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Update usage with infinity (#36)
Browse files- Update usage with infinity (2061b8b91a1d815cd65cea588b4cff6fc0f08083)
- Update README.md (0ddba66d0185b70354ff173fa9e06fbcd0161038)
Co-authored-by: Michael <michaelfeil@users.noreply.huggingface.co>
README.md
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For more information, see the [API reference](https://docs.nomic.ai/reference/endpoints/nomic-embed-text)
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## Adjusting Dimensionality
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`nomic-embed-text-v1.5` is an improvement upon [Nomic Embed](https://huggingface.co/nomic-ai/nomic-embed-text-v1) that utilizes [Matryoshka Representation Learning](https://arxiv.org/abs/2205.13147) which gives developers the flexibility to trade off the embedding size for a negligible reduction in performance.
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For more information, see the [API reference](https://docs.nomic.ai/reference/endpoints/nomic-embed-text)
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## Infinity
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Usage with [Infinity](https://github.com/michaelfeil/infinity).
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```bash
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docker run --gpus all -v $PWD/data:/app/.cache -e HF_TOKEN=$HF_TOKEN -p "7999":"7997" \
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michaelf34/infinity:0.0.70 \
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v2 --model-id nomic-ai/nomic-embed-text-v1.5 --revision "main" --dtype float16 --batch-size 8 --engine torch --port 7997 --no-bettertransformer
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```
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## Adjusting Dimensionality
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`nomic-embed-text-v1.5` is an improvement upon [Nomic Embed](https://huggingface.co/nomic-ai/nomic-embed-text-v1) that utilizes [Matryoshka Representation Learning](https://arxiv.org/abs/2205.13147) which gives developers the flexibility to trade off the embedding size for a negligible reduction in performance.
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