Docindex

New Features
- **RAG Retriever Integration**: You can now set up a RAG (Retrieval Augmented Generation) retriever with sources using your vectorstore for efficient information retrieval.
- **Cohere LLM Provider Support**: Added support for Cohere as a language model provider, expanding your options for natural language processing tasks.

What's Changed
* adds retrieval logic by koleshjr in https://github.com/KevKibe/docindex/pull/17
* Add Support for embedding, vectorstore initialization and rag retrieval using cohere. by KevKibe in https://github.com/KevKibe/docindex/pull/18
* Update README.md by KevKibe in https://github.com/KevKibe/docindex/pull/19
* Update setup.cfg by KevKibe in https://github.com/KevKibe/docindex/pull/20

New Contributors
* koleshjr made their first contribution in https://github.com/KevKibe/docindex/pull/17

**Full Changelog**: https://github.com/KevKibe/docindex/compare/v0.5.0...v0.6.0

New Feature:
- HTML, Markdown, and DOCX document indexing is now supported. Contributed by KevKibe. For more details, see [13](https://github.com/KevKibe/docindex/pull/13).

Bug Fixes:
- None

Known Issues:
- No known issues at the moment.

Contributors:
Kevin Kibe ([keviinkibegmail.com](mailto:keviinkibegmail.com))

For more information, visit the project's GitHub repository: https://github.com/KevKibe/docindex

What's Changed
* Add new Diagram by KevKibe in https://github.com/KevKibe/docindex/pull/11
* Chore: Add tests for `_google.docindex` and `_openai.docindex` modules by KevKibe in https://github.com/KevKibe/docindex/pull/12
* Feature: Support HTML, Markdown, and DOCX Document Indexing by KevKibe in https://github.com/KevKibe/docindex/pull/13
* Update README.md by KevKibe in https://github.com/KevKibe/docindex/pull/14


**Full Changelog**: https://github.com/KevKibe/docindex/compare/v0.4.0...v0.5.0

What's Changed
* Fix: `embed` method in `GooglePineconeIndexer` class to embed chunks. by KevKibe in https://github.com/KevKibe/docindex/pull/10


**Full Changelog**: https://github.com/KevKibe/docindex/compare/v0.3.0...v0.4.0

New Features:
- Initialize a vectorstore object from the index created with the embedded documents inside.

Bug Fixes:
-None

Known Issues:
- No known issues at the moment.

Contributors:
Kevin Kibe ([keviinkibegmail.com](mailto:keviinkibegmail.com))

For more information, visit the project's GitHub repository: https://github.com/KevKibe/docindex

What's Changed
* Feat: Initialize vectorestore with `initialize_vectorstore` method from the index created by KevKibe in https://github.com/KevKibe/docindex/pull/9


**Full Changelog**: https://github.com/KevKibe/docindex/compare/v0.2.0...v0.3.0

What's Changed
* Update: Add `parse_args()` for creating and deleting indexes from CLI, removing `environment` as a parameter, `README.md` update by KevKibe in https://github.com/KevKibe/docindex/pull/8


**Full Changelog**: https://github.com/KevKibe/docindex/compare/v0.1.0...v0.2.0

New Features:

- Support for Google Embedding Service, `GoogleGenerativeAIEmbeddings` .
- Support for indexing on the Command Line Interface(CLI)

Bug Fixes:
None

Known Issues:

No known issues at the moment.
Contributors:

Kevin Kibe ([keviinkibegmail.com](mailto:keviinkibegmail.com))

For more information, visit the project's GitHub repository: https://github.com/KevKibe/docindex


What's Changed
* Update: README.md Usage instructions, cli args for indexing by KevKibe in https://github.com/KevKibe/docindex/pull/3
* Update: Support for Google Embedding Service, `GoogleGenerativeAIEmbeddings` by KevKibe in https://github.com/KevKibe/docindex/pull/4
* Update: Support for Indexing using Google Generative AI Embeddings and README, DOCS Update by KevKibe in https://github.com/KevKibe/docindex/pull/5


**Full Changelog**: https://github.com/KevKibe/docindex/compare/v0.0.1...v0.1.0