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Update app.py
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app.py
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###############################################################################################################################################################
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# _____ _ ___ _ ___
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# |_ _|| |_ ___ | _ )(_) __ _ / __| __ _ _ __ _ _ __ ___ _ _
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# | | | ' \ / -_) | _ \| |/ _` | \__ \/ _|| '_|/ _` || '_ \/ -_)| '_|
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# |_| |_||_|\___| |___/|_|\__, | |___/\__||_| \__,_|| .__/\___||_|
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# |___/ |_|
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#
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##############################################################################################################################################################
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# _ ______ _ _ _______ _ _
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# _ | | (_____ \ | | (_) (_______) (_) (_)
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# _____ _ _ _| |_ | |__ ___ ____ _ _____) ) ___ __| | ____ _ ____ ___ _ _ _ _____ ___ _ ____ _
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# (____ || | | |(_ _)| _ \ / _ \ / ___)(_) | __ / / _ \ / _ | / ___)| | / _ | / _ \ | ||_|| |(____ | /___)| || _ \ | |
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# / ___ || |_| | | |_ | | | || |_| || | _ | | \ \ | |_| |( (_| || | | |( (_| || |_| | | | | |/ ___ ||___ || || | | || |
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# \_____||____/ \__)|_| |_| \___/ |_| (_) |_| |_| \___/ \____||_| |_| \___ | \___/ |_| |_|\_____|(___/ |_||_| |_||_|
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# (_____|
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###############################################################################################################################################################
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#
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# Last updated in: 8/15/2024
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#
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###############################################################################################################################################################
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# ------------------------------------------------------------------------------
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# IMPORTS
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# ------------------------------------------------------------------------------
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import gradio as gr
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from bs4 import BeautifulSoup as Soup
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from langchain_community.document_loaders import (AsyncHtmlLoader,
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NewsURLLoader, PubMedLoader,
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PlaywrightURLLoader,
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RecursiveUrlLoader,
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SeleniumURLLoader,
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UnstructuredURLLoader,
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WebBaseLoader)
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# ------------------------------------------------------------------------------
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# THE BIG SCRAPER METHOD
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# ------------------------------------------------------------------------------
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def extractDataFromUrls(urls: str, loader_type: str):
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"""Extracts data from provided URLs using specified loader type.
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Args:
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urls (str): Comma-separated URLs to extract data from.
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loader_type (str): Type of loader to use for data extraction.
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Returns:
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tuple: A tuple containing the extracted data in JSON format and as a list of Document objects.
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Returns error messages if an exception occurs.
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"""
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try:
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urls = urls.split(',')
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data = []
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# Instantiate the selected loader based on loader_type
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if loader_type == 'AsyncHtmlLoader':
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loader = AsyncHtmlLoader(urls)
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elif loader_type == 'UnstructuredURL':
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loader = UnstructuredURLLoader(urls=urls)
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elif loader_type == 'RecursiveURL':
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loader = RecursiveUrlLoader(
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url=urls[0], max_depth=2, extractor=lambda x: Soup(x, "html.parser").text
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)
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elif loader_type == 'SeleniumURL':
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loader = SeleniumURLLoader(urls=urls)
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elif loader_type == 'SeleniumURLH':
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loader = SeleniumURLLoader(urls=urls, headless=False)
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elif loader_type == 'PlaywrightURL':
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loader = PlaywrightURLLoader(urls=urls)
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elif loader_type == 'PubMed':
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loader = PubMedLoader(urls[0])
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elif loader_type == 'NewsURL':
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loader = NewsURLLoader(urls)
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elif loader_type == 'WebBaseLoader':
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loader = WebBaseLoader(urls)
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else:
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return "Not Implemented. Development in Progress", "Work In Progress"
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# Load data using the selected loader
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data = loader.load()
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# Convert data to JSON format
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jsonData = []
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for item in data:
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jsonData.append(item.to_json())
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return jsonData, data
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except Exception as err:
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return "An Error Occurred. Contact Developer" + str(err), "Error Occured. Boom"
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# ------------------------------------------------------------------------------
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# GRADIO
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# ------------------------------------------------------------------------------
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# Define choices for the dropdown menu
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choices = [
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'AsyncHtmlLoader', 'UnstructuredURL', 'RecursiveURL', 'PubMed',
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'WebBaseLoader', 'Scrapy', 'PySpider', 'Beautiful Soup',
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'SeleniumURL', 'SeleniumURLH', 'PlaywrightURL', 'NewsURL',
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]
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# Create the Gradio interface
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demo = gr.Interface(
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fn=extractDataFromUrls,
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inputs=[
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gr.Textbox(label="Enter your comma separated URLs here"),
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gr.Dropdown(choices=choices, label="Pick your Loader from here")
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],
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outputs=["json", "textbox"],
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allow_flagging='never',
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theme="sudeepshouche/minimalist"
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)
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# Launch the Gradio interface
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demo.launch()
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