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Delete create_embeddings.py
Browse files- create_embeddings.py +0 -51
create_embeddings.py
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import pinecone
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from langchain_google_genai import GoogleGenerativeAIEmbeddings
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from paragraphs2 import podcasts
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import uuid
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google_embeddings = GoogleGenerativeAIEmbeddings(
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model="models/embedding-001", # Correct model name
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google_api_key="AIzaSyANNRKfEb-YnVIBaSAq6hQ38XpxxGwvaws" # Your API key
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)
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# Initialize Pinecone instance
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pc = pinecone.Pinecone(
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api_key="4a80f293-ae6d-489a-a7d8-33ea3fcdd26b" # Your Pinecone API key
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)
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# Define the Pinecone index name (make sure it exists in your Pinecone dashboard)
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index_name = "iocl2"
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index = pc.Index(index_name)
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def create_embedding(variable):
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try:
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content=variable.get("description")
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url=variable.get("url")
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tag=variable.get("tag")
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updated_url=""
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if isinstance(url,list):
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updated_url=",".join(url)
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else:
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updated_url=url
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embedding=google_embeddings.embed_query(content)
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vectors=[]
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vectors.append({
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'id': str(uuid.uuid4()),
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'values': embedding,
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'metadata': {
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'chunk': content,
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"url":updated_url,
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"tag":tag
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}
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})
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index.upsert(vectors)
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print(f"inserted : {updated_url}")
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except Exception as e:
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print(f"error occured {e}")
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create_embedding(podcasts)
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