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<p align="center"><img src="determined-logo.png" alt="Determined AI Logo"></p> | ||
<p align="center"><img width="400" src="determined-logo.svg" alt="Determined AI Logo"></p> | ||
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Determined is an all-in-one deep learning platform, compatible with PyTorch and TensorFlow. | ||
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The main components of Determined are the Python library, the command line interface (CLI), and the Web UI. | ||
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## Python Library | ||
Use the Python library to make your existing PyTorch or Tensorflow code compatible with Determined. | ||
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Use the Python library to make your existing PyTorch or Tensorflow code compatible with Determined. | ||
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You can do this by organizing your code into one of the class-based APIs: | ||
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det deploy aws up | ||
``` | ||
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- Train your models: | ||
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```bash | ||
det experiment create gpt.yaml . | ||
``` | ||
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smaller_is_better: true | ||
``` | ||
## Web UI | ||
Use the Web UI to view loss curves, hyperparameter plots, code and configuration snapshots, model registries, cluster utilization, debugging logs, performance profiling reports, and more. | ||
![Web UI](docs/assets/readme_images/webui.png) | ||
# Installation | ||
To install the CLI: | ||
```bash | ||
pip install determined | ||
``` | ||
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# Documentation | ||
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* [Documentation](https://docs.determined.ai) | ||
* [Quick Start Guide](https://docs.determined.ai/latest/getting-started.html) | ||
* Tutorials: | ||
* [PyTorch MNIST Tutorial](https://docs.determined.ai/latest/tutorials/pytorch-mnist-tutorial.html) | ||
* [TensorFlow Keras MNIST Tutorial](https://docs.determined.ai/latest/tutorials/tf-mnist-tutorial.html) | ||
* User Guides: | ||
* [Core API](https://docs.determined.ai/latest/model-dev-guide/apis-howto/api-core-ug.html) | ||
* [PyTorch API](https://docs.determined.ai/latest/model-dev-guide/apis-howto/api-pytorch-ug.html) | ||
* [Keras API](https://docs.determined.ai/latest/model-dev-guide/apis-howto/api-keras-ug.html) | ||
* [DeepSpeed API](https://docs.determined.ai/latest/model-dev-guide/apis-howto/deepspeed/overview.html) | ||
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- [Documentation](https://docs.determined.ai) | ||
- [Quick Start Guide](https://docs.determined.ai/latest/getting-started.html) | ||
- Tutorials: | ||
- [PyTorch MNIST Tutorial](https://docs.determined.ai/latest/tutorials/pytorch-mnist-tutorial.html) | ||
- [TensorFlow Keras MNIST Tutorial](https://docs.determined.ai/latest/tutorials/tf-mnist-tutorial.html) | ||
- User Guides: | ||
- [Core API](https://docs.determined.ai/latest/model-dev-guide/apis-howto/api-core-ug.html) | ||
- [PyTorch API](https://docs.determined.ai/latest/model-dev-guide/apis-howto/api-pytorch-ug.html) | ||
- [Keras API](https://docs.determined.ai/latest/model-dev-guide/apis-howto/api-keras-ug.html) | ||
- [DeepSpeed API](https://docs.determined.ai/latest/model-dev-guide/apis-howto/deepspeed/overview.html) | ||
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# Community | ||
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If you need help, want to file a bug report, or just want to keep up-to-date | ||
with the latest news about Determined, please join the Determined community! | ||
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* [Slack](https://determined-community.slack.com) is the best place to | ||
ask questions about Determined and get support. [Click here to join our Slack]( | ||
https://join.slack.com/t/determined-community/shared_invite/zt-1f4hj60z5-JMHb~wSr2xksLZVBN61g_Q). | ||
* You can also follow us on [YouTube](https://www.youtube.com/@DeterminedAI) and [Twitter](https://www.twitter.com/DeterminedAI). | ||
* You can also join the [community mailing list](https://groups.google.com/a/determined.ai/forum/#!forum/community) | ||
- [Slack](https://determined-community.slack.com) is the best place to | ||
ask questions about Determined and get support. [Click here to join our Slack](https://join.slack.com/t/determined-community/shared_invite/zt-1f4hj60z5-JMHb~wSr2xksLZVBN61g_Q). | ||
- You can also follow us on [YouTube](https://www.youtube.com/@DeterminedAI) and [Twitter](https://www.twitter.com/DeterminedAI). | ||
- You can also join the [community mailing list](https://groups.google.com/a/determined.ai/forum/#!forum/community) | ||
to ask questions about the project and receive announcements. | ||
* To report a bug, [open an issue](https://github.com/determined-ai/determined/issues) on GitHub. | ||
* To report a security issue, email [`[email protected]`](mailto:[email protected]). | ||
- To report a bug, [open an issue](https://github.com/determined-ai/determined/issues) on GitHub. | ||
- To report a security issue, email [`[email protected]`](mailto:[email protected]). | ||
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# Contributing | ||
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