semvec/pypi-packages huggingface dataset:
qa-trainer 0.1
Train QA models from feedback with Optuna hyperparameter tuning

# qa_trainer

A simple Python package to fine-tune **question-answering models** using user feedback data and **Optuna** for hyperparameter optimization.

This is built on top of [SimpleTransformers](https://github.com/ThilinaRajapakse/simpletransformers) and supports any HuggingFace-compatible QA model like BERT, RoBERTa, etc.

---

## ðŸš€ Features

- Accepts feedback-based QA data (`question`, `answer`, `feedback`)
- Converts data into SQuAD format
- Uses Optuna to optimize `learning_rate`, `batch_size`, and `epochs`
- Saves the fine-tuned model automatically
- Super simple API: just call a function with 3 parameters

---

## ðŸ§  Installation

```bash
pip install qa_trainer
yaapp-core 0.0.15
yaapp-core - Minimal core functionality for yaapp framework
Requires Python: >=3.8
Keywords: cli, framework, plugin, core

# yaapp-core

**Universal function interface** - write once, use everywhere

yaapp transforms Python functions into multiple interfaces. Currently generates CLI from function signatures, with web APIs planned.

## Value Proposition

Instead of writing separate CLI scripts and web endpoints, write functions once and expose them through any interface. yaapp handles argument parsing, validation, and execution - you focus on business logic.

## Implementation Status

**Working**: CLI generation via Click ([`src/yaapp/`](src/yaapp/))  
**Planned**: FastAPI web APIs, enhanced plugins, additional runners

## Resources

- **[`docs/`](docs/)** - Architecture and design documentation
- **[`src/yaapp/`](src/yaapp/)** - Core implementation
- **[Current state](docs/current-state.md)** - What works vs what's planned

## Quick Setup

```bash
uv sync && python -m yaapp --help
```
yoix 0.2.0
Pythonic static site generator designed for minimalists
Requires Python: >=3.8

# Yoix.py - Minimal Static Site Generator 

**This is a pre-release. Do not use for production environments yet.**

Pythonic static site generator designed for minimalists.

## Installation

You can install yoix using pip:

```bash
pip install yoix
```

## Usage

### Command Line

You can also use the command-line interface:

```bash
# Using default directories (includes/partials and public)
yoix

# Specify custom directories
yoix --input content --output public --partials includes/partials --templates includes/templates

# Using short options
yoix -i path/to/content -o path/to/public -p path/to/partials -t path/to/templates

# Show help
yoix --help
```

## Development

To set up for development:

```bash
# Clone the repository
git clone https://github.com/crock/yoix.py yoix
cd yoix

# Create a virtual environment
python -m venv venv

# Activate the virtual environment
source ./venv/bin/activate

# Install in development mode with test dependencies
pip install -e ".[dev]"

# Run tests
pytest
```

## License

This project is licensed under the MIT License - see the [LICENSE](https://github.com/crock/yoix-core/blob/main/LICENSE) file for details.
crimm-dock 2025.8a2
Docking Module for Chemistry with the ReInvented Macromolecular
Requires Python: >=3.8

# crimm-dock
Docking modules for crimm

This module is an extension to the crimm package. Currently it provides functions for FFT Docking of small molecule probes.
To build from source, use
```
pip install crimm-dock
```
This module uses FFTW3. You will need to have FFTW3F lib in your library path in order to compile the C-Extension
The easiest way of installing FFTW is `conda install fftw`