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README.md 2021-10-15 1.2 kB
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v0.3.1 is a patch release that includes fixes since v0.3 and the initial fl::Tensor API.

New Features

  • Introduce the fl::Tensor API. See flashlight/fl/tensor for more.
  • Flashlight will be adapted to use the API in a forthcoming release.
  • A distributed stub backend to enable building apps without a distributed backend for the time being (will be disentangled in a later release) (#614)
  • A benchmark app to use for end to end performance benchmarking of common models
  • C++17 minimum requirement
  • Introduce DynamicScaler to abstract away repeated logic in mixed precision training
  • Support for automatic mixed precision training with DETR, ResNet, and ViT
  • Codecov

Fixes

  • Change behavior of comformer skip connections (#587)
  • Fixes to typing in the advanced index kernel
  • Removes eval() in the backward pass
  • Serialization support for audio augmentations
  • Rewrite of the SinusoidalPositionEmbedding operator to avoid concatenation

Thanks to external contributors for their contributions, including: @lunixbochs @tlikhomanenko

Source: README.md, updated 2021-10-15