michaelfeil
commited on
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a569d04
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Parent(s):
a5beb1e
Update infinity section in readme
Browse files
README.md
CHANGED
@@ -2904,7 +2904,7 @@ from infinity_emb import AsyncEmbeddingEngine, EngineArgs
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sentences = ["Embed this is sentence via Infinity.", "Paris is in France."]
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engine = AsyncEmbeddingEngine.from_args(
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EngineArgs(model_name_or_path = "BAAI/bge-
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))
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async def main():
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@@ -2913,6 +2913,13 @@ async def main():
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asyncio.run(main())
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```
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### Usage for Reranker
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Different from embedding model, reranker uses question and document as input and directly output similarity instead of embedding.
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sentences = ["Embed this is sentence via Infinity.", "Paris is in France."]
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engine = AsyncEmbeddingEngine.from_args(
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EngineArgs(model_name_or_path = "BAAI/bge-base-en-v1.5", device="cpu", engine="optimum" # or engine="torch"
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))
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async def main():
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asyncio.run(main())
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```
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for a docker based deployment with infinity using torch:
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```bash
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docker run --gpus all -v $PWD/data:/app/.cache -p "7997":"7997" \
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michaelf34/infinity:0.0.68 \
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v2 --model-id BAAI/bge-base-en-v1.5 --revision "main" --dtype float16 --batch-size 32 --engine torch --port 7997
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```
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### Usage for Reranker
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Different from embedding model, reranker uses question and document as input and directly output similarity instead of embedding.
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