Ragbits

Changed

- ragbits-cli updated to version v0.4.0
- ragbits-document-search updated to version v0.4.0
- Add support for batch ingestion (185).
- Ingesting images is now supported (172).
- ragbits-evaluate updated to version v0.4.0
- Introduced optimization with optuna (177).
- Add synthetic data generation pipeline (165).
- ragbits-guardrails updated to version v0.4.0
- ragbits-core updated to version v0.4.0
- Add support for Qdrant VectorStore (163).
- Add streaming interface to LLMs (188).
- Better images support in Prompt abstractions (201).

Changlog

Added

- ragbits-guardrails v0.3.0:
- Initial release of the package (169).
- First guardrail with OpenAI Moderation.

Changed

- ragbits-cli updated to version v0.3.0
- ragbits-document-search updated to version v0.3.0
- Add location metadata to documents ingested into DocumentSearch (122).
- Add LiteLLM Reranker (109).
- ragbits-core updated to version v0.3.0
- refactor: Add dynamic loading for modules that depend on optional dependencies (148).
- refactor: change the type in from_source method to Source (156).
- refactor: unified API for text representations of Element models (171).
- ragbits-evaluate updated to version v0.3.0
- ragbits-core updated to version v0.3.0
- Observability toolset, with initial support to export traces to OpenTelemetry (168)
- CLI commands to render / exec prompts (146)
- Support of images in Prompt abstractions (149)
- Support for different MetadataStores in VectorStore (144)
- Now LLMs can be configured separately for vision, text and structured. (153)
- refactor: Add dynamic loading for modules that depend on optional dependencies (148).
- refactor: Refactor vector store public API. (151)

New Contributors
* kdziedzic68 made their first contribution in https://github.com/deepsense-ai/ragbits/pull/149
* ds-ragbits-robot made their first contribution in https://github.com/deepsense-ai/ragbits/pull/176

**Full Changelog**: https://github.com/deepsense-ai/ragbits/compare/v0.2.0...v0.3.0

Added

- ragbits-evaluate v0.2.0:
- Initial release of the package (91).
- Evaluation pipeline framework with capability to define evaluators & metrics.
- Evaluation pipeline for `ragbits-document-search`.

Changed

- ragbits-cli updated to version v0.2.0
- Improved performance by lazy-loading the modules (111 113 120)
- ragbits-document-search updated to version v0.2.0
- Creation of DocumentSearch instances from config (62).
- Automatic detection of document type (99).
- LLM-based query rephrasing (115).
- Batch ingestion from sources (112).
- Support to image formats (121).
- HuggingFace sources (106).
- ragbits-core updated to version v0.2.0
- Project README.md (103).
- Listing entries API for VectorStores (138).
- Overrides for prompt discovery configurable in `pyproject.toml` file (101).
- Default LLM factory configurable in `pyproject.toml` file (101).
- Fixed bug in chromadb while returning multiple records (117).
- Fixed bug in prompt rendering for some pydantic models (137).