lhwcv / NLP_practice.pytorch

Continuously update some NLP practice based on different tasks.

NLP_practice

We will continuously update some NLP practice based on different tasks.

prerequisites

Software

• pytorch >= 1.10
• torchtext >= 0.11.0
• sklearn
• tqdm

or

cd  NLP_practice/
pip install --no-cache-dir -r requirements.txt  -i https://mirrors.aliyun.com/pypi/simple/

Classification

- Supported models

• RNN (RNN, LSTM, GRU)
• TextCNN
• FastText
• RCNN
• TCN

- Supported datasets

• multi datasets in torchtext.datasets e.g SougouNews
• rt_polarity

Examples:

• Movie Review Classification by TextCNN

  actually you can easily modify the dataset name to do experiments on other torchtext's datasets.

• SougouNews Classification by Multi Models

  • TextCNN, RNN, RCNN, FastText, TCN

TODO MORE TASKS