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1. What do you want to run? Numbers are models with qualified results.
Speech recognition · RTX PRO 6000 Blackwell Server Edition · 96 GB
2 models with qualified results. Speeds compare only within one exact test; use “Same test on other GPUs” to compare hardware.
granite-speech-5.0-470m-turboctc
ibm-granite · 2 tested configurations
- Native · Audio → Text · asr_prompts · Test duration 16 s
- Throughput · Batch 1
- 2,662audio-sec/sec
- Best measured · Batch 32
- 9,194audio-sec/sec
- Observed GPU occupancy
- 1.6GiB
- P95 latency
- Not recorded
Test details · 11 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
- transformers-ctc · PyTorch 2.13.0
- Protocol
- audio-native-v1
- Dataset
- asr_prompts
- Workload
- asr
Batch size Mean throughput (audio-sec/sec) P95 TTFT Observed occupancy (GiB) GPU power (W) Reports combined View report B1 2,662.33 — — 1.64 122.1 1 3be7f67e ↗ B2 4,844.87 — — 1.67 134.9 1 3be7f67e ↗ B4 6,237.58 — — 1.75 148 1 3be7f67e ↗ B8 7,907.41 — — 1.9 165.1 1 3be7f67e ↗ B16 9,083.29 — — 2.33 194.8 1 3be7f67e ↗ B32 9,193.57 — — 3.25 243.5 1 3be7f67e ↗ B64 8,622.98 — — 5.09 345.5 1 3be7f67e ↗ B128 8,355.43 — — 10.1 451 1 3be7f67e ↗ B256 8,343 — — 20.09 477.6 1 3be7f67e ↗ B512 8,391.94 — — 40.63 492.3 1 3be7f67e ↗ B1024 8,387.34 — — 80.89 501.3 1 3be7f67e ↗ 1 other test configurations on this GPU
- Native · Audio → Text · asr_prompts
- Throughput · Batch 1
- 3,143audio-sec/sec
- Best measured · Batch 16
- 8,581audio-sec/sec
- Observed GPU occupancy
- 1.6GiB
- P95 latency
- Not recorded
Test details · 3 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
- transformers-ctc · PyTorch 2.13.0
- Protocol
- audio-native-v1
- Dataset
- asr_prompts
- Workload
- asr
Batch size Mean throughput (audio-sec/sec) P95 TTFT Observed occupancy (GiB) GPU power (W) Reports combined View report B1 3,143.16 — — 1.64 95.8 1 d77a0cfd ↗ B8 8,162.53 — — 1.64 105.2 1 d77a0cfd ↗ B16 8,581.45 — — 1.92 111.9 1 d77a0cfd ↗
whisper-tiny
openai · 1 tested configuration
- fp16 · Audio → Text · asr_prompts · Test duration 2 s
- Throughput · Batch 1
- 233audio-sec/sec
- Best measured · Batch 4
- 364audio-sec/sec
- Observed GPU occupancy
- 1.4GiB
- 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 2.14.1
- Protocol
- audio-native-v1
- Dataset
- asr_prompts
- Workload
- asr
Batch size Mean throughput (audio-sec/sec) P95 TTFT Observed occupancy (GiB) GPU power (W) Reports combined View report B1 232.81 — — 1.42 113.5 2 ba5a45ac ↗ B4 364.19 — — 1.43 115.8 2 ba5a45ac ↗
Models shown: 2 / 2
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
- RTX 3080 Ti · 12 GB
- RTX PRO 6000 Blackwell Server Edition · 96 GB
- V100-PCIE-32GB · 32 GB
- vGPU-32GB · 32 GB
17 more GPUs without qualified results for this task
- 2 × RTX 5090 · 32 GB
- 7 × RTX 3080 · 10 GB
- A100-SXM4-40GB · 40 GB
- A100-SXM4-80GB · 80 GB
- Apple M2 Max GPU (38-core) · 48 GB
- B200 · 179 GB
- H100 80GB HBM3 · 80 GB
- L4 · 24 GB
- RTX 3080 · 10 GB
- RTX 3090 · 24 GB
- RTX 4080 SUPER · 32 GB
- RTX 4090 · 24 GB
- RTX 4090D · 48 GB
- RTX 5090 · 32 GB
- RTX PRO 6000 Blackwell Workstation Edition · 96 GB
- T4 · 16 GB
- Unknown · ? GB
Running benchmarks
0Updates automaticallyNo 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