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Actual Computer — Every computer, one endpoint

Matrix runs

A matrix run measures prompt reading (prefill) and generation (decode) speed in one go, across several context lengths and numbers of simultaneous requests. Run one with lmx speed-test matrix run.

All runs 738

Newest first. Page 2 of 30.
  • Qwen3.5-122B-A10B-GPTQ-Int4Intel Arc Pro B65 32GB ×4 · vllm 0.31.0+xpu.llmscaler · GPTQ-4bit6 contexts × 5 concurrency levels
    Peak decode
    539.6 tok/s
    Peak prefill
    6,010 tok/s
    by @imthekaiser
  • Muse-Glimmer-30BIntel Arc Pro B65 32GB ×4 · vllm 0.26.1.dev0+xpu.llmscaler-1.5 · FP84 contexts × 5 concurrency levels
    Peak decode
    343.7 tok/s
    Peak prefill
    2,679 tok/s
    by @imthekaiser
  • Muse-Glimmer-30BIntel Arc Pro B65 32GB ×4 · vllm 0.31.0+xpu.llmscaler · FP84 contexts × 5 concurrency levels
    Peak decode
    476.4 tok/s
    Peak prefill
    2,709 tok/s
    by @imthekaiser
  • Muse-Glimmer-30BIntel Arc Pro B65 32GB ×4 · vllm 0.32.0 · BF164 contexts × 5 concurrency levels
    Peak decode
    399.3 tok/s
    Peak prefill
    3,898 tok/s
    by @imthekaiser
  • Gemma-4-31B-IT-NVFP4H200 NVL 141GB ×2 · sglang 0.5.6.post3.dev9335+gdd15fb57b · NVFP46 contexts × 8 concurrency levels
    Peak decode
    170.5 tok/s
    Peak prefill
    6,589 tok/s
    by @keennay
  • GLM-4.7-FlashIntel Arc Pro B65 32GB ×4 · vllm 0.32.0 · BF165 contexts × 5 concurrency levels
    Peak decode
    595.7 tok/s
    Peak prefill
    9,041 tok/s
    by @imthekaiser
  • gpt-oss-20bIntel Arc Pro B65 32GB ×4 · vllm 0.32.0 · MXFP44 contexts × 5 concurrency levels
    Peak decode
    1,670.0 tok/s
    Peak prefill
    14.3K tok/s
    by @imthekaiser
  • Qwen3.5-9BIntel Arc Pro B65 32GB ×4 · vllm 0.31.0+xpu.llmscaler · FP86 contexts × 5 concurrency levels
    Peak decode
    1,568.3 tok/s
    Peak prefill
    10.6K tok/s
    by @imthekaiser
  • Qwen3.5-9BIntel Arc Pro B65 32GB ×4 · vllm 0.32.0 · BF166 contexts × 5 concurrency levels
    Peak decode
    1,132.8 tok/s
    Peak prefill
    10.4K tok/s
    by @imthekaiser
  • DeepSeek-V4.1-Flash-1017H200 NVL 141GB ×2 · vllm 0.32.0 · MXFP4+FP86 contexts × 8 concurrency levels
    Peak decode
    303.7 tok/s
    Peak prefill
    2,844 tok/s
    by @keennay
  • Qwen3.8-27BIntel Arc Pro B65 32GB ×4 · vllm 0.31.0+xpu.llmscaler · INT46 contexts × 5 concurrency levels
    Peak decode
    468.2 tok/s
    Peak prefill
    3,748 tok/s
    by @imthekaiser
  • Qwen3.8-27B-FP8Intel Arc Pro B65 32GB ×4 · vllm 0.32.0 · FP86 contexts × 5 concurrency levels
    Peak decode
    404.2 tok/s
    Peak prefill
    2,099 tok/s
    by @imthekaiser
  • Qwen3.8-27BIntel Arc Pro B65 32GB ×4 · vllm 0.32.0 · BF166 contexts × 5 concurrency levels
    Peak decode
    389.5 tok/s
    Peak prefill
    3,699 tok/s
    by @imthekaiser
  • Qwen3.6-35B-A3BIntel Arc Pro B65 32GB ×4 · vllm 0.31.0+xpu.llmscaler · INT46 contexts × 5 concurrency levels
    Peak decode
    833.4 tok/s
    Peak prefill
    12.3K tok/s
    by @imthekaiser
  • Qwen3.6-35B-A3BIntel Arc Pro B65 32GB ×4 · vllm 0.31.0+xpu.llmscaler · FP86 contexts × 5 concurrency levels
    Peak decode
    1,030.5 tok/s
    Peak prefill
    12.8K tok/s
    by @imthekaiser
  • Qwen3.6-35B-A3BIntel Arc Pro B65 32GB ×4 · vllm 0.32.0 · BF166 contexts × 5 concurrency levels
    Peak decode
    855.6 tok/s
    Peak prefill
    11.9K tok/s
    by @imthekaiser
  • Qwen3.6-27BIntel Arc Pro B65 32GB ×4 · vllm 0.31.0+xpu.llmscaler · INT46 contexts × 5 concurrency levels
    Peak decode
    471.7 tok/s
    Peak prefill
    3,752 tok/s
    by @imthekaiser
  • Qwen3.8-27B-W3Rot-INT3-Paiton-RDNA4Radeon AI Pro R9700 32GB · vllm 0.29.0 · W3A43 contexts × 2 concurrency levels
    Peak decode
    543.7 tok/s
    Peak prefill
    3,973 tok/s
    by anonymous
  • Qwen3.6-27BIntel Arc Pro B65 32GB ×4 · vllm 0.31.0+xpu.llmscaler · FP86 contexts × 5 concurrency levels
    Peak decode
    626.7 tok/s
    Peak prefill
    3,858 tok/s
    by @imthekaiser
  • Qwen3.6-27BIntel Arc Pro B65 32GB ×4 · vllm 0.32.0 · BF166 contexts × 5 concurrency levels
    Peak decode
    396.1 tok/s
    Peak prefill
    3,709 tok/s
    by @imthekaiser
  • gpt-oss-20bIntel Arc Pro B65 32GB · vllm 0.32.0 · MXFP44 contexts × 5 concurrency levels
    Peak decode
    760.9 tok/s
    Peak prefill
    6,326 tok/s
    by @imthekaiser
  • Qwen3.8-Flash-Next-W4A8-Paiton-RDNA4Radeon AI Pro R9700 32GB ×2 · vllm 0.29.0 · W4A81 context × 2 concurrency levels
    Peak decode
    678.2 tok/s
    Peak prefill
    7,121 tok/s
    by anonymous
  • Qwen3.8-Flash-Next-W3A8-Paiton-RDNA4Radeon AI Pro R9700 32GB ×2 · vllm 0.29.0 · W3A81 context × 2 concurrency levels
    Peak decode
    745.2 tok/s
    Peak prefill
    8,292 tok/s
    by anonymous
  • Qwen3.8-Flash-Next-W4A16Intel Arc Pro B65 32GB ×4 · vllm 0.30.0 · INT4_W4A166 contexts × 3 concurrency levels
    Peak decode
    243.2 tok/s
    Peak prefill
    3,229 tok/s
    by @imthekaiser
  • Qwen3.8-Flash-Next-W4A16Intel Arc Pro B65 32GB ×4 · vllm 0.30.0 · INT4_W4A166 contexts × 3 concurrency levels
    Peak decode
    159.2 tok/s
    Peak prefill
    3,513 tok/s
    by @imthekaiser