Is it possible to get embedding directly

[ChongruiYang]

Hello, is there any way I can get the embeddings of each text directly from the pretrained model without having to do following tasks when I use the command line tool? I check the file run_classifier.py but not find some directly function for this, should I need to rewrite it? or is there any other way to extract the embeddings? Thanks