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Data_Collection.py
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import os
import time
import requests
from selenium import webdriver
from selenium.webdriver.chrome.options import Options
from selenium.webdriver.common.by import By
def fetch_image_urls(query: str, max_links_to_fetch: int, wd: webdriver, sleep_between_interactions: int = 1):
def scroll_to_end(wd):
wd.execute_script("window.scrollTo(0, document.body.scrollHeight);")
time.sleep(sleep_between_interactions)
# build the google query
search_url ="https://images.google.com/search?safe=off&site=&tbm=isch&source=hp&q={q}&oq={q}&gs_l=img&tbs=isz:l"
chrome_options = Options()
chrome_options.add_argument("--no-sandbox")
chrome_options.add_argument('user-agent=Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/113.0.0.0 Safari/537.36')
wd = webdriver.Chrome(executable_path=DRIVER_PATH, options=chrome_options)
# load the page
wd.get(search_url.format(q=query))
image_urls = set()
image_count = 0
results_start = 0
while image_count <= max_links_to_fetch:
scroll_to_end(wd)
# get all image thumbnail results
thumbnail_results = wd.find_elements(By.CLASS_NAME, "Q4LuWd")
number_results = len(thumbnail_results)
print(f"Found: {number_results} search results. Extracting links from {results_start}:{number_results}")
for img in thumbnail_results[results_start:number_results]:
# try to click every thumbnail such that we can get the real image behind it
try:
img.click()
time.sleep(sleep_between_interactions)
except Exception:
continue
# extract image urls
actual_images = wd.find_elements(By.CLASS_NAME,"iPVvYb")
for actual_image in actual_images:
if actual_image.get_attribute("src") and "http" in actual_image.get_attribute("src"):
image_urls.add(actual_image.get_attribute("src"))
#print(actual_image.get_attribute('src'))
else:
print("Src not found")
image_count = len(image_urls)
if len(image_urls) >= max_links_to_fetch:
print(f"Found: {len(image_urls)} image links, done!")
break
else:
print("Found:", len(image_urls), "image links, looking for more ...")
load_more_button = wd.find_elements(By.CLASS_NAME,"iPVvYb")
if load_more_button:
wd.execute_script("document.querySelector('.mye4qd').click();")
# move the result startpoint further down
results_start = len(thumbnail_results)
#print(image_urls)
return image_urls
def persist_image(folder_path:str,url:str, counter):
try:
image_content = requests.get(url).content
except Exception as e:
print(f"ERROR - Could not download {url} - {e}")
try:
f = open(os.path.join(folder_path, 'jpg' + "_" + str(counter) + ".jpg"), 'wb')
f.write(image_content)
f.close()
print(f"SUCCESS - saved {url} - as {folder_path}")
except Exception as e:
print(f"ERROR - Could not save {url} - {e}")
def search_and_download(search_term: str, target_path="B:\Coding_Stuff\Data_Collection\images", number_images=175):
target_folder = os.path.join(target_path, '_'.join(search_term.lower().split(' ')))
if not os.path.exists(target_folder):
os.makedirs(target_folder)
with webdriver.Chrome() as wd:
res = fetch_image_urls(search_term, number_images, wd=wd, sleep_between_interactions= 0.5)
counter = 0
for elem in res:
persist_image(target_folder, elem, counter)
counter += 1
DRIVER_PATH = "B:\Coding_Stuff\Data_Collection\chromedriver.exe"
search_term = "people riding two wheelers indian roads images"
search_and_download(search_term=search_term,number_images=175)