RamManavalan/Qwen3-VL-Embedding-8B-FP8
feature-extraction model by RamManavalan
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From the publisher
Model card & documentation
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This is an FP8 quantized version of Qwen/Qwen3-VL-Embedding-8B, optimized for efficient inference with vLLM. This repository includes a helper class for easier embedding extraction: The base model achieves state-of-the-art performance on multimodal benchmarks: FP8 quantization typically preserves >95% of…
Read the full model card ↗ · Preview checked 2026-10-31T02:34:11.711Z
Inside the original model card — Document outline
- Qwen3-VL-Embedding-8B-FP8
- Model Overview
- Highlights
- Quantization Details
- Hardware Requirements
- Usage
- With vLLM (>=0.14.0) (Recommended)
- With vLLM (>=0.14.0) Server
- With Transformers
- Using the Helper Class
- Benchmark Results
- Creation
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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
RamManavalan/Qwen3-VL-Embedding-8B-FP8 is a feature-extraction model repository published by RamManavalan 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
- feature-extraction
- Library
- transformers
- Recent downloads (30 days)
- 103,188
- Cumulative likes
- 6
- Hugging Face trending score
- 1
- Reported safetensors parameters
- 8,768,524,528
- Architecture
- Qwen3VLForConditionalGeneration
- License
- apache-2.0
- Access
- Not gated by Hugging Face
- Created
- 2026-01-22T19:39:00.000Z
- Last modified
- 2026-01-22T21:26:20.000Z
Compatibility and lineage
Reported languages: en, de, fr, it, pt, hi, es, th
Reported base models: Qwen/Qwen3-VL-Embedding-8B
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
Check license terms and access requirements first. Review the model card’s documented loading instructions, evaluations and safety limitations. Benchmark scores are not imported by this directory, and popularity is not an accuracy ranking.
No model weights are downloaded or executed by AltAPIs. Never enable remote model code without reviewing it.
Source and freshness
Source: Hugging Face Hub. Metadata observed 2026-10-22T06:48:03.534Z. Daily imports are snapshots, not real-time monitoring.
Popularity and source listings do not establish security, suitability, licensing rights or benchmark performance.