A high-throughput and memory-efficient inference and serving engine for LLMs
Mirrored from https://github.com/tduncan-lum/Nvidia-Optimization-Stack---VLLM.git
Synced Nov 14, 05:30 UTC
Added MoE configs for llama 4, H200 device with tp=4/8 tuning (#26837)
Signed-off-by: Dhruvil Bhatt <bhattdbh@amazon.com>
Dhruvil Bhatt committed
Oct 14, 2025 at 14:21 UTC
0e65818910c4e202d2ea8d7ece8b49c959ae83dc
6 files changed
+876
vllm/model_executor/layers/fused_moe/configs/E=128,N=1024,device_name=NVIDIA_H200,dtype=fp8_w8a8.json
new
+146
@@ -0,0 +1,146 @@
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+{
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+ "1": {
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+ "BLOCK_SIZE_N": 32,
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+ "BLOCK_SIZE_K": 256,
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+ "GROUP_SIZE_M": 16,
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+ "num_stages": 4
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+ },
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+ "2": {
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+ "num_stages": 5
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+ },
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+ "num_stages": 5
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+ },
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+ },
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+ "16": {
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+ "num_stages": 3
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+ },
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+ "24": {
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+ "num_stages": 3
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+ },
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+ "32": {
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+ "48": {
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+ },
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+ "128": {
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+ },
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+ "256": {
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+ "512": {
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+ "GROUP_SIZE_M": 1,
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+ "num_stages": 3
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+ },
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+ "2048": {
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+ },
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+ "num_stages": 3
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+ },
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+ "4096": {
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+ "BLOCK_SIZE_K": 128,
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+ "GROUP_SIZE_M": 1,
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+ "num_warps": 4,
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+ "num_stages": 3
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+ }
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+}
\ No newline at end of file
vllm/model_executor/layers/fused_moe/configs/E=128,N=1024,device_name=NVIDIA_H200.json
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+146
@@ -0,0 +1,146 @@
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+{
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+ "1": {
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+ "num_stages": 4
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+ },
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+ "2": {
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+ },
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+ "8": {
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+ },
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+ "16": {
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+ "num_stages": 4
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+ },
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+ "24": {
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+ },
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+ "32": {
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+ "num_stages": 4
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+ },
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+ "48": {
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+ "num_stages": 3
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+ },
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+ "64": {
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+ "96": {
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+ },
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+ "128": {
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+ },
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+ "256": {
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+ },
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+ "512": {
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+ "GROUP_SIZE_M": 1,
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+ "num_stages": 3
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+ },
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+ "1024": {
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+ "num_stages": 3
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+ },
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+ "2048": {
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+ },
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+ "3072": {
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+ "num_stages": 3
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+ },
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+ "4096": {
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+ "BLOCK_SIZE_N": 128,
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+ "BLOCK_SIZE_K": 64,
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+ "GROUP_SIZE_M": 1,
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+ "num_warps": 4,
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+ "num_stages": 3
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+ }
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+}
\ No newline at end of file
vllm/model_executor/layers/fused_moe/configs/E=16,N=1024,device_name=NVIDIA_H200,dtype=fp8_w8a8.json
new
+146
@@ -0,0 +1,146 @@
1
+{
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+ "1": {
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+ "BLOCK_SIZE_M": 16,
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+ "BLOCK_SIZE_N": 32,
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+ "BLOCK_SIZE_K": 256,
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+ "GROUP_SIZE_M": 16,
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+ "num_warps": 4,
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+ "num_stages": 4
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+ },
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+ "2": {
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+ "BLOCK_SIZE_K": 256,
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+ "GROUP_SIZE_M": 64,
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+ "num_warps": 4,
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+ "num_stages": 4
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+ },
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+ "4": {
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+ },
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+ "8": {
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+ },
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+ "16": {
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+ "num_stages": 5
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+ },
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+ "24": {
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+ "num_stages": 4
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+ },
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+ "32": {
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+ "GROUP_SIZE_M": 1,
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+ },
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+ "48": {
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+ "64": {
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+ },
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+ "96": {
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+ },
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+ "128": {
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+ "GROUP_SIZE_M": 1,
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+ "num_warps": 4,
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+ "num_stages": 3
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+ },
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+ "256": {
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+ "BLOCK_SIZE_K": 128,
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+ "GROUP_SIZE_M": 1,
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+ "num_warps": 8,
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+ "num_stages": 3
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+ },
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+ "512": {
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+ "BLOCK_SIZE_M": 64,
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+ "BLOCK_SIZE_K": 128,
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+ "GROUP_SIZE_M": 1,
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+ "num_warps": 8,
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+ "num_stages": 3
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+ },
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+ "1024": {
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+ "num_stages": 3
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+ },
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+ "2048": {
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+ "GROUP_SIZE_M": 1,
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+ },
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+ "3072": {
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+ },
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+ "4096": {
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+ "BLOCK_SIZE_K": 128,
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+ "GROUP_SIZE_M": 1,
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+ "num_warps": 8,
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+ "num_stages": 4
145
+ }
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+}
\ No newline at end of file
vllm/model_executor/layers/fused_moe/configs/E=16,N=1024,device_name=NVIDIA_H200.json
new
+146
@@ -0,0 +1,146 @@
1
+{
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+ "1": {
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+ "BLOCK_SIZE_N": 32,
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+ "BLOCK_SIZE_K": 64,
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+ "GROUP_SIZE_M": 1,
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+ "num_warps": 4,
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+ "num_stages": 4
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+ },
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+ "2": {
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+ "BLOCK_SIZE_N": 32,
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+ "GROUP_SIZE_M": 1,
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+ "num_warps": 4,
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+ "num_stages": 5
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+ },
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+ "4": {
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+ "BLOCK_SIZE_K": 128,
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+ "num_warps": 4,
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+ "num_stages": 5
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+ },
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+ "8": {
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+ "num_stages": 5
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+ },
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+ "16": {
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+ "num_stages": 3
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+ },
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+ "24": {
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+ "32": {
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+ },
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+ "48": {
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+ "64": {
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+ "num_stages": 3
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+ },
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+ "128": {
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+ "num_stages": 3
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+ },
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+ "256": {
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+ "BLOCK_SIZE_K": 64,
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+ "GROUP_SIZE_M": 1,
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+ "num_warps": 4,
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+ "num_stages": 3
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+ },
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+ "512": {
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+ "BLOCK_SIZE_M": 64,
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+ "BLOCK_SIZE_N": 128,
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+ "BLOCK_SIZE_K": 64,
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+ "GROUP_SIZE_M": 1,
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+ "num_warps": 4,
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+ "num_stages": 3
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+ },
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+ "1024": {
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+ "BLOCK_SIZE_N": 128,
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+ "BLOCK_SIZE_K": 64,
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+ "GROUP_SIZE_M": 1,
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+ "num_warps": 8,
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+ "num_stages": 3
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+ },
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+ "1536": {
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+ "GROUP_SIZE_M": 1,
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+ "num_warps": 8,
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+ "num_stages": 3
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+ },
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+ "2048": {
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+ "GROUP_SIZE_M": 1,
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+ "num_warps": 8,
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+ },
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+ "3072": {
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+ "num_stages": 4
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+ },
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+ "4096": {
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+ "BLOCK_SIZE_N": 256,
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+ "GROUP_SIZE_M": 1,
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+ "num_warps": 8,
144
+ "num_stages": 4
145
+ }
146
+}
\ No newline at end of file
vllm/model_executor/layers/fused_moe/configs/E=16,N=2048,device_name=NVIDIA_H200,dtype=fp8_w8a8.json
new
+146
@@ -0,0 +1,146 @@
1
+{
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+ "1": {
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+ "BLOCK_SIZE_N": 32,
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+ "BLOCK_SIZE_K": 256,
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+}
\ No newline at end of file
vllm/model_executor/layers/fused_moe/configs/E=16,N=2048,device_name=NVIDIA_H200.json
new
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@@ -0,0 +1,146 @@
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\ No newline at end of file