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1. Qwen3-Embedding-4B

   Qwen · 2 tested configurations

   • fp16 · Text → Vectors · embedding-mteb-tasks-v1 · Test duration 9 s

     Throughput · Batch 1

     41vectors/sec

     Best measured · Batch 16

     229vectors/sec

     Observed GPU occupancy

     8.2GiB

     P95 latency

     25 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 2.12.1+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	40.96	25 ms	—	8.25	119.3	1	65a1050f ↗
     B4	100.37	40 ms	—	8.25	149.9	1	65a1050f ↗
     B16	228.92	70 ms	—	8.25	178.1	1	65a1050f ↗

   • 1 other test configurations on this GPU

     • fp16 · Text → Vectors · embedding-mteb-tasks-v1 · Test duration 90 s

       Throughput · Batch 1

       40.9vectors/sec

       Best measured · Batch 16

       228vectors/sec

       Observed GPU occupancy

       8.2GiB

       P95 latency

       25 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 2.12.1+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	40.94	25 ms	—	8.25	123.4	1	cd3861d6 ↗
       B4	100.23	40 ms	—	8.25	146.9	1	cd3861d6 ↗
       B16	228.35	70 ms	—	8.25	180.4	1	cd3861d6 ↗

2. Qwen3-Embedding-0.6B

   Qwen · 1 tested configuration

   • fp16 · Text → Vectors · embedding-mteb-tasks-v1 · Test duration 90 s

     Throughput · Batch 1

     95.3vectors/sec

     Best measured · Batch 16

     771vectors/sec

     Observed GPU occupancy

     1.7GiB

     P95 latency

     11 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 2.12.1+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	95.33	11 ms	—	1.75	70.8	1	f91802d1 ↗
     B4	308.67	13 ms	—	1.75	90.1	1	f91802d1 ↗
     B16	771.26	21 ms	—	1.75	99.2	1	f91802d1 ↗

3. Kokoro-82M

   hexgrad · 1 tested configuration

   • fp32 · 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

     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

     kokoro · PyTorch 2.12.1+cu126

     Protocol

     audio-native-v1

     Dataset

     kokoro-english-v1

     Workload

     tts

     Batch size	Mean throughput (audio-sec/sec)	P95	TTFT	Observed occupancy (GiB)	GPU power (W)	Reports combined	View report
     B1	35.95	105 ms	—	1.45	76.3	11	b40f8533 ↗
     B2	37.83	237 ms	—	1.45	82.6	11	b40f8533 ↗

Models shown: 3 / 4

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.