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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() |