inclusive-ml commited on
Commit
270ad7b
1 Parent(s): 637ef73

initial commit

Browse files
Files changed (2) hide show
  1. app.py +13 -0
  2. requirements.txt +2 -0
app.py ADDED
@@ -0,0 +1,13 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import gradio as gr
2
+ import transformers
3
+ from transformers import BartTokenizer, BartForConditionalGeneration
4
+ model_name = 'facebook/bart-large-cnn'
5
+ tokenizer = BartTokenizer.from_pretrained(model_name)
6
+ model = BartForConditionalGeneration.from_pretrained(model_name)
7
+ def summarize(inp):
8
+ inp = inp.replace('\n','')
9
+ inp = tokenizer.encode(inp, return_tensors='pt', max_length=1024)
10
+ summary_ids = model.generate(inp, num_beams=4, max_length=150, early_stopping=True)
11
+ summary = tokenizer.decode(summary_ids[0], skip_special_tokens=True)
12
+ return summary
13
+ gr.Interface(fn=summarize, inputs=gr.inputs.Textbox(lines=7, label="Input Text"), outputs="text").launch(inline=False)
requirements.txt ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ transformers
2
+ torch