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first attempt
Browse files- app.py +32 -0
- requirements.txt +2 -0
app.py
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import streamlit as st
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from haystack.nodes.connector import Crawler
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from haystack.nodes import TransformersSummarizer
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import validators
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import json
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output_dir = "crawled_files"
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crawler = Crawler(output_dir=output_dir)
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summarizer = TransformersSummarizer(model_name_or_path="google/pegasus-xsum")
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documents = []
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def crawl_url_and_write_content(url):
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docs = crawler.crawl(urls=['https://www.deepset.ai/blog/haystack-node-for-information-extraction'], crawler_depth=0, overwrite_existing_files=True)
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for doc in docs:
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jsonObject = json.load(doc.open())
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documents[0] = jsonObject
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# Streamlit App
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st.title('Summarizer Demo with Haystack Summarizer')
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url_text = st.text_input("Please Enter a url here",value="https://www.rba.gov.au/media-releases/2022/mr-22-12.html")
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if validators.url(url_text):
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crawl_url_and_write_content(url_text)
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summarize = st.button('Summarize')
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if summarize:
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summary = summarizer.predict(documents=documents)
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st.write(summary)
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requirements.txt
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farm-haystack==1.4.0
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validators==0.18.2
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