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[ROCm] Optimal MOE Tuning for AMD Radeon Graphics (#3567)

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This commit is contained in:
yigex
2025-02-18 09:54:10 +08:00
committed by GitHub
parent 2eab113206
commit ddf39d3fce
2 changed files with 51 additions and 51 deletions
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2
benchmark/kernels/fused_moe_triton/tuning_fused_moe_triton.py
View File

@@ -175,7 +175,7 @@ def get_rocm_configs_compute_bound() -> List[Dict[str, int]]:
for block_m in [32, 64, 128, 256]: for block_m in [32, 64, 128, 256]:
for block_k in [32, 64, 128, 256]: for block_k in [32, 64, 128, 256]:
for block_n in [16, 32, 64, 128, 256]: for block_n in [16, 32, 64, 128, 256]:
for num_warps in [4, 8]: for num_warps in [1, 2, 4, 8]:
for group_size in [1, 4, 8, 16, 32]: for group_size in [1, 4, 8, 16, 32]:
configs.append( configs.append(
{ {

100
python/sglang/srt/layers/moe/fused_moe_triton/configs/E=256,N=256,device_name=AMD_Radeon_Graphics,dtype=fp8_w8a8,block_shape=[128, 128].json
View File

@@ -1,46 +1,46 @@
{ {
"1": { "1": {
"BLOCK_SIZE_M": 32, "BLOCK_SIZE_M": 32,
"BLOCK_SIZE_N": 32, "BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128, "BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 16, "GROUP_SIZE_M": 1,
"num_warps": 4, "num_warps": 2,
"num_stages": 2, "num_stages": 2,
"waves_per_eu": 0 "waves_per_eu": 0
}, },
"2": { "2": {
"BLOCK_SIZE_M": 32, "BLOCK_SIZE_M": 32,
"BLOCK_SIZE_N": 64, "BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128, "BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 1, "GROUP_SIZE_M": 8,
"num_warps": 4, "num_warps": 2,
"num_stages": 2, "num_stages": 2,
"waves_per_eu": 0 "waves_per_eu": 0
}, },
"4": { "4": {
"BLOCK_SIZE_M": 64, "BLOCK_SIZE_M": 32,
"BLOCK_SIZE_N": 64, "BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128, "BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 16, "GROUP_SIZE_M": 1,
"num_warps": 4, "num_warps": 2,
"num_stages": 2, "num_stages": 2,
"waves_per_eu": 0 "waves_per_eu": 0
}, },
"8": { "8": {
"BLOCK_SIZE_M": 32, "BLOCK_SIZE_M": 32,
"BLOCK_SIZE_N": 128, "BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128, "BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 32, "GROUP_SIZE_M": 1,
"num_warps": 4, "num_warps": 2,
"num_stages": 2, "num_stages": 2,
"waves_per_eu": 0 "waves_per_eu": 0
}, },
"16": { "16": {
"BLOCK_SIZE_M": 32, "BLOCK_SIZE_M": 32,
"BLOCK_SIZE_N": 128, "BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128, "BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 1, "GROUP_SIZE_M": 4,
"num_warps": 4, "num_warps": 2,
"num_stages": 2, "num_stages": 2,
"waves_per_eu": 0 "waves_per_eu": 0
}, },
@@ -48,17 +48,17 @@
"BLOCK_SIZE_M": 32, "BLOCK_SIZE_M": 32,
"BLOCK_SIZE_N": 128, "BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128, "BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 4, "GROUP_SIZE_M": 8,
"num_warps": 4, "num_warps": 2,
"num_stages": 2, "num_stages": 2,
"waves_per_eu": 0 "waves_per_eu": 0
}, },
"32": { "32": {
"BLOCK_SIZE_M": 32, "BLOCK_SIZE_M": 32,
"BLOCK_SIZE_N": 128, "BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128, "BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 8, "GROUP_SIZE_M": 4,
"num_warps": 4, "num_warps": 2,
"num_stages": 2, "num_stages": 2,
"waves_per_eu": 0 "waves_per_eu": 0
}, },
@@ -66,8 +66,8 @@
"BLOCK_SIZE_M": 32, "BLOCK_SIZE_M": 32,
"BLOCK_SIZE_N": 128, "BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128, "BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 4, "GROUP_SIZE_M": 1,
"num_warps": 4, "num_warps": 2,
"num_stages": 2, "num_stages": 2,
"waves_per_eu": 0 "waves_per_eu": 0
}, },
@@ -75,8 +75,8 @@
"BLOCK_SIZE_M": 32, "BLOCK_SIZE_M": 32,
"BLOCK_SIZE_N": 128, "BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128, "BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 4, "GROUP_SIZE_M": 1,
"num_warps": 4, "num_warps": 2,
"num_stages": 2, "num_stages": 2,
"waves_per_eu": 0 "waves_per_eu": 0
}, },
@@ -84,77 +84,77 @@
"BLOCK_SIZE_M": 32, "BLOCK_SIZE_M": 32,
"BLOCK_SIZE_N": 128, "BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128, "BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 8, "GROUP_SIZE_M": 4,
"num_warps": 4, "num_warps": 2,
"num_stages": 2, "num_stages": 2,
"waves_per_eu": 0 "waves_per_eu": 0
}, },
"128": { "128": {
"BLOCK_SIZE_M": 32, "BLOCK_SIZE_M": 32,
"BLOCK_SIZE_N": 16, "BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128, "BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 4, "GROUP_SIZE_M": 4,
"num_warps": 4, "num_warps": 2,
"num_stages": 2, "num_stages": 2,
"waves_per_eu": 0 "waves_per_eu": 0
}, },
"256": { "256": {
"BLOCK_SIZE_M": 64, "BLOCK_SIZE_M": 32,
"BLOCK_SIZE_N": 16, "BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128, "BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 1, "GROUP_SIZE_M": 4,
"num_warps": 4, "num_warps": 2,
"num_stages": 2, "num_stages": 2,
"waves_per_eu": 0 "waves_per_eu": 0
}, },
"512": { "512": {
"BLOCK_SIZE_M": 64, "BLOCK_SIZE_M": 32,
"BLOCK_SIZE_N": 64, "BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128, "BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 32, "GROUP_SIZE_M": 4,
"num_warps": 4, "num_warps": 2,
"num_stages": 2, "num_stages": 2,
"waves_per_eu": 0 "waves_per_eu": 0
}, },
"1024": { "1024": {
"BLOCK_SIZE_M": 64, "BLOCK_SIZE_M": 32,
"BLOCK_SIZE_N": 64, "BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128, "BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 4, "GROUP_SIZE_M": 1,
"num_warps": 8, "num_warps": 2,
"num_stages": 2, "num_stages": 2,
"waves_per_eu": 0 "waves_per_eu": 0
}, },
"1536": { "1536": {
"BLOCK_SIZE_M": 64, "BLOCK_SIZE_M": 64,
"BLOCK_SIZE_N": 64, "BLOCK_SIZE_N": 256,
"BLOCK_SIZE_K": 128, "BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 8, "GROUP_SIZE_M": 4,
"num_warps": 4, "num_warps": 4,
"num_stages": 2, "num_stages": 2,
"waves_per_eu": 0 "waves_per_eu": 0
}, },
"2048": { "2048": {
"BLOCK_SIZE_M": 32, "BLOCK_SIZE_M": 32,
"BLOCK_SIZE_N": 64, "BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 128, "BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 1, "GROUP_SIZE_M": 1,
"num_warps": 4, "num_warps": 2,
"num_stages": 2, "num_stages": 2,
"waves_per_eu": 0 "waves_per_eu": 0
}, },
"3072": { "3072": {
"BLOCK_SIZE_M": 32, "BLOCK_SIZE_M": 128,
"BLOCK_SIZE_N": 128, "BLOCK_SIZE_N": 256,
"BLOCK_SIZE_K": 128, "BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 1, "GROUP_SIZE_M": 4,
"num_warps": 4, "num_warps": 4,
"num_stages": 2, "num_stages": 2,
"waves_per_eu": 0 "waves_per_eu": 0
}, },
"4096": { "4096": {
"BLOCK_SIZE_M": 64, "BLOCK_SIZE_M": 64,
"BLOCK_SIZE_N": 128, "BLOCK_SIZE_N": 256,
"BLOCK_SIZE_K": 64, "BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 4, "GROUP_SIZE_M": 4,
"num_warps": 4, "num_warps": 4,