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from newspaper import Article | |
from newspaper import Config | |
import gradio as gr | |
from gradio.mix import Parallel, Series | |
from transformers import pipeline | |
import nltk | |
nltk.download('punkt') | |
def extract_article_text(url): | |
USER_AGENT = 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10.15; rv:78.0) Gecko/20100101 Firefox/78.0' | |
config = Config() | |
config.browser_user_agent = USER_AGENT | |
config.request_timeout = 10 | |
article = Article(url, config=config) | |
article.download() | |
article.parse() | |
text = article.text | |
return text | |
extractor = gr.Interface(extract_article_text, 'text', 'text') | |
summarizer = gr.Interface.load("huggingface/facebook/bart-large-cnn") | |
sample_url = [['https://www.independent.co.uk/news/world/americas/us-politics/january-6-trump-biden-live-capitol-riot-b1988429.html'], | |
['https://edition.cnn.com/2022/01/06/asia/kazakhstan-fuel-protests-thursday-intl/index.html'], | |
['https://www.scmp.com/news/china/diplomacy/article/3162467/us-japan-boost-scientific-cooperation-defence-against?module=lead_hero_story&pgtype=homepage']] | |
description = ''' | |
This application summarizes a news article based on the sentences used in the article. | |
Enter a news article link and submit for a summary. | |
A shorter news article produces a faster summary. A news article behind a paywall may produce an error. | |
''' | |
iface = Series(extractor, summarizer, | |
inputs = gr.inputs.Textbox( | |
lines = 2, | |
label = 'URL' | |
), | |
outputs = 'text', | |
title = 'Extractive News Summarizer BART', | |
theme = 'grass', | |
description = description, | |
examples=sample_url) | |
iface.launch() |