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README.md
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---
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license: apache-2.0
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base_model: Qwen/Qwen3-Embedding-0.6B
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tags:
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- qwen3
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- text-embeddings-inference
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- onnx
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- sentence-transformers
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- feature-extraction
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- sentence-similarity
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language:
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- multilingual
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pipeline_tag: sentence-similarity
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library_name: sentence-transformers
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---
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# Qwen3-Embedding-0.6B ONNX for TEI
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This is an ONNX version of [Qwen/Qwen3-Embedding-0.6B](https://huggingface.co/Qwen/Qwen3-Embedding-0.6B) optimized for [Text Embeddings Inference (TEI)](https://github.com/huggingface/text-embeddings-inference).
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## Model Details
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- **Base Model**: Qwen/Qwen3-Embedding-0.6B
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- **Format**: ONNX with external data (`model.onnx` + `model.onnx_data`)
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- **Pooling**: Mean pooling (built into the ONNX graph)
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- **Embedding Dimension**: 1024
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- **Max Sequence Length**: 32768 tokens
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## Usage with TEI
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```bash
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docker run --gpus all -p 8080:80 -v $PWD:/data \
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ghcr.io/huggingface/text-embeddings-inference:latest \
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--model-id janni-t/qwen3-embedding-0.6b-tei-onnx
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```
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For CPU inference:
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```bash
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docker run -p 8080:80 -v $PWD:/data \
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ghcr.io/huggingface/text-embeddings-inference:cpu-latest \
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--model-id janni-t/qwen3-embedding-0.6b-tei-onnx
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```
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## Conversion Details
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This model was converted from the original PyTorch model to ONNX format with:
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- Consolidated external data for TEI compatibility
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- Mean pooling integrated into the ONNX graph
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- Optimized for CPU inference
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## Original Model
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See the original model card at [Qwen/Qwen3-Embedding-0.6B](https://huggingface.co/Qwen/Qwen3-Embedding-0.6B) for:
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- Model architecture details
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- Training information
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- Benchmark results
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- Citation information
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## License
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Apache 2.0 (same as the original model)
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