Debugged and Enhanced ChromaDB and Jina API

📅 2025-07-23 — Session: Debugged and Enhanced ChromaDB and Jina API

🕒 08:00–08:15
🏷️ Labels: Jina Api, Chromadb, Debugging, Error Handling, Python
📂 Project: Dev
⭐ Priority: MEDIUM

The main objective of this session was to address and resolve issues related to oversized embeddings in the Jina API and various bugs in ChromaDB.

Implemented a try-catch mechanism in Jina API to handle oversized string embeddings, ensuring entries exceeding the token limit are skipped and logged for review.
Diagnosed and resolved Chroma backend corruption issues by checking internal consistency, resetting the client, and rebuilding the store.
Clarified the correct usage of the include parameter in the coll.get(...) function, providing code examples for correct ID retrieval.
Created a checklist for loading vectors and nodes from a collection, ensuring successful execution of the load_vectors_and_nodes(coll) function.
Fixed a bug in ChromaDB’s get(limit=N) function to avoid issues with corrupted ID indexing by providing a patch for consistent data retrieval.
Troubleshot ChromaDB InternalError by identifying causes such as index corruption and offering solutions like batch data fetching and index rebuilding.

Successfully implemented solutions for handling oversized embeddings in Jina API.
Resolved several bugs and inconsistencies in ChromaDB, improving data retrieval and error handling.