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https://github.com/pyg-team/pyg-lib
Low-Level Graph Neural Network Operators for PyG
https://github.com/pyg-team/pyg-lib
deep-learning geometric-deep-learning graph-convolutional-networks graph-neural-networks pytorch
Last synced: 4 days ago
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Low-Level Graph Neural Network Operators for PyG
- Host: GitHub
- URL: https://github.com/pyg-team/pyg-lib
- Owner: pyg-team
- License: other
- Created: 2022-03-26T21:13:08.000Z (almost 3 years ago)
- Default Branch: master
- Last Pushed: 2025-02-06T14:48:55.000Z (15 days ago)
- Last Synced: 2025-02-10T08:08:43.103Z (11 days ago)
- Topics: deep-learning, geometric-deep-learning, graph-convolutional-networks, graph-neural-networks, pytorch
- Language: C++
- Homepage: https://pyg-lib.readthedocs.io
- Size: 677 KB
- Stars: 179
- Watchers: 22
- Forks: 45
- Open Issues: 24
-
Metadata Files:
- Readme: README.md
- Changelog: CHANGELOG.md
- Contributing: .github/CONTRIBUTING.md
- License: LICENSE
Awesome Lists containing this project
README
[python-testing-image]: https://github.com/pyg-team/pyg-lib/actions/workflows/python_testing.yml/badge.svg
[python-testing-url]: https://github.com/pyg-team/pyg-lib/actions/workflows/python_testing.yml
[cpp-testing-image]: https://github.com/pyg-team/pyg-lib/actions/workflows/cpp_testing.yml/badge.svg
[cpp-testing-url]: https://github.com/pyg-team/pyg-lib/actions/workflows/cpp_testing.yml
[docs-image]: https://readthedocs.org/projects/pyg-lib/badge/?version=latest
[docs-url]: https://pyg-lib.readthedocs.io/en/latest/?badge=latest
[coverage-image]: https://codecov.io/gh/pyg-team/pyg-lib/branch/master/graph/badge.svg
[coverage-url]: https://codecov.io/github/pyg-team/pyg-lib?branch=master
# pyg-lib
[![Python Testing Status][python-testing-image]][python-testing-url]
[![CPP Testing Status][cpp-testing-image]][cpp-testing-url]
[![Docs Status][docs-image]][docs-url]
[![Code Coverage][coverage-image]][coverage-url]
* [Installation](#installation)
## Installation
We provide pre-built Python wheels for all major OS/PyTorch/CUDA combinations from Python 3.9 till 3.12, see [here](https://data.pyg.org/whl).
Note that currently, Windows wheels are not supported (we are working on fixing this as soon as possible).
To install the wheels, simply run
```
pip install pyg-lib -f https://data.pyg.org/whl/torch-${TORCH}+${CUDA}.html
```
where
* `${TORCH}` should be replaced by either `1.13.0`, `2.0.0`, `2.1.0`, `2.2.0`, `2.3.0`, `2.4.0` or `2.5.0`
* `${CUDA}` should be replaced by either `cpu`, `cu102`, `cu117`, `cu118`, `cu121`, or `cu124`
The following combinations are supported:
| PyTorch 2.5 | `cpu` | `cu117` | `cu118` | `cu121` | `cu124` |
|--------------|-------|---------|---------|---------|---------|
| **Linux** | ✅ | | ✅ | ✅ | ✅ |
| **Windows** | ✅ | | ✅ | ✅ | ✅ |
| **macOS** | ✅ | | | | |
| PyTorch 2.4 | `cpu` | `cu117` | `cu118` | `cu121` | `cu124` |
|--------------|-------|---------|---------|---------|---------|
| **Linux** | ✅ | | ✅ | ✅ | ✅ |
| **Windows** | ✅ | | ✅ | ✅ | ✅ |
| **macOS** | ✅ | | | | |
| PyTorch 2.3 | `cpu` | `cu117` | `cu118` | `cu121` | `cu124` |
|--------------|-------|---------|---------|---------|---------|
| **Linux** | ✅ | | ✅ | ✅ | |
| **Windows** | ✅ | | ✅ | ✅ | |
| **macOS** | ✅ | | | | |
| PyTorch 2.2 | `cpu` | `cu117` | `cu118` | `cu121` | `cu124` |
|--------------|-------|---------|---------|---------|---------|
| **Linux** | ✅ | | ✅ | ✅ | |
| **Windows** | ✅ | | ✅ | ✅ | |
| **macOS** | ✅ | | | | |
| PyTorch 2.1 | `cpu` | `cu117` | `cu118` | `cu121` | `cu124` |
|--------------|-------|---------|---------|---------|---------|
| **Linux** | ✅ | | ✅ | ✅ | |
| **Windows** | ✅ | | ✅ | ✅ | |
| **macOS** | ✅ | | | | |
| PyTorch 2.0 | `cpu` | `cu117` | `cu118` | `cu121` | `cu124` |
|--------------|-------|---------|---------|---------|---------|
| **Linux** | ✅ | ✅ | ✅ | ✅ | |
| **Windows** | ✅ | ✅ | ✅ | | |
| **macOS** | ✅ | | | | |
| PyTorch 1.13 | `cpu` | `cu117` | `cu118` | `cu121` | `cu124` |
|--------------|-------|---------|---------|---------|---------|
| **Linux** | ✅ | ✅ | | | |
| **Windows** | ✅ | ✅ | | | |
| **macOS** | ✅ | | | | |
### Form nightly
Nightly wheels are provided for Linux from Python 3.9 till 3.12:
```
pip install pyg-lib -f https://data.pyg.org/whl/nightly/torch-${TORCH}+${CUDA}.html
```
### From master
```
pip install ninja wheel
pip install git+https://github.com/pyg-team/pyg-lib.git
```