semvec/pypi-packages huggingface dataset:
nomad-schema-plugin-run 1.0.5
Run schema plugin for NOMAD.
License: Apache-2.0

[![DOI](https://zenodo.org/badge/727786061.svg)](https://zenodo.org/badge/latestdoi/727786061)

Schema definition for run section in NOMAD.

## How to cite this work
Ladines, A.N., Daelman, N., Ghiringhelli, L.M., Pizarro, J.M. Rudzinski, J.F., & Scheidgen, M. NOMAD Schema Plugin Run [Computer software]. https://doi.org/10.5281/zenodo.13850738
ragfine 1.0.3
Framework that helps you build, evaluate, and refine GenAI pipelines.
License: Apache-2.0
Requires Python: <4.0,>=3.9
Keywords: RAG, LLM, AI, pipeline, async, evaluation

# .ragfine — Perfect AI starts here.
Framework that helps you **build, evaluate, and refine** RAG component in generative AI pipelines with surgical precision.  
> Developed by [IncubeAI](https://github.com/incubeai) — founded by [Artur Bak](https://github.com/virtgen).

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## 🧠 What is .ragfine?

.ragfine is a modular framework that helps you **build, evaluate, and refine** RAG component.  
It automatically analyzes retrieval quality, semantic coherence, prompt strategy, and response alignment — helping your AI reason more clearly.

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## ✨ Features
- 🔍 Retrieval Diagnostics — detect irrelevant or missing chunks.  
- 🧩 Embedding Alignment — optimize vector representations for semantic precision.  
- 🧠 Prompt Refinement — evaluate and fine-tune query templates dynamically.  
- 📈 Performance Tracking — continuous feedback on retrieval + generation quality.  

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## 🚀 Quick Start
```bash
pip install ragfine
ragfine analyze --config config.yaml

## Local Tests
```bash
poetry install --with dev

make install        # install dev deps via Poetry
make test           # run all tests
make coverage       # with coverage report
make lint           # static checks
make format         # format code (black + isort)
make clean          # remove caches