TorchX SDK and Components
Project description
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
- AWS Batch
- Docker
- Local
- Ray (prototype)
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 torchx sdk and CLI -- all dependencies
pip install "torchx[dev]"
# install torchx kubeflow pipelines (kfp) support
pip install "torchx[kfp]"
# install torchx Kubernetes / Volcano support
pip install "torchx[kubernetes]"
# install torchx Ray support
pip install "torchx[ray]"
Nightly
# install torchx sdk and CLI
pip install torchx-nightly[dev]
Source
# install torchx sdk and CLI from source
$ pip install -e git+https://github.com/pytorch/torchx.git#egg=torchx
# install extra dependencies
$ pip install -e git+https://github.com/pytorch/torchx.git#egg=torchx[dev]
Docker
TorchX provides a docker container for using as as part of a TorchX role.
See: https://github.com/pytorch/torchx/pkgs/container/torchx
Contributing
We welcome PRs! See the CONTRIBUTING file.
License
TorchX is BSD licensed, as found in the LICENSE file.
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distributions
Built Distribution
Hashes for torchx_nightly-2022.5.24-py3-none-any.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 5c55924a5c1c53a55dc8e0ea274b4e9f86ccb95bd1de424c463e63257194d20a |
|
MD5 | d65b3a6d82e02edefed8a753815550ad |
|
BLAKE2b-256 | b56a83052cac6b0cae9f1b48607e20e27dd9caa293903b175c5c8c8b42e0b7a1 |