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Update retrieve.py
Browse files- retrieve.py +16 -2
retrieve.py
CHANGED
@@ -1,9 +1,22 @@
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from langchain_community.vectorstores import Qdrant
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from langchain_core.output_parsers import StrOutputParser
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from langchain_core.runnables import RunnablePassthrough
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from langchain.prompts import PromptTemplate
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from utils import setup_openai_embeddings,setup_qdrant_client,openai_llm,format_document_metadata
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def retrieve_documents(query, api_key, qdrant_url, qdrant_api_key):
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@@ -41,7 +54,8 @@ def retrieve_documents(query, api_key, qdrant_url, qdrant_api_key):
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| llm
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| StrOutputParser()
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)
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return rag_chain.invoke(query)
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def retrieve_documents_from_collection(query, api_key, qdrant_url, qdrant_api_key, collection_name):
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"""Retrieve documents based on the specified query from a specific collection."""
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@@ -78,7 +92,7 @@ def retrieve_documents_from_collection(query, api_key, qdrant_url, qdrant_api_ke
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| llm
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| StrOutputParser()
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)
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return rag_chain.invoke(query)
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def delete_collection(collection_name, qdrant_url, qdrant_api_key):
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"""Delete a Qdrant collection."""
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import os
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from langchain_community.vectorstores import Qdrant
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from langchain_core.output_parsers import StrOutputParser
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from langchain_core.runnables import RunnablePassthrough
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from langchain.prompts import PromptTemplate
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from utils import setup_openai_embeddings,setup_qdrant_client,openai_llm,format_document_metadata
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from dotenv import load_dotenv
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from langfuse.callback import CallbackHandler
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load_dotenv()
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os.environ["LANGFUSE_PUBLIC_KEY"] = os.getenv("LANGFUSE_PUBLIC_KEY")
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os.environ["LANGFUSE_SECRET_KEY"] = os.getenv("LANGFUSE_SECRET_KEY")
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os.environ["LANGFUSE_HOST"] = os.getenv("LANGFUSE_HOST")
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langfuse_handler = CallbackHandler()
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def retrieve_documents(query, api_key, qdrant_url, qdrant_api_key):
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| llm
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| StrOutputParser()
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)
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return rag_chain.invoke(query,{"callbacks":[langfuse_handler]})
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def retrieve_documents_from_collection(query, api_key, qdrant_url, qdrant_api_key, collection_name):
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"""Retrieve documents based on the specified query from a specific collection."""
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| llm
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| StrOutputParser()
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)
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return rag_chain.invoke(query,{"callbacks":[langfuse_handler]})
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def delete_collection(collection_name, qdrant_url, qdrant_api_key):
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"""Delete a Qdrant collection."""
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