Delete create_embeddings2.py

create_embeddings2.py

@@ -1,58 +0,0 @@
-import pinecone
-from langchain_google_genai import GoogleGenerativeAIEmbeddings
-from variables import variables  # Import the list of variable names
-import uuid
-
-# Initialize Google Embeddings
-google_embeddings = GoogleGenerativeAIEmbeddings(
-    model="models/embedding-001",  # Correct model name
-    google_api_key="AIzaSyANNRKfEb-YnVIBaSAq6hQ38XpxxGwvaws"  # Your API key
-)
-
-# Initialize Pinecone instance
-pc = pinecone.Pinecone(
-    api_key="4a80f293-ae6d-489a-a7d8-33ea3fcdd26b"  # Your Pinecone API key
-)
-
-# Define the Pinecone index name (make sure it exists in your Pinecone dashboard)
-index_name = "iocl2"
-index = pc.Index(index_name)
-
-
-def create_embedding(variable):
-    try:
-        content = variable.get("description", None)
-        url = variable.get("url", "")
-        tag = variable.get("tag", "")
-        updated_url = ""
-
-        if isinstance(url, list):
-            updated_url = ",".join(url)
-        else:
-            updated_url = url
-
-        embedding = google_embeddings.embed_query(content)
-        vectors = []
-        vectors.append({
-            'id': str(uuid.uuid4()),
-            'values': embedding,
-            'metadata': {
-                'chunk': content,
-                "url": updated_url,
-                "tag": tag
-            }
-        })
-        index.upsert(vectors)
-        print(f"Inserted the chunk: {updated_url}")
-    except Exception as e:
-        print(f"Error occurred: {e}")
-
-
-# Iterate over the variable names and create embeddings
-for variable_name in variables:
-    # Dynamically import the variable from paragraphs2
-    variable = __import__('paragraphs2', fromlist=[variable_name])
-    variable_data = getattr(variable, variable_name)
-    print(f"trying to create embedding for {variable}")
-    # Call the create_embedding function with the variable data
-    create_embedding(variable_data)