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Unverified Commit e11ab79e authored by HAI's avatar HAI Committed by GitHub
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[Performance, hardware] MoE tuning update to AMD MI300x GPUs (#1619)

parent 01fdb2f3
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Showing with 353 additions and 57 deletions
python/sglang/srt/layers/fused_moe/configs/E=8,N=4096,device_name=AMD_Instinct_MI300X,dtype=float8.json
View file @ e11ab79e
{ {
"4": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 256,
"GROUP_SIZE_M": 1,
"num_warps": 4,
"num_stages": 0,
"waves_per_eu": 4,
"matrix_instr_nonkdim": 16,
"kpack": 2
},
"8": { "8": {
"BLOCK_SIZE_M": 16, "BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 64, "BLOCK_SIZE_N": 64,
...@@ -32,6 +43,61 @@ ...@@ -32,6 +43,61 @@
"matrix_instr_nonkdim": 16, "matrix_instr_nonkdim": 16,
"kpack": 2 "kpack": 2
}, },
"64": {
"BLOCK_SIZE_M": 32,
"BLOCK_SIZE_N": 64,
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"num_warps": 4,
"num_stages": 0,
"waves_per_eu": 2,
"matrix_instr_nonkdim": 16,
"kpack": 2
},
"128": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 256,
"GROUP_SIZE_M": 1,
"num_warps": 4,
"num_stages": 0,
"waves_per_eu": 1,
"matrix_instr_nonkdim": 16,
"kpack": 1
},
"256": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 256,
"GROUP_SIZE_M": 1,
"num_warps": 4,
"num_stages": 0,
"waves_per_eu": 1,
"matrix_instr_nonkdim": 16,
"kpack": 1
},
"512": {
"BLOCK_SIZE_M": 64,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 256,
"GROUP_SIZE_M": 1,
"num_warps": 4,
"num_stages": 0,
"waves_per_eu": 2,
"matrix_instr_nonkdim": 16,
"kpack": 2
},
"1024": {
"BLOCK_SIZE_M": 128,
"BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 1,
"num_warps": 8,
"num_stages": 0,
"waves_per_eu": 4,
"matrix_instr_nonkdim": 16,
"kpack": 2
},
"2048": { "2048": {
"BLOCK_SIZE_M": 128, "BLOCK_SIZE_M": 128,
"BLOCK_SIZE_N": 128, "BLOCK_SIZE_N": 128,
...@@ -43,6 +109,39 @@ ...@@ -43,6 +109,39 @@
"matrix_instr_nonkdim": 16, "matrix_instr_nonkdim": 16,
"kpack": 2 "kpack": 2
}, },
"4096": {
"BLOCK_SIZE_M": 128,
"BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 1,
"num_warps": 8,
"num_stages": 0,
"waves_per_eu": 2,
"matrix_instr_nonkdim": 16,
"kpack": 2
},
"8192": {
"BLOCK_SIZE_M": 256,
"BLOCK_SIZE_N": 256,
"BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 1,
"num_warps": 8,
"num_stages": 0,
"waves_per_eu": 2,
"matrix_instr_nonkdim": 16,
"kpack": 1
},
"16384": {
"BLOCK_SIZE_M": 256,
"BLOCK_SIZE_N": 256,
"BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 1,
"num_warps": 8,
"num_stages": 0,
"waves_per_eu": 1,
"matrix_instr_nonkdim": 16,
"kpack": 1
},
"32768": { "32768": {
"BLOCK_SIZE_M": 256, "BLOCK_SIZE_M": 256,
"BLOCK_SIZE_N": 256, "BLOCK_SIZE_N": 256,
...@@ -53,5 +152,27 @@ ...@@ -53,5 +152,27 @@
"waves_per_eu": 0, "waves_per_eu": 0,
"matrix_instr_nonkdim": 16, "matrix_instr_nonkdim": 16,
"kpack": 1 "kpack": 1
},
"65536": {
"BLOCK_SIZE_M": 256,
"BLOCK_SIZE_N": 256,
"BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 1,
"num_warps": 8,
"num_stages": 0,
"waves_per_eu": 1,
"matrix_instr_nonkdim": 16,
"kpack": 1
},
"131072": {
"BLOCK_SIZE_M": 256,
"BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 1,
"num_warps": 4,
"num_stages": 0,
"waves_per_eu": 2,
"matrix_instr_nonkdim": 16,
"kpack": 2
} }
} }
python/sglang/srt/layers/fused_moe/configs/E=8,N=8192,device_name=AMD_Instinct_MI300X,dtype=float8.json 0 → 100644
View file @ e11ab79e
{
"4": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 256,
"GROUP_SIZE_M": 1,
"num_warps": 4,
"num_stages": 0,
"waves_per_eu": 4,
"matrix_instr_nonkdim": 16,
"kpack": 2
},
"8": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 256,
"GROUP_SIZE_M": 1,
"num_warps": 4,
"num_stages": 0,
"waves_per_eu": 1,
"matrix_instr_nonkdim": 16,
"kpack": 1
},
"16": {
"BLOCK_SIZE_M": 32,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 256,
"GROUP_SIZE_M": 1,
"num_warps": 8,
"num_stages": 0,
"waves_per_eu": 2,
"matrix_instr_nonkdim": 16,
"kpack": 2
},
"32": {
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"num_warps": 8,
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"waves_per_eu": 1,
"matrix_instr_nonkdim": 16,
"kpack": 2
},
"64": {
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"waves_per_eu": 2,
"matrix_instr_nonkdim": 16,
"kpack": 2
},
"128": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 256,
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"num_warps": 4,
"num_stages": 0,
"waves_per_eu": 1,
"matrix_instr_nonkdim": 16,
"kpack": 1
},
"256": {
"BLOCK_SIZE_M": 128,
"BLOCK_SIZE_N": 256,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 32,
"num_warps": 8,
"num_stages": 4
},
"512": {
"BLOCK_SIZE_M": 64,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 256,
"GROUP_SIZE_M": 1,
"num_warps": 4,
"num_stages": 0,
"waves_per_eu": 2,
"matrix_instr_nonkdim": 16,
"kpack": 2
},
"1024": {
"BLOCK_SIZE_M": 128,
"BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128,
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"num_warps": 8,
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"waves_per_eu": 4,
"matrix_instr_nonkdim": 16,
"kpack": 2
},
"2048": {
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"GROUP_SIZE_M": 1,
"num_warps": 8,
"num_stages": 0,
"waves_per_eu": 2,
"matrix_instr_nonkdim": 16,
"kpack": 2
},
"4096": {
"BLOCK_SIZE_M": 128,
"BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128,
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"num_warps": 8,
"num_stages": 0,
"waves_per_eu": 2,
"matrix_instr_nonkdim": 16,
"kpack": 2
},
"8192": {
"BLOCK_SIZE_M": 256,
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"num_warps": 8,
"num_stages": 0,
"waves_per_eu": 2,
"matrix_instr_nonkdim": 16,
"kpack": 1
},
"16384": {
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"GROUP_SIZE_M": 1,
"num_warps": 8,
"num_stages": 0,
"waves_per_eu": 1,
"matrix_instr_nonkdim": 16,
"kpack": 1
},
"32768": {
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"BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 1,
"num_warps": 8,
"num_stages": 0,
"waves_per_eu": 0,
"matrix_instr_nonkdim": 16,
"kpack": 1
},
"65536": {
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"GROUP_SIZE_M": 1,
"num_warps": 8,
"num_stages": 0,
"waves_per_eu": 1,
"matrix_instr_nonkdim": 16,
"kpack": 1
},
"131072": {
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"BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 1,
"num_warps": 4,
"num_stages": 0,
"waves_per_eu": 2,
"matrix_instr_nonkdim": 16,
"kpack": 2
}
}
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