TorchX
TorchX is a universal job launcher for PyTorch applications. TorchX is designed to have fast iteration time for training/research and support for E2E production ML pipelines when you're ready.
TorchX currently supports:
- Kubernetes (EKS, GKE, AKS, etc)
- Slurm
- Docker
- Local
Need a scheduler not listed? Let us know!
Quickstart
See the quickstart guide.
Documentation
Requirements
torchx:
Certain schedulers may require scheduler specific requirements. See installation for info.
Installation
Stable
# install torchx sdk and CLI -- minimum dependencies
pip install torchx
# install with all dependencies
pip install "torchx[dev]"
# install torchx Kubernetes / Volcano support
pip install "torchx[kubernetes]"
# install torchx GCP Batch support
pip install "torchx[gcp_batch]"
Nightly
# install torchx sdk and CLI
pip install torchx-nightly[dev]
Source (Development)
# clone the repo
git clone https://github.com/meta-pytorch/torchx.git
cd torchx
# install with uv (recommended for development)
uv sync --extra dev
# or with pip
pip install -e ".[dev]"
Docker
TorchX provides a docker container image at ghcr.io/pytorch/torchx for use
as part of a TorchX role.
Contributing
We welcome PRs! See the CONTRIBUTING file.
License
TorchX is BSD licensed, as found in the LICENSE file.
3 maintainers
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