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https://github.com/fhpythonutils/waifu2x

Chainer implementation of waifu2x.
https://github.com/fhpythonutils/waifu2x

chainer python waifu2x waifu2x-chainer

Last synced: 11 months ago
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Chainer implementation of waifu2x.

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# Waifu2x

Project Icon

**Python 3.12 is not supported :(**

Waifu2x is an image upscaling and noise reduction algorithm that gained
popularity for its ability to enhance the quality of anime-style images. The
implementation in Chainer, a deep learning framework, uses neural networks
to perform the image enhancement tasks.

## Help

```raw
usage: __main__.py [-h] [--gpu GPU] [--input INPUT] [--output OUTPUT]
[--quality QUALITY] [--model_dir MODEL_DIR]
[--scale_ratio SCALE_RATIO] [--tta]
[--batch_size BATCH_SIZE] [--block_size BLOCK_SIZE]
[--extension {png,webp}]
[--arch {VGG7,0,UpConv7,1,ResNet10,2,UpResNet10,3}]
[--method {noise,scale,noise_scale}]
[--noise_level {0,1,2,3}] [--color {y,rgb}]
[--tta_level {2,4,8}]
[--width WIDTH | --height HEIGHT | --shorter_side SHORTER_SIDE | --longer_side LONGER_SIDE]

Chainer implementation of waifu2x

optional arguments:
-h, --help show this help message and exit
--gpu GPU, -g GPU
--input INPUT, -i INPUT
--output OUTPUT, -o OUTPUT
--quality QUALITY, -q QUALITY
--model_dir MODEL_DIR, -d MODEL_DIR
--scale_ratio SCALE_RATIO, -s SCALE_RATIO
--tta, -t
--batch_size BATCH_SIZE, -b BATCH_SIZE
--block_size BLOCK_SIZE, -l BLOCK_SIZE
--extension {png,webp}, -e {png,webp}
--arch {VGG7,0,UpConv7,1,ResNet10,2,UpResNet10,3}, -a {VGG7,0,UpConv7,1,ResNet10,2,UpResNet10,3}
--method {noise,scale,noise_scale}, -m {noise,scale,noise_scale}
--noise_level {0,1,2,3}, -n {0,1,2,3}
--color {y,rgb}, -c {y,rgb}
--tta_level {2,4,8}, -T {2,4,8}
--width WIDTH, -W WIDTH
--height HEIGHT, -H HEIGHT
--shorter_side SHORTER_SIDE, -S SHORTER_SIDE
--longer_side LONGER_SIDE, -L LONGER_SIDE
```

## Table of Contents

- [Help](#help)
- [Documentation](#documentation)
- [Install With PIP](#install-with-pip)
- [Language information](#language-information)
- [Built for](#built-for)
- [Install Python on Windows](#install-python-on-windows)
- [Chocolatey](#chocolatey)
- [Windows - Python.org](#windows---pythonorg)
- [Install Python on Linux](#install-python-on-linux)
- [Apt](#apt)
- [Dnf](#dnf)
- [Install Python on MacOS](#install-python-on-macos)
- [Homebrew](#homebrew)
- [MacOS - Python.org](#macos---pythonorg)
- [How to run](#how-to-run)
- [Windows](#windows)
- [Linux/ MacOS](#linux-macos)
- [Building](#building)
- [Testing](#testing)
- [Download Project](#download-project)
- [Clone](#clone)
- [Using The Command Line](#using-the-command-line)
- [Using GitHub Desktop](#using-github-desktop)
- [Download Zip File](#download-zip-file)
- [Community Files](#community-files)
- [Licence](#licence)
- [Changelog](#changelog)
- [Code of Conduct](#code-of-conduct)
- [Contributing](#contributing)
- [Security](#security)
- [Support](#support)
- [Rationale](#rationale)

## Documentation

A high-level overview of how the documentation is organized organized will help you know
where to look for certain things:

- [Tutorials](/documentation/tutorials) take you by the hand through a series of steps to get
started using the software. Start here if you’re new.
- The [Technical Reference](/documentation/reference) documents APIs and other aspects of the
machinery. This documentation describes how to use the classes and functions at a lower level
and assume that you have a good high-level understanding of the software.

## Install With PIP

```python
pip install waifu2x
```

Head to https://pypi.org/project/Waifu2x/ for more info

## Language information

### Built for

This program has been written for Python versions 3.8 - 3.11 and has been tested with both 3.8 and
3.11

## Install Python on Windows

### Chocolatey

```powershell
choco install python
```

### Windows - Python.org

To install Python, go to https://www.python.org/downloads/windows/ and download the latest
version.

## Install Python on Linux

### Apt

```bash
sudo apt install python3.x
```

### Dnf

```bash
sudo dnf install python3.x
```

## Install Python on MacOS

### Homebrew

```bash
brew install python@3.x
```

### MacOS - Python.org

To install Python, go to https://www.python.org/downloads/macos/ and download the latest
version.

## How to run

### Windows

- Module
`py -3.x -m [module]` or `[module]` (if module installs a script)

- File
`py -3.x [file]` or `./[file]`

### Linux/ MacOS

- Module
`python3.x -m [module]` or `[module]` (if module installs a script)

- File
`python3.x [file]` or `./[file]`

## Building

This project uses https://github.com/FHPythonUtils/FHMake to automate most of the building. This
command generates the documentation, updates the requirements.txt and builds the library artefacts

Note the functionality provided by fhmake can be approximated by the following

```sh
handsdown --cleanup -o documentation/reference
poetry export -f requirements.txt --output requirements.txt
poetry export -f requirements.txt --with dev --output requirements_optional.txt
poetry build
```

`fhmake audit` can be run to perform additional checks

## Testing

For testing with the version of python used by poetry use

```sh
poetry run pytest
```

Alternatively use `tox` to run tests over python 3.8 - 3.11

```sh
tox
```

## Download Project

### Clone

#### Using The Command Line

1. Press the Clone or download button in the top right
2. Copy the URL (link)
3. Open the command line and change directory to where you wish to
clone to
4. Type 'git clone' followed by URL in step 2
```bash
git clone https://github.com/FHPythonUtils/Waifu2x
```

More information can be found at
https://help.github.com/en/articles/cloning-a-repository

#### Using GitHub Desktop

1. Press the Clone or download button in the top right
2. Click open in desktop
3. Choose the path for where you want and click Clone

More information can be found at
https://help.github.com/en/desktop/contributing-to-projects/cloning-a-repository-from-github-to-github-desktop

### Download Zip File

1. Download this GitHub repository
2. Extract the zip archive
3. Copy/ move to the desired location

## Community Files

### Licence

MIT License
(See the [LICENSE](/LICENSE.md) for more information.)

### Changelog

See the [Changelog](/CHANGELOG.md) for more information.

### Code of Conduct

Online communities include people from many backgrounds. The *Project*
contributors are committed to providing a friendly, safe and welcoming
environment for all. Please see the
[Code of Conduct](https://github.com/FHPythonUtils/.github/blob/master/CODE_OF_CONDUCT.md)
for more information.

### Contributing

Contributions are welcome, please see the
[Contributing Guidelines](https://github.com/FHPythonUtils/.github/blob/master/CONTRIBUTING.md)
for more information.

### Security

Thank you for improving the security of the project, please see the
[Security Policy](https://github.com/FHPythonUtils/.github/blob/master/SECURITY.md)
for more information.

### Support

Thank you for using this project, I hope it is of use to you. Please be aware that
those involved with the project often do so for fun along with other commitments
(such as work, family, etc). Please see the
[Support Policy](https://github.com/FHPythonUtils/.github/blob/master/SUPPORT.md)
for more information.

### Rationale

The rationale acts as a guide to various processes regarding projects such as
the versioning scheme and the programming styles used. Please see the
[Rationale](https://github.com/FHPythonUtils/.github/blob/master/RATIONALE.md)
for more information.