vllm-sr/d3
zero-shot-classification model by vllm-sr
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From the publisher
Model card & documentation
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d3 is the 27B multimodal foundation decision model of Decision 3.0, the decision models of vLLM Semantic Router. Give it an input (text or JSON, optionally with images and videos) and the questions you need answered: pick one of several options, say yes or no, or rate on a scale. It answers them all in one call and returns a probability for every answer, without generating text. Try it free at decision.vllm-sr.ai · Official Space: vllm-sr/Decision-3.0 Images go before the text of the request, each read at up to 1.6 megapixels; videos follow the images, read at 2 frames per second (at most 32 frames spread over the whole video, each at up to 0.2 megapixels). Every question of the request sees all of them. vLLM serves d3 natively: vllm serve loads this repository as it is, with no conversion, and answers on vLLM's System One endpoint, /v1/systemone. The support…
Read the full model card ↗ · Preview checked 2026-10-28T18:09:59.396Z
Inside the original model card — Document outline
- d3
- Highlights
- Quickstart
- Run with vLLM
- Run with vLLM Semantic Router
- Serving performance
- Evaluation
- Text: Jev Decision Index 0.3.2
- Images: Jev Decision Index vision board 0.3.2
- Videos: Perception Test
- License
- Citation
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Documentation belongs to its respective authors. Reported project/model license: apache-2.0. A listing is not a grant of reuse or training rights. Confirm the document’s own terms at the source.
Model overview
vllm-sr/d3 is a zero-shot-classification model repository published by vllm-sr on Hugging Face. The source reports the transformers library.
This page summarizes Hub metadata. For intended use, training data, evaluation results and limitations, consult the original model card.
Model facts
- Task
- zero-shot-classification
- Library
- transformers
- Recent downloads (30 days)
- 5,959
- Cumulative likes
- 262
- Hugging Face trending score
- 78
- Reported safetensors parameters
- 26,085,330,160
- Architecture
- Qwen3_5Model
- License
- apache-2.0
- Access
- Not gated by Hugging Face
- Created
- 2026-10-10T09:38:30.000Z
- Last modified
- 2026-10-17T15:02:22.000Z
Compatibility and lineage
Language coverage was not reported.
Reported base models: Qwen/Qwen3.8-27B
Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.
Use and evaluate
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Source and freshness
Source: Hugging Face Hub. Metadata observed 2026-10-22T06:44:02.555Z. Daily imports are snapshots, not real-time monitoring.
Popularity and source listings do not establish security, suitability, licensing rights or benchmark performance.