179 GB · 13 reports

B200 · 179 GB

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All tasks · Qualified results

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

No qualified results yet · All tasks · B200 · 179 GB

No reports for this task have been recorded here. This does not show that the model or GPU cannot run it.

Measured alternatives on other GPUs

Measured on different GPUs with the same or smaller listed capacity. These are references for choosing hardware, not performance or compatibility evidence for your selected GPU.

  1. Qwen3.8-Flash-Next-NVFP4-NVIDIA

    Qwen/Qwen3.8-Flash-Next · 6 tested configurations · 1 GPU

    • RTX PRO 6000 Blackwell Server Edition · 96 GBQ4_K_XL · 8K → 2K tokensCPU + GPU hybrid
      Output throughput · includes prefill · 1 request
      125tok/s
      Observed GPU occupancy
      79.7GiB
      First token
      1.8 s
      Test details

      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
      strata
      Protocol
      wbench-fixed-http-v1
      Dataset
      synthetic-tokenizer-v1:repeats=3
      Workload
      8192in-2048out
      ConcurrencyMean throughput (tok/s)P95TTFTObserved occupancy (GiB)GPU power (W)Reports combinedView report
      C1125.0623.75 s1.8 s79.71279.5118c8631f ↗
    • 5 other test configurations on this GPU
      • NVFP4 · 8K → 2K tokensCPU + GPU hybrid
        Output throughput · includes prefill · 1 request
        151tok/s
        Observed GPU occupancy
        71.2GiB
        First token
        1.1 s
        Test details

        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
        strata
        Protocol
        wbench-fixed-http-v1
        Dataset
        synthetic-tokenizer-v1:repeats=3
        Workload
        8192in-2048out
        ConcurrencyMean throughput (tok/s)P95TTFTObserved occupancy (GiB)GPU power (W)Reports combinedView report
        C1151.3915.46 s1.1 s71.22292.2160a45fd1 ↗
      • NVFP4 · 8K → 2K tokensCPU + GPU hybrid
        Output throughput · includes prefill · 1 request
        135tok/s
        Observed GPU occupancy
        71.2GiB
        First token
        1.3 s
        Test details

        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
        strata
        Protocol
        wbench-fixed-http-v1
        Dataset
        synthetic-tokenizer-v1:repeats=3
        Workload
        8192in-2048out
        ConcurrencyMean throughput (tok/s)P95TTFTObserved occupancy (GiB)GPU power (W)Reports combinedView report
        C1134.6319.87 s1.3 s71.222801f2b52c15 ↗
      • NVFP4 · 32K → 2K tokensCPU + GPU hybrid
        Output throughput · includes prefill · 1 request
        114tok/s
        Observed GPU occupancy
        71.2GiB
        First token
        4.8 s
        Test details

        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
        strata
        Protocol
        wbench-fixed-http-v1
        Dataset
        synthetic-tokenizer-v1:repeats=3
        Workload
        32768in-2048out
        ConcurrencyMean throughput (tok/s)P95TTFTObserved occupancy (GiB)GPU power (W)Reports combinedView report
        C1114.2520.98 s4.8 s71.22316.114342000e ↗
      • Q4_K_XL · 32K → 2K tokensCPU + GPU hybrid
        Output throughput · includes prefill · 1 request
        106tok/s
        Observed GPU occupancy
        79.7GiB
        First token
        6.7 s
        Test details

        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
        strata
        Protocol
        wbench-fixed-http-v1
        Dataset
        synthetic-tokenizer-v1:repeats=3
        Workload
        32768in-2048out
        ConcurrencyMean throughput (tok/s)P95TTFTObserved occupancy (GiB)GPU power (W)Reports combinedView report
        C1106.1123.97 s6.7 s79.71308166369e97 ↗
      • NVFP4 · 32K → 2K tokensCPU + GPU hybrid
        Output throughput · includes prefill · 1 request
        124tok/s
        Observed GPU occupancy
        71.2GiB
        First token
        4.1 s
        Test details

        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
        strata
        Protocol
        wbench-fixed-http-v1
        Dataset
        synthetic-tokenizer-v1:repeats=3
        Workload
        32768in-2048out
        ConcurrencyMean throughput (tok/s)P95TTFTObserved occupancy (GiB)GPU power (W)Reports combinedView report
        C1124.4418.26 s4.1 s71.22319.514a41258c ↗

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

Original reports

Every report for this task, including quality, diagnostic and legacy runs that do not enter comparisons.

Running benchmarks

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Methodology

Average of error-free runs for the selected recorded configuration. Missing methods and fallback runs are not ranked. Performance index = average / fastest matching hardware × 100. Value index = performance per purchase cost / best comparable value × 100. Quality is separate by dataset and protocol. Prices are dated seller listings, not completed transactions or market averages.

Updated 11/7/2026, 11:45:23 PM