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Decision · All measured GPUs

7 models with qualified results. Speeds compare only within one exact test; use “Same test on other GPUs” to compare hardware.

  1. StartLux-Decision-v1-0.8B

    startlux-models · 2 tested configurations · 1 GPU

    • RTX PRO 6000 Blackwell Server Edition · 96 GBbf16 · Text → Structured data · typed-invoices-v1 · Test duration 6 s
      Throughput · Batch 1
      50.3decisions/sec
      Observed GPU occupancy
      3.2GiB
      P95 latency
      20 ms
      Use this recipe · Batch 1 ↗Evidence report and run availability ↗Same test on other GPUs
      Test details

      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
      startlux-native · PyTorch 2.11.0+cu130
      Protocol
      native-forward-v1
      Dataset
      typed-invoices-v1
      Workload
      decision
      Batch sizeMean throughput (decisions/sec)P95TTFTObserved occupancy (GiB)GPU power (W)Reports combinedView report
      B150.2520 ms—3.17161.31df141700 ↗
    • 1 other test configurations on this GPU
      • bf16 · Text → Structured data · typed-invoices-v1 · Test duration 6 s
        Throughput · Batch 1
        50.3decisions/sec
        Observed GPU occupancy
        2.3GiB
        P95 latency
        20 ms
        Use this recipe · Batch 1 ↗Evidence report and run availability ↗Same test on other GPUs
        Test details

        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
        startlux-native · PyTorch 2.11.0+cu130
        Protocol
        native-forward-v1
        Dataset
        typed-invoices-v1
        Workload
        decision
        Batch sizeMean throughput (decisions/sec)P95TTFTObserved occupancy (GiB)GPU power (W)Reports combinedView report
        B150.2820 ms—2.2916518c1985ea ↗

  2. Intern-Decision-0.8B

    internlm · 4 tested configurations · 1 GPU

    • RTX PRO 6000 Blackwell Server Edition · 96 GBbf16 · Text → Structured data · typed-invoices-v1 · Test duration 6 s
      Throughput · Batch 1
      50.8decisions/sec
      Best measured · Batch 17
      347decisions/sec
      Observed GPU occupancy
      2.4GiB
      P95 latency
      20 ms
      Use this recipe · Batch 17 ↗Evidence report and run availability ↗Same test on other GPUs
      Test details · 2 batch sizes

      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
      intern-decision-native · PyTorch 2.11.0+cu130
      Protocol
      native-forward-v1
      Dataset
      typed-invoices-v1
      Workload
      decision
      Batch sizeMean throughput (decisions/sec)P95TTFTObserved occupancy (GiB)GPU power (W)Reports combinedView report
      B150.8320 ms—2.36169218b06f63 ↗
      B17346.7250 ms—3.0737816ccb367c ↗
    • 3 other test configurations on this GPU

  3. clef-flash

    Cloudflare · 6 tested configurations · 2 GPUs

    • RTX PRO 6000 Blackwell Server Edition · 96 GBbf16 · Text → Structured data · typed-invoices-v1 · Test duration 33 s
      Throughput · Batch 1
      31.8decisions/sec
      Best measured · Batch 4
      39.3decisions/sec
      Observed GPU occupancy
      18.9GiB
      P95 latency
      32 ms
      Use this recipe · Batch 4 ↗Evidence report and run availability ↗Same test on other GPUs
      Test details · 4 batch sizes

      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
      clef-native · PyTorch 2.11.0
      Protocol
      native-forward-v1
      Dataset
      typed-invoices-v1
      Workload
      decision
      Batch sizeMean throughput (decisions/sec)P95TTFTObserved occupancy (GiB)GPU power (W)Reports combinedView report
      B131.8332 ms—18.95388.5110c64aff ↗
      B439.2793 ms—18.95449.5110c64aff ↗
      B165.418.21 s—19.28233.4110c64aff ↗
      B6415.439.66 s—21.89324.3110c64aff ↗
    • 1 other test configurations on this GPU
      • bf16 · Text → Structured data · typed-invoices-v1 · Test duration 6 s
        Throughput · Batch 16
        47.7decisions/sec
        Observed GPU occupancy
        19.5GiB
        P95 latency
        338 ms
        Use this recipe · Batch 16 ↗Evidence report and run availability ↗Same test on other GPUs
        Test details

        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
        clef-native · PyTorch 2.11.0+cu130
        Protocol
        native-forward-v1
        Dataset
        typed-invoices-v1
        Workload
        decision
        Batch sizeMean throughput (decisions/sec)P95TTFTObserved occupancy (GiB)GPU power (W)Reports combinedView report
        B1647.71338 ms—19.55499.5282d98b36 ↗
    • vGPU-32GB · 32 GBbf16 · Text → Structured data · typed-invoices-v1 · Test duration 1 s
      Throughput · Batch 1
      10.3decisions/sec
      Best measured · Batch 4
      10.9decisions/sec
      Observed GPU occupancy
      18.2GiB
      P95 latency
      104 ms
      Use this recipe · Batch 4 ↗Evidence report and run availability ↗Same test on other GPUs
      Test details · 2 batch sizes

      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
      clef-native
      Protocol
      native-forward-v1
      Dataset
      typed-invoices-v1
      Workload
      decision
      Batch sizeMean throughput (decisions/sec)P95TTFTObserved occupancy (GiB)GPU power (W)Reports combinedView report
      B110.26104 ms—18.1767.911d1661ad ↗
      B410.89389 ms—18.4915611d1661ad ↗
    • 3 other test configurations on this GPU
      • bf16 · Text → Structured data · typed-invoices-v1 · Test duration 6 s
        Throughput · Batch 1
        10.6decisions/sec
        Best measured · Batch 4
        11decisions/sec
        Observed GPU occupancy
        18.2GiB
        P95 latency
        99 ms
        Use this recipe · Batch 4 ↗Evidence report and run availability ↗Same test on other GPUs
        Test details · 2 batch sizes

        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
        clef-native · PyTorch 2.13.0+cu130
        Protocol
        native-forward-v1
        Dataset
        typed-invoices-v1
        Workload
        decision
        Batch sizeMean throughput (decisions/sec)P95TTFTObserved occupancy (GiB)GPU power (W)Reports combinedView report
        B110.5699 ms—18.17206.1263f44036 ↗
        B411.04402 ms—18.55244.4263f44036 ↗
      • bf16 · Text → Structured data · typed-invoices-v1 · Test duration 6 s
        Throughput · Batch 1
        10.6decisions/sec
        Best measured · Batch 4
        11.1decisions/sec
        Observed GPU occupancy
        18.2GiB
        P95 latency
        103 ms
        Use this recipe · Batch 4 ↗Evidence report and run availability ↗Same test on other GPUs
        Test details · 2 batch sizes

        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
        clef-native
        Protocol
        native-forward-v1
        Dataset
        typed-invoices-v1
        Workload
        decision
        Batch sizeMean throughput (decisions/sec)P95TTFTObserved occupancy (GiB)GPU power (W)Reports combinedView report
        B110.56103 ms—18.17196.814eb73a4d ↗
        B411.1390 ms—18.56235.914eb73a4d ↗
      • bf16 · 1K → 1K tokens
        Throughput · Batch 1
        10.2decisions/sec
        Best measured · Batch 4
        10.9decisions/sec
        Observed GPU occupancy
        18.2GiB
        P95 latency
        104 ms
        Use this recipe · Batch 4 ↗Evidence report and run availability ↗Same test on other GPUs
        Test details · 2 batch sizes

        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
        Protocol
        native-forward-v1
        Dataset
        typed-invoices-v1
        Workload
        decision
        Batch sizeMean throughput (decisions/sec)P95TTFTObserved occupancy (GiB)GPU power (W)Reports combinedView report
        B110.19104 ms—18.1769.81caef7154 ↗
        B410.88388 ms—18.49152.81caef7154 ↗

Models shown: 3 / 7

All results for this choice (7)

Recipe availability is checked on each report against the published recipe executor.

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

Measured hardware

19 more GPUs without qualified results for this task

GPU not listed? Test your own GPU

Running benchmarks

0Updates automatically

No benchmarks are currently reported as running.

RTX PRO 6000 Blackwell Server Edition · 96 GB · 403 queued · 0 running · 0 awaiting reassignment · 6 succeeded · 3 failed or exhausted

L4 · 24 GB · 91 queued · 0 running · 0 awaiting reassignment · 22 succeeded · 7 failed or exhausted

T4 · 16 GB · 22 queued · 0 running · 0 awaiting reassignment · 3 succeeded · 8 failed or exhausted