piwheels

ragas

Evaluation framework for RAG and LLM applications

Installation

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

pip3 install ragas

Dependencies

• langchain-community
• langchain-openai
• tqdm
• tiktoken
• langchain-core
• datasets
• nest-asyncio
• typer
• networkx
• pillow
• diskcache
• openai
• instructor
• numpy
• pydantic
• rich
• scikit-network
• appdirs
• langchain

Releases

Version	Released	Bookworm Python 3.11	Trixie Python 3.13	Files
0.4.3	2026-01-13
ragas-0.4.3-py3-none-any.whl (456 KB)
0.4.2	2025-12-23
ragas-0.4.2-py3-none-any.whl (447 KB)
0.4.1	2025-12-10
ragas-0.4.1-py3-none-any.whl (410 KB)
0.4.0	2025-12-03
ragas-0.4.0-py3-none-any.whl (388 KB)
0.3.9	2025-11-11
ragas-0.3.9-py3-none-any.whl (358 KB)
0.3.8	2025-10-28
ragas-0.3.8-py3-none-any.whl (329 KB)
0.3.7	2025-10-14
ragas-0.3.7-py3-none-any.whl (310 KB)
0.3.6	2025-10-03
ragas-0.3.6-py3-none-any.whl (296 KB)
0.3.5	2025-09-17
ragas-0.3.5-py3-none-any.whl (278 KB)
0.3.5rc2 pre-release	2025-09-17
ragas-0.3.5rc2-py3-none-any.whl (278 KB)
0.3.5rc1 pre-release	2025-09-17
ragas-0.3.5rc1-py3-none-any.whl (278 KB)
0.3.4	2025-09-10
ragas-0.3.4-py3-none-any.whl (273 KB)
0.3.3	2025-09-04
ragas-0.3.3-py3-none-any.whl (271 KB)
0.3.3rc1 pre-release	2025-09-04
ragas-0.3.3rc1-py3-none-any.whl (271 KB)
0.3.2	2025-08-19
ragas-0.3.2-py3-none-any.whl (271 KB)
0.3.2rc3 pre-release	2025-08-19
ragas-0.3.2rc3-py3-none-any.whl (271 KB)
0.3.2rc2 pre-release	2025-08-19
0.3.2rc1 pre-release	2025-08-19
ragas-0.3.2rc1-py3-none-any.whl (271 KB)
0.3.1	2025-08-11
ragas-0.3.1-py3-none-any.whl (186 KB)
0.3.0	2025-07-17
ragas-0.3.0-py3-none-any.whl (186 KB)
0.3.0rc2 pre-release	2025-07-17
ragas-0.3.0rc2-py3-none-any.whl (186 KB)
0.2.15	2025-04-24
ragas-0.2.15-py3-none-any.whl (187 KB)
0.2.14	2025-03-04
ragas-0.2.14-py3-none-any.whl (183 KB)
0.2.13	2025-02-04
ragas-0.2.13-py3-none-any.whl (174 KB)
0.2.12	2025-01-21
ragas-0.2.12-py3-none-any.whl (173 KB)
0.2.11	2025-01-14
ragas-0.2.11-py3-none-any.whl (173 KB)
0.2.10	2025-01-08
ragas-0.2.10-py3-none-any.whl (172 KB)
0.2.9	2024-12-24
ragas-0.2.9-py3-none-any.whl (172 KB)
0.2.8	2024-12-10
ragas-0.2.8-py3-none-any.whl (170 KB)
0.2.7	2024-12-06
ragas-0.2.7-py3-none-any.whl (159 KB)
0.2.6	2024-11-19
ragas-0.2.6-py3-none-any.whl (154 KB)
0.2.5	2024-11-12
ragas-0.2.5-py3-none-any.whl (152 KB)
0.2.4	2024-11-07
ragas-0.2.4-py3-none-any.whl (148 KB)
0.2.3	2024-10-29
ragas-0.2.3-py3-none-any.whl (139 KB)
0.2.2	2024-10-22
ragas-0.2.2-py3-none-any.whl (132 KB)
0.2.1	2024-10-16
ragas-0.2.1-py3-none-any.whl (135 KB)
0.2.0	2024-10-14
ragas-0.2.0-py3-none-any.whl (134 KB)
0.2.0b0 pre-release	2024-10-03
ragas-0.2.0b0-py3-none-any.whl (131 KB)
0.1.22	2024-10-19
ragas-0.1.22-py3-none-any.whl (170 KB)
0.1.21	2024-10-03
ragas-0.1.21-py3-none-any.whl (170 KB)
0.1.20	2024-09-18
ragas-0.1.20-py3-none-any.whl (186 KB)
0.1.19	2024-09-18
ragas-0.1.19-py3-none-any.whl (186 KB)
0.1.18	2024-09-11
ragas-0.1.18-py3-none-any.whl (181 KB)
0.1.17	2024-09-10
ragas-0.1.17-py3-none-any.whl (181 KB)
0.1.16	2024-09-03
ragas-0.1.16-py3-none-any.whl (170 KB)
0.1.15	2024-08-27
ragas-0.1.15-py3-none-any.whl (165 KB)
0.1.14	2024-08-14
ragas-0.1.14-py3-none-any.whl (160 KB)
0.1.13	2024-08-05
ragas-0.1.13-py3-none-any.whl (158 KB)
0.1.12	2024-07-30
ragas-0.1.12-py3-none-any.whl (155 KB)
0.1.11	2024-07-22
ragas-0.1.11-py3-none-any.whl (151 KB)
0.1.10	2024-07-03
ragas-0.1.10-py3-none-any.whl (89 KB)
0.1.9	2024-05-30
0.1.8	2024-05-21
ragas-0.1.8-py3-none-any.whl (82 KB)
0.1.7	2024-04-08
ragas-0.1.7-py3-none-any.whl (79 KB)
0.1.6	2024-04-02
ragas-0.1.6-py3-none-any.whl (79 KB)
0.1.5	2024-03-20
ragas-0.1.5-py3-none-any.whl (72 KB)
0.1.4	2024-03-13
ragas-0.1.4-py3-none-any.whl (72 KB)
0.1.3	2024-02-28
ragas-0.1.3-py3-none-any.whl (68 KB)
0.1.2	2024-02-23
ragas-0.1.2-py3-none-any.whl (65 KB)
0.1.1	2024-02-15
ragas-0.1.1-py3-none-any.whl (65 KB)
0.1.0	2024-02-07
ragas-0.1.0-py3-none-any.whl (64 KB)
0.1.0rc1 pre-release	2024-01-25
ragas-0.1.0rc1-py3-none-any.whl (59 KB)
0.0.22	2023-12-13
ragas-0.0.22-py3-none-any.whl (51 KB)
0.0.21	2023-11-21
ragas-0.0.21-py3-none-any.whl (48 KB)
0.0.20	2023-11-15
ragas-0.0.20-py3-none-any.whl (46 KB)
0.0.19	2023-10-31
ragas-0.0.19-py3-none-any.whl (44 KB)
0.0.18	2023-10-24
ragas-0.0.18-py3-none-any.whl (43 KB)
0.0.17	2023-10-16
ragas-0.0.17-py3-none-any.whl (39 KB)
0.0.16	2023-09-28
ragas-0.0.16-py3-none-any.whl (38 KB)
0.0.15	2023-09-25
ragas-0.0.15-py3-none-any.whl (31 KB)
0.0.14	2023-09-15
ragas-0.0.14-py3-none-any.whl (31 KB)
0.0.13	2023-09-15
ragas-0.0.13-py3-none-any.whl (31 KB)
0.0.12	2023-09-06
ragas-0.0.12-py3-none-any.whl (31 KB)
0.0.11	2023-08-24
ragas-0.0.11-py3-none-any.whl (31 KB)
0.0.10	2023-08-02
ragas-0.0.10-py3-none-any.whl (26 KB)
0.0.9	2023-07-27
ragas-0.0.9-py3-none-any.whl (25 KB)
0.0.8 yanked	2023-07-27
ragas-0.0.8-py3-none-any.whl (24 KB)
0.0.7	2023-07-20
ragas-0.0.7-py3-none-any.whl (21 KB)
0.0.6	2023-07-15
ragas-0.0.6-py3-none-any.whl (20 KB)
0.0.5	2023-07-10
ragas-0.0.5-py3-none-any.whl (18 KB)
0.0.4	2023-07-10
ragas-0.0.4-py3-none-any.whl (18 KB)
0.0.3	2023-06-09
ragas-0.0.3-py3-none-any.whl (17 KB)
0.0.3rc1 pre-release	2023-06-09
ragas-0.0.3rc1-py3-none-any.whl (17 KB)
0.0.2	2023-05-23
ragas-0.0.2-py3-none-any.whl (15 KB)
0.0.1	2023-05-14
ragas-0.0.1-py3-none-any.whl (15 KB)
0.0.1a7 pre-release	2023-05-14
ragas-0.0.1a7-py3-none-any.whl (15 KB)
0.0.1a6 pre-release	2023-05-14
ragas-0.0.1a6-py3-none-any.whl (13 KB)
0.0.1a5 pre-release	2023-05-14
ragas-0.0.1a5-py3-none-any.whl (13 KB)

Issues with this package?

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