NLP: SLU tagging

Overview

创建环境

conda create -n slu python=3.6
source activate slu
pip install torch==1.7.1

运行

训练:在根目录下运行

python scripts/slu_baseline.py

测试:在根目录下运行(将会读取test_unlabelled.json并在data目录下生成test.json)环境与原始相同

python scripts/slu_evaluate.py

代码说明

  • utils/args.py:定义了所有涉及到的可选参数,如需改动某一参数可以在运行的时候将命令修改成

      python scripts/slu_baseline.py --
          
          
    
          
         

    其中, 为要修改的参数名, 为修改后的值

  • utils/initialization.py:初始化系统设置,包括设置随机种子和显卡/CPU

  • utils/vocab.py:构建编码输入输出的词表

  • utils/word2vec.py:读取词向量

  • utils/example.py:读取数据

  • utils/batch.py:将数据以批为单位转化为输入

  • model/slu_baseline_tagging.py:baseline模型

  • scripts/slu_baseline.py:主程序脚本

有关预训练语言模型

本次代码中没有加入有关预训练语言模型的代码,如需使用预训练语言模型我们推荐使用下面几个预训练模型,若使用预训练语言模型,不要使用large级别的模型

推荐使用的工具库

Owner
北海若
Undergraduate, at SJTU & MSRA.
北海若
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