64,
"num_warps": 4,
"num_stages": 4
"BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 1,
"num_warps": 8,
"num_stages": 3
},
"8": {
"BLOCK_SIZE_M": 32,
@@ -41,11 +41,11 @@
},
"24": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 32,
"BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 64,
"num_warps": 4,
"num_stages": 3
"GROUP_SIZE_M": 32,
"num_warps": 8,
"num_stages": 4
},
"32": {
"BLOCK_SIZE_M": 16,
@@ -60,28 +60,28 @@
"BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 1,
"num_warps": 4,
"num_warps": 8,
"num_stages": 2
},
"64": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 1,
"num_warps": 4,
"num_stages": 3
"num_warps": 8,
"num_stages": 2
},
"96": {
"BLOCK_SIZE_M": 32,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 1,
"GROUP_SIZE_M": 16,
"num_warps": 4,
"num_stages": 2
},
"128": {
"BLOCK_SIZE_M": 32,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 1,
"num_warps": 4,
@@ -99,9 +99,9 @@
"BLOCK_SIZE_M": 64,
"BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 1,
"GROUP_SIZE_M": 16,
"num_warps": 4,
"num_stages": 3
"num_stages": 4
},
"1024": {
"BLOCK_SIZE_M": 128,