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Gradient is an an end-to-end MLOps platform that enables individuals and organizations to quickly develop, train, and deploy Deep Learning models. The Gradient software stack runs on any infrastructure e.g. AWS, GCP, on-premise and low-cost Paperspace GPUs. Leverage automatic versioning, distributed training, built-in graphs & metrics, hyperparameter search, GradientCI, 1-click Jupyter Notebooks, our Python SDK, and more.
Key components:
Gradient supports any ML/DL framework (TensorFlow, PyTorch, XGBoost, etc).
See releasenotes.md for details on the current release, as well as release history.
Make sure you have a Paperspace account set up. Go to http://paperspace.com to register and generate an API key.
Use pip, pipenv, or conda to install the gradient package, e.g.:
pip install -U gradient
To install/update prerelease (Alpha/Beta) version version of gradient, use:
pip install -U --pre gradient
Set your api key by executing the following:
gradient apiKey <your-api-key-here>
Note: your api key is cached in ~/.paperspace/config.json
You can remove your cached api key by executing:
gradient logout
The Gradient CLI follows a standard [command] [--options] syntax
For example, to create a new Workflow in a project use:
gradient projects list
gradient workflows create --name <name> --projectId <project-id>
For a full list of available commands run gradient workflows --help
. You can also view more info about Workflows in the docs.
Want to contribute? Contact us at hello@paperspace.com
Have a Paperspace QA tester install your change directly from the branch to test it.
They can do it with pip install git+https://github.com/Paperspace/gradient-cli.git@MYBRANCH
.
FAQs
Paperspace Python
We found that gradient demonstrated a healthy version release cadence and project activity because the last version was released less than a year ago. It has 1 open source maintainer collaborating on the project.
Did you know?
Socket for GitHub automatically highlights issues in each pull request and monitors the health of all your open source dependencies. Discover the contents of your packages and block harmful activity before you install or update your dependencies.
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