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Releases: justusschock/dl-utils

Third Prerelease

25 Mar 12:24
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Third Prerelease Pre-release
Pre-release

In addition to previous releases this Release contains:

  • more basic Nd Models (Resnet, resent, egg, seresnet, seresnext, mobile net, densenet etc.)
  • many many GANs
  • fixed typing
  • Additional loss functions

Initial Release

24 Mar 15:44
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Initial Release Pre-release
Pre-release

This release has the following features:

  • General Fake Dataset
  • General Losses:
    • Distance Loss
    • Focal Loss (binary/categorical and with/without logits)
    • Soft Dice Loss
  • Metrics:
    • Dice Coefficient
  • Models:
    • General Nd Unet/Linknet with varying depth and adjustable parameters
  • Optimizers:
  • RAdam
  • Utils:
    • TensorOps:
      • Function to reshape to at least 1d
      • Function to reduce a tensor by a given reduce type
    • Function to recursively load a objects in a config by import paths

Note: So far all the functionality was tested but is not tested with CI/CD and unit tests

All losses and metrics are available in a functional interface and a modular interface.
For all models the dimension parameter can be varied from 1d over 2d to 3d, since von n>3 most operations (including convolutions) are not defined.

Test Release

23 Mar 09:44
3e77aca
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Test Release Pre-release
Pre-release

This release comes without any useful features and just aims for testing the release pipeline