入門指南排行榜Decode calculator模型OrganizationsReportsMatrix runs硬體基準評測市集租用ProAPI文件
語言
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 740

Newest first. Page 5 of 30.
  • Ling-3.0-tiny-int4RTX PRO 6000 Blackwell Server Edition 96GB · vllm 0.30.1rc1.dev452+g73a583112 · INT45 contexts × 8 concurrency levels
    Peak decode
    6,091.1 tok/s
    Peak prefill
    57.5K tok/s
    by @keennay
  • Ling-3.0-tiny-fp8RTX PRO 6000 Blackwell Server Edition 96GB · vllm 0.30.1rc1.dev452+g73a583112 · FP85 contexts × 8 concurrency levels
    Peak decode
    5,377.7 tok/s
    Peak prefill
    60.5K tok/s
    by @keennay
  • Ling-3.0-tiny-baseRTX PRO 6000 Blackwell Server Edition 96GB · vllm 0.30.1rc1.dev452+g73a583112 · BF166 contexts × 8 concurrency levels
    Peak decode
    4,471.3 tok/s
    Peak prefill
    55.5K tok/s
    by @keennay
  • Ling-3.0-tiny-base-midtrainRTX PRO 6000 Blackwell Server Edition 96GB · vllm 0.30.1rc1.dev452+g73a583112 · BF166 contexts × 8 concurrency levels
    Peak decode
    2,563.8 tok/s
    Peak prefill
    55.9K tok/s
    by @keennay
  • Ling-3.0-tinyRTX PRO 6000 Blackwell Server Edition 96GB · sglang 0.5.22.dev236+g1093c501d · BF165 contexts × 8 concurrency levels
    Peak decode
    6,109.2 tok/s
    Peak prefill
    23.5K tok/s
    by @keennay
  • NVIDIA-Nemotron-3.5-Lightning-30B-A3B-NVFP4RTX 3090 24GB · vllm 0.26.0 · NVFP43 contexts × 3 concurrency levels
    Peak decode
    1,092.4 tok/s
    Peak prefill
    6,659 tok/s
    by @Lottolabs
  • Qwen3.8-27B-GPTQ-4bitRTX 3090 24GB · vllm 0.26.0 · GPTQ3 contexts × 3 concurrency levels
    Peak decode
    80.6 tok/s
    Peak prefill
    1,292 tok/s
    by @Lottolabs
  • Ling-3.0-tiny-int4RTX PRO 6000 Blackwell Server Edition 96GB · sglang 0.5.22.dev236+g1093c501d · INT45 contexts × 8 concurrency levels
    Peak decode
    5,636.2 tok/s
    Peak prefill
    23.6K tok/s
    by @keennay
  • Ling-3.0-tiny-fp8RTX PRO 6000 Blackwell Server Edition 96GB · sglang 0.5.22.dev236+g1093c501d · FP85 contexts × 8 concurrency levels
    Peak decode
    6,226.5 tok/s
    Peak prefill
    23.1K tok/s
    by @keennay
  • Ling-3.0-tiny-baseRTX PRO 6000 Blackwell Server Edition 96GB · sglang 0.5.22.dev236+g1093c501d · BF166 contexts × 8 concurrency levels
    Peak decode
    7,051.4 tok/s
    Peak prefill
    26.3K tok/s
    by @keennay
  • Ling-3.0-tiny-base-midtrainRTX PRO 6000 Blackwell Server Edition 96GB · sglang 0.5.22.dev236+g1093c501d · BF166 contexts × 8 concurrency levels
    Peak decode
    7,054.6 tok/s
    Peak prefill
    26.1K tok/s
    by @keennay
  • Qwen3-0.6BRTX 3090 24GB · vllm 0.26.0 · BF164 contexts × 5 concurrency levels
    Peak decode
    1,635.7 tok/s
    Peak prefill
    30.8K tok/s
    by @Lottolabs
  • Ling-3.0-flash-int4RTX PRO 6000 Blackwell Server Edition 96GB · sglang 0.5.22.dev236+g1093c501d · INT46 contexts × 8 concurrency levels
    Peak decode
    572.1 tok/s
    Peak prefill
    15.1K tok/s
    by @keennay
  • LFM2.5-2.6BRTX 3090 24GB · vllm 0.26.0 · BF164 contexts × 5 concurrency levels
    Peak decode
    1,553.7 tok/s
    Peak prefill
    11K tok/s
    by @Lottolabs
  • Ling-3.0-flash-fp4RTX PRO 6000 Blackwell Server Edition 96GB · sglang 0.5.22.dev236+g1093c501d · MXFP4+FP86 contexts × 8 concurrency levels
    Peak decode
    888.4 tok/s
    Peak prefill
    19.9K tok/s
    by @keennay
  • Ling-2.6-flash-int4RTX PRO 6000 Blackwell Server Edition 96GB · sglang 0.5.22.dev236+g1093c501d · INT45 contexts × 8 concurrency levels
    Peak decode
    988.4 tok/s
    Peak prefill
    13K tok/s
    by @keennay
  • Muse-Glimmer-30BRTX PRO 6000 Blackwell Server Edition 96GB · vllm 0.30.1rc1.dev452+g73a583112 · BF165 contexts × 8 concurrency levels
    Peak decode
    1,022.7 tok/s
    Peak prefill
    6,383 tok/s
    by @keennay
  • Muse-Glimmer-30BRTX PRO 6000 Blackwell Server Edition 96GB · vllm 0.30.1rc1.dev452+g73a583112 · BF165 contexts × 8 concurrency levels
    Peak decode
    759.7 tok/s
    Peak prefill
    6,382 tok/s
    by @keennay
  • Muse-Glimmer-30BRTX PRO 6000 Blackwell Server Edition 96GB · sglang 0.5.22.dev220+gfa7784d14 · BF165 contexts × 8 concurrency levels
    Peak decode
    766.2 tok/s
    Peak prefill
    6,729 tok/s
    by @keennay
  • Muse-Glimmer-30BRTX PRO 6000 Blackwell Server Edition 96GB · sglang 0.5.22.dev220+gfa7784d14 · BF165 contexts × 8 concurrency levels
    Peak decode
    102.8 tok/s
    Peak prefill
    6,028 tok/s
    by @keennay
  • Fara1.5-9BRTX PRO 6000 Blackwell Server Edition 96GB · vllm 0.30.1rc1.dev452+g73a583112 · BF166 contexts × 8 concurrency levels
    Peak decode
    1,887.0 tok/s
    Peak prefill
    21.5K tok/s
    by @keennay
  • Fara1.5-4BRTX PRO 6000 Blackwell Server Edition 96GB · vllm 0.30.1rc1.dev452+g73a583112 · BF166 contexts × 8 concurrency levels
    Peak decode
    4,786.2 tok/s
    Peak prefill
    34.6K tok/s
    by @keennay
  • limite-1b-violettoRTX PRO 6000 Blackwell Server Edition 96GB · vllm 0.30.1rc1.dev452+g73a583112 · BF165 contexts × 8 concurrency levels
    Peak decode
    438.3 tok/s
    Peak prefill
    63.7K tok/s
    by @keennay
  • limite-1b-baseRTX PRO 6000 Blackwell Server Edition 96GB · vllm 0.30.1rc1.dev452+g73a583112 · BF165 contexts × 8 concurrency levels
    Peak decode
    6,830.6 tok/s
    Peak prefill
    95.7K tok/s
    by @keennay
  • limite-1b-base-soupRTX PRO 6000 Blackwell Server Edition 96GB · vllm 0.30.1rc1.dev452+g73a583112 · BF165 contexts × 8 concurrency levels
    Peak decode
    8,125.7 tok/s
    Peak prefill
    95.4K tok/s
    by @keennay