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tf2-transformer's Introduction

tf2-transformer

TensorFlow2 NLP transformer.
No Keras used to create the model

Requirements

Jupyter Notebook

TensorFlow==2.12.0
Sentencepiece==0.1.99
TensorFlow-text==2.12.1
Numpy==1.23.5

How to use

  1. Download your dataset, save it to datasets/dataset.txt.
  2. Run train_bpe.py script on it, to create model vocabulary.
  3. Split sentences in dataset with some special token.
  4. Launch Google Colab or Jupyter Notebook on local machine and upload spawn.ipynb to it with your vocabulary and dataset.
  5. Define hyperparameters in this notebook to open dataset, create model and train it.
  6. The model will be saved after training, download it if you using Google Colab, and run sample.ipynb with your model to perform top-k sampling and infer it.

tf2-transformer's People

Contributors

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Stargazers

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