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NNTrainer 0.2.0 Release
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@jijoongmoon jijoongmoon released this 03 Jun 03:17
· 1951 commits to main since this release
v0.2.0
7142beb

We are releasing NNTrainer v0.2.0

RPM Files are for Tizen, built daily at build.tizen.org (https://build.tizen.org/package/show/Tizen:Unified/nntrainer)
and available at download.tizen.org. ( http://download.tizen.org/snapshots/tizen/unified/latest/repos/standard/packages/ )
DEB files are for Ubuntu, built and download from launchpad.net (https:://launchpad.net/~nnstreamer/+archive/ubuntu/ppa )

If you have unresoved dependencies, please download them from Ubuntu universe and nnstreamer PPA

In this release:

Fixes

  • Rewrite CONV2D to support Multi-Stride & Padding
  • Fix DataSet synchronization problem
  • Add a lot of unit tests to evaluate NNTrainer implementation
    and more.

New Features

  • New Layers
    • Batch Normalization Layer
    • Addition & Concat Layer
    • Augmentation Layers : Flip / Translate / Permute / Split
    • Backbone Layer
    • Multi-Output Layer
    • Split Layer
  • Support Custom Layer with Container (AppContext)
  • Introdue Network Graph Structure & Optimization Scheme
  • Introduce Techniques to Maximize Buffer Reusability
  • Introduce Dynamic Fine-Tuning
  • Support In/Out-Place & Lazy Tensor Computation
  • Support In/Out Place Layer Calculation to reduce memory consumption
  • Introduce Optimizer & Memory Manager for better maintain
  • Provides C/C++ APIs
  • New Applications
    • VGG
    • ResNet
    • Custom Layers
    • SimpleShot ( Meta-Learning )
      and more
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