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v2.0.0
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@ozancaglayan ozancaglayan released this 26 Sep 14:33
· 332 commits to master since this release
v2.0.0
3f1b80a
  • Ability to install through pip.
  • Advanced layers are now organized into subfolders.
  • New basic layers: Convolution over sequence, MaxMargin.
  • New attention layers: Co-attention, multi-head attention, hierarchical attention.
  • New encoders: Arbitrary sequence-of-vectors encoder, BiLSTMp speech feature encoder.
  • New decoders: Multi-source decoder, switching decoder, vector decoder.
  • New datasets: Kaldi dataset (.ark/.scp reader), Shelve dataset, Numpy sequence dataset.
  • Added learning rate annealing: See lr_decay* options in config.py.
  • Removed subword-nmt and METEOR files from repository. We now depend on
    the PIP package for subword-nmt. For METEOR, nmtpy-install-extra should
    be launched after installation.
  • More multi-task and multi-input/output translate and training regimes.
  • New early-stopping metrics: Character and word error rate (cer,wer) and ROUGE (rouge).
  • Curriculum learning option for the BucketBatchSampler, i.e. length-ordered batches.
  • New models:
    • ASR: Listen-attend-and-spell like automatic speech recognition
    • Multitask*: Experimental multi-tasking & scheduling between many inputs/outputs.
Assets 2