semvec/pypi-packages huggingface dataset:
parmoo 0.5.1
Python library for parallel multiobjective simulation optimization
Requires Python: >=3.9

ParMOO is a Python library for solving parallel multiobjective simulation
optimization problems.

ParMOO uses response surface methodology (surrogate modeling) and is
flexible enough to allow users to specify their own search techniques,
surrogates, optimization solvers, and multiobjective acquisition functions.

ParMOO also seeks to exploit structure in simulation optimization problems,
by modeling simulations separately from surrogates.

ParMOO is distributed under a BSD 3-clause license.
pylingual-decompiler 0.2.0
A Python bytecode decompilation tool, supporting versions 3.6 - 3.13
Requires Python: >=3.6
Keywords: python, decompilation, reversing, decompiler, bytecode

# PyLingual - Python Decompiler for 3.6+

PyLingual is a CPython bytecode decompiler supporting all released Python versions since 3.6. For information about the design and implementation of PyLingual, please refer to our [research paper](https://www.computer.org/csdl/proceedings-article/sp/2025/223600a052/21B7QZB86cg).

PyLingual can be run through our [web service](https://pylingual.io) or run locally.

This codebase is optimized for readability and future extension, so there may initially be some control flow accuracy regression compared to the version hosted on the web service.

## Requirements

- Python 3.12

### Compiling bytecode

Some parts of PyLingual require the ability to compile bytecode in a different Python version (equivalence check and model training). For this, you will need the following:

- [pyenv](https://github.com/pyenv/pyenv) with all Python versions you want to compile to
- [pyenv-win](https://github.com/pyenv-win/pyenv-win) for Windows

## Setup

Install from source, using [Poetry](https://python-poetry.org/):

```sh
git clone https://github.com/syssec-utd/pylingual
cd pylingual
python -m venv venv
source venv/bin/activate
pip install poetry>=2.0
poetry lock
poetry install
```

## Usage

```
Usage: pylingual [OPTIONS] [FILES]...

  End to end pipeline to decompile Python bytecode into source code.

Options:
  -o, --out-dir PATH      The directory to export results to.
  -c, --config-file PATH  Config file for model information.
  -v, --version VERSION   Python version of the .pyc, default is auto
                          detection.
  -k, --top-k INT         Maximum number of additional segmentations to
                          consider.
  -q, --quiet             Suppress console output.
  --trust-lnotab          Use the lnotab for segmentation instead of the
                          segmentation model.
  --init-pyenv            Install pyenv before decompiling.
  -h, --help              Show this message and exit.
```

## Demo

![demo gif](demo.gif)

## Support

If you have any issues for installing and using PyLingual, please create an issue or send your message via our support email at pylingual.io@gmail.com.