Spaces:
Sleeping
Sleeping
Update app.py
Browse files
app.py
CHANGED
|
@@ -0,0 +1,127 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
###############################################################################################################################################################
|
| 2 |
+
# _____ _ ___ _ ___
|
| 3 |
+
# |_ _|| |_ ___ | _ )(_) __ _ / __| __ _ _ __ _ _ __ ___ _ _
|
| 4 |
+
# | | | ' \ / -_) | _ \| |/ _` | \__ \/ _|| '_|/ _` || '_ \/ -_)| '_|
|
| 5 |
+
# |_| |_||_|\___| |___/|_|\__, | |___/\__||_| \__,_|| .__/\___||_|
|
| 6 |
+
# |___/ |_|
|
| 7 |
+
#
|
| 8 |
+
##############################################################################################################################################################
|
| 9 |
+
# _ ______ _ _ _______ _ _
|
| 10 |
+
# _ | | (_____ \ | | (_) (_______) (_) (_)
|
| 11 |
+
# _____ _ _ _| |_ | |__ ___ ____ _ _____) ) ___ __| | ____ _ ____ ___ _ _ _ _____ ___ _ ____ _
|
| 12 |
+
# (____ || | | |(_ _)| _ \ / _ \ / ___)(_) | __ / / _ \ / _ | / ___)| | / _ | / _ \ | ||_|| |(____ | /___)| || _ \ | |
|
| 13 |
+
# / ___ || |_| | | |_ | | | || |_| || | _ | | \ \ | |_| |( (_| || | | |( (_| || |_| | | | | |/ ___ ||___ || || | | || |
|
| 14 |
+
# \_____||____/ \__)|_| |_| \___/ |_| (_) |_| |_| \___/ \____||_| |_| \___ | \___/ |_| |_|\_____|(___/ |_||_| |_||_|
|
| 15 |
+
# (_____|
|
| 16 |
+
###############################################################################################################################################################
|
| 17 |
+
#
|
| 18 |
+
# Last updated in: 8/15/2024
|
| 19 |
+
#
|
| 20 |
+
###############################################################################################################################################################
|
| 21 |
+
|
| 22 |
+
# ------------------------------------------------------------------------------
|
| 23 |
+
# IMPORTS
|
| 24 |
+
# ------------------------------------------------------------------------------
|
| 25 |
+
import gradio as gr
|
| 26 |
+
from bs4 import BeautifulSoup as Soup
|
| 27 |
+
from langchain_community.document_loaders import (AsyncHtmlLoader,
|
| 28 |
+
NewsURLLoader, PubMedLoader,
|
| 29 |
+
PlaywrightURLLoader,
|
| 30 |
+
RecursiveUrlLoader,
|
| 31 |
+
SeleniumURLLoader,
|
| 32 |
+
UnstructuredURLLoader,
|
| 33 |
+
WebBaseLoader)
|
| 34 |
+
|
| 35 |
+
|
| 36 |
+
# ------------------------------------------------------------------------------
|
| 37 |
+
# THE BIG SCRAPER METHOD
|
| 38 |
+
# ------------------------------------------------------------------------------
|
| 39 |
+
|
| 40 |
+
def extractDataFromUrls(urls: str, loader_type: str):
|
| 41 |
+
"""Extracts data from provided URLs using specified loader type.
|
| 42 |
+
|
| 43 |
+
Args:
|
| 44 |
+
urls (str): Comma-separated URLs to extract data from.
|
| 45 |
+
loader_type (str): Type of loader to use for data extraction.
|
| 46 |
+
|
| 47 |
+
Returns:
|
| 48 |
+
tuple: A tuple containing the extracted data in JSON format and as a list of Document objects.
|
| 49 |
+
Returns error messages if an exception occurs.
|
| 50 |
+
"""
|
| 51 |
+
try:
|
| 52 |
+
urls = urls.split(',')
|
| 53 |
+
data = []
|
| 54 |
+
|
| 55 |
+
# Instantiate the selected loader based on loader_type
|
| 56 |
+
if loader_type == 'AsyncHtmlLoader':
|
| 57 |
+
loader = AsyncHtmlLoader(urls)
|
| 58 |
+
|
| 59 |
+
elif loader_type == 'UnstructuredURL':
|
| 60 |
+
loader = UnstructuredURLLoader(urls=urls)
|
| 61 |
+
|
| 62 |
+
elif loader_type == 'RecursiveURL':
|
| 63 |
+
loader = RecursiveUrlLoader(
|
| 64 |
+
url=urls[0], max_depth=2, extractor=lambda x: Soup(x, "html.parser").text
|
| 65 |
+
)
|
| 66 |
+
|
| 67 |
+
elif loader_type == 'SeleniumURL':
|
| 68 |
+
loader = SeleniumURLLoader(urls=urls)
|
| 69 |
+
|
| 70 |
+
elif loader_type == 'SeleniumURLH':
|
| 71 |
+
loader = SeleniumURLLoader(urls=urls, headless=False)
|
| 72 |
+
|
| 73 |
+
elif loader_type == 'PlaywrightURL':
|
| 74 |
+
loader = PlaywrightURLLoader(urls=urls)
|
| 75 |
+
|
| 76 |
+
elif loader_type == 'PubMed':
|
| 77 |
+
loader = PubMedLoader(urls[0])
|
| 78 |
+
|
| 79 |
+
elif loader_type == 'NewsURL':
|
| 80 |
+
loader = NewsURLLoader(urls)
|
| 81 |
+
|
| 82 |
+
elif loader_type == 'WebBaseLoader':
|
| 83 |
+
loader = WebBaseLoader(urls)
|
| 84 |
+
|
| 85 |
+
else:
|
| 86 |
+
return "Not Implemented. Development in Progress", "Work In Progress"
|
| 87 |
+
|
| 88 |
+
# Load data using the selected loader
|
| 89 |
+
data = loader.load()
|
| 90 |
+
|
| 91 |
+
# Convert data to JSON format
|
| 92 |
+
jsonData = []
|
| 93 |
+
|
| 94 |
+
for item in data:
|
| 95 |
+
jsonData.append(item.to_json())
|
| 96 |
+
|
| 97 |
+
return jsonData, data
|
| 98 |
+
|
| 99 |
+
except Exception as err:
|
| 100 |
+
return "An Error Occurred. Contact Developer" + str(err), "Error Occured. Boom"
|
| 101 |
+
|
| 102 |
+
|
| 103 |
+
# ------------------------------------------------------------------------------
|
| 104 |
+
# GRADIO
|
| 105 |
+
# ------------------------------------------------------------------------------
|
| 106 |
+
|
| 107 |
+
# Define choices for the dropdown menu
|
| 108 |
+
choices = [
|
| 109 |
+
'AsyncHtmlLoader', 'UnstructuredURL', 'RecursiveURL', 'PubMed',
|
| 110 |
+
'WebBaseLoader', 'Scrapy', 'PySpider', 'Beautiful Soup',
|
| 111 |
+
'SeleniumURL', 'SeleniumURLH', 'PlaywrightURL', 'NewsURL',
|
| 112 |
+
]
|
| 113 |
+
|
| 114 |
+
# Create the Gradio interface
|
| 115 |
+
demo = gr.Interface(
|
| 116 |
+
fn=extractDataFromUrls,
|
| 117 |
+
inputs=[
|
| 118 |
+
gr.Textbox(label="Enter your comma separated URLs here"),
|
| 119 |
+
gr.Dropdown(choices=choices, label="Pick your Loader from here")
|
| 120 |
+
],
|
| 121 |
+
outputs=["json", "textbox"],
|
| 122 |
+
allow_flagging='never',
|
| 123 |
+
theme="sudeepshouche/minimalist"
|
| 124 |
+
)
|
| 125 |
+
|
| 126 |
+
# Launch the Gradio interface
|
| 127 |
+
demo.launch()
|