[![Test Build Python [3.8-3.12]](https://github.com/rathaumons/torchreid-for-pyppbox/actions/workflows/test_build.yaml/badge.svg)](https://github.com/rathaumons/torchreid-for-pyppbox/actions/workflows/test_build.yaml)
[](https://github.com/rathaumons/torchreid-for-pyppbox/actions/workflows/publish_pypi.yaml)
# Customized Torchreid for pyppbox
`Torchreid` is a library for deep-learning person re-identification using [PyTorch](https://pytorch.org/), and `pyppbox-torchreid` is a customized `Torchreid` for [`pyppbox`](https://github.com/rathaumons/pyppbox) and:
- Ensures that `Cython` natively works on all OS platforms (Windows/Linux/macOS),
- Enables freedom of passing local model/weight files from anywhere,
- Disables some models which are not used in [`pyppbox`](https://github.com/rathaumons/pyppbox).
All source credit and more info -> [Original KaiyangZhou's repo](https://github.com/KaiyangZhou/deep-person-reid).
## Install
Use the pre-built [wheel in releases](https://github.com/rathaumons/torchreid-for-pyppbox/releases) or install from [PyPI](https://pypi.org/project/pyppbox-torchreid/):
```
pip install pyppbox-torchreid
```
Or install from GitHub repo directly (Require C++ compiler):
```
pip install git+https://github.com/rathaumons/torchreid-for-pyppbox.git
```
To be able to run, you must install [OpenCV](https://github.com/opencv/opencv-python) and [PyTorch](https://pytorch.org/); for example, with GPU support:
```
pip install opencv-contrib-python
pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu121
```
***Note*: [PyTorch](https://pytorch.org/) doesn't have GPU support for macOS.**
## Build from source
(Optional, auto install) Building wheels/source distribution requires these modules:
```
pip install "setuptools>=67.2.0"
pip install "Cython>=0.29.32"
pip install "numpy>=1.23.5"
```
This requires C++ compiler and is recommended using `build`:
```
git clone https://github.com/rathaumons/torchreid-for-pyppbox/
cd torchreid-for-pyppbox
python -m pip install --upgrade pip
pip install wheel build
python -m build --sdist
python -m build --wheel
cd dist
```
After you install `pyppbox-torchred`, [OpenCV](https://github.com/opencv/opencv-python) and [PyTorch](https://pytorch.org/), you can check Cython `rank_cy`:
```
cd pyppbox_torchreid/metrics/rank_cylib
python test_cython.py
```
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