vllm-sr/d3-turbo

zero-shot-classification model by vllm-sr

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d3-turbo is the upgraded 27B multimodal 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, rate on a scale, or point to where something is in an image or a video. It reads the input once per request, answers every question on it, and returns a probability for every answer, without generating text. Try it free at decision.vllm-sr.ai: the free API serves d3-turbo · Official Space: vllm-sr/d3-turbo Real answers of this release, drawn as returned. The Quickstart below runs these same requests. Media from Wikimedia Commons: Australian Shepherd catching a frisbee by Sally Wehner (CC BY 2.0); two red panda photos by Mathias Appel (one.jpg), two.jpg); CC0), a raccoon (CC0) and an owl.jpg) by Ted Moravec (CC0); Anna's hummingbird in…

vllm-sr/d3-turbo on Hugging Face A short preview, not the full document.

Read the full model card ↗ · Preview checked 2026-10-30T11:35:33.722Z

Inside the original model card — Document outline
  1. d3-turbo
  2. Highlights
  3. Examples
  4. Quickstart
  5. Try it free: the API
  6. Run with vLLM SR Engine
  7. Serving performance
  8. Evaluation
  9. Text: Jev Decision Index 0.3.2
  10. Images: Jev Decision Index vision board 0.3.2
  11. Images: Box and images in options
  12. Videos: tracking

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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-turbo 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)
2,193
Cumulative likes
127
Hugging Face trending score
63
Reported safetensors parameters
26,085,330,160
Architecture
Qwen3_5Model
License
apache-2.0
Access
Not gated by Hugging Face
Created
2026-10-19T02:14:31.000Z
Last modified
2026-10-20T15:49:39.000Z

Compatibility and lineage

Language coverage was not reported.

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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.

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Model card and usage instructions

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Source and freshness

Source: Hugging Face Hub. Metadata observed 2026-10-28T06:46:49.966Z. Daily imports are snapshots, not real-time monitoring.

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