Determined: Deep Learning Training Platform
Determined is an open-source deep learning training platform that makes building models fast and easy. Determined enables you to:
- Train models faster using state-of-the-art distributed training, without changing your model code
- Automatically find high-quality models with advanced hyperparameter tuning from the creators of Hyperband
- Get more from your GPUs with smart scheduling and cut cloud GPU costs by seamlessly using preemptible instances
- Track and reproduce your work with experiment tracking that works out-of-the-box, covering code versions, metrics, checkpoints, and hyperparameters
Determined integrates these features into an easy-to-use, high-performance deep learning environment — which means you can spend your time building models instead of managing infrastructure.
To use Determined, you can continue using popular DL frameworks such as TensorFlow and PyTorch; you just need to update your model code to integrate with the Determined API.
Try out Determined Locally
Follow these instructions to install and set up docker.
# Start a Determined cluster locally.
python3.7 -m venv ~/.virtualenvs/test
. ~/.virtualenvs/test/bin/activate
pip install determined
# To start a cluster with GPUs, remove `no-gpu` flag.
det deploy local cluster-up --no-gpu
# Access web UI at localhost:8080. By default, "determined" user accepts a blank password.
# Navigate to a Determined example.
git clone --recurse-submodules https://github.com/determined-ai/determined
cd determined/examples/computer_vision/cifar10_pytorch
# Submit job to train a single model on a single node.
det experiment create const.yaml .Detailed Installation Guide
See our installation guide for details on how to install Determined, including on AWS and GCP.
Try Now on AWS
Next Steps
For a brief introduction to using Determined, check out our Quick Start Guide.
To use an existing deep learning model with Determined, follow the tutorial for your preferred deep learning framework:
Documentation
The documentation for the latest version of Determined can always be found here.
Community
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!
- Slack is the best place to ask questions about Determined and get support. Click here to join our Slack.
- You can also join the community mailing list to ask questions about the project and receive announcements.
- To report a bug, file an issue on GitHub.
- To report a security issue, email
security@determined.ai.
