32 GB · 53 reports

vGPU-32GB · 32 GB

Qualified results first; original reports and full tables stay below.

Embedding · Qualified results

Speeds compare only within one exact test. Recipe availability is checked on each report against the published recipe executor.

embeddinggemma-2

google · 2 tested configurations

bf16 · 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

Use this recipe · Batch 16 ↗Evidence report and run availability ↗Same test on other GPUs

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 ↗

1 other test configurations on this GPU

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

Use this recipe · Batch 64 ↗Evidence report and run availability ↗Same test on other GPUs

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 ↗

embeddinggemma-2
ms:google · 3 tested configurations
- 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
  Use this recipe · Batch 4 ↗Evidence report and run availability ↗Same test on other GPUs
  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 ↗
- 2 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
    138vectors/sec
    Observed GPU occupancy
    0.8GiB
    P95 latency
    32 ms
    Use this recipe · Batch 4 ↗Evidence report and run availability ↗Same test on other GPUs
    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
    Use this recipe · Batch 4 ↗Evidence report and run availability ↗Same test on other GPUs
    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 ↗

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 ↗

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 ↗

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 ↗

Occupancy includes engine buffers and reserved KV cache. It is not the minimum VRAM required by the model.

Sortable tables by exact test condition · 13 rows

C: concurrency · B: batch · —: not measured

Embedding · Text → Vectors · embedding-mteb-tasks-v1 · Test duration 9 s · Batch 1 · vectors/sec · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
google/embeddinggemma-2Scaling curves ↗	bf16	sentence-transformers	embeddingnative-forward-v1	B1	251.11	251.11	—	0.004	1.05	99.4	251.11	2.53	1 ↗

Embedding · Text → Vectors · embedding-mteb-tasks-v1 · Test duration 9 s · Batch 4 · vectors/sec · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
google/embeddinggemma-2Scaling curves ↗	bf16	sentence-transformers	embeddingnative-forward-v1	B4	924.83	924.83	—	0.004	1.05	111.5	924.83	8.29	1 ↗

Embedding · Text → Vectors · embedding-mteb-tasks-v1 · Test duration 9 s · Batch 16 · vectors/sec · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
google/embeddinggemma-2Scaling curves ↗	bf16	sentence-transformers	embeddingnative-forward-v1	B16	2,710.19	2,710.19	—	0.006	1.05	114.9	2,710.19	23.58	1 ↗

Embedding · Text → Vectors · embedding-sanity-v1 · Batch 1 · vectors/sec · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
ms:google/embeddinggemma-2Scaling curves ↗	bf16	sentence-transformers	embeddingnative-forward-v1	B1	39.4	39.4	—	0.026	—	—	39.4	—	1 ↗

Embedding · Text → Vectors · embedding-sanity-v1 · Batch 4 · vectors/sec · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
ms:google/embeddinggemma-2Scaling curves ↗	bf16	sentence-transformers	embeddingnative-forward-v1	B4	119.85	119.85	—	0.044	—	—	119.85	—	1 ↗

Embedding · Text → Vectors · embedding-sanity-v1 · Test duration 6 s · Batch 1 · vectors/sec · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
ms:google/embeddinggemma-2Scaling curves ↗	bf16	sentence-transformers	embeddingnative-forward-v1	B1	38.33	40.57	—	0.031	0.82	50.5	36.18	0.76	4 ↗

Embedding · Text → Vectors · embedding-sanity-v1 · Test duration 6 s · Batch 1 · vectors/sec · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
ms:google/embeddinggemma-2Scaling curves ↗	bf16	sentence-transformers	embeddingnative-forward-v1	B1	38.27	38.27	—	0.032	0.82	48.6	38.27	0.79	1 ↗

Embedding · Text → Vectors · embedding-sanity-v1 · Test duration 6 s · Batch 4 · vectors/sec · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
ms:google/embeddinggemma-2Scaling curves ↗	bf16	sentence-transformers	embeddingnative-forward-v1	B4	138.64	140.72	—	0.033	0.82	54.2	134.59	2.56	4 ↗

Embedding · Text → Vectors · embedding-sanity-v1 · Test duration 6 s · Batch 4 · vectors/sec · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
ms:google/embeddinggemma-2Scaling curves ↗	bf16	sentence-transformers	embeddingnative-forward-v1	B4	137.82	137.82	—	0.035	0.82	51.9	137.82	2.66	1 ↗

Embedding · Text → Vectors · embedding-sanity-v1 · Test duration 12 s · Batch 1 · vectors/sec · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
google/embeddinggemma-2Scaling curves ↗	bf16	sentence-transformers	embeddingnative-forward-v1	B1	38.8	38.8	—	0.027	0.82	48.8	38.8	0.79	1 ↗

Embedding · Text → Vectors · embedding-sanity-v1 · Test duration 12 s · Batch 4 · vectors/sec · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
google/embeddinggemma-2Scaling curves ↗	bf16	sentence-transformers	embeddingnative-forward-v1	B4	141.65	141.65	—	0.029	0.82	52.4	141.65	2.7	1 ↗

Embedding · Text → Vectors · embedding-sanity-v1 · Test duration 12 s · Batch 16 · vectors/sec · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
google/embeddinggemma-2Scaling curves ↗	bf16	sentence-transformers	embeddingnative-forward-v1	B16	553.54	553.54	—	0.03	0.87	56.4	553.54	9.82	1 ↗

Embedding · Text → Vectors · embedding-sanity-v1 · Test duration 12 s · Batch 64 · vectors/sec · 1 rows
Model	Format	Engine	Workload	Concurrency / batch	Mean throughput	Best measured	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	GPU power (W)	Lowest measured	Throughput / W	Reports combined
google/embeddinggemma-2Scaling curves ↗	bf16	sentence-transformers	embeddingnative-forward-v1	B64	1,766.47	1,766.47	—	0.038	1.03	65.3	1,766.47	27.07	1 ↗

Scaling curves and individual runs

One model and test protocol per curve; different workloads are never joined into one line.

ms:google/embeddinggemma-2 · bf16 · sentence-transformers · embedding · native-forward-v1

Mean throughput vectors/sec

Measured points only. Select a point to open its source report.

Mean run P95 latency s

Measured points only. Select a point to open its source report.

Mean GPU memory used GB

Measured points only. Select a point to open its source report.

Each point is the mean of recorded runs at that level. A source report may differ from the mean; all runs are listed below.

Runs behind the curve · ms:google/embeddinggemma-2 · vectors/sec · 8 rows
Batch size	Throughput	Decode (tok/s)	Uncached prefill (tok/s)	GPU power (W)	TTFT (ms)	P95 (s)	Observed occupancy (GiB)	Test date	View report
1	40.57 vectors/sec	—	Uncached prefill unavailableView report	47.42	—	0.026	0.82	10/7/2026, 12:50:28 PM	2c17d254 ↗
1	38.7 vectors/sec	—	Uncached prefill unavailableView report	55.11	—	0.027	0.82	10/7/2026, 11:13:47 AM	e08b7488 ↗
1	37.85 vectors/sec	—	Uncached prefill unavailableView report	49.96	—	0.028	0.82	10/7/2026, 11:10:25 AM	bfa15f25 ↗
1	36.18 vectors/sec	—	Uncached prefill unavailableView report	49.42	—	0.044	0.82	10/7/2026, 10:43:37 AM	42d5a805 ↗
4	139.74 vectors/sec	—	Uncached prefill unavailableView report	52.4	—	0.04	0.82	10/7/2026, 12:50:28 PM	2c17d254 ↗
4	140.72 vectors/sec	—	Uncached prefill unavailableView report	58.95	—	0.029	0.82	10/7/2026, 11:13:47 AM	e08b7488 ↗
4	134.59 vectors/sec	—	Uncached prefill unavailableView report	53.52	—	0.035	0.82	10/7/2026, 11:10:25 AM	bfa15f25 ↗
4	139.52 vectors/sec	—	Uncached prefill unavailableView report	52.1	—	0.029	0.82	10/7/2026, 10:43:37 AM	42d5a805 ↗

Original reports

Every report for this task, including quality, diagnostic and legacy runs that do not enter comparisons.

Original reports · 9 rows
Model	Test task	Format	Engine	Workload	Protocol	Quality score	Test date
embeddinggemma-2 ↗	Embedding	bf16	sentence-transformers	embedding	native-forward-v1	—	10/8/2026, 9:01:22 AM
embeddinggemma-2 ↗	Embedding	bf16	sentence-transformers	embedding	native-forward-v1	—	10/8/2026, 3:35:39 AM
embeddinggemma-2 ↗	Embedding	bf16	sentence-transformers	embedding	native-forward-v1	—	10/7/2026, 12:50:28 PM
embeddinggemma-2 ↗	Embedding	bf16	sentence-transformers	embedding	native-forward-v1	—	10/7/2026, 11:13:47 AM
embeddinggemma-2 ↗	Embedding	bf16	sentence-transformers	embedding	native-forward-v1	—	10/7/2026, 11:10:25 AM
embeddinggemma-2 ↗	Embedding	bf16	sentence-transformers	embedding	native-forward-v1	—	10/7/2026, 10:43:37 AM
embeddinggemma-2 ↗	Embedding	bf16	sentence-transformers	embedding	native-forward-v1	—	10/7/2026, 10:21:19 AM
embeddinggemma-2 ↗	Embedding	bf16	sentence-transformers	embedding	native-forward-v1	—	10/7/2026, 9:34:33 AM
WeMM-Embedding-2B ↗	Embedding	bf16	vllm	embedding	wbench-http	—	10/8/2026, 10:09:56 AM

Running benchmarks

0Updates automatically

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, 11:07:29 PM