Delete retriever.py
#15
by
patopla
- opened
- retriever.py +0 -53
retriever.py
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from smolagents import Tool
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from langchain_community.retrievers import BM25Retriever
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from langchain.docstore.document import Document
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import datasets
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class GuestInfoRetrieverTool(Tool):
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name = "guest_info_retriever"
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description = "Retrieves detailed information about gala guests based on their name or relation."
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inputs = {
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"query": {
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"type": "string",
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"description": "The name or relation of the guest you want information about."
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}
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}
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output_type = "string"
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def __init__(self, docs):
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self.is_initialized = False
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self.retriever = BM25Retriever.from_documents(docs)
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def forward(self, query: str):
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results = self.retriever.get_relevant_documents(query)
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if results:
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return "\n\n".join([doc.page_content for doc in results[:3]])
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else:
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return "No matching guest information found."
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def load_guest_dataset():
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# Load the dataset
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guest_dataset = datasets.load_dataset("agents-course/unit3-invitees", split="train")
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# Convert dataset entries into Document objects
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docs = [
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Document(
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page_content="\n".join([
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f"Name: {guest['name']}",
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f"Relation: {guest['relation']}",
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f"Description: {guest['description']}",
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f"Email: {guest['email']}"
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]),
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metadata={"name": guest["name"]}
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)
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for guest in guest_dataset
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]
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# Return the tool
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return GuestInfoRetrieverTool(docs)
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