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Text generation · T4 · 16 GB

Speeds compare only within one exact test. Recipe availability is checked on each report against the published recipe executor.

  1. Qwen3-4B-AWQ

    Qwen · 1 tested configuration

    • AWQ · 8K → 2K tokens · No cache reuse
      Output throughput · includes prefill · 1 request
      15.4tok/s
      Best measured · 4 concurrent requests
      20.3tok/s
      Observed GPU occupancy
      12.7GiB
      First token
      28.5 s
      Use this recipe · 4 concurrent requests ↗Evidence report and run availability ↗Same test on other GPUs
      Test details · 2 concurrency levels

      Total output tokens divided by the full request window, including prefill and queueing.

      Occupancy includes engine buffers and reserved KV cache. It is not the minimum VRAM required by the model.

      Reports combined counts reports, not inference requests. Request successes and failures are listed in each report.

      Engine
      vllm · vLLM 0.29.0
      Protocol
      wbench-fixed-http-v3
      Dataset
      migration-analysis-v1:sha256=68590c248e43f32c04dfd8062464fd1e4856917795fe307225e5c6112a54fe94:cache=isolated:repeats=3
      Workload
      8192in-2048out
      ConcurrencyMean throughput (tok/s)P95TTFTObserved occupancy (GiB)GPU power (W)Reports combinedView report
      C115.39133.36 s28.5 s12.7467.91fcfe2d64 ↗
      C420.31468.13 s53.1 s12.7467.51fcfe2d64 ↗
Sortable tables by exact test condition · 2 rows
Text generation · 8K → 2K tokens · No cache reuse · 1 request · tok/s · 1 rows
ModelHardwareFormatEngineMean throughput (tok/s)P95TTFTObserved occupancy (GiB)GPU power (W)Reports combinedView report
Qwen3-4B-AWQT4 · 16 GBAWQvllmvLLM 0.29.015.39133.36 s28.5 s12.7467.91fcfe2d64 ↗
Text generation · 8K → 2K tokens · No cache reuse · 4 concurrent requests · tok/s · 1 rows
ModelHardwareFormatEngineMean throughput (tok/s)P95TTFTObserved occupancy (GiB)GPU power (W)Reports combinedView report
Qwen3-4B-AWQT4 · 16 GBAWQvllmvLLM 0.29.020.31468.13 s53.1 s12.7467.51fcfe2d64 ↗
Models with reports but no qualified results · 9

Their original reports remain available on each model page. They did not qualify for comparison; each report states why.

Models with reports but no qualified results · 9 rows
ModelTest task
Qwen2.5-0.5Bqwen2.5:0.5bText generation
qwen2.5-0.5b-instruct-q4_k_m.ggufQwen/Qwen2.5-0.5B-Instruct-GGUF/qwen2.5-0.5b-instruct-q4_k_m.ggufText generation
qwen2.5-1.5b-instruct-q4_k_m.ggufQwen/Qwen2.5-1.5B-Instruct-GGUF/qwen2.5-1.5b-instruct-q4_k_m.ggufText generation
Qwen2.5-3Bqwen2.5:3bText generation
qwen2.5-3b-instruct-q4_k_m.ggufQwen/Qwen2.5-3B-Instruct-GGUF/qwen2.5-3b-instruct-q4_k_m.ggufText generation
Qwen2.5-7Bqwen2.5:7bText generation
Qwen3-0.6B-GPTQ-Int8Qwen/Qwen3-0.6B-GPTQ-Int8Text generation
Qwen3-8B-AWQQwen/Qwen3-8B-AWQText generation
Qwen3-14B-AWQQwen/Qwen3-14B-AWQText generation