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Speech synthesis · vGPU-32GB · 32 GB

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

  1. Kokoro-82M

    hexgrad · 3 tested configurations

    • fp32 · Text → Audio · kokoro-english-v1 · Test duration 6 s
      Throughput · Batch 1
      43.4audio-sec/sec
      Best measured · Batch 4
      44.9audio-sec/sec
      Observed GPU occupancy
      1GiB
      P95 latency
      101 ms
      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
      kokoro
      Protocol
      audio-native-v1
      Dataset
      kokoro-english-v1
      Workload
      tts
      Batch sizeMean throughput (audio-sec/sec)P95TTFTObserved occupancy (GiB)GPU power (W)Reports combinedView report
      B143.43101 ms—0.9964.11d8e4b3ce ↗
      B444.88396 ms—1.0369.11d8e4b3ce ↗
    • 2 other test configurations on this GPU
      • fp32 · Text → Audio · kokoro-english-v1 · Test duration 6 s
        Throughput · Batch 1
        40.4audio-sec/sec
        Best measured · Batch 4
        41.8audio-sec/sec
        Observed GPU occupancy
        1GiB
        P95 latency
        104 ms
        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
        kokoro · PyTorch 2.13.0+cu130
        Protocol
        audio-native-v1
        Dataset
        kokoro-english-v1
        Workload
        tts
        Batch sizeMean throughput (audio-sec/sec)P95TTFTObserved occupancy (GiB)GPU power (W)Reports combinedView report
        B140.36104 ms—0.9960.51c0488108 ↗
        B441.8426 ms—1.0365.91c0488108 ↗
      • fp32 · Text → Audio · kokoro-english-v1 · Test duration 6 s
        Throughput · Batch 1
        76.7audio-sec/sec
        Best measured · Batch 2
        79.8audio-sec/sec
        Observed GPU occupancy
        1GiB
        P95 latency
        45 ms
        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
        kokoro · PyTorch 2.13.0+cu130
        Protocol
        audio-native-v1
        Dataset
        kokoro-english-v1
        Workload
        tts
        Batch sizeMean throughput (audio-sec/sec)P95TTFTObserved occupancy (GiB)GPU power (W)Reports combinedView report
        B176.7245 ms—183.51d90a5c29 ↗
        B279.84100 ms—1.03100.81d90a5c29 ↗

Models shown: 1 / 1

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

17 more GPUs without qualified results for this task

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Running benchmarks

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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