Last updated: October 22, 2024 at 12:27 AM
Summary of Reddit Comments on "Langflow"
DataStax Astra and Pinecone
- DataStax Astra: A database with Vector Search capabilities. Can be used without a credit card. Offers $25 USD monthly allowance.
- Pinecone: Another option as a vector database.
Issues Encountered
- Multiple File Uploads: Difficulties in uploading multiple files, lack of clear instructions, and unintuitive process.
- Text Block Size Limitation: System constraint of 8000 characters for text blocks causing crashes when exceeding the limit.
- Database Crashes: Extended time spent dealing with repeated database crashes impacting productivity.
Suggestions & Tips for Langflow
- Maximal Marginal Relevance (MMR) Search: Prevents document duplication in search results.
- Comprehensive Search Results: Using MMR for diverse and relevant results.
- Efficient Data Handling: Utilize filters, summarize session history, and manage chat context within token limits.
- Eliminating Duplicate Results: Optimize vector store settings to reduce duplicates.
- Optimizing Vector Database Configuration: Experiment with database features and different embeddings.
- Effective Prompts: Craft concise yet context-rich prompts for OpenAI's Contextual Understanding.
Additional Tips
- Use Astra DB Vector Store component in Langflow with MMR Search type to prevent duplicate results.
- Make changes in Content Format and parameters for Confluence Loader to retrieve all data ingested with Milvus VectorStore component.