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"description": "\n\nGradient CLI\n=================\n\n\n[](https://pepy.tech/project/gradient)\n\n
\n\n**Get started:** [Create Account](https://console.paperspace.com/signup?gradient=true) \u2022 [Install CLI](https://docs.paperspace.com/gradient/cli/) \u2022 [Tutorials](https://docs.paperspace.com/gradient/tutorials/) \u2022 [Docs](https://docs.paperspace.com/gradient)\n\n**Resources:** [Website](https://gradient.run/) \u2022 [Blog](https://blog.paperspace.com/) \u2022 [Support](https://docs.paperspace.com/contact-support/) \u2022 [Contact Sales](https://paperspace.com/contact-sales)\n\n
\n\nGradient 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](https://docs.paperspace.com/gradient/machines/). Leverage automatic versioning, distributed training, built-in graphs & metrics, hyperparameter search, GradientCI, 1-click Jupyter Notebooks, our Python SDK, and more. \n\nKey components:\n\n* [Notebooks](https://gradient.run/notebooks): 1-click Jupyter Notebooks.\n* [Workflows](https://gradient.run/workflows): Train models at scale with composable actions. \n* [Inference](https://gradient.run/deployments): Deploy models as API endpoints.\n\nGradient supports any ML/DL framework (TensorFlow, PyTorch, XGBoost, etc).\n\n
\n\n\nSee [releasenotes.md](https://github.com/Paperspace/gradient-cli/blob/master/releasenotes.md) for details on the current release, as well as release history.\n\n\n
\n\nGetting Started\n===============\n1. Make sure you have a Paperspace account set up. Go to [http://paperspace.com](https://console.paperspace.com/signup?gradient=true)\n to register and generate an API key.\n\n2. Use pip, pipenv, or conda to install the gradient package, e.g.:\n\n `pip install -U gradient`\n\n To install/update prerelease (Alpha/Beta) version version of gradient, use:\n\n `pip install -U --pre gradient`\n\n3. Set your api key by executing the following:\n\n `gradient apiKey `\n\n Note: your api key is cached in ~/.paperspace/config.json\n\n You can remove your cached api key by executing:\n\n `gradient logout`\n\n\nExecuting tasks on Gradient\n=================\nThe Gradient CLI follows a standard [command] [--options] syntax\n\nFor example, to create a new Workflow in a project use:\n```\ngradient projects list\ngradient workflows create --name --projectId \n```\n\nFor a full list of available commands run `gradient workflows --help`. You can also view more info about Workflows in the [docs](https://docs.paperspace.com/gradient/explore-train-deploy/workflows). \n\nContributing\n============\n\nWant to contribute? Contact us at hello@paperspace.com\n\n\n### Pre-Release Testing\n\nHave a Paperspace QA tester install your change directly from the branch to test it.\nThey can do it with `pip install git+https://github.com/Paperspace/gradient-cli.git@MYBRANCH`.\n\n\n",
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