Published January 15, 2024 | Version v1.1.0
Software Open

manujosephv/pytorch_tabular: v1.1.0

  • 1. Walmart Global Tech
  • 2. Grid.ai | PytorchLightning
  • 3. Philadelphia Phillies
  • 4. @abnormal-security
  • 5. Bending Spoons
  • 6. @AccelerationConsortium (UoT) @sparks-baird (UoU)
  • 7. Technical University of Munich

Description

New Features and Enhancements

  • Added DANet Model: Added a new model, DANet, for tabular data.
  • Explainability: Integrated Captum for explainability
  • Hyperparameter Tuner: Added Grid and Random Search functionality to search through hyperparameters and return best model.
  • Model Sweep: Added an easy "Model Sweep" method with which we can sweep a list of models with given data and quickly assess performance.
  • Documentation Enhancements: Improved documentation to make it more user-friendly and informative
  • Dependency Updates: Updated various dependencies for improved compatibility and security
  • Graceful Out-of-Memory Handling: Added graceful out-of-memory handling for tabular models
  • GhostBatchNorm: Added GhostBatchNorm to the library

Deprecations

  • Deprecations: Handled deprecations and updated the library accordingly
  • Entmax Dependency Removed: Removed dependency on entmax

Infrastructure and CI/CD

  • Continuous Integration: Improved CI with new actions and labels
  • Dependency Management: Updated dependencies and restructured requirements

API Changes

  • [BREAKING CHANGE] SSL API Change: Addressed SSL API change, along with documentation and tutorial updates.
  • Model Changes: Added is_fitted and other markers to the tabular model.
  • Custom Optimizer: Allow custom optimizer in the model config.

Contributors

Upgrading

  • Ensure to check the updated documentation for any breaking changes or new features.
  • If you are using SSL, please check the updated API and documentation.

Files

manujosephv/pytorch_tabular-v1.1.0.zip

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Additional details

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