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Published January 20, 2023 | Version v1.0.1
Software Open

manujosephv/pytorch_tabular: v1.0.1

Authors/Creators

  • 1. Grid.ai | PytorchLightning
  • 2. Philadelphia Phillies
  • 3. @abnormal-security
  • 4. Bending Spoons
  • 5. University of Utah @sparks-baird
  • 6. Technical University of Munich

Description

  • Added a new task - Self Supervised Learning (SSL) and a separate training API for it.
  • Added new SOTA model - Gated Additive Tree Ensembles (GATE).
  • Added one SSL model - Denoising AutoEncoder.
  • Added lots of new tutorials and updated entire documentation.
  • Improved code documentation and type hints.
  • Separated a Model into separate Embedding, Backbone, and Head.
  • Refactored all models to separate Backbone as native PyTorch Model(nn.Module).
  • Refactored commonly used modules (layers, activations etc. to a common module).
  • Changed MixedDensityNetworks completely (breaking change). Now MDN is a head you can use with any model.
  • Enabled a low level api for training model.
  • Enabled saving and loading of datamodule.
  • Added trainer_kwargs to pass any trainer argument PyTorch Lightning supports.
  • Added Early Stopping and Model Checkpoint kwargs to use all the arguments in PyTorch Lightining.
  • Enabled prediction using GPUs in predict method.
  • Added reset_model to reset model weights to random.
  • Added many save and load functions including ONNX(experimental).
  • Added random seed as a parameter.
  • Switched over completely to Rich progressbars from tqdm.
  • Fixed class-balancing / mu propagation and set default to 1.0.
  • Added PyTorch Profiler for debugging performance issues.
  • Fixed bugs with FTTransformer and TabTransformer.
  • Updated MixedDensityNetworks fixing a bug with lambda_pi.
  • Many CI/CD improvements including complete integration with GitHub Actions.
  • Upgraded all dependencies, including PyTorch Lightning, pandas, to latest versions and added dependabot to manage it going forward.
  • Added pre-commit to ensure code integrity and standardization.

Files

manujosephv/pytorch_tabular-v1.0.1.zip

Files (2.2 MB)

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md5:8d0989840c955e8e8e429b9dfc49317a
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Additional details

Related works

Is supplement to
https://github.com/manujosephv/pytorch_tabular/tree/v1.0.1 (URL)