Update app.py
Browse files
app.py
CHANGED
@@ -4,31 +4,52 @@ from selenium import webdriver
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from selenium.webdriver.chrome.service import Service as ChromeService
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from selenium.webdriver.common.by import By
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from selenium.webdriver.chrome.options import Options
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from webdriver_manager.chrome import ChromeDriverManager
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from selenium.webdriver.support.ui import WebDriverWait
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from selenium.webdriver.support import expected_conditions as EC
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import gradio as gr
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# Function to scrape course data using Selenium
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def scrape_courses_with_selenium(url, output_file="course.json"):
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options = Options()
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options.headless = True # Headless browsing
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driver = webdriver.Chrome(service=ChromeService(ChromeDriverManager().install()), options=options)
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driver.get(url)
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try:
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WebDriverWait(driver, 60).until(
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EC.presence_of_all_elements_located((By.CLASS_NAME, "course-card"))
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)
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except Exception as e:
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print(f"Error: {e}")
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driver.quit()
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return []
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try:
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course_elements = driver.find_elements(By.CLASS_NAME, "course-card")
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for course in course_elements:
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try:
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title = course.find_element(By.CLASS_NAME, "course-card__body").text or "No Title"
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@@ -46,17 +67,20 @@ def scrape_courses_with_selenium(url, output_file="course.json"):
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})
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except Exception as e:
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print(f"Error extracting a course: {e}")
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driver.quit()
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with open(output_file, "w", encoding="utf-8") as f:
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json.dump(courses, f, ensure_ascii=False, indent=4)
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# Function to search for courses in the JSON file
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def search_course_by_title(query, input_file="course.json"):
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@@ -64,41 +88,32 @@ def search_course_by_title(query, input_file="course.json"):
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with open(input_file, "r", encoding="utf-8") as f:
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courses = json.load(f)
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# Perform case-insensitive search
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results = [course for course in courses if query.lower() in course["title"].lower()]
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if not results:
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return "No matching courses found."
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output = []
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for course in results:
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result = f"
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output.append(result)
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return "\n
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except FileNotFoundError:
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return f"Error: The file {input_file} was not found."
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except Exception as e:
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return f"Error: {e}"
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if __name__ == "__main__":
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# URL for scraping
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url = "https://courses.analyticsvidhya.com/pages/all-free-courses"
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# Scrape and save data to JSON
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print("Scraping courses...")
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scrape_courses_with_selenium(url)
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print("Scraping completed. Data saved to course.json.")
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# Define Gradio interface for searching
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def gradio_search(query):
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return search_course_by_title(query)
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@@ -108,6 +123,19 @@ if __name__ == "__main__":
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outputs="html",
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title="Course Search Engine",
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description="Search for courses by title from the scraped data stored in course.json.",
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)
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from selenium.webdriver.chrome.service import Service as ChromeService
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from selenium.webdriver.common.by import By
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from selenium.webdriver.chrome.options import Options
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from selenium.webdriver.support.ui import WebDriverWait
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from selenium.webdriver.support import expected_conditions as EC
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import gradio as gr
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import subprocess
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# Install required system dependencies
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def setup_chrome_dependencies():
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os.system('apt-get update')
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os.system('apt-get install -y wget gnupg2')
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os.system('wget -q -O - https://dl-ssl.google.com/linux/linux_signing_key.pub | apt-key add -')
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os.system('echo "deb [arch=amd64] http://dl.google.com/linux/chrome/deb/ stable main" >> /etc/sources.list.d/google-chrome.list')
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os.system('apt-get update')
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os.system('apt-get install -y google-chrome-stable')
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os.system('apt-get install -y xvfb')
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# Function to get Chrome options for Hugging Face environment
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def get_chrome_options():
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chrome_options = Options()
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chrome_options.add_argument('--headless')
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chrome_options.add_argument('--no-sandbox')
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chrome_options.add_argument('--disable-dev-shm-usage')
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chrome_options.add_argument('--disable-gpu')
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chrome_options.binary_location = '/usr/bin/google-chrome'
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return chrome_options
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# Function to scrape course data using Selenium
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def scrape_courses_with_selenium(url, output_file="course.json"):
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try:
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# Setup Chrome dependencies if not already installed
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setup_chrome_dependencies()
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# Configure Chrome options
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options = get_chrome_options()
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# Start Chrome driver
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driver = webdriver.Chrome(options=options)
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driver.get(url)
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# Wait for course cards to load
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WebDriverWait(driver, 60).until(
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EC.presence_of_all_elements_located((By.CLASS_NAME, "course-card"))
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)
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courses = []
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course_elements = driver.find_elements(By.CLASS_NAME, "course-card")
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for course in course_elements:
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try:
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title = course.find_element(By.CLASS_NAME, "course-card__body").text or "No Title"
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})
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except Exception as e:
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print(f"Error extracting a course: {e}")
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continue
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# Save scraped data to JSON file
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with open(output_file, "w", encoding="utf-8") as f:
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json.dump(courses, f, ensure_ascii=False, indent=4)
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return courses
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except Exception as e:
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print(f"Error: {e}")
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return []
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finally:
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if 'driver' in locals():
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driver.quit()
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# Function to search for courses in the JSON file
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def search_course_by_title(query, input_file="course.json"):
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with open(input_file, "r", encoding="utf-8") as f:
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courses = json.load(f)
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results = [course for course in courses if query.lower() in course["title"].lower()]
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if not results:
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return "No matching courses found."
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output = []
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for course in results:
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result = f"""
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<div style="margin-bottom: 20px; padding: 15px; border: 1px solid #ddd; border-radius: 8px;">
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<img src="{course['image_url']}" alt="{course['title']}" style="width:100%; max-width:300px; height:auto; border-radius: 4px;">
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<h3 style="color: #2c3e50; margin: 10px 0;">{course['title']}</h3>
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<p><strong>Lessons:</strong> {course['lessons']}</p>
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<p><strong>Price:</strong> {course['price']}</p>
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<p style="color: #666;">{course['description']}</p>
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</div>
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"""
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output.append(result)
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return "\n".join(output)
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except FileNotFoundError:
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return f"Error: The file {input_file} was not found."
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except Exception as e:
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return f"Error: {e}"
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# Gradio interface
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def create_interface():
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def gradio_search(query):
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return search_course_by_title(query)
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outputs="html",
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title="Course Search Engine",
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description="Search for courses by title from the scraped data stored in course.json.",
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css="div.gradio-container {max-width: 800px; margin: auto;}"
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)
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return iface
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# Main execution
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if __name__ == "__main__":
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# URL for scraping
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url = "https://courses.analyticsvidhya.com/pages/all-free-courses"
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print("Starting course scraping...")
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scrape_courses_with_selenium(url)
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print("Scraping completed. Data saved to course.json")
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# Launch Gradio interface
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iface = create_interface()
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iface.launch(server_name="0.0.0.0", server_port=7860)
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