48 GB · 7 reports

Apple M2 Max GPU (38-core) · 48 GB

Qualified results first; original reports and full tables stay below.
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Speech synthesis · 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 · Speech synthesis · Apple M2 Max GPU (38-core) · 48 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. Kokoro-82M

    hexgrad · 5 tested configurations · 3 GPUs

    • RTX 3080 Ti · 12 GBfp32 · Text → Audio · kokoro-english-v1 · Test duration 6 s
      Throughput · Batch 1
      49.2audio-sec/sec
      Best measured · Batch 2
      52.8audio-sec/sec
      Observed GPU occupancy
      1GiB
      P95 latency
      73 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 2.12.1+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
      B149.1873 ms—1158.913c7db092 ↗
      B252.8140 ms—1.06194.713c7db092 ↗
    Show 2 more GPUs
    • V100-PCIE-32GB · 32 GBfp32 · Text → Audio · kokoro-english-v1 · Test duration 6 s
      Throughput · Batch 1
      36audio-sec/sec
      Best measured · Batch 2
      37.8audio-sec/sec
      Observed GPU occupancy
      1.4GiB
      P95 latency
      105 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 2.12.1+cu126
      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
      B135.95105 ms—1.4576.311b40f8533 ↗
      B237.83237 ms—1.4582.611b40f8533 ↗
    • vGPU-32GB · 32 GBfp32 · 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 ↗

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 11/5/2026, 9:51:21 PM