piwheels

raglight

RAGLight is a lightweight and modular Python library for implementing Retrieval-Augmented Generation (RAG). It enhances the capabilities of Large Language Models (LLMs) by combining document retrieva…

Installation

In a virtualenv (see these instructions if you need to create one):

pip3 install raglight

Dependencies

• langgraph
• typing-extensions
• langchain-openai
• langchain-text-splitters
• google-genai
• langchain
• streamlit
• langchain-google-genai
• uvicorn
• langchain-aws
• fastapi
• sentence-transformers
• mistralai
• typer
• langchain-mcp-adapters
• pydantic
• ollama
• langchain-mistralai
• langchain-ollama
• inquirerpy
• pymupdf
• python-dotenv
• rich
• python-multipart
• langchain-core
• rank-bm25
• quo
• nltk

Releases

Version	Released	Bullseye Python 3.9	Bookworm Python 3.11	Trixie Python 3.13	Files
3.4.7	2026-03-24
raglight-3.4.7-py3-none-any.whl (77 KB)
3.4.6	2026-03-24
raglight-3.4.6-py3-none-any.whl (77 KB)
3.4.5	2026-03-24
raglight-3.4.5-py3-none-any.whl (79 KB)
3.4.4	2026-03-24
raglight-3.4.4-py3-none-any.whl (79 KB)
3.4.3	2026-03-24
raglight-3.4.3-py3-none-any.whl (79 KB)
3.4.2	2026-03-24
raglight-3.4.2-py3-none-any.whl (79 KB)
3.4.1	2026-03-24
raglight-3.4.1-py3-none-any.whl (79 KB)
3.4.0	2026-03-22
raglight-3.4.0-py3-none-any.whl (79 KB)
3.3.3	2026-03-13
raglight-3.3.3-py3-none-any.whl (74 KB)
3.3.2	2026-03-13
raglight-3.3.2-py3-none-any.whl (74 KB)
3.3.0	2026-03-13
raglight-3.3.0-py3-none-any.whl (74 KB)
3.2.5	2026-03-12
raglight-3.2.5-py3-none-any.whl (74 KB)
3.2.4	2026-03-12
raglight-3.2.4-py3-none-any.whl (74 KB)
3.2.3	2026-03-12
raglight-3.2.3-py3-none-any.whl (74 KB)
3.2.2	2026-03-12
raglight-3.2.2-py3-none-any.whl (74 KB)
3.2.1	2026-03-12
raglight-3.2.1-py3-none-any.whl (74 KB)
3.2.0	2026-03-12
raglight-3.2.0-py3-none-any.whl (74 KB)
3.1.1	2026-03-05
raglight-3.1.1-py3-none-any.whl (66 KB)
3.1.0	2026-03-05
raglight-3.1.0-py3-none-any.whl (66 KB)
3.0.0	2026-03-05
raglight-3.0.0-py3-none-any.whl (62 KB)
2.10.1	2026-01-12
raglight-2.10.1-py3-none-any.whl (55 KB)
2.10.0	2026-01-11
raglight-2.10.0-py3-none-any.whl (54 KB)
2.9.0	2026-01-09
raglight-2.9.0-py3-none-any.whl (59 KB)
2.8.1	2025-12-04
raglight-2.8.1-py3-none-any.whl (55 KB)
2.8.0	2025-12-04
raglight-2.8.0-py3-none-any.whl (55 KB)
2.7.2	2025-10-13
raglight-2.7.2-py3-none-any.whl (52 KB)
2.7.1	2025-08-22
raglight-2.7.1-py3-none-any.whl (52 KB)
2.7.0	2025-08-22
raglight-2.7.0-py3-none-any.whl (52 KB)
2.6.0	2025-08-21
raglight-2.6.0-py3-none-any.whl (52 KB)
2.5.0	2025-08-21
raglight-2.5.0-py3-none-any.whl (51 KB)
2.4.0	2025-08-16
raglight-2.4.0-py3-none-any.whl (51 KB)
2.3.0	2025-08-14
raglight-2.3.0-py3-none-any.whl (50 KB)
2.2.2	2025-08-07
raglight-2.2.2-py3-none-any.whl (46 KB)
2.2.1	2025-08-06
raglight-2.2.1-py3-none-any.whl (48 KB)
2.2.0	2025-08-04
raglight-2.2.0-py3-none-any.whl (48 KB)
2.1.0	2025-07-31
raglight-2.1.0-py3-none-any.whl (43 KB)
2.0.1	2025-07-31
raglight-2.0.1-py3-none-any.whl (43 KB)
2.0.0	2025-07-29
raglight-2.0.0-py3-none-any.whl (42 KB)
1.6.2	2025-03-21
raglight-1.6.2-py3-none-any.whl (39 KB)
1.6.1	2025-03-21
raglight-1.6.1-py3-none-any.whl (38 KB)
1.6.0	2025-03-21
raglight-1.6.0-py3-none-any.whl (38 KB)
1.5.7	2025-03-19
raglight-1.5.7-py3-none-any.whl (37 KB)
1.5.6	2025-03-19
raglight-1.5.6-py3-none-any.whl (32 KB)
1.5.5	2025-03-19
raglight-1.5.5-py3-none-any.whl (36 KB)
1.5.4	2025-03-17
raglight-1.5.4-py3-none-any.whl (36 KB)
1.5.3	2025-03-14
raglight-1.5.3-py3-none-any.whl (36 KB)
1.5.2	2025-03-13
raglight-1.5.2-py3-none-any.whl (36 KB)
1.5.1	2025-03-13
raglight-1.5.1-py3-none-any.whl (36 KB)
1.5.0	2025-03-12
raglight-1.5.0-py3-none-any.whl (39 KB)
1.4.0	2025-03-09
raglight-1.4.0-py3-none-any.whl (37 KB)
1.3.5	2025-02-20
raglight-1.3.5-py3-none-any.whl (35 KB)
1.3.4	2025-02-17
raglight-1.3.4-py3-none-any.whl (34 KB)
1.3.3	2025-02-17
raglight-1.3.3-py3-none-any.whl (34 KB)
1.3.2	2025-02-17
raglight-1.3.2-py3-none-any.whl (33 KB)
1.3.1	2025-02-14
raglight-1.3.1-py3-none-any.whl (31 KB)
1.3.0	2025-02-13
raglight-1.3.0-py3-none-any.whl (27 KB)
1.2.3	2025-02-05
raglight-1.2.3-py3-none-any.whl (24 KB)
1.2.2	2025-02-05
raglight-1.2.2-py3-none-any.whl (24 KB)
1.2.1	2025-02-04
raglight-1.2.1-py3-none-any.whl (24 KB)
1.2.0	2025-01-29
raglight-1.2.0-py3-none-any.whl (23 KB)
1.1.7	2025-01-27
raglight-1.1.7-py3-none-any.whl (22 KB)
1.1.6	2025-01-27
raglight-1.1.6-py3-none-any.whl (22 KB)
1.1.5	2025-01-25
raglight-1.1.5-py3-none-any.whl (21 KB)
1.1.4	2025-01-25
raglight-1.1.4-py3-none-any.whl (18 KB)
1.1.3	2025-01-25
raglight-1.1.3-py3-none-any.whl (18 KB)
1.1.2	2025-01-25
raglight-1.1.2-py3-none-any.whl (18 KB)
1.1.1	2025-01-23
raglight-1.1.1-py3-none-any.whl (18 KB)
1.1.0	2025-01-23
raglight-1.1.0-py3-none-any.whl (18 KB)
1.0.1	2025-01-22
raglight-1.0.1-py3-none-any.whl (15 KB)
0.1.5	2025-01-22
raglight-0.1.5-py3-none-any.whl (13 KB)
0.1.4	2025-01-10
raglight-0.1.4-py3-none-any.whl (8 KB)

Issues with this package?

• Search issues for this package
• Package or version missing? Open a new issue
• Something else? Open a new issue