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https://huggingface.co/Bilal7Dev/grafyx-coderankembed-onnx/resolve/main/README.md
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| # grafyx-coderankembed-onnx | |
| ONNX-int8 mirror of [`nomic-ai/CodeRankEmbed`](https://huggingface.co/nomic-ai/CodeRankEmbed) | |
| for use with [Grafyx](https://github.com/bilal07karadeniz/Grafyx) via | |
| [fastembed](https://github.com/qdrant/fastembed). | |
| - **Base model:** nomic-ai/CodeRankEmbed (137M params) | |
| - **Original ONNX-int8 conversion:** [`mrsladoje/CodeRankEmbed-onnx-int8`](https://huggingface.co/mrsladoje/CodeRankEmbed-onnx-int8) | |
| — re-hosted here to give Grafyx a stable, version-pinned artifact. | |
| - **License:** MIT (inherits the base model's license) | |
| - **Format:** ONNX, dynamic int8 quantized | |
| - **Pooling:** CLS | |
| - **Normalization:** L2 (cosine-ready) | |
| - **Embedding dim:** 768 | |
| - **Query prefix (required):** `Represent this query for searching relevant code: ` | |
| Used by Grafyx's `find_related_code` MCP tool when `GRAFYX_ENCODER=coderankembed`. | |