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@@ -151,9 +151,108 @@ vllm serve \
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  --disable-uvicorn-access-log
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  ```
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- Observed performance for this command on 8 × NVIDIA H200 141GB
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  (2026-08-05) is:
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  | Item | Observed value |
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  |------|---------------:|
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  | Dynamic Cubic mode | A8 |
@@ -892,4 +991,4 @@ Both the code repository and the model weights are released under the [Kimi K3 L
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  ## 8. Contact Us
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- If you have any questions, please reach out at [support@moonshot.ai](mailto:support@moonshot.ai).
 
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  --disable-uvicorn-access-log
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  ```
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+ Observed performance for this command on 8 × NVIDIA H200 141GB and 8 × NVIDIA H20 141GB
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  (2026-08-05) is:
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+ ### 【docker with vLLM Startup Command】
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+ ```bash
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+ docker pull swr.cn-north-4.myhuaweicloud.com/desaysv/vllm-cubic:0.26.1-cubic.20260805
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+
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+ export CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7
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+ export VLLM_CUBIC_DYNAMIC_A8=1
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+ export FLASHINFER_DISABLE_VERSION_CHECK=1
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+
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+ vllm serve \
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+ __YOUR_PATH__/Kimi-K3-Cubic-2.5Bit \
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+ --served-model-name Kimi-K3-Cubic-2.5Bit \
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+ --trust-remote-code \
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+ --quantization cubic \
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+ --kv-cache-dtype fp8_q16 \
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+ --gpu-memory-utilization 0.985 \
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+ --tensor-parallel-size 8 \
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+ --enable-expert-parallel \
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+ --mm-encoder-tp-mode data \
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+ --max-model-len auto \
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+ --max-num-seqs 128 \
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+ --max-num-batched-tokens 2048 \
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+ --enable-prefix-caching \
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+ --enable-auto-tool-choice \
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+ --tool-call-parser kimi_k3 \
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+ --reasoning-parser kimi_k3 \
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+ --host 0.0.0.0 \
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+ --port 8000 \
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+ --disable-uvicorn-access-log
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+ ```
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+ *skip deepgemm error ,its not effect start
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+
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+
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+ ### 【benchmark】10*8K/1K
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+
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+ | Item | Observed value |
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+ |------|---------------:|
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+ | Total requests | 10 |
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+ | Successful requests | 10 |
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+ | Failed requests | 0 |
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+ | Unfinished requests | 0 |
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+ | Average concurrency | 10 |
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+ | Total duration | 209.75 s |
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+ | Total throughput | 464.11 tokens/s |
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+ | Input throughput | 684.34 tokens/s |
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+ | Output throughput | 51.07 tokens/s |
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+ | Average request latency | 204.23 s |
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+ | Average TTFT | 69,607.26 ms |
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+ | Average TPOT | 164.76 ms |
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+ | Average ITL | 95.25 ms |
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+ | TTFT (P50) | 63,297.56 ms |
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+ | TTFT (P90) | 128,423.96 ms |
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+ | TTFT (P99) | 128,423.96 ms |
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+ | ITL (P50) | 81.85 ms |
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+ | ITL (P90) | 178.56 ms |
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+ | ITL (P99) | 178.56 ms |
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+ | TPOT (P50) | 154.40 ms |
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+ | TPOT (P90) | 206.35 ms |
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+ | TPOT (P99) | 206.35 ms |
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+ | Latency (P50) | 204.10 s |
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+ | Latency (P90) | 208.45 s |
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+ | Latency (P99) | 208.45 s |
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+ | Input tokens per request | 8,088 |
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+ | Output tokens per request | 1,000 |
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+
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+ ### 【benchmark】10*64K/3000
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+
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+ | Item | Observed value |
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+ |------|---------------:|
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+ | Total requests | 10 |
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+ | Successful requests | 10 |
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+ | Failed requests | 0 |
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+ | Unfinished requests | 0 |
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+ | Average concurrency | 9 |
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+ | Total duration | 1,461.29 s |
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+ | Total throughput | 519.15 tokens/s |
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+ | Input throughput | 513.63 tokens/s |
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+ | Output throughput | 23.21 tokens/s |
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+ | Average request latency | 1,387.96 s |
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+ | Average TTFT | 882,028.37 ms |
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+ | Average TPOT | 334.97 ms |
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+ | Average ITL | 107.57 ms |
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+ | TTFT (P50) | 604,938.80 ms |
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+ | TTFT (P90) | 1,352,678.48 ms |
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+ | TTFT (P99) | 1,352,678.48 ms |
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+ | ITL (P50) | 61.83 ms |
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+ | ITL (P90) | 313.74 ms |
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+ | ITL (P99) | 313.74 ms |
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+ | TPOT (P50) | 378.19 ms |
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+ | TPOT (P90) | 465.73 ms |
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+ | TPOT (P99) | 465.73 ms |
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+ | Latency (P50) | 1,394.02 s |
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+ | Latency (P90) | 1,460.10 s |
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+ | Latency (P99) | 1,460.10 s |
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+ | Input tokens per request | 64,088 |
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+ | Output tokens per request | 3,000 |
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+
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+
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+
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+
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  | Item | Observed value |
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  |------|---------------:|
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  | Dynamic Cubic mode | A8 |
 
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  ## 8. Contact Us
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+ If you have any questions, please reach out at [support@moonshot.ai](mailto:support@moonshot.ai).