v1.0.0

1.0.0 (2025-06-04)

🎉 Major Release

This is the first stable release of ragbits, marking a significant milestone in the project's development.
The v1.0.0 release represents a mature, production-ready framework for building GenAI applications.

🚀 New Features

ragbits-core

• Vector Store Improvements:
  • Automatic vector_size resolution by PgVectorStore
  • Added get_vector_size method to all Embedders
  • Added support for limiting VectorStore results by metadata
• Embeddings: Refactored BagOfTokens model with model_name/encoding_name parameters moved to init
• Type Safety: Renamed typevars InputT and OutputT to PromptInputT and PromptOutputT for better clarity
• Monitoring: Added Prometheus & Grafana monitoring for LLMs using OpenTelemetry
• File Type Detection: Switched from imghdr to filetype for image file type detection
• Utilities: Added batched() helper method to utils

ragbits-document-search

• Advanced Document Processing: Switch to docling as default document parser for improved document handling
• Batching Support: Added elements batching for ingest strategies to improve performance
• Document Types: Added support for JSONL file type and improved document file type detection
• Reranking Enhancements:
  • Added LLM reranker with optional score override
  • Added score threshold to reranker options
  • Retained score information from vector database or reranker in Element class
• Query Processing: Added query rephraser options for better search results
• Error Handling: Improved error handling for elements without enricher

ragbits-chat

• Persistence Support: Added persistence component to save chat interactions from ragbits-chat with conversation_id parameter support
• State Management: Added support for state updates in chat interfaces with automatic signature generation
• UI Improvements: Refactored UI components to allow modifications and rebuilt UI with new dependencies
• API Integration: Enhanced API integration with history context changes and feedback form integration

ragbits-evaluate

• Question Answering: Added evaluations for question answering tasks
• Dataset Enhancements:
  • Added support for slicing datasets
  • Support for custom column names in evaluation datasets
  • Support for reference document ids and page numbers
• Batch Processing: Adjusted evaluation pipeline interface to support batch processing
• Data Loading: Separated load and map operations in data loaders

v0.20.1

0.20.1 (2025-06-04)

Changed

• ragbits-chat updated to version v0.20.1
• ragbits-cli updated to version v0.20.1
• ragbits-document-search updated to version v0.20.1
• ragbits-evaluate updated to version v0.20.1
• ragbits-guardrails updated to version v0.20.1
• ragbits-core updated to version v0.20.1

v0.20.0

0.20.0 (2025-06-03)

Changed

• ragbits-chat updated to version v0.20.0
• ragbits-cli updated to version v0.20.0
• ragbits-document-search updated to version v0.20.0
• ragbits-evaluate updated to version v0.20.0
• ragbits-guardrails updated to version v0.20.0
• ragbits-core updated to version v0.20.0

v0.19.1

0.19.1 (2025-05-27)

Changed

• ragbits-chat updated to version v0.19.1
• ragbits-cli updated to version v0.19.1
• ragbits-document-search updated to version v0.19.1
• ragbits-evaluate updated to version v0.19.1
• ragbits-guardrails updated to version v0.19.1
• ragbits-core updated to version v0.19.1

v0.19.0

0.19.0 (2025-05-27)

Changed

• ragbits-chat updated to version v0.19.0
• ragbits-cli updated to version v0.19.0
• ragbits-document-search updated to version v0.19.0
• ragbits-evaluate updated to version v0.19.0
• ragbits-guardrails updated to version v0.19.0
• ragbits-core updated to version v0.19.0

v0.18.0

0.18.0 (2025-05-22)

Changed

• ragbits-chat updated to version v0.18.0
• ragbits-cli updated to version v0.18.0
• ragbits-document-search updated to version v0.18.0
• ragbits-evaluate updated to version v0.18.0
• ragbits-guardrails updated to version v0.18.0
• ragbits-core updated to version v0.18.0

v0.17.1

0.17.1 (2025-05-09)

Changed

• ragbits-chat updated to version v0.17.1
• ragbits-cli updated to version v0.17.1
• ragbits-document-search updated to version v0.17.1
• ragbits-evaluate updated to version v0.17.1
• ragbits-guardrails updated to version v0.17.1
• ragbits-core updated to version v0.17.1

v0.17.0

0.17.0 (2025-05-06)

Changed

• ragbits-chat updated to version v0.17.0
• ragbits-cli updated to version v0.17.0
• ragbits-document-search updated to version v0.17.0
• ragbits-evaluate updated to version v0.17.0
• ragbits-guardrails updated to version v0.17.0
• ragbits-core updated to version v0.17.0

v0.16.0

0.16.0 (2025-04-29)

Changed

• ragbits-chat updated to version v0.16.0
• ragbits-cli updated to version v0.16.0
• ragbits-document-search updated to version v0.16.0
• ragbits-evaluate updated to version v0.16.0
• ragbits-guardrails updated to version v0.16.0
• ragbits-core updated to version v0.16.0

v0.15.0

0.15.0 (2025-04-28)

Changed

• ragbits-chat updated to version v0.15.0
• ragbits-cli updated to version v0.15.0
• ragbits-document-search updated to version v0.15.0
• ragbits-evaluate updated to version v0.15.0
• ragbits-guardrails updated to version v0.15.0
• ragbits-core updated to version v0.15.0