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crawl.py
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import base64
import concurrent.futures
import json
import logging
import os
import sys
import re
from urllib.parse import urlparse, urljoin
from bs4 import BeautifulSoup
from furl import furl
from globals import CRAWL_URL_RETRIES, PAGE_LOAD_TIMEOUT_SEC, NUM_CRAWLING_THREADS, URL_SLASH_REPLACEMENT_STR, \
VARIANCE_NUM_ITERATIONS, VARIANCE_INTERATIONS_INTERVAL_SEC
from retry import retry
from selenium.common.exceptions import TimeoutException
from seleniumwire import webdriver
from urllib3.exceptions import MaxRetryError
import time
from image_analysis import raw_screenshot_analysis, process_screenshot_iterations_consistency, save_and_mask_image
BASELINE_DIR = "baseline"
UPDATED_DIR = "updated"
def get_chrome_driver(driver_path):
"""
Instantiates a Chrome webdriver object
Args:
driver_path: path to the Chrome driver
Returns:
webdriver: returns a webdriver object
"""
options = webdriver.ChromeOptions()
options.page_load_strategy = 'normal'
options.add_argument("--disable-logging")
options.add_argument("--disable-login-animations")
options.add_argument("--disable-notifications")
options.add_argument("--disable-default-apps")
options.add_argument("--disable-extensions")
options.add_experimental_option("excludeSwitches", ["ignore-certificate-errors"])
options.add_argument("--disable-dev-shm-usage")
options.add_argument("--disable-browser-side-navigation")
options.add_argument("--headless")
options.add_argument("--hide-scrollbars")
options.add_argument('--log-level 3')
options.add_argument("--incognito")
options.add_argument("--no-zygote")
options.add_argument('--disable-gpu')
options.add_argument('--no-sandbox')
options.add_argument('--disable-infobars')
driver = webdriver.Chrome(driver_path, options=options)
driver.set_page_load_timeout(PAGE_LOAD_TIMEOUT_SEC)
return driver
def chrome_take_full_screenshot(driver, viewport_width):
"""
Takes full page screenshots at various width
Args:
driver: webdriver object
viewport_width: viewport width
Returns:
list: list of image raw data for the taken screenshots
"""
def send(cmd, params):
resource = "/session/{}/chromium/send_command_and_get_result".format(driver.session_id)
url = driver.command_executor._url + resource
body = json.dumps({'cmd': cmd, 'params': params})
response = driver.command_executor._request('POST', url, body)
return response.get('value')
def evaluate(script):
response = send('Runtime.evaluate', {'returnByValue': True, 'expression': script})
return response['result']['value']
send('Emulation.clearDeviceMetricsOverride', {})
metrics = evaluate(
"({" +
"width: " + str(viewport_width) + "," +
"height: 0," +
"deviceScaleFactor: window.devicePixelRatio || 1," +
"mobile: typeof window.orientation !== 'undefined'" +
"})")
send('Emulation.setDeviceMetricsOverride', metrics)
metrics = evaluate(
"({" +
"width: " + str(viewport_width) + "," +
"height: Math.max(innerHeight, document.body.scrollHeight, document.body.offsetHeight, document.documentElement.offsetHeight, document.documentElement.clientHeight, document.documentElement.scrollHeight)|0," +
"deviceScaleFactor: window.devicePixelRatio || 1," +
"mobile: typeof window.orientation !== 'undefined'" +
"})")
send('Emulation.setDeviceMetricsOverride', metrics)
screenshot = send('Page.captureScreenshot', {'format': 'png', 'fromSurface': True})
return base64.b64decode(screenshot['data'])
@retry(TimeoutException, tries=CRAWL_URL_RETRIES, delay=1)
def get_with_retry(driver, url):
driver.get(url)
class CrawlingContext:
def __init__(self, driver_path, crawl_max=1, max_depth=1, allowed_domains=None, auth_username=None,
auth_password=None, crawled=None, depth=0, screenshot_tasks=[], executor=None, screenshot_res=None,
base_path=None, iterations=1, is_baseline=False):
"""Crawling context object
Args:
driver_path: Selenium webdriver object
crawl_max: maximum number of links that should be returned
max_depth: maximum depth for crawling (crawling is breadth first)
allowed_domains: list of allowed domains. If empty all found URLs will be returned
auth_username: username to be used for basic authentication
auth_password: password to be used for basic authentication
crawled: list of already crawled URLs
depth: depth of the URL that will be scraped
iterations: num iterations on page
is_baseline: whether this is the baseline for the diff comparison
"""
self.driver_path = driver_path
self.crawl_max = crawl_max
self.max_depth = max_depth
self.allowed_domains = allowed_domains
self.auth_username = auth_username
self.auth_password = auth_password
self.crawled = crawled
self.depth = depth
self.screenshot_tasks = screenshot_tasks
self.executor = executor
self.screenshot_res = screenshot_res
self.base_path = base_path
self.iterations = iterations
self.is_baseline = is_baseline
def get_urls(parent_url, depth, context):
"""Recursively crawls the website passed via parent_url and returns the list of found URLs.
Args:
parent_url: URL that will be scraped
depth: depth of the URL that will be scraped
context: Crawling context object
Returns:
list: list of scraped URLs
"""
if depth > context.max_depth:
return
logging.info("Crawling URL " + parent_url)
url_list = [item["url"] for item in context.crawled]
driver = get_chrome_driver(context.driver_path)
try:
if context.auth_username and context.auth_password:
parsed_url = furl(parent_url)
parsed_url.username = context.auth_username
parsed_url.password = context.auth_password
get_with_retry(driver, str(parsed_url))
else:
get_with_retry(driver, parent_url)
save_screenshots_and_logs(parent_url, context.screenshot_res, context.base_path, driver,
context.allowed_domains, context)
html = driver.page_source.encode('utf-8')
soup = BeautifulSoup(html, features='html.parser')
urls = soup.findAll('a')
for a in set(urls):
url = a.get('href')
# determine absolute URL for relative links
if url and not urlparse(url).netloc:
url = urljoin(parent_url, url)
# skip urls for which href tag is missing or execute js
if not is_valid_url(url, context.allowed_domains):
logging.debug("Skipping invalid URL " + str(url))
continue
# cleanup URL
url.rstrip('/')
if len(url_list) < context.crawl_max and url not in url_list:
logging.info("Identified link '{}' on URL '{}'".format(url, parent_url))
url_list.append(url)
context.crawled.append({"url": url, "visited": False, "depth": depth + 1})
for u in context.crawled:
if u['visited'] is False:
u['visited'] = True
future_to_url = context.executor.submit(get_urls, u["url"], u["depth"], context)
context.screenshot_tasks.append(future_to_url)
except MaxRetryError:
logger.error("Max retries {} reached while crawling URL {}".format(CRAWL_URL_RETRIES, parent_url))
except:
e = sys.exc_info()[0]
logger.exception("Error while crawling URL " + parent_url + " with error " + str(e))
finally:
logging.info("Finished crawling URL " + parent_url)
driver.quit()
def is_valid_url(url, allowed_domains):
# skip invalid, JS using and anchor links
if not url or any(substr in url for substr in ("javascript", "#")):
logging.debug("{} skipped. URL not valid".format(url))
return False
elif url.endswith((".js", ".mp4", ".mov", ".avi", ".opus", ".mp4v", ".mp4v", ".3gpp", ".3gp2")):
logging.debug("{} skipped. Media type unsupported.".format(url))
return False
parsed_url = urlparse(url)
# skip URLs that are not in the list of allowed domains
if allowed_domains and parsed_url.netloc not in allowed_domains:
logging.debug("{} skipped. Not in list of allowed domains".format(url))
return False
return True
def get_job_url_path(base_path, url, domains):
url_dir = url.replace("\\", URL_SLASH_REPLACEMENT_STR) \
.replace("/", URL_SLASH_REPLACEMENT_STR) \
.replace("www.", "") \
.replace("http:", "") \
.replace("https:", "") \
.replace(URL_SLASH_REPLACEMENT_STR + URL_SLASH_REPLACEMENT_STR, URL_SLASH_REPLACEMENT_STR)
for domain in domains:
url_dir = url_dir.replace(domain, "")
if url_dir.startswith(URL_SLASH_REPLACEMENT_STR):
url_dir = url_dir[1:]
if url_dir.endswith(URL_SLASH_REPLACEMENT_STR):
url_dir = url_dir[:-1]
if not url_dir:
url_dir = URL_SLASH_REPLACEMENT_STR
return os.path.join(base_path, url_dir)
def save_screenshots_and_logs(url, screenshot_res, base_path, driver, domains, context):
"""Gets full page screenshots, console logs and network logs for a specific URL
Args:
url: URL to process
screenshot_res: list specifying the width for the screenshots that should be catpured
base_path: path on disk where the screenshots should be saved
driver: Selenium driver
domains: crawled domains
context: crawl context
=======
Returns:
None
"""
parsed_url = urlparse(url)
base_url = "" if parsed_url.netloc is None else parsed_url.netloc
logging.debug('Getting screenshots and logs for {}'.format(url))
path = get_job_url_path(base_path, url, domains)
if not os.path.exists(path):
os.makedirs(path)
console_logs = driver.get_log('browser')
for console_log in console_logs:
console_log.pop('timestamp', None)
with open(os.path.join(path, "console_logs"), 'w') as f:
f.write(json.dumps(console_logs))
network_logs = []
for request in driver.requests:
if request.response and request.path is not None:
trimmed_url_path = re.sub("=(\d{13}$|\d{10}$|\d{13}&|\d{10}&)", '', request.path.replace(base_url, ''))
network_logs.append({'path': trimmed_url_path, 'status_code': request.response.status_code})
with open(os.path.join(path, "network_logs"), 'w') as f:
f.write(json.dumps(network_logs))
for size in screenshot_res:
# initial warmup, not sure why this works
get_with_retry(driver, url)
time.sleep(VARIANCE_INTERATIONS_INTERVAL_SEC)
chrome_take_full_screenshot(driver, size)
screenshots = []
for i in range(context.iterations):
get_with_retry(driver, url)
driver.execute_script("window.scrollTo(0, document.body.scrollHeight);")
time.sleep(VARIANCE_INTERATIONS_INTERVAL_SEC)
screenshots_data = chrome_take_full_screenshot(driver, size)
screenshots.append(screenshots_data)
file_path = os.path.join(path, "raw_{}_00.png".format(size))
if context.is_baseline:
error = process_screenshot_iterations_consistency(screenshots, file_path)
else:
error = save_and_mask_image(screenshots[0], file_path, file_path.replace(UPDATED_DIR, BASELINE_DIR))
if error is not None:
logging.error(error)
def crawl(url, max_depth, max_urls, screenshot_res, base_path, chromedriver_path, auth_username=None,
auth_password=None, workers=NUM_CRAWLING_THREADS, is_baseline=False):
"""Crawls an URL, saves screenshots, network and console logs for the scraped URLs
Args:
url: URL to process
max_depth: maximum depth for crawling (crawling is breadth first)
max_urls: maximum number of links that should be returned
screenshot_res: list specifying the width for the screenshots that should be catpured
base_path: path on disk where the screenshots should be saved
chromedriver_path: path to the Chrome driver
auth_username: username to be used for basic authentication
auth_password: password to be used for basic authentication
workers: number of worker threads
is_baseline: whether this is the baseline for the diff comparison
Returns:
list: list of encountered errors
"""
if not os.path.exists(base_path):
os.makedirs(base_path)
allowed_domains = [urlparse(url).netloc]
crawl_list = [{"url": url, "visited": True, "depth": 0}]
screenshot_tasks = []
task_errors = []
with concurrent.futures.ThreadPoolExecutor(max_workers=workers) as executor:
iterations = 1
if is_baseline:
iterations = VARIANCE_NUM_ITERATIONS
context = CrawlingContext(chromedriver_path, max_urls, max_depth, allowed_domains,
auth_username, auth_password, crawled=crawl_list,
screenshot_tasks=screenshot_tasks, executor=executor,
screenshot_res=screenshot_res, base_path=base_path, iterations=iterations,
is_baseline=is_baseline)
future_to_url = executor.submit(get_urls, url, 0, context)
screenshot_tasks.append(future_to_url)
while screenshot_tasks:
fs = screenshot_tasks[:]
for f in fs:
screenshot_tasks.remove(f)
try:
concurrent.futures.wait(fs)
except Exception as exc:
error_message = 'generated an exception: %s' % exc
logging.error(error_message)
task_errors.append(error_message)
url_list = [entry["url"] for entry in crawl_list if entry['visited'] is True]
logging.info("Visited urls" + str(url_list))
with open(os.path.join(base_path, "scraped_urls"), 'w', encoding='UTF-8') as f:
f.write("\n".join(url_list))
return task_errors
def verify_chrome_driver(driver_path):
try:
options = webdriver.ChromeOptions()
options.add_argument('--no-sandbox')
options.add_argument("--headless")
options.add_argument("--disable-dev-shm-usage")
options.add_argument("--hide-scrollbars")
options.page_load_strategy = 'normal'
driver = webdriver.Chrome(driver_path, options=options)
if driver is not None:
return None
else:
return "Invalid chrome driver loaded"
except Exception as e:
return "Error loading chrome driver" + repr(e)
def crawl_job(job_id, baseline_url, updated_url, max_depth, max_urls, workers, screenshot_res,
auth_baseline_username=None, auth_baseline_password=None, auth_updated_username=None,
auth_updated_password=None, chromedriver_path=None):
"""
Runs crawl jobs for the baseline and the updated URLs
Args:
base_path: path on disk where the screenshots should be saved
baseline_url: baseline URL
updated_url: updated URL
max_depth: maximum depth for crawling (crawling is breadth first)
max_urls: maximum number of links that should be returned
workers: number of worker threads
screenshot_res: list specifying the width for the screenshots that should be catpured
chromedriver_path: path to the Chrome driver
auth_baseline_username: username to be used for basic authentication for the baseline URL
auth_baseline_password: password to be used for basic authentication for the baseline URL
auth_updated_username: username to be used for basic authentication for the updated URL
auth_updated_password: password to be used for basic authentication for the updated URL
Returns:
list: list of encountered errors
"""
# disable most logging for selenium
selenium_logger = logging.getLogger('selenium.webdriver.remote.remote_connection')
selenium_logger.setLevel(logging.ERROR)
max_depth = int(max_depth)
max_urls = int(max_urls)
if not chromedriver_path:
chromedriver_path = os.environ['CHROMEDRIVER_PATH']
chrome_driver_error = verify_chrome_driver(chromedriver_path)
if chrome_driver_error is not None:
return chrome_driver_error
base_path = os.path.join("jobs", job_id)
baseline_path = os.path.join(base_path, BASELINE_DIR)
updated_path = os.path.join(base_path, UPDATED_DIR)
baseline_errors = crawl(baseline_url, max_depth, max_urls, screenshot_res, baseline_path, chromedriver_path,
auth_baseline_username, auth_baseline_password, workers, is_baseline=True)
updated_errors = crawl(updated_url, max_depth, max_urls, screenshot_res, updated_path, chromedriver_path,
auth_updated_username, auth_updated_password, workers, is_baseline=False)
return baseline_errors + updated_errors
if __name__ == "__main__":
FORMAT = '%(asctime)-15s [%(levelname)s] %(message)s'
logging.basicConfig(format=FORMAT)
logger = logging.getLogger('crawler')
logger.setLevel(logging.DEBUG)