Scrape and Summarize a Webpage using Google's Gemini 1.5 Flash AI model
import logging
from gunicorn.app.base import BaseApplication
from app_init import create_initialized_flask_app
logging.basicConfig(level=logging.INFO)
logger = logging.getLogger(__name__)
class StandaloneApplication(BaseApplication):
def __init__(self, app, options=None):
self.application = app
self.options = options or {}
super().__init__()
def load_config(self):
# Apply configuration to Gunicorn
for key, value in self.options.items():
if key in self.cfg.settings and value is not None:
self.cfg.set(key.lower(), value)
def load(self):
return self.application
if __name__ == "__main__":
options = {
Created: | Last Updated:
Here's a step-by-step guide for using the Scrape and Summarize a Webpage using Google's Gemini 1.5 Flash AI model template:
Introduction
This template provides a web application that allows users to input a URL and receive a concise summary of the webpage content. It utilizes Google's Gemini 1.5 Pro AI model for summarization and Selenium for web scraping.
Getting Started
- Click "Start with this Template" to begin using this template in the Lazy Builder interface.
Test the Application
-
Press the "Test" button in the Lazy Builder interface to deploy and run the application.
-
Once the deployment is complete, you'll receive a dedicated server link to access the web interface.
Using the Application
-
Open the provided server link in your web browser to access the Website Summarizer interface.
-
In the input field labeled "URL:", enter the full URL of the webpage you want to summarize (e.g.,
https://example.com
). -
Click the "Summarize" button to initiate the summarization process.
-
Wait for the application to scrape the webpage and generate a summary. This may take a few moments depending on the size and complexity of the webpage.
-
Once complete, the summary will be displayed below the input form.
Understanding the Results
The summary provided by the application will be a concise paragraph that captures the main points and key information from the webpage. This can be useful for quickly understanding the content of a webpage without having to read through the entire text.
Integrating the Application
This application is designed to be used as a standalone web tool and doesn't require integration with external services. Users can access it directly through the provided server link to summarize webpages as needed.