Ragbits

Changed

- ragbits-cli updated to version v0.9.0
- ragbits-conversations updated to version v0.9.0
- Add support to persisting history of conversations using sqlalchemy (354).
- ragbits-document-search updated to version v0.9.0
- Add MultiQueryRetrieval (311).
- Add AWS S3 source integration (339).
- Add Azure BlobStorage source integration (340).
- ragbits-evaluate updated to version v0.9.0
- Add cli for document search evaluation added (356)
- Add local data loader (334).
- ragbits-guardrails updated to version v0.9.0
- ragbits-core updated to version v0.9.0
- Rename "default configuration" to "preferred configuration" (361).
- Allow to pass str or dict to LLM.generate() (286)
- Fix: changed variable type from Filter to WhereQuery in the Qdrant vector store in list method.

Changed

- ragbits-cli updated to version v0.8.0
- ragbits-conversations updated to version v0.8.0
- ragbits-document-search updated to version v0.8.0
- DocumentSearch ingest accepts now a simple string format to determine sources; for example gcs://bucket/* (264).
- New CLI command to ingest documents (305).
- Add support for rerankers library (284).
- ragbits-evaluate updated to version v0.8.0
- ragbits-guardrails updated to version v0.8.0
- ragbits-core updated to version v0.8.0
- Add support for pgvector as VectorStore (267).

Changed

- ragbits-cli updated to version v0.7.0
- ragbits-conversations updated to version v0.7.0
- Added last message recontextualization (271).
- ragbits-document-search updated to version v0.7.0
- Add CLI command to perform search on DocumentSearch instance (290).
- New way to initialize DocumentSearch instances (277).
- ragbits-core updated to version v0.7.0
- ragbits-evaluate updated to version v0.7.0
- Simplified interface to document-search evaluation (258).
- ragbits-guardrails updated to version v0.7.0
- ragbits-core updated to version v0.7.0
- Add nice-looking CLI logging for audit module (273).
- Add support for returning metadata from LLMs (274).
- Fix: limiting in qdrant vector store (282).
- Refactor: remove LLM client abstraction and lift it up to LLM (270).

Changed

- ragbits-cli updated to version v0.6.0
- Better error handling when dynamic importing fails in the CLI (259).
- Add option to choose what columns to display in the output (257).
- ragbits-core updated to version v0.6.0
- Add option to pass LiteLLM router to LLM instances (262).
- Add commands to browse vector stores (244).
- Implement generic Options class (248).
- Fix LiteLLM crash in python 3.13 (245).
- ragbits-document-search updated to version v0.6.0
- ragbits-evaluate updated to version v0.6.0
- ragbits-guardrails updated to version v0.6.0

Changed

- ragbits-cli updated to version v0.5.1
- ragbits-document-search updated to version v0.5.1
- ragbits-evaluate updated to version v0.5.1
- Document search evaluation now returns all Element types, rather than only TextElements (241).
- ragbits-guardrails updated to version v0.5.1
- ragbits-core updated to version v0.5.1
- Refactor: added standardized way to create ragbits objects from config (233).

Changed

- ragbits-cli updated to version v0.5.0
- Add global flag to specify output type: text or json (232).
- ragbits-document-search updated to version v0.5.0
- Distributed ingestion with usage of https://www.ray.io/ (#207)
- Documents can be now replaced in existing VectorStore (210)
- Providers are now loaded dynamically (219)
- ragbits-evaluate updated to version v0.5.0
- ragbits-guardrails updated to version v0.5.0
- ragbits-core updated to version v0.5.0
- Default LLM factory when configuration is not provided (209).
- Add remove operation to VectorStore (210).
- Install litellm package by default (236).