74 lines
2.8 KiB
Markdown
74 lines
2.8 KiB
Markdown
# 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://travis-ci.org/si-cim/prototorch.svg?branch=master)](https://travis-ci.org/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)
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[![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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![PyPI - Downloads](https://img.shields.io/pypi/dm/prototorch?color=blue)
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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
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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
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methods and other interpretable models. The focus of ProtoTorch is ease-of-use,
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extensibility and speed.
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## Installation
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ProtoTorch can be installed using `pip`.
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```bash
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pip install -U prototorch
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```
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To also install the extras, use
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```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
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shell on MacOS now), the square brackets `[ ]` have to be escaped like so:
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`\[\]`, 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
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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
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that link not work try <https://prototorch.readthedocs.io/en/latest/>.
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## Contribution
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This repository contains definition for [git hooks](https://githooks.com).
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[Pre-commit](https://pre-commit.com) gets installed as development dependency with prototorch.
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Please install the hooks by running
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```bash
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pre-commit install
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pre-commit install --hook-type commit-msg
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```
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before creating the first commit.
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## Bibtex
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If you would like to cite the package, please use this:
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```bibtex
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@misc{Ravichandran2020b,
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author = {Ravichandran, J},
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title = {ProtoTorch},
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year = {2020},
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publisher = {GitHub},
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journal = {GitHub repository},
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howpublished = {\url{https://github.com/si-cim/prototorch}}
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}
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