Files
LLMsForDisinformationAnalysis/supporting/checker/checker.py
T
2026-04-04 20:02:25 +01:00

119 lines
4.2 KiB
Python

import json
import argparse
from urllib.parse import urlparse
from concurrent.futures import ThreadPoolExecutor, as_completed
from selenium import webdriver
from selenium.webdriver.chrome.options import Options
from selenium.common.exceptions import WebDriverException, TimeoutException, StaleElementReferenceException
from tqdm import tqdm
def init_driver():
options = Options()
options.headless = True
options.add_argument("--disable-gpu")
options.add_argument("--no-sandbox")
options.add_argument("--headless")
options.add_argument("--disable-blink-features=AutomationControlled")
options.add_argument("--window-size=1920,1080")
prefs = {
"profile.managed_default_content_settings.images": 2, # block images
"profile.default_content_setting_values.stylesheets": 2, # block CSS
"profile.managed_default_content_settings.cookies": 2, # optional
}
options.add_experimental_option("prefs", prefs)
driver = webdriver.Chrome(options=options)
driver.set_page_load_timeout(30)
return driver
def is_root_url(url):
parsed = urlparse(url)
return parsed.path in ("", "/")
def is_404_page(driver):
"""Safely check for 404, handling stale elements."""
try:
title = driver.title.lower()
body_text = driver.find_element("tag name", "body").text.lower()
return "404" in title or "404" in body_text
except StaleElementReferenceException:
return False
except Exception:
return False
def check_url_selenium(url):
driver = None
try:
driver = init_driver()
driver.get(url)
# 404 check
if is_404_page(driver):
return False, "404 page detected"
# Root URL after redirects
final_url = driver.current_url
if is_root_url(final_url):
return False, f"Redirected to root URL ({final_url})"
return True, None
except (WebDriverException, TimeoutException) as e:
return False, str(e)
finally:
if driver:
driver.quit()
def process_event(event):
"""Process an event only if score > 0.4."""
score = event.get("score", 0)
if score <= 0.4:
return None, False, "Score too low"
url = event.get("Url")
if not url:
return None, False, "No URL"
is_valid, error_msg = check_url_selenium(url)
event["url_valid"] = is_valid
return url, is_valid, error_msg
def process_jsonl_file(file_path, max_workers=4):
invalid_urls = []
valid_urls = 0
# Gather events with score > 0.4
urls_to_check = []
with open(file_path, "r", encoding="utf-8") as f:
for line in f:
line_data = json.loads(line)
if line_data.get("status") != "success":
continue
for event in line_data.get("events", []):
if event.get("score", 0) > 0.4:
urls_to_check.append(event)
total_urls = len(urls_to_check)
# ThreadPoolExecutor with tqdm progress bar
with ThreadPoolExecutor(max_workers=max_workers) as executor:
future_to_event = {executor.submit(process_event, e): e for e in urls_to_check}
for future in tqdm(as_completed(future_to_event), total=total_urls, desc="Checking URLs"):
url, is_valid, error_msg = future.result()
if not is_valid and url:
invalid_urls.append((url, error_msg))
else:
valid_urls += 1
# Summary
if invalid_urls:
print("\nList of invalid URLs and reasons:")
for url, err in invalid_urls:
print(f"{url} --> {err}")
print("\n=== URL Validation Summary ===")
print(f"Total URLs processed: {total_urls}")
print(f"Valid URLs (loaded successfully): {valid_urls}")
print(f"Invalid URLs: {len(invalid_urls)}")
if __name__ == "__main__":
parser = argparse.ArgumentParser(description="Validate URLs in JSONL file events using Selenium")
parser.add_argument("file_path", type=str, help="Path to the JSONL file")
parser.add_argument("--workers", type=int, default=4, help="Number of parallel Selenium workers")
args = parser.parse_args()
process_jsonl_file(args.file_path, max_workers=args.workers)