RTX 5090 · 32 GB
Embedding · Qualified results
No qualified results yet · Embedding · RTX 5090 · 32 GB
No reports for this task have been recorded here. This does not show that the model or GPU cannot run it.
Qualified results for other tasks: Text generation (1)
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.
embeddinggemma-2
google · 9 tested configurations · 3 GPUs
- L4 · 24 GBnf4 · Text → Vectors · embedding-mteb-tasks-v1 · Test duration 90 s
- Throughput · Batch 1
- 175vectors/sec
- Best measured · Batch 16
- 1,639vectors/sec
- Observed GPU occupancy
- 0.9GiB
- P95 latency
- 6 ms
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
- sentence-transformers · PyTorch 2.12.1+cu126
- Protocol
- native-forward-v1
- Dataset
- embedding-mteb-tasks-v1
- Workload
- embedding
Batch size Mean throughput (vectors/sec) P95 TTFT Observed occupancy (GiB) GPU power (W) Reports combined View report B1 174.88 6 ms — 0.85 53.1 6 7ad6a821 ↗ B4 571.03 7 ms — 0.85 57 6 7ad6a821 ↗ B16 1,639.08 10 ms — 0.85 59.8 6 7ad6a821 ↗ 1 other test configurations on this GPU
- fp16 · Text → Vectors · embedding-mteb-tasks-v1 · Test duration 90 s
- Throughput · Batch 1
- 177vectors/sec
- Best measured · Batch 16
- 2,039vectors/sec
- Observed GPU occupancy
- 1GiB
- P95 latency
- 6 ms
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
- sentence-transformers · PyTorch 2.12.1+cu126
- Protocol
- native-forward-v1
- Dataset
- embedding-mteb-tasks-v1
- Workload
- embedding
Batch size Mean throughput (vectors/sec) P95 TTFT Observed occupancy (GiB) GPU power (W) Reports combined View report B1 177.46 6 ms — 0.99 49.8 6 e0700e04 ↗ B4 650.16 6 ms — 0.99 56.9 6 e0700e04 ↗ B16 2,039.17 8 ms — 0.99 58.4 6 e0700e04 ↗
Show 2 more GPUs
- T4 · 16 GBnf4 · Text → Vectors · embedding-mteb-tasks-v1 · Test duration 90 s
- Throughput · Batch 1
- 90vectors/sec
- Best measured · Batch 16
- 815vectors/sec
- Observed GPU occupancy
- 0.7GiB
- P95 latency
- 11 ms
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
- sentence-transformers · PyTorch 2.12.1+cu126
- Protocol
- native-forward-v1
- Dataset
- embedding-mteb-tasks-v1
- Workload
- embedding
Batch size Mean throughput (vectors/sec) P95 TTFT Observed occupancy (GiB) GPU power (W) Reports combined View report B1 90.02 11 ms — 0.75 54.6 2 43c67a74 ↗ B4 303.35 13 ms — 0.75 60.1 2 43c67a74 ↗ B16 814.64 20 ms — 0.75 64.1 2 43c67a74 ↗ 1 other test configurations on this GPU
- fp16 · Text → Vectors · embedding-mteb-tasks-v1 · Test duration 90 s
- Throughput · Batch 1
- 109vectors/sec
- Best measured · Batch 16
- 1,004vectors/sec
- Observed GPU occupancy
- 0.9GiB
- P95 latency
- 9 ms
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
- sentence-transformers · PyTorch 2.12.1+cu126
- Protocol
- native-forward-v1
- Dataset
- embedding-mteb-tasks-v1
- Workload
- embedding
Batch size Mean throughput (vectors/sec) P95 TTFT Observed occupancy (GiB) GPU power (W) Reports combined View report B1 108.65 9 ms — 0.89 49.3 2 2846de88 ↗ B4 365.65 11 ms — 0.89 57.9 2 2846de88 ↗ B16 1,004.11 16 ms — 0.89 63.9 2 2846de88 ↗
- vGPU-32GB · 32 GBbf16 · Text → Vectors · embedding-mteb-tasks-v1 · Test duration 9 s
- Throughput · Batch 1
- 251vectors/sec
- Best measured · Batch 16
- 2,710vectors/sec
- Observed GPU occupancy
- 1GiB
- P95 latency
- 4 ms
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
- sentence-transformers · PyTorch 2.13.0+cu130
- Protocol
- native-forward-v1
- Dataset
- embedding-mteb-tasks-v1
- Workload
- embedding
Batch size Mean throughput (vectors/sec) P95 TTFT Observed occupancy (GiB) GPU power (W) Reports combined View report B1 251.11 4 ms — 1.05 99.4 1 f489c748 ↗ B4 924.83 4 ms — 1.05 111.5 1 f489c748 ↗ B16 2,710.19 6 ms — 1.05 114.9 1 f489c748 ↗ 4 other test configurations on this GPU
- bf16 · Text → Vectors · embedding-sanity-v1 · Test duration 6 s
- Throughput · Batch 1
- 38.3vectors/sec
- Best measured · Batch 4
- 139vectors/sec
- Observed GPU occupancy
- 0.8GiB
- P95 latency
- 31 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
- sentence-transformers · PyTorch 2.13.0+cu130
- Protocol
- native-forward-v1
- Dataset
- embedding-sanity-v1
- Workload
- embedding
Batch size Mean throughput (vectors/sec) P95 TTFT Observed occupancy (GiB) GPU power (W) Reports combined View report B1 38.33 31 ms — 0.82 50.5 4 2c17d254 ↗ B4 138.64 33 ms — 0.82 54.2 4 2c17d254 ↗ - bf16 · Text → Vectors · embedding-sanity-v1 · Test duration 12 s
- Throughput · Batch 1
- 38.8vectors/sec
- Best measured · Batch 64
- 1,766vectors/sec
- Observed GPU occupancy
- 0.8GiB
- P95 latency
- 27 ms
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
- sentence-transformers · PyTorch 2.13.0+cu130
- Protocol
- native-forward-v1
- Dataset
- embedding-sanity-v1
- Workload
- embedding
Batch size Mean throughput (vectors/sec) P95 TTFT Observed occupancy (GiB) GPU power (W) Reports combined View report B1 38.8 27 ms — 0.82 48.8 1 dc5960cd ↗ B4 141.65 29 ms — 0.82 52.4 1 dc5960cd ↗ B16 553.54 30 ms — 0.87 56.4 1 dc5960cd ↗ B64 1,766.47 38 ms — 1.03 65.3 1 dc5960cd ↗ - bf16 · Text → Vectors · embedding-sanity-v1 · Test duration 6 s
- Throughput · Batch 1
- 38.3vectors/sec
- Best measured · Batch 4
- 138vectors/sec
- Observed GPU occupancy
- 0.8GiB
- P95 latency
- 32 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
- sentence-transformers
- Protocol
- native-forward-v1
- Dataset
- embedding-sanity-v1
- Workload
- embedding
Batch size Mean throughput (vectors/sec) P95 TTFT Observed occupancy (GiB) GPU power (W) Reports combined View report B1 38.27 32 ms — 0.82 48.6 1 47f71b64 ↗ B4 137.82 35 ms — 0.82 51.9 1 47f71b64 ↗ - bf16 · Text → Vectors · embedding-sanity-v1
- Throughput · Batch 1
- 39.4vectors/sec
- Best measured · Batch 4
- 120vectors/sec
- Observed GPU occupancy
- Not recorded
- P95 latency
- 26 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
- sentence-transformers
- Protocol
- native-forward-v1
- Dataset
- embedding-sanity-v1
- Workload
- embedding
Batch size Mean throughput (vectors/sec) P95 TTFT Observed occupancy (GiB) GPU power (W) Reports combined View report B1 39.4 26 ms — — — 1 2c97c869 ↗ B4 119.85 44 ms — — — 1 2c97c869 ↗
embeddinggemma-2
unsloth · 4 tested configurations · 2 GPUs
- L4 · 24 GBnf4 · Text → Vectors · embedding-mteb-tasks-v1 · Test duration 90 s
- Throughput · Batch 1
- 175vectors/sec
- Best measured · Batch 16
- 1,650vectors/sec
- Observed GPU occupancy
- 0.9GiB
- P95 latency
- 6 ms
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
- sentence-transformers · PyTorch 2.12.1+cu126
- Protocol
- native-forward-v1
- Dataset
- embedding-mteb-tasks-v1
- Workload
- embedding
Batch size Mean throughput (vectors/sec) P95 TTFT Observed occupancy (GiB) GPU power (W) Reports combined View report B1 174.95 6 ms — 0.85 54.8 5 29b19870 ↗ B4 572.6 7 ms — 0.85 58.4 5 29b19870 ↗ B16 1,649.62 10 ms — 0.85 60.7 5 29b19870 ↗ 1 other test configurations on this GPU
- fp16 · Text → Vectors · embedding-mteb-tasks-v1 · Test duration 90 s
- Throughput · Batch 1
- 177vectors/sec
- Best measured · Batch 16
- 2,036vectors/sec
- Observed GPU occupancy
- 1GiB
- P95 latency
- 6 ms
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
- sentence-transformers · PyTorch 2.12.1+cu126
- Protocol
- native-forward-v1
- Dataset
- embedding-mteb-tasks-v1
- Workload
- embedding
Batch size Mean throughput (vectors/sec) P95 TTFT Observed occupancy (GiB) GPU power (W) Reports combined View report B1 177.21 6 ms — 0.99 50.5 4 d74f69cc ↗ B4 648.08 6 ms — 0.99 57.1 4 d74f69cc ↗ B16 2,035.67 8 ms — 0.99 58.1 4 d74f69cc ↗
Show 1 more GPUs
- T4 · 16 GBnf4 · Text → Vectors · embedding-mteb-tasks-v1 · Test duration 90 s
- Throughput · Batch 1
- 90.1vectors/sec
- Best measured · Batch 16
- 809vectors/sec
- Observed GPU occupancy
- 0.7GiB
- P95 latency
- 11 ms
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
- sentence-transformers · PyTorch 2.12.1+cu126
- Protocol
- native-forward-v1
- Dataset
- embedding-mteb-tasks-v1
- Workload
- embedding
Batch size Mean throughput (vectors/sec) P95 TTFT Observed occupancy (GiB) GPU power (W) Reports combined View report B1 90.07 11 ms — 0.75 56.2 2 2f9465c4 ↗ B4 302.9 13 ms — 0.75 61.5 2 2f9465c4 ↗ B16 809.43 20 ms — 0.75 64 2 2f9465c4 ↗ 1 other test configurations on this GPU
- fp16 · Text → Vectors · embedding-mteb-tasks-v1 · Test duration 90 s
- Throughput · Batch 1
- 109vectors/sec
- Best measured · Batch 16
- 1,002vectors/sec
- Observed GPU occupancy
- 0.9GiB
- P95 latency
- 9 ms
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
- sentence-transformers · PyTorch 2.12.1+cu126
- Protocol
- native-forward-v1
- Dataset
- embedding-mteb-tasks-v1
- Workload
- embedding
Batch size Mean throughput (vectors/sec) P95 TTFT Observed occupancy (GiB) GPU power (W) Reports combined View report B1 108.76 9 ms — 0.89 50.3 2 cfe051ff ↗ B4 365.82 11 ms — 0.89 58.1 2 cfe051ff ↗ B16 1,002.27 16 ms — 0.89 63.9 2 cfe051ff ↗
Occupancy includes engine buffers and reserved KV cache. It is not the minimum VRAM required by the model.
Original reports
Running benchmarks
0Updates automaticallyNo 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, 11:06:59 PM