Use UUIDs for document IDs in insert_documents method

[Acuspeedster]

One thing to be aware of: this change will affect any existing data in your Qdrant store. If we already have vectors in your collections that were inserted with sequential IDs, and we now start inserting with UUIDs, we'll have a mix of ID formats. This won't cause errors but might be confusing when examining the data directly. If we need to work with existing data and maintain consistency, we might want to:
Create new collections Re-index all your data with UUIDs Switch to the new collections when complete.

[juntao]

What about the point_id in load_data.py? Which point ID is it using when I run the load data script.

[Acuspeedster]

@juntao Looking at the load_data.py file, I can see that both the load_project_examples() and load_error_examples() functions are generating new UUIDs for each point they add to the vector database:

# In load_project_examples() function
# Store in vector DB with proper UUID
point_id = str(uuid.uuid4())  # Generate proper UUID
        
vector_store.upsert("project_examples", 
                  [{"id": point_id,  # Use UUID instead of filename
                    "vector": embedding, 
                    "payload": example}])

# In load_error_examples() function
# Store in vector DB with proper UUID
point_id = str(uuid.uuid4())
        
# Store in vector DB
vector_store.upsert("error_examples", 
                   [{"id": point_id, 
                     "vector": embedding, 
                     "payload": example}])

[juntao]

I know this. I am just pointing to a code quality problem. We should not have the same code segments littered in different files. It is a maintenance issue.

Shouldn't load_data just call the insert_document instead of upsert in this case?

[Acuspeedster]

@juntao I have improved the codes' maintainability as much as I could have potentially seen.