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Release DJL v0.3.0 release notes · deepjavalibrary/djl · GitHub
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DJL v0.3.0 release notes
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This is the v0.3.0 release of DJL
Key Features
- Use the new
ai.djl.mxnet:mxnet-native-auto
dependency for automatic engine selection and a simpler build/installation process - New Jupyter Notebook based tutorial for DJL
- New Engine Support for:
- FastText Engine
- Started implementation on a PyTorch Engine
- Simplified training experience featuring:
- TrainingListeners to easily provide full featured training
- DefaultTrainingConfig now contains a default optimizer and initializer
- Easier to transfer from examples to your own code
- Specify the random seed for reproducible training
- Run with multiple engines and specify the default using the "DJL_DEFAULT_ENGINE" environment variable or "ai.djl.default_engine" system property
- Updated ModelZoo design to support unified loading with Criteria
- Simple random Hyperparameter optimization
Breaking Changes
DJL is working to further improve the ease of use and correctness of our API. To that end, we have made a number of breaking changes for this release. Here are a few of the areas that had breaking changes:
- Renamed TrainingMetrics to Evaluator
- CompositeLoss replaced with AbstractCompositeLoss and SimpleCompositeLoss
- Modified MLP class
- Remove Matrix class
- Updates to NDArray class
Known Issues
- RNN operators do not working with GPU on Windows.
- Only CUDA_ARCH 37, 70 are supported for Windows GPU machine.
Assets 2
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