piwheels

eless

Evolving Low-resource Embedding and Storage System - A resilient RAG data processing pipeline with comprehensive logging, multi-database support, and CLI interface.

Installation

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

pip3 install eless

Dependencies

• faiss-cpu
• psycopg2-binary
• chromadb
• openpyxl
• beautifulsoup4
• pypdf
• langchain-core
• langchain-community
• sentence-transformers
• lxml
• torch
• cassandra-driver
• numpy
• qdrant-client
• psutil
• pyyaml
• pandas
• python-docx
• click

Releases

Version	Released	Bullseye Python 3.9	Bookworm Python 3.11	Trixie Python 3.13	Files
1.0.3	2025-10-27
eless-1.0.3-py3-none-any.whl (102 KB)
1.0.2	2025-10-27
eless-1.0.2-py3-none-any.whl (102 KB)
1.0.1	2025-10-27
eless-1.0.1-py3-none-any.whl (102 KB)
1.0.0	2025-10-25
eless-1.0.0-py3-none-any.whl (101 KB)

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