Commit
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4ab96ab
1
Parent(s):
73e7897
Update handler.py
Browse files- handler.py +19 -4
handler.py
CHANGED
@@ -1,5 +1,6 @@
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from typing import Any, Dict, List
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from fastrag.retrievers import QuantizedBiEncoderRetriever
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@@ -9,9 +10,23 @@ class EndpointHandler:
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self.retriever = QuantizedBiEncoderRetriever(embedding_model=model_id)
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def __call__(self, data: Dict[str, Any]) -> List[Dict[str, Any]]:
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queries = data.get("queries")
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from typing import Any, Dict, List
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from haystack.schema import Document
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from fastrag.retrievers import QuantizedBiEncoderRetriever
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self.retriever = QuantizedBiEncoderRetriever(embedding_model=model_id)
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def __call__(self, data: Dict[str, Any]) -> List[Dict[str, Any]]:
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queries = data.get("queries", None)
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documents = data.get("documents", None)
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if queries is not None:
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assert isinstance(queries, list), "Expected queries to be a list"
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assert all(
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isinstance(query, str) for query in queries
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), "Expected each query in queries to be a string"
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return self.retriever.embed_queries(queries=queries)
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elif documents is not None:
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assert isinstance(documents, list), "Expected documents to be a list"
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assert all(
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isinstance(document, dict) for document in documents
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), "Expected each document in documents to be a dictionary"
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documents = [Document.from_dict(document) for document in documents]
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return self.retriever.embed_documents(documents=documents)
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else:
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raise ValueError("Expected either queries or documents")
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