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Transformers tf finetune

Code style: black Imports: isort cosmoquester codecov

  • Scripts and notebooks to train hugginface transformers models with Tensorflow 2.
  • You can train models with jupyter or python script using a separate machine, and even without it, you can learn with two clicks from the colab.
  • Select Task below, enter [Open in Colab], and click [Runtime] - [Run all] to automatically load, learn, and evaluate data.
  • All code support GPU and TPU both.

  • Tensorflow 2를 이용해 Transformer 모델들을 파인튜닝합니다.
  • 별도의 머신을 이용해 노트북이나 스크립트로 학습할 수 있으며 그게 없더라도 colab 에서 클릭 두 번으로 학습할 수 있습니다.
  • 아래에서 Task를 골라 [Open in Colab]으로 들어간 뒤에 [Runtime] - [Run all] 을 클릭하면 데이터로딩과 학습, 평가까지 자동으로 수행됩니다.
  • 모든 코드는 GPU, TPU 디바이스를 전부 지원합니다.

Tasks

TaskName Supported Models Script Colab
Chatbot EncoderDecoder (e.g. BART, T5, ...) Link Open In Colab
HateSpeech BART Link Open In Colab
KLUE NLI SequenceClassification (e.g. BERT, BART, GPT, ...) Link Open In Colab
KLUE STS (Bi-Encoder) SequenceClassification (e.g. BERT, BART, ...) Link Open In Colab
KLUE TC SequenceClassification (e.g. BERT, BART, GPT, ...) Link Open In Colab
KorSTS (Bi-Encoder) SequenceClassification (e.g. BERT, BART, ...) Link Open In Colab
NSMC SequenceClassification (e.g. BERT, BART, GPT, ...) Link Open In Colab
QuestionPair SequenceClassification (e.g. BERT, BART, GPT, ...) Link Open In Colab