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Bibek Raj Ghimire commited on
Commit ·
e95a894
1
Parent(s): 201ecae
Update reranker.py (#99)
Browse files- sage/reranker.py +36 -21
sage/reranker.py
CHANGED
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@@ -20,30 +20,45 @@ class RerankerProvider(Enum):
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VOYAGE = "voyage"
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def build_reranker(provider: str, model: Optional[str] = None, top_k:
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if provider == RerankerProvider.NONE.value:
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return None
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if provider == RerankerProvider.HUGGINGFACE.value:
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model = model or "cross-encoder/ms-marco-MiniLM-L-6-v2"
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encoder_model = HuggingFaceCrossEncoder(model_name=model)
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return CrossEncoderReranker(model=encoder_model, top_n=top_k)
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return VoyageAIRerank(model=model, api_key=os.environ.get("VOYAGE_API_KEY"), top_k=top_k)
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raise ValueError(f"Invalid reranker provider: {provider}")
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VOYAGE = "voyage"
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def build_reranker(provider: str, model: Optional[str] = None, top_k: int = 5) -> Optional[BaseDocumentCompressor]:
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if provider == RerankerProvider.NONE.value:
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return None
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api_key_env_vars = {
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RerankerProvider.COHERE.value: "COHERE_API_KEY",
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RerankerProvider.NVIDIA.value: "NVIDIA_API_KEY",
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RerankerProvider.JINA.value: "JINA_API_KEY",
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RerankerProvider.VOYAGE.value: "VOYAGE_API_KEY"
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}
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provider_defaults = {
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RerankerProvider.HUGGINGFACE.value: "cross-encoder/ms-marco-MiniLM-L-6-v2",
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RerankerProvider.COHERE.value: "rerank-english-v3.0",
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RerankerProvider.NVIDIA.value: "nvidia/nv-rerankqa-mistral-4b-v3",
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RerankerProvider.VOYAGE.value: "rerank-1"
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}
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model = model or provider_defaults.get(provider)
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if provider == RerankerProvider.HUGGINGFACE.value:
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encoder_model = HuggingFaceCrossEncoder(model_name=model)
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return CrossEncoderReranker(model=encoder_model, top_n=top_k)
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if provider in api_key_env_vars:
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api_key = os.getenv(api_key_env_vars[provider])
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if not api_key:
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raise ValueError(f"Please set the {api_key_env_vars[provider]} environment variable")
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if provider == RerankerProvider.COHERE.value:
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return CohereRerank(model=model, cohere_api_key=api_key, top_n=top_k)
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if provider == RerankerProvider.NVIDIA.value:
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return NVIDIARerank(model=model, api_key=api_key, top_n=top_k, truncate="END")
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if provider == RerankerProvider.JINA.value:
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return JinaRerank(top_n=top_k)
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if provider == RerankerProvider.VOYAGE.value:
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return VoyageAIRerank(model=model, api_key=api_key, top_k=top_k)
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raise ValueError(f"Invalid reranker provider: {provider}")
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