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Add contiguous triton moe example

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Signed-off-by: Zhuohan Li <zhuohan123@gmail.com>
This commit is contained in:
Zhuohan Li 2025-10-15 13:30:30 -07:00
parent 2d4215b9a2
commit a608dfab45
248 changed files with 39367 additions and 18 deletions
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5
vllm/model_executor/layers/fused_moe/fused_moe.py
View File

@ -34,6 +34,9 @@ from vllm.model_executor.layers.fused_moe.moe_align_block_size import (
from vllm.model_executor.layers.fused_moe.prepare_finalize import (
MoEPrepareAndFinalizeNoEP,
)
from vllm.model_executor.layers.fused_moe.rocm_aiter_fused_moe import (
is_rocm_aiter_moe_enabled,
)
from vllm.model_executor.layers.fused_moe.topk_weight_and_reduce import (
TopKWeightAndReduceNoOP,
)
@ -51,8 +54,6 @@ from vllm.triton_utils import tl, triton
from vllm.utils import direct_register_custom_op, is_torch_equal_or_newer
from vllm.utils.deep_gemm import is_deep_gemm_e8m0_used
from .rocm_aiter_fused_moe import is_rocm_aiter_moe_enabled
logger = init_logger(__name__)

0
vllm/model_executor/layers/moe/__init__.py Normal file
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146
vllm/model_executor/layers/moe/configs/E=1,N=14336,device_name=NVIDIA_A100-SXM4-80GB,dtype=int8_w8a16.json Normal file
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@ -0,0 +1,146 @@
{
"1": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 32,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 1,
"num_warps": 4,
"num_stages": 4
},
"2": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 32,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 64,
"num_warps": 4,
"num_stages": 3
},
"4": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 32,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 1,
"num_warps": 4,
"num_stages": 4
},
"8": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 32,
"BLOCK_SIZE_K": 256,
"GROUP_SIZE_M": 32,
"num_warps": 4,
"num_stages": 3
},
"16": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 32,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 1,
"num_warps": 4,
"num_stages": 4
},
"24": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 16,
"num_warps": 4,
"num_stages": 5
},
"32": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 32,
"BLOCK_SIZE_K": 256,
"GROUP_SIZE_M": 1,
"num_warps": 4,
"num_stages": 2
},
"48": {
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"BLOCK_SIZE_N": 64,
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},
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"BLOCK_SIZE_M": 64,
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},
"96": {
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},
"128": {
"BLOCK_SIZE_M": 64,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 16,
"num_warps": 4,
"num_stages": 3
},
"256": {
"BLOCK_SIZE_M": 64,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 32,
"num_warps": 4,
"num_stages": 4
},
"512": {
"BLOCK_SIZE_M": 64,
"BLOCK_SIZE_N": 256,
"BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 32,
"num_warps": 4,
"num_stages": 4
},
"1024": {
"BLOCK_SIZE_M": 64,
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"BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 64,
"num_warps": 4,
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},
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"BLOCK_SIZE_M": 64,
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},
"2048": {
"BLOCK_SIZE_M": 64,
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},
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},
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"GROUP_SIZE_M": 16,
"num_warps": 4,
"num_stages": 4
}
}

146
vllm/model_executor/layers/moe/configs/E=1,N=14336,device_name=NVIDIA_A100-SXM4-80GB.json Normal file
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@ -0,0 +1,146 @@
{
"1": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 256,
"GROUP_SIZE_M": 16,
"num_warps": 4,
"num_stages": 4
},
"2": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 256,
"GROUP_SIZE_M": 32,
"num_warps": 4,
"num_stages": 4
},
"4": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 256,
"GROUP_SIZE_M": 16,
"num_warps": 4,
"num_stages": 4
},
"8": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 256,
"GROUP_SIZE_M": 32,
"num_warps": 4,
"num_stages": 4
},
"16": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 256,
"GROUP_SIZE_M": 64,
"num_warps": 4,
"num_stages": 4
},
"24": {
"BLOCK_SIZE_M": 32,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 128,
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"num_warps": 4,
"num_stages": 5
},
"32": {
"BLOCK_SIZE_M": 32,
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"GROUP_SIZE_M": 1,
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},
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},
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"BLOCK_SIZE_M": 64,
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},
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},
"128": {
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},
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},
"512": {
"BLOCK_SIZE_M": 128,
"BLOCK_SIZE_N": 128,
"BLOCK_SIZE_K": 64,
"GROUP_SIZE_M": 64,
"num_warps": 4,
"num_stages": 3
},
"1024": {
"BLOCK_SIZE_M": 128,
"BLOCK_SIZE_N": 128,
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"GROUP_SIZE_M": 64,
"num_warps": 4,
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},
"1536": {
"BLOCK_SIZE_M": 128,
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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": 3
}
}

218
vllm/model_executor/layers/moe/configs/E=1,N=1792,device_name=NVIDIA_A100-SXM4-80GB,dtype=int8_w8a16.json Normal file
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@ -0,0 +1,218 @@
{
"1": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 32,
"BLOCK_SIZE_K": 256,
"GROUP_SIZE_M": 32,
"num_warps": 4,
"num_stages": 3
},
"2": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 32,
"BLOCK_SIZE_K": 256,
"GROUP_SIZE_M": 16,
"num_warps": 4,
"num_stages": 3
},
"4": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 32,
"BLOCK_SIZE_K": 256,
"GROUP_SIZE_M": 32,
"num_warps": 4,
"num_stages": 3
},
"8": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 32,
"BLOCK_SIZE_K": 256,
"GROUP_SIZE_M": 64,
"num_warps": 4,
"num_stages": 3
},
"16": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 32,
"BLOCK_SIZE_K": 256,
"GROUP_SIZE_M": 32,
"num_warps": 4,
"num_stages": 3
},
"24": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 32,
"BLOCK_SIZE_K": 256,
"GROUP_SIZE_M": 1,
"num_warps": 4,
"num_stages": 3
},
"32": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 32,
"BLOCK_SIZE_K": 256,
"GROUP_SIZE_M": 1,
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},
"48": {
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},
"64": {
"BLOCK_SIZE_M": 64,
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},
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},
"128": {
"BLOCK_SIZE_M": 64,
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"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 1,
"num_warps": 8,
"num_stages": 3
},
"256": {
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"BLOCK_SIZE_N": 64,
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},
"512": {
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},
"1024": {
"BLOCK_SIZE_M": 64,
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},
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},
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},
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},
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}
}

218
vllm/model_executor/layers/moe/configs/E=1,N=1792,device_name=NVIDIA_A100-SXM4-80GB.json Normal file
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@ -0,0 +1,218 @@
{
"1": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 16,
"num_warps": 4,
"num_stages": 5
},
"2": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 1,
"num_warps": 4,
"num_stages": 5
},
"4": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 1,
"num_warps": 4,
"num_stages": 5
},
"8": {
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"BLOCK_SIZE_N": 64,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 1,
"num_warps": 4,
"num_stages": 5
},
"16": {
"BLOCK_SIZE_M": 16,
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"GROUP_SIZE_M": 1,
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"num_stages": 5
},
"24": {
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"num_warps": 4,
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},
"32": {
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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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}
}

146
vllm/model_executor/layers/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": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 32,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 1,
"num_warps": 4,
"num_stages": 3
},
"2": {
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"BLOCK_SIZE_N": 32,
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"GROUP_SIZE_M": 1,
"num_warps": 4,
"num_stages": 4
},
"4": {
"BLOCK_SIZE_M": 16,
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"GROUP_SIZE_M": 1,
"num_warps": 4,
"num_stages": 3
},
"8": {
"BLOCK_SIZE_M": 16,
"BLOCK_SIZE_N": 32,
"BLOCK_SIZE_K": 128,
"GROUP_SIZE_M": 1,
"num_warps": 4,
"num_stages": 3
},
"16": {
"BLOCK_SIZE_M": 16,
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"GROUP_SIZE_M": 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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}

146
vllm/model_executor/layers/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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}

164
vllm/model_executor/layers/moe/configs/E=128,N=1024,device_name=AMD_Instinct_MI300X,dtype=fp8_w8a8.json Normal file
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{
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}
}

200
vllm/model_executor/layers/moe/configs/E=128,N=1024,device_name=AMD_Instinct_MI300X.json Normal file
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{
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}

123
vllm/model_executor/layers/moe/configs/E=128,N=1024,device_name=NVIDIA_H100,dtype=fp8_w8a8.json Normal file
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{
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}

146
vllm/model_executor/layers/moe/configs/E=128,N=192,device_name=NVIDIA_A100-SXM4-80GB.json Normal file
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@ -0,0 +1,146 @@
{
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}
}

146
vllm/model_executor/layers/moe/configs/E=128,N=192,device_name=NVIDIA_H100_80GB_HBM3.json Normal file
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{
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{
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vllm/model_executor/layers/moe/configs/E=128,N=352,device_name=NVIDIA_H100_80GB_HBM3,dtype=fp8_w8a8.json Normal file
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{
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}

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vllm/model_executor/layers/moe/configs/E=128,N=384,device_name=AMD_Instinct_MI300X,dtype=fp8_w8a8,block_shape=[128,128].json Normal file
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}

146
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vllm/model_executor/layers/moe/configs/E=128,N=384,device_name=NVIDIA_H20-3e,dtype=fp8_w8a8,block_shape=[128,128].json Normal file
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vllm/model_executor/layers/moe/configs/E=128,N=384,device_name=NVIDIA_H20.json Normal file
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vllm/model_executor/layers/moe/configs/E=128,N=704,device_name=NVIDIA_B200,dtype=fp8_w8a8.json Normal file
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}

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{
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vllm/model_executor/layers/moe/configs/E=128,N=768,device_name=AMD_Instinct_MI300X,dtype=fp8_w8a8,block_shape=[128,128].json Normal file
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vllm/model_executor/layers/moe/configs/E=128,N=768,device_name=NVIDIA_H20-3e,dtype=fp8_w8a8,block_shape=[128,128].json Normal file
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146
vllm/model_executor/layers/moe/configs/E=128,N=768,device_name=NVIDIA_H200.json Normal file
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{
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}

146
vllm/model_executor/layers/moe/configs/E=128,N=96,device_name=NVIDIA_H20.json Normal file
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{
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}

200
vllm/model_executor/layers/moe/configs/E=16,N=1024,device_name=AMD_Instinct_MI300X.json Normal file
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{
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}

147
vllm/model_executor/layers/moe/configs/E=16,N=1024,device_name=NVIDIA_B200,dtype=fp8_w8a8.json Normal file
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{
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}

146
vllm/model_executor/layers/moe/configs/E=16,N=1024,device_name=NVIDIA_B200.json Normal file
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{
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}

146
vllm/model_executor/layers/moe/configs/E=16,N=1024,device_name=NVIDIA_H100.json Normal file
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{
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}

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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vllm/model_executor/layers/moe/configs/E=16,N=3072,device_name=NVIDIA_A100-SXM4-80GB,dtype=int8_w8a16.json Normal file
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}

146
vllm/model_executor/layers/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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}

146
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{
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}

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{
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vllm/model_executor/layers/moe/configs/E=16,N=7168,device_name=NVIDIA_H100_80GB_HBM3,dtype=float8.json Normal file
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vllm/model_executor/layers/moe/configs/E=160,N=192,device_name=NVIDIA_A800-SXM4-80GB.json Normal file
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146
vllm/model_executor/layers/moe/configs/E=160,N=192,device_name=NVIDIA_H20-3e.json Normal file
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vllm/model_executor/layers/moe/configs/E=160,N=384,device_name=AMD_Instinct_MI300X,dtype=fp8_w8a8.json Normal file
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146
vllm/model_executor/layers/moe/configs/E=160,N=640,device_name=NVIDIA_B200,dtype=fp8_w8a8,block_shape=[128,128].json Normal file
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vllm/model_executor/layers/moe/configs/E=160,N=640,device_name=NVIDIA_GB200,dtype=fp8_w8a8,block_shape=[128,128].json Normal file
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vllm/model_executor/layers/moe/configs/E=20,N=2560,device_name=NVIDIA_B200,dtype=fp8_w8a8,block_shape=[128,128].json Normal file
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vllm/model_executor/layers/moe/configs/E=20,N=2560,device_name=NVIDIA_GB200,dtype=fp8_w8a8,block_shape=[128,128].json Normal file
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146
vllm/model_executor/layers/moe/configs/E=20,N=2560,device_name=NVIDIA_H100,dtype=fp8_w8a8,block_shape=[128,128].json Normal file
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146
vllm/model_executor/layers/moe/configs/E=20,N=2560,device_name=NVIDIA_H20-3e,dtype=fp8_w8a8,block_shape=[128,128].json Normal file
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vllm/model_executor/layers/moe/configs/E=256,N=1024,device_name=AMD_Instinct_MI325X,block_shape=[128,128].json Normal file
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200
vllm/model_executor/layers/moe/configs/E=256,N=1024,device_name=AMD_Instinct_MI325_OAM,dtype=fp8_w8a8,block_shape=[128,128].json Normal file
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vllm/model_executor/layers/moe/configs/E=256,N=128,device_name=NVIDIA_A100-SXM4-80GB,dtype=int8_w8a8,block_shape=[128,128].json Normal file
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vllm/model_executor/layers/moe/configs/E=256,N=128,device_name=NVIDIA_A800-SXM4-80GB,dtype=int8_w8a8,block_shape=[128,128].json Normal file
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vllm/model_executor/layers/moe/configs/E=256,N=128,device_name=NVIDIA_H100_80GB_HBM3,dtype=fp8_w8a8,block_shape=[128,128].json Normal file
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}
}

146
vllm/model_executor/layers/moe/configs/E=256,N=128,device_name=NVIDIA_L20Y,dtype=fp8_w8a8,block_shape=[128,128].json Normal file
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@ -0,0 +1,146 @@
{
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}
}

164
vllm/model_executor/layers/moe/configs/E=256,N=256,device_name=AMD_Instinct_MI300X,dtype=fp8_w8a8,block_shape=[128,128].json Normal file
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@ -0,0 +1,164 @@
{
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}
}

200
vllm/model_executor/layers/moe/configs/E=256,N=256,device_name=AMD_Instinct_MI325X,dtype=fp8_w8a8,block_shape=[128,128].json Normal file
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@ -0,0 +1,200 @@
{
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}
}

200
vllm/model_executor/layers/moe/configs/E=256,N=256,device_name=AMD_Instinct_MI325_OAM,dtype=fp8_w8a8,block_shape=[128,128].json Normal file
View File

@ -0,0 +1,200 @@
{
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}
}

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