Overview

This issue addresses several critical bugs and stability improvements across multiple projects in the repository. The fixes will improve error handling, user experience, and overall reliability of the applications.

Identified Issues

1. Error Handling in Streamlit Applications

   • Multiple Streamlit apps (github-rag, hotel-booking-crew, Website-to-API-with-FireCrawl) have inconsistent error handling
   • Some error messages are not user-friendly
   • Missing proper error recovery mechanisms

2. API Integration Issues

   • Bright Data API integration in Youtube-trend-analysis has potential JSON parsing errors
   • Missing proper timeout handling for API calls
   • Inconsistent error handling for API responses

3. Model Loading and Initialization

   • Unsloth model loading in Build-reasoning-model and DeepSeek-finetuning shows warnings about MLP layers
   • Potential memory management issues during model initialization

4. Session State Management

   • Inconsistent session state handling across Streamlit applications
   • Potential memory leaks in long-running sessions
   • Missing cleanup of temporary files and resources

Proposed Solutions

1. Standardize Error Handling

   • Implement a consistent error handling framework across all Streamlit apps
   • Add proper error recovery mechanisms
   • Improve error messages with more user-friendly descriptions

2. API Integration Improvements

   • Add proper timeout handling for all API calls
   • Implement retry mechanisms for failed API requests
   • Standardize API response parsing and error handling

3. Model Management

   • Address Unsloth MLP layer warnings
   • Implement proper memory management during model loading
   • Add model initialization checks and fallbacks

4. Session Management

   • Implement proper session cleanup
   • Add resource management for temporary files
   • Standardize session state handling across applications

Expected Outcomes

• More stable and reliable applications
• Better user experience with clearer error messages
• Improved resource management
• Consistent behavior across all projects

Priority

High - These issues affect the core functionality and user experience of multiple projects.

Labels

• bug
• enhancement
• stability
• error-handling

Related Projects

• github-rag
• hotel-booking-crew
• Website-to-API-with-FireCrawl
• Youtube-trend-analysis
• Build-reasoning-model
• DeepSeek-finetuning