80 GB · 7 reports

A100-SXM4-80GB · 80 GB

Qualified results first; original reports and full tables stay below.
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Speech recognition · 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 recognition · A100-SXM4-80GB · 80 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. whisper-tiny

    openai · 6 tested configurations · 3 GPUs

    • RTX 3080 Ti · 12 GBfp16 · Audio → Text · asr_prompts · Test duration 2 s
      Throughput · Batch 1
      65.7audio-sec/sec
      Best measured · Batch 4
      91.8audio-sec/sec
      Observed GPU occupancy
      0.4GiB
      P95 latency
      Not recorded
      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
      faster-whisper · PyTorch 2.12.1+cu130
      Protocol
      audio-native-v1
      Dataset
      asr_prompts
      Workload
      asr
      Batch sizeMean throughput (audio-sec/sec)P95TTFTObserved occupancy (GiB)GPU power (W)Reports combinedView report
      B165.65——0.41134.913f8b97e6 ↗
      B491.84——0.4143.613f8b97e6 ↗
    Show 2 more GPUs
    • V100-PCIE-32GB · 32 GBfp16 · Audio → Text · asr_prompts · Test duration 1 s
      Throughput · Batch 1
      105audio-sec/sec
      Best measured · Batch 4
      156audio-sec/sec
      Observed GPU occupancy
      0.5GiB
      P95 latency
      Not recorded
      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
      faster-whisper · PyTorch 2.12.1+cu126
      Protocol
      audio-native-v1
      Dataset
      asr_prompts
      Workload
      asr
      Batch sizeMean throughput (audio-sec/sec)P95TTFTObserved occupancy (GiB)GPU power (W)Reports combinedView report
      B1104.96——0.5151.5164035c7b ↗
      B4155.93——0.5250.1164035c7b ↗
    • 1 other test configurations on this GPU
      • fp16 · Audio → Text · asr_prompts · Test duration 5 s
        Throughput · Batch 1
        90.9audio-sec/sec
        Best measured · Batch 4
        132audio-sec/sec
        Observed GPU occupancy
        0.5GiB
        P95 latency
        Not recorded
        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
        faster-whisper · PyTorch 2.12.1+cu126
        Protocol
        audio-native-v1
        Dataset
        asr_prompts
        Workload
        asr
        Batch sizeMean throughput (audio-sec/sec)P95TTFTObserved occupancy (GiB)GPU power (W)Reports combinedView report
        B190.94——0.5151.510e4ef00c1 ↗
        B4132.16——0.5251.210e4ef00c1 ↗
    • vGPU-32GB · 32 GBfp16 · Audio → Text · asr_prompts
      Throughput · Batch 1
      73.7audio-sec/sec
      Observed GPU occupancy
      0.4GiB
      P95 latency
      Not recorded
      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
      faster-whisper · PyTorch 2.13.0+cu130
      Protocol
      audio-native-v1
      Dataset
      asr_prompts
      Workload
      asr
      Batch sizeMean throughput (audio-sec/sec)P95TTFTObserved occupancy (GiB)GPU power (W)Reports combinedView report
      B173.68——0.3846.817d182de2 ↗
      B468.2——0.3849.217d182de2 ↗
    • 2 other test configurations on this GPU
      • fp16 · Audio → Text · asr_prompts · Test duration 4 s
        Throughput · Batch 1
        122audio-sec/sec
        Best measured · Batch 4
        168audio-sec/sec
        Observed GPU occupancy
        0.4GiB
        P95 latency
        Not recorded
        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
        faster-whisper
        Protocol
        audio-native-v1
        Dataset
        asr_prompts
        Workload
        asr
        Batch sizeMean throughput (audio-sec/sec)P95TTFTObserved occupancy (GiB)GPU power (W)Reports combinedView report
        B1121.9——0.4273.617aaa1f0d ↗
        B4168.25——0.4277.417aaa1f0d ↗
      • fp16 · Audio → Text · asr_prompts · Test duration 1 s
        Throughput · Batch 1
        137audio-sec/sec
        Best measured · Batch 4
        205audio-sec/sec
        Observed GPU occupancy
        0.4GiB
        P95 latency
        Not recorded
        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
        faster-whisper · PyTorch 2.13.0+cu130
        Protocol
        audio-native-v1
        Dataset
        asr_prompts
        Workload
        asr
        Batch sizeMean throughput (audio-sec/sec)P95TTFTObserved occupancy (GiB)GPU power (W)Reports combinedView report
        B1137.01——0.3854.314b83f25d ↗
        B4205.27——0.3866.314b83f25d ↗
  2. SenseVoiceSmall

    FunAudioLLM · 1 tested configuration · 1 GPU

    • RTX 3080 Ti · 12 GBfp16 · Audio → Text · asr_prompts
      Throughput · Batch 1
      360audio-sec/sec
      Best measured · Batch 2
      365audio-sec/sec
      Observed GPU occupancy
      1.3GiB
      P95 latency
      Not recorded
      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
      funasr · PyTorch 2.12.1+cu130
      Protocol
      audio-native-v1
      Dataset
      asr_prompts
      Workload
      asr
      Batch sizeMean throughput (audio-sec/sec)P95TTFTObserved occupancy (GiB)GPU power (W)Reports combinedView report
      B1359.69——1.27101.71c6b5f31d ↗
      B2364.87——1.27101.61c6b5f31d ↗

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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No benchmarks are currently reported as running.

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, 11:57:04 PM