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[DP/EP] PPLX<>Triton Debug #20957
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[DP/EP] PPLX<>Triton Debug #20957
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,36 @@ | ||
| # set this on your machine | ||
| vllm-directory := "/home/rshaw/vllm/" | ||
|
|
||
| launch_dp_ep MODEL SIZE: | ||
| VLLM_ALL2ALL_BACKEND="pplx" vllm serve {{MODEL}} --data-parallel-size {{SIZE}} --enable-expert-parallel --disable-log-requests --max-model-len 32000 --enforce-eager | ||
|
|
||
| launch_tp MODEL SIZE: | ||
| vllm serve {{MODEL}} --tensor-parallel-size {{SIZE}} --disable-log-requests --max-model-len 32000 | ||
|
|
||
| eval MODEL: | ||
| lm_eval --model local-completions --tasks gsm8k \ | ||
| --model_args model={{MODEL}},base_url=http://127.0.0.1:8000/v1/completions,num_concurrent=100,tokenized_requests=False | ||
|
|
||
| benchmark MODEL NUM_PROMPTS: | ||
| python {{vllm-directory}}/benchmarks/benchmark_serving.py \ | ||
| --model {{MODEL}} \ | ||
| --dataset-name random \ | ||
| --random-input-len 1000 \ | ||
| --random-output-len 100 \ | ||
| --num-prompts {{NUM_PROMPTS}} \ | ||
| --percentile-metrics ttft,tpot,itl,e2el \ | ||
| --metric-percentiles 90,95,99 \ | ||
| --ignore-eos \ | ||
| --seed $(date +%s) | ||
|
|
||
| benchmark_all_decode MODEL NUM_PROMPTS: | ||
| python {{vllm-directory}}/benchmarks/benchmark_serving.py \ | ||
| --model {{MODEL}} \ | ||
| --dataset-name random \ | ||
| --random-input-len 1 \ | ||
| --random-output-len 1000 \ | ||
| --num-prompts {{NUM_PROMPTS}} \ | ||
| --percentile-metrics ttft,tpot,itl,e2el \ | ||
| --metric-percentiles 90,95,99 \ | ||
| --ignore-eos \ | ||
| --seed $(date +%s) | ||
146 changes: 146 additions & 0 deletions
146
...executor/layers/fused_moe/configs/E=16,N=1536,device_name=NVIDIA_B200,dtype=fp8_w8a8.json
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,146 @@ | ||
| { | ||
| "1": { | ||
| "BLOCK_SIZE_M": 16, | ||
| "BLOCK_SIZE_N": 64, | ||
| "BLOCK_SIZE_K": 128, | ||
| "GROUP_SIZE_M": 1, | ||
| "num_warps": 4, | ||
| "num_stages": 5 | ||
| }, | ||
| "2": { | ||
| "BLOCK_SIZE_M": 16, | ||
| "BLOCK_SIZE_N": 128, | ||
| "BLOCK_SIZE_K": 128, | ||
| "GROUP_SIZE_M": 1, | ||
| "num_warps": 4, | ||
| "num_stages": 4 | ||
| }, | ||
| "4": { | ||
| "BLOCK_SIZE_M": 16, | ||
| "BLOCK_SIZE_N": 64, | ||
| "BLOCK_SIZE_K": 128, | ||
| "GROUP_SIZE_M": 1, | ||
| "num_warps": 4, | ||
| "num_stages": 3 | ||
| }, | ||
| "8": { | ||
| "BLOCK_SIZE_M": 16, | ||
| "BLOCK_SIZE_N": 64, | ||
| "BLOCK_SIZE_K": 128, | ||
| "GROUP_SIZE_M": 1, | ||
| "num_warps": 4, | ||
| "num_stages": 3 | ||
| }, | ||
| "16": { | ||
| "BLOCK_SIZE_M": 16, | ||
| "BLOCK_SIZE_N": 128, | ||
| "BLOCK_SIZE_K": 128, | ||
| "GROUP_SIZE_M": 1, | ||
| "num_warps": 4, | ||
| "num_stages": 3 | ||
| }, | ||
| "24": { | ||
| "BLOCK_SIZE_M": 16, | ||
| "BLOCK_SIZE_N": 128, | ||
| "BLOCK_SIZE_K": 128, | ||
| "GROUP_SIZE_M": 1, | ||
| "num_warps": 4, | ||
| "num_stages": 3 | ||
| }, | ||
| "32": { | ||
| "BLOCK_SIZE_M": 16, | ||
| "BLOCK_SIZE_N": 128, | ||
| "BLOCK_SIZE_K": 128, | ||
| "GROUP_SIZE_M": 1, | ||
| "num_warps": 4, | ||
| "num_stages": 3 | ||
| }, | ||
| "48": { | ||
| "BLOCK_SIZE_M": 64, | ||
| "BLOCK_SIZE_N": 128, | ||
| "BLOCK_SIZE_K": 64, | ||
| "GROUP_SIZE_M": 16, | ||
| "num_warps": 4, | ||
| "num_stages": 4 | ||
| }, | ||
| "64": { | ||
| "BLOCK_SIZE_M": 64, | ||
| "BLOCK_SIZE_N": 128, | ||
| "BLOCK_SIZE_K": 128, | ||
| "GROUP_SIZE_M": 32, | ||
| "num_warps": 8, | ||
| "num_stages": 3 | ||
| }, | ||
| "96": { | ||
| "BLOCK_SIZE_M": 64, | ||
| "BLOCK_SIZE_N": 128, | ||
| "BLOCK_SIZE_K": 128, | ||
| "GROUP_SIZE_M": 32, | ||
| "num_warps": 8, | ||
| "num_stages": 3 | ||
| }, | ||
| "128": { | ||
| "BLOCK_SIZE_M": 128, | ||
| "BLOCK_SIZE_N": 256, | ||
| "BLOCK_SIZE_K": 64, | ||
| "GROUP_SIZE_M": 64, | ||
| "num_warps": 4, | ||
| "num_stages": 4 | ||
| }, | ||
| "256": { | ||
| "BLOCK_SIZE_M": 128, | ||
| "BLOCK_SIZE_N": 256, | ||
| "BLOCK_SIZE_K": 128, | ||
| "GROUP_SIZE_M": 64, | ||
| "num_warps": 8, | ||
| "num_stages": 4 | ||
| }, | ||
| "512": { | ||
| "BLOCK_SIZE_M": 256, | ||
| "BLOCK_SIZE_N": 256, | ||
| "BLOCK_SIZE_K": 128, | ||
| "GROUP_SIZE_M": 1, | ||
| "num_warps": 8, | ||
| "num_stages": 3 | ||
| }, | ||
| "1024": { | ||
| "BLOCK_SIZE_M": 128, | ||
| "BLOCK_SIZE_N": 256, | ||
| "BLOCK_SIZE_K": 64, | ||
| "GROUP_SIZE_M": 1, | ||
| "num_warps": 4, | ||
| "num_stages": 4 | ||
| }, | ||
| "1536": { | ||
| "BLOCK_SIZE_M": 256, | ||
| "BLOCK_SIZE_N": 256, | ||
| "BLOCK_SIZE_K": 128, | ||
| "GROUP_SIZE_M": 1, | ||
| "num_warps": 8, | ||
| "num_stages": 3 | ||
| }, | ||
| "2048": { | ||
| "BLOCK_SIZE_M": 256, | ||
| "BLOCK_SIZE_N": 256, | ||
| "BLOCK_SIZE_K": 128, | ||
| "GROUP_SIZE_M": 1, | ||
| "num_warps": 8, | ||
| "num_stages": 3 | ||
| }, | ||
| "3072": { | ||
| "BLOCK_SIZE_M": 256, | ||
| "BLOCK_SIZE_N": 256, | ||
| "BLOCK_SIZE_K": 128, | ||
| "GROUP_SIZE_M": 1, | ||
| "num_warps": 8, | ||
| "num_stages": 3 | ||
| }, | ||
| "4096": { | ||
| "BLOCK_SIZE_M": 256, | ||
| "BLOCK_SIZE_N": 256, | ||
| "BLOCK_SIZE_K": 128, | ||
| "GROUP_SIZE_M": 1, | ||
| "num_warps": 8, | ||
| "num_stages": 3 | ||
| } | ||
| } |
146 changes: 146 additions & 0 deletions
146
...ayers/fused_moe/configs/E=16,N=1536,device_name=NVIDIA_H100_80GB_HBM3,dtype=fp8_w8a8.json
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -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": { | ||
| "BLOCK_SIZE_M": 16, | ||
| "BLOCK_SIZE_N": 128, | ||
| "BLOCK_SIZE_K": 256, | ||
| "GROUP_SIZE_M": 1, | ||
| "num_warps": 8, | ||
| "num_stages": 2 | ||
| }, | ||
| "4": { | ||
| "BLOCK_SIZE_M": 16, | ||
| "BLOCK_SIZE_N": 128, | ||
| "BLOCK_SIZE_K": 256, | ||
| "GROUP_SIZE_M": 16, | ||
| "num_warps": 4, | ||
| "num_stages": 2 | ||
| }, | ||
| "8": { | ||
| "BLOCK_SIZE_M": 16, | ||
| "BLOCK_SIZE_N": 32, | ||
| "BLOCK_SIZE_K": 256, | ||
| "GROUP_SIZE_M": 1, | ||
| "num_warps": 4, | ||
| "num_stages": 3 | ||
| }, | ||
| "16": { | ||
| "BLOCK_SIZE_M": 16, | ||
| "BLOCK_SIZE_N": 32, | ||
| "BLOCK_SIZE_K": 256, | ||
| "GROUP_SIZE_M": 1, | ||
| "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": 64, | ||
| "BLOCK_SIZE_N": 64, | ||
| "BLOCK_SIZE_K": 128, | ||
| "GROUP_SIZE_M": 1, | ||
| "num_warps": 4, | ||
| "num_stages": 3 | ||
| }, | ||
| "48": { | ||
| "BLOCK_SIZE_M": 64, | ||
| "BLOCK_SIZE_N": 128, | ||
| "BLOCK_SIZE_K": 128, | ||
| "GROUP_SIZE_M": 32, | ||
| "num_warps": 4, | ||
| "num_stages": 3 | ||
| }, | ||
| "64": { | ||
| "BLOCK_SIZE_M": 64, | ||
| "BLOCK_SIZE_N": 64, | ||
| "BLOCK_SIZE_K": 128, | ||
| "GROUP_SIZE_M": 1, | ||
| "num_warps": 4, | ||
| "num_stages": 4 | ||
| }, | ||
| "96": { | ||
| "BLOCK_SIZE_M": 64, | ||
| "BLOCK_SIZE_N": 64, | ||
| "BLOCK_SIZE_K": 128, | ||
| "GROUP_SIZE_M": 1, | ||
| "num_warps": 4, | ||
| "num_stages": 4 | ||
| }, | ||
| "128": { | ||
| "BLOCK_SIZE_M": 64, | ||
| "BLOCK_SIZE_N": 64, | ||
| "BLOCK_SIZE_K": 128, | ||
| "GROUP_SIZE_M": 16, | ||
| "num_warps": 4, | ||
| "num_stages": 4 | ||
| }, | ||
| "256": { | ||
| "BLOCK_SIZE_M": 128, | ||
| "BLOCK_SIZE_N": 128, | ||
| "BLOCK_SIZE_K": 128, | ||
| "GROUP_SIZE_M": 64, | ||
| "num_warps": 8, | ||
| "num_stages": 3 | ||
| }, | ||
| "512": { | ||
| "BLOCK_SIZE_M": 128, | ||
| "BLOCK_SIZE_N": 256, | ||
| "BLOCK_SIZE_K": 128, | ||
| "GROUP_SIZE_M": 64, | ||
| "num_warps": 8, | ||
| "num_stages": 4 | ||
| }, | ||
| "1024": { | ||
| "BLOCK_SIZE_M": 128, | ||
| "BLOCK_SIZE_N": 256, | ||
| "BLOCK_SIZE_K": 128, | ||
| "GROUP_SIZE_M": 32, | ||
| "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": 64, | ||
| "num_warps": 8, | ||
| "num_stages": 4 | ||
| }, | ||
| "3072": { | ||
| "BLOCK_SIZE_M": 128, | ||
| "BLOCK_SIZE_N": 256, | ||
| "BLOCK_SIZE_K": 128, | ||
| "GROUP_SIZE_M": 64, | ||
| "num_warps": 8, | ||
| "num_stages": 4 | ||
| }, | ||
| "4096": { | ||
| "BLOCK_SIZE_M": 128, | ||
| "BLOCK_SIZE_N": 256, | ||
| "BLOCK_SIZE_K": 128, | ||
| "GROUP_SIZE_M": 32, | ||
| "num_warps": 8, | ||
| "num_stages": 4 | ||
| } | ||
| } |
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The
vllm-directoryis hardcoded to a user-specific absolute path. This makes the script not portable and will fail for other developers. It's better to use a relative path to the project root.