Metadata-Version: 2.4
Name: papa-rag
Version: 0.1.0
Summary: Hybrid RAG pipeline: semantic + keyword + RRF reranking
License: MIT
Project-URL: Homepage, https://github.com/papa-ecosystem/papa-lang
Project-URL: Repository, https://github.com/papa-ecosystem/papa-lang
Keywords: ai,rag,retrieval,chromadb,embeddings
Classifier: Development Status :: 4 - Beta
Classifier: Intended Audience :: Developers
Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
Classifier: Programming Language :: Python :: 3.10
Classifier: Programming Language :: Python :: 3.11
Classifier: Programming Language :: Python :: 3.12
Classifier: License :: OSI Approved :: MIT License
Requires-Python: >=3.10
Description-Content-Type: text/markdown
Requires-Dist: papa-lang>=0.1.0
Requires-Dist: chromadb>=0.4
Requires-Dist: pydantic>=2.0

# papa-rag

> Hybrid RAG pipeline: semantic + keyword + RRF reranking.

## Install

```bash
pip install papa-rag
```

Requires `papa-lang` and `chromadb`.

## Quick Start

```python
from papa_rag import RAGPipeline, RAGConfig

config = RAGConfig(top_k=5)
pipeline = RAGPipeline(config=config)
result = pipeline.retrieve("What is the capital of France?")
print(result.context)
```
