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# ProtoTorch: Prototype Learning in PyTorch
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![ProtoTorch Logo ](https://prototorch.readthedocs.io/en/latest/_static/horizontal-lockup.png )
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[![Build Status ](https://api.travis-ci.com/si-cim/prototorch.svg?branch=master )](https://travis-ci.com/github/si-cim/prototorch)
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![tests ](https://github.com/si-cim/prototorch/workflows/tests/badge.svg )
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[![GitHub tag (latest by date) ](https://img.shields.io/github/v/tag/si-cim/prototorch?color=yellow&label=version )](https://github.com/si-cim/prototorch/releases)
[![PyPI ](https://img.shields.io/pypi/v/prototorch )](https://pypi.org/project/prototorch/)
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[![codecov ](https://codecov.io/gh/si-cim/prototorch/branch/master/graph/badge.svg )](https://codecov.io/gh/si-cim/prototorch)
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[![Codacy Badge ](https://api.codacy.com/project/badge/Grade/76273904bf9343f0a8b29cd8aca242e7 )](https://www.codacy.com/gh/si-cim/prototorch?utm_source=github.com& utm_medium=referral& utm_content=si-cim/prototorch& utm_campaign=Badge_Grade)
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[![GitHub license ](https://img.shields.io/github/license/si-cim/prototorch )](https://github.com/si-cim/prototorch/blob/master/LICENSE)
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*Tensorflow users, see:* [ProtoFlow ](https://github.com/si-cim/protoflow )
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## Description
This is a Python toolbox brewed at the Mittweida University of Applied Sciences
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in Germany for bleeding-edge research in Prototype-based Machine Learning
methods and other interpretable models. The focus of ProtoTorch is ease-of-use,
extensibility and speed.
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## Installation
ProtoTorch can be installed using `pip` .
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```bash
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pip install -U prototorch
```
To also install the extras, use
```bash
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pip install -U prototorch[all]
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```
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*Note: If you're using [ZSH ](https://www.zsh.org/ ) (which is also the default
shell on MacOS now), the square brackets `[ ]` have to be escaped like so:
`\[\]` , making the install command `pip install -U prototorch\[all\]` .*
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To install the bleeding-edge features and improvements:
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```bash
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git clone https://github.com/si-cim/prototorch.git
cd prototorch
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git checkout dev
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pip install -e .[all]
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```
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## Documentation
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The documentation is available at < https: / / www . prototorch . ml / en / latest / > . Should
that link not work try < https: / / prototorch . readthedocs . io / en / latest / > .
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## Contribution
This repository contains definition for [git hooks ](https://githooks.com ).
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[Pre-commit ](https://pre-commit.com ) is automatically installed as development
dependency with prototorch or you can install it manually with `pip install
pre-commit`.
Please install the hooks by running:
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```bash
pre-commit install
pre-commit install --hook-type commit-msg
```
before creating the first commit.
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The commit will fail if the commit message does not follow the specification
provided [here ](https://www.conventionalcommits.org/en/v1.0.0/#specification ).
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## Bibtex
If you would like to cite the package, please use this:
```bibtex
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@misc {Ravichandran2020b,
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author = {Ravichandran, J},
title = {ProtoTorch},
year = {2020},
publisher = {GitHub},
journal = {GitHub repository},
howpublished = {\url{https://github.com/si-cim/prototorch}}
}