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@tjtanaa tjtanaa commented May 1, 2025

This PR add a tuned fused moe config for Qwen/Qwen3-30B-A3B-FP8 TP1

Benchmark command:
VLLM_ROCM_USE_AITER=0 VLLM_USE_TRITON_FLASH_ATTN=0 python3 benchmarks/benchmark_throughput.py --input-len $_in_len --output-len $_out_len --trust-remote-code --num-prompts 200 --model Qwen/Qwen3-30B-A3B-FP8 --max-model-len 32768 --gpu_memory_utilization 0.95 --tensor-parallel-size 1 --max_seq_len_to_capture 32768 --quantization fp8 --kv-cache-dtype fp8

Input Tokens Output Tokens Metric Before Tuning Tuned Config % Gain
5000 1000 Requests/s 1.77 1.92 +8.47%
Total Tokens/s 11137.12 12020.68 +7.93%
Output Tokens/s 1769.80 1924.98 +8.77%
1000 2000 Requests/s 1.88 2.17 +15.43%
Total Tokens/s 5758.92 6634.48 +15.20%
Output Tokens/s 3762.75 4336.96 +15.23%
10000 500 Requests/s 1.28 1.36 +6.25%
Total Tokens/s 14318.03 14986.92 +4.67%
Output Tokens/s 642.43 678.94 +5.68%

Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
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@vllm-bot vllm-bot merged commit 2007d4d into vllm-project:main May 1, 2025
19 of 21 checks passed
radeksm pushed a commit to radeksm/vllm that referenced this pull request May 2, 2025
RichardoMrMu pushed a commit to RichardoMrMu/vllm that referenced this pull request May 12, 2025
…vllm-project#17530)

Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Signed-off-by: Mu Huai <tianbowen.tbw@antgroup.com>
zzzyq pushed a commit to zzzyq/vllm that referenced this pull request May 24, 2025
…vllm-project#17530)

Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Signed-off-by: Yuqi Zhang <yuqizhang@google.com>
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3 participants