piwheels

AutoRAG

Automatically Evaluate RAG pipelines with your own data. Find optimal structure for new RAG product.

Installation

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

pip3 install autorag

Dependencies

• fastapi
• ipywidgets-bokeh
• llama-index-readers-file
• llama-index-embeddings-openai-like
• rich
• grpcio-status
• llama-index
• tokenlog
• chromadb
• pymilvus
• pyarrow
• llama-index-embeddings-ollama
• llama-index-llms-openai-like
• banks
• langchain-core
• langchain-unstructured
• tqdm
• openai
• gradio
• sacrebleu
• langchain-community
• grpcio-tools
• fastparquet
• pinecone
• quart
• grpcio
• panel
• rouge-score
• streamlit
• pyngrok
• llama-index-embeddings-openai
• ipykernel
• llama-index-core
• scikit-learn
• voyageai
• numpy
• cohere
• ipywidgets
• qdrant-client
• aiohttp
• datasets
• langsmith
• grpcio-health-checking
• llama-index-llms-openai
• emoji
• couchbase
• mixedbread-ai
• pydantic
• pyyaml
• seaborn
• llama-index-llms-bedrock
• tiktoken
• pandas
• evaluate
• click
• langchain-upstage
• llama-index-retrievers-bm25
• weaviate-client
• rank-bm25

Releases

Version	Released	Bullseye Python 3.9	Bookworm Python 3.11	Trixie Python 3.13	Files
0.3.19	2025-10-13
autorag-0.3.19-py3-none-any.whl (235 KB)
0.3.18	2025-09-20
autorag-0.3.18-py3-none-any.whl (234 KB)
0.3.17	2025-08-26
autorag-0.3.17-py3-none-any.whl (233 KB)
0.3.16	2025-06-22
autorag-0.3.16-py3-none-any.whl (228 KB)
0.3.13	2025-01-25
AutoRAG-0.3.13-py3-none-any.whl (242 KB)
0.3.12	2024-12-09
AutoRAG-0.3.12-py3-none-any.whl (238 KB)
0.3.11	2024-11-29
AutoRAG-0.3.11-py3-none-any.whl (238 KB)
0.3.11rc3 pre-release	2024-12-09
AutoRAG-0.3.11rc3-py3-none-any.whl (238 KB)
0.3.11rc2 pre-release	2024-12-03
AutoRAG-0.3.11rc2-py3-none-any.whl (238 KB)
0.3.11rc1 pre-release	2024-12-03
AutoRAG-0.3.11rc1-py3-none-any.whl (238 KB)
0.3.10	2024-11-20
AutoRAG-0.3.10-py3-none-any.whl (235 KB)
0.3.10rc1 pre-release	2024-11-21
AutoRAG-0.3.10rc1-py3-none-any.whl (235 KB)
0.3.9	2024-11-10
AutoRAG-0.3.9-py3-none-any.whl (229 KB)
0.3.8	2024-10-30
AutoRAG-0.3.8-py3-none-any.whl (228 KB)
0.3.8rc1 pre-release	2024-11-01
AutoRAG-0.3.8rc1-py3-none-any.whl (229 KB)
0.3.7	2024-10-24
AutoRAG-0.3.7-py3-none-any.whl (227 KB)
0.3.6	2024-10-17
autorag-0.3.6-py3-none-any.whl (222 KB)
0.3.5	2024-10-13
autorag-0.3.5-py3-none-any.whl (221 KB)
0.3.5rc1 pre-release	2024-10-14
autorag-0.3.5rc1-py3-none-any.whl (221 KB)
0.3.4	2024-10-09
autorag-0.3.4-py3-none-any.whl (217 KB)
0.3.3	2024-10-05
AutoRAG-0.3.3-py3-none-any.whl (202 KB)
0.3.3rc16 pre-release	2024-10-08
0.3.2	2024-10-03
AutoRAG-0.3.2-py3-none-any.whl (198 KB)
0.3.1	2024-10-01
AutoRAG-0.3.1-py3-none-any.whl (198 KB)
0.3.0	2024-09-25
AutoRAG-0.3.0-py3-none-any.whl (190 KB)
0.2.18	2024-09-18
AutoRAG-0.2.18-py3-none-any.whl (178 KB)
0.2.17	2024-09-16
AutoRAG-0.2.17-py3-none-any.whl (177 KB)
0.2.16	2024-09-12
AutoRAG-0.2.16-py3-none-any.whl (175 KB)
0.2.15	2024-08-27
AutoRAG-0.2.15-py3-none-any.whl (147 KB)
0.2.14	2024-08-16
AutoRAG-0.2.14-py3-none-any.whl (145 KB)
0.2.13	2024-08-06
AutoRAG-0.2.13-py3-none-any.whl (144 KB)
0.2.12	2024-08-03
AutoRAG-0.2.12-py3-none-any.whl (143 KB)
0.2.11	2024-07-23
AutoRAG-0.2.11-py3-none-any.whl (143 KB)
0.2.10	2024-07-15
AutoRAG-0.2.10-py3-none-any.whl (141 KB)
0.2.9	2024-07-09
AutoRAG-0.2.9-py3-none-any.whl (143 KB)
0.2.8	2024-06-29
AutoRAG-0.2.8-py3-none-any.whl (141 KB)
0.2.7	2024-06-25
AutoRAG-0.2.7-py3-none-any.whl (140 KB)
0.2.6	2024-06-20
AutoRAG-0.2.6-py3-none-any.whl (140 KB)
0.2.5	2024-06-12
AutoRAG-0.2.5-py3-none-any.whl (141 KB)
0.2.4	2024-06-08
AutoRAG-0.2.4-py3-none-any.whl (141 KB)
0.2.3	2024-06-03
AutoRAG-0.2.3-py3-none-any.whl (140 KB)
0.2.2	2024-05-30
AutoRAG-0.2.2-py3-none-any.whl (140 KB)
0.2.1	2024-05-28
AutoRAG-0.2.1-py3-none-any.whl (140 KB)
0.2.0	2024-05-21
AutoRAG-0.2.0-py3-none-any.whl (138 KB)
0.1.12	2024-05-16
AutoRAG-0.1.12-py3-none-any.whl (136 KB)
0.1.11	2024-05-14
AutoRAG-0.1.11-py3-none-any.whl (135 KB)
0.1.10	2024-05-09
AutoRAG-0.1.10-py3-none-any.whl (132 KB)
0.1.9	2024-05-01
AutoRAG-0.1.9-py3-none-any.whl (131 KB)
0.1.8	2024-04-29
AutoRAG-0.1.8-py3-none-any.whl (129 KB)
0.1.7	2024-04-28
AutoRAG-0.1.7-py3-none-any.whl (128 KB)
0.1.6	2024-04-27
AutoRAG-0.1.6-py3-none-any.whl (133 KB)
0.1.5	2024-04-24
AutoRAG-0.1.5-py3-none-any.whl (127 KB)
0.1.4	2024-04-22
AutoRAG-0.1.4-py3-none-any.whl (123 KB)
0.1.3	2024-04-14
AutoRAG-0.1.3-py3-none-any.whl (120 KB)
0.1.2	2024-04-10
AutoRAG-0.1.2-py3-none-any.whl (108 KB)
0.1.1	2024-04-05
AutoRAG-0.1.1-py3-none-any.whl (101 KB)
0.1.0	2024-03-31
AutoRAG-0.1.0-py3-none-any.whl (99 KB)
0.0.14	2024-03-26
AutoRAG-0.0.14-py3-none-any.whl (98 KB)
0.0.13	2024-03-17
AutoRAG-0.0.13-py3-none-any.whl (90 KB)
0.0.12	2024-03-14
AutoRAG-0.0.12-py3-none-any.whl (88 KB)
0.0.11	2024-03-07
AutoRAG-0.0.11-py3-none-any.whl (86 KB)
0.0.10	2024-02-22
AutoRAG-0.0.10-py3-none-any.whl (81 KB)
0.0.9	2024-02-18
AutoRAG-0.0.9-py3-none-any.whl (78 KB)
0.0.8	2024-02-16
AutoRAG-0.0.8-py3-none-any.whl (77 KB)
0.0.7	2024-02-15
AutoRAG-0.0.7-py3-none-any.whl (77 KB)
0.0.6	2024-02-10
AutoRAG-0.0.6-py3-none-any.whl (77 KB)
0.0.5	2024-02-08
AutoRAG-0.0.5-py3-none-any.whl (76 KB)
0.0.4	2024-02-06
AutoRAG-0.0.4-py3-none-any.whl (73 KB)
0.0.3	2024-02-04
AutoRAG-0.0.3-py3-none-any.whl (72 KB)
0.0.2	2024-02-03
AutoRAG-0.0.2-py3-none-any.whl (72 KB)
0.0.1	2024-02-01
AutoRAG-0.0.1-py3-none-any.whl (64 KB)

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