版权声明:王家林大咖2018年新书《SPARK大数据商业实战三部曲》清华大学出版,微信公众号:从零起步学习人工智能 https://blog.csdn.net/duan_zhihua/article/details/87388646
BERT可视化工具体验:bertviz是用于BERT模型注意力层的可视化页面。
1,bertviz的github地址:https://github.com/jessevig/bertviz
2,将bertviz项目clone到本地,启动Jupyter notebbok。
D:\PycharmProjects\bertviz-master>jupyter notebook
3,bertviz可视化页面分别包括bertviz_detail.ipynb、bertviz_map.ipynb 、bertviz_summary.ipynb页面。
4,BERT bertviz的可视化页面效果如下:
5,BERT可视化内容参考链接:
- https://github.com/tensorflow/tensor2tensor
- https://github.com/huggingface/pytorch-pretrained-BERT
- https://colab.research.google.com/drive/1vlOJ1lhdujVjfH857hvYKIdKPTD9Kid8
- https://towardsdatascience.com/deconstructing-bert-distilling-6-patterns-from-100-million-parameters-b49113672f77
- https://towardsdatascience.com/deconstructing-bert-part-2-visualizing-the-inner-workings-of-attention-60a16d86b5c1?gi=88e6da975567