爬虫 - Selenium
爬虫 - Selenium
是一个自动化测试工具, 支持多种浏览器. 爬虫中主要用来解决JavaScript渲染的问题.
下载chromedriver:
selenium之 chromedriver与chrome版本映射表(更新至v2.29)
将下载好的文件放入 /usr/local/bin
Mac下/usr/local目录默认是对于Finder是隐藏，如果需要到/usr/local下去，打开Finder，然后使用command+shift+G，在弹出的目录中填写/usr/local就可以了
基本使用:
from selenium import webdriver from selenium.webdriver.common.by import By from selenium.webdriver.common.keys import Keys from selenium.webdriver.support import expected_conditions as EC from selenium.webdriver.support.wait import WebDriverWait browser = webdriver.Chrome() try: browser.get('https://www.baidu.com') input = browser.find_element_by_id('kw') input.send_keys('Python') input.send_keys(Keys.ENTER) wait = WebDriverWait(browser, 10) wait.until(EC.presence_of_element_located((By.ID, 'content_left'))) print(browser.current_url) print(browser.get_cookies()) print(browser.page_source) finally: browser.close()
声明浏览器对象
from selenium import webdriver browser = webdriver.Chrome() browser = webdriver.Firefox() browser = webdriver.Edge() browser = webdriver.PhantomJS() browser = webdriver.Safari()
访问页面
from selenium import webdriver browser = webdriver.Chrome() browser.get('https://www.taobao.com') print(browser.page_source) browser.close()
查找元素
单个元素
from selenium import webdriver browser = webdriver.Chrome() browser.get('https://www.taobao.com') input_first = browser.find_element_by_id('q') input_second = browser.find_element_by_css_selector('#q') input_third = browser.find_element_by_xpath('//*[@id="q"]') print(input_first, input_second, input_third) browser.close()
三个查找的结果是一样的
<selenium.webdriver.remote.webelement.WebElement (session="5e53d9e1c8646e44c14c1c2880d424af", element="0.5649563096161541-1")>
<selenium.webdriver.remote.webelement.WebElement (session="5e53d9e1c8646e44c14c1c2880d424af", element="0.5649563096161541-1")>
<selenium.webdriver.remote.webelement.WebElement (session="5e53d9e1c8646e44c14c1c2880d424af", element="0.5649563096161541-1")>
- find_element_by_name
- find_element_by_xpath
- find_element_by_link_text
- find_element_by_partial_link_text
- find_element_by_tag_name
- find_element_by_class_name
- find_element_by_css_selector
通用的查找方式:
from selenium import webdriver from selenium.webdriver.common.by import By browser = webdriver.Chrome() browser.get('https://www.taobao.com') input_first = browser.find_element(By.ID, 'q') print(input_first) browser.close()
结果
<selenium.webdriver.remote.webelement.WebElement (session="1f209c0d11551c40d9d20ad964fef244", element="0.07914603542731591-1")>
多个元素
find_elements_by_xxxxx()
from selenium import webdriver browser = webdriver.Chrome() browser.get('https://www.taobao.com') lis = browser.find_elements_by_css_selector('.service-bd li') print(lis) browser.close()
结果
[<selenium.webdriver.remote.webelement.WebElement (session="c26290835d4457ebf7d96bfab3740d19", element="0.09221044033125603-1")>, <selenium.webdriver.remote.webelement.WebElement (session="c26290835d4457ebf7d96bfab3740d19", element="0.09221044033125603-2")>, <selenium.webdriver.remote.webelement.WebElement (session="c26290835d4457ebf7d96bfab3740d19", element="0.09221044033125603-3")>, <selenium.webdriver.remote.webelement.WebElement (session="c26290835d4457ebf7d96bfab3740d19", element="0.09221044033125603-4")>, <selenium.webdriver.remote.webelement.WebElement (session="c26290835d4457ebf7d96bfab3740d19", element="0.09221044033125603-5")>, <selenium.webdriver.remote.webelement.WebElement (session="c26290835d4457ebf7d96bfab3740d19", element="0.09221044033125603-6")>, <selenium.webdriver.remote.webelement.WebElement (session="c26290835d4457ebf7d96bfab3740d19", element="0.09221044033125603-7")>, <selenium.webdriver.remote.webelement.WebElement (session="c26290835d4457ebf7d96bfab3740d19", element="0.09221044033125603-8")>, <selenium.webdriver.remote.webelement.WebElement (session="c26290835d4457ebf7d96bfab3740d19", element="0.09221044033125603-9")>, <selenium.webdriver.remote.webelement.WebElement (session="c26290835d4457ebf7d96bfab3740d19", element="0.09221044033125603-10")>, <selenium.webdriver.remote.webelement.WebElement (session="c26290835d4457ebf7d96bfab3740d19", element="0.09221044033125603-11")>, <selenium.webdriver.remote.webelement.WebElement (session="c26290835d4457ebf7d96bfab3740d19", element="0.09221044033125603-12")>, <selenium.webdriver.remote.webelement.WebElement (session="c26290835d4457ebf7d96bfab3740d19", element="0.09221044033125603-13")>, <selenium.webdriver.remote.webelement.WebElement (session="c26290835d4457ebf7d96bfab3740d19", element="0.09221044033125603-14")>, <selenium.webdriver.remote.webelement.WebElement (session="c26290835d4457ebf7d96bfab3740d19", element="0.09221044033125603-15")>, <selenium.webdriver.remote.webelement.WebElement (session="c26290835d4457ebf7d96bfab3740d19", element="0.09221044033125603-16")>]
通用的方式:
from selenium import webdriver from selenium.webdriver.common.by import By browser = webdriver.Chrome() browser.get('https://www.taobao.com') lis = browser.find_elements(By.CSS_SELECTOR, '.service-bd li') print(lis) browser.close()
- find_elements_by_name
- find_elements_by_xpath
- find_elements_by_link_text
- find_elements_by_partial_link_text
- find_elements_by_tag_name
- find_elements_by_class_name
- find_elements_by_css_selector
元素交互操作
对获取的元素调用交互方法
from selenium import webdriver import time browser = webdriver.Chrome() browser.get('https://www.taobao.com') input = browser.find_element_by_css_selector('#mq') input.send_keys('iPhone') time.sleep(1) input.clear() input.send_keys('iPad') button = browser.find_element_by_css_selector('#J_PopSearch > div.sb-search > div > form > input[type="submit"]:nth-child(2)') button.click() # 方法: inspect元素, 在淘宝的搜索框, 选择copy selector, 然后用find_element_by_css_selector. 同理用在搜索按钮
更多操作: http://selenium-python.readthedocs.io/api.html#module-selenium.webdriver.remote.webelement
交互动作
将动作附加到动作链中串行执行
from selenium import webdriver from selenium.webdriver import ActionChains browser = webdriver.Chrome() url = 'http://www.runoob.com/try/try.php?filename=jqueryui-api-droppable' browser.get(url) browser.switch_to.frame('iframeResult') source = browser.find_element_by_css_selector('#draggable') target = browser.find_element_by_css_selector('#droppable') actions = ActionChains(browser) actions.drag_and_drop(source, target) actions.perform()
更多操作: http://selenium-python.readthedocs.io/api.html#module-selenium.webdriver.common.action_chains
执行JavaScript
from selenium import webdriver browser = webdriver.Chrome() browser.get('https://www.zhihu.com/explore') browser.execute_script('window.scrollTo(0, document.body.scrollHeight)') browser.execute_script('alert("To Bottom")')
获取元素信息
获取属性
from selenium import webdriver from selenium.webdriver import ActionChains browser = webdriver.Chrome() url = 'https://www.zhihu.com/explore' browser.get(url) logo = browser.find_element_by_id('zh-top-link-logo') print(logo) print(logo.get_attribute('class'))
结果
<selenium.webdriver.remote.webelement.WebElement (session="e08c0f28d7f44d75ccd50df6bb676104", element="0.7236390660048155-1")> zu-top-link-logo
获取文本值
from selenium import webdriver browser = webdriver.Chrome() url = 'https://www.zhihu.com/explore' browser.get(url) input = browser.find_element_by_class_name('zu-top-add-question') print(input.text)
结果: 提问
获取ID,位置,大小,标签名,
from selenium import webdriver browser = webdriver.Chrome() url = 'https://www.zhihu.com/explore' browser.get(url) input = browser.find_element_by_class_name('zu-top-add-question') print(input.id) print(input.location) print(input.tag_name) print(input.size)
结果
0.6822924344980397-1 {'y': 7, 'x': 774} button {'height': 32, 'width': 66}
Frame
import time from selenium import webdriver from selenium.common.exceptions import NoSuchElementException browser = webdriver.Chrome() url = 'http://www.runoob.com/try/try.php?filename=jqueryui-api-droppable' browser.get(url) browser.switch_to.frame('iframeResult') source = browser.find_element_by_css_selector('#draggable') print(source) try: logo = browser.find_element_by_class_name('logo') except NoSuchElementException: print('NO LOGO') browser.switch_to.parent_frame() logo = browser.find_element_by_class_name('logo') print(logo) print(logo.text)
结果
<selenium.webdriver.remote.webelement.WebElement (session="4bb8ac03ced4ecbdefef03ffdc0e4ccd", element="0.44746093888932004-1")> NO LOGO <selenium.webdriver.remote.webelement.WebElement (session="4bb8ac03ced4ecbdefef03ffdc0e4ccd", element="0.13792611320464965-2")> RUNOOB.COM
等待
如今多数的Web程序都是用ajax技术，浏览器加载页面时，页面的元素可能并不是同事被加载的，因此要定位这些元素就非常困难, 如果因为在加载某个元素时延迟而造成ElementNotVisibleException的情况出现，那么就会降低自动化脚本的稳定性，这个情况可以通过设置元素等待改善这种问题
隐式等待
隐式等待是设置的全局等待，分为1、页面加载超时等待 ；2、页面元素加载超时；3、异步脚本超时
如果是页面元素超时，设置等待时间，是对页面中的所有元素设置加载时间。隐式等待是其实可以理解成在规定的时间范围内，浏览器在不停的刷新页面，直到找到相关元素或者时间结束.
当使用了隐式等待执行测试的时候，如果 WebDriver没有在 DOM中找到元素，将继续等待，超出设定时间后则抛出找不到元素的异常, 换句话说，当查找元素或元素并没有立即出现的时候，隐式等待将等待一段时间再查找 DOM，默认的时间是0
from selenium import webdriver browser = webdriver.Chrome() browser.implicitly_wait(10) # 若是慢, 额外等待10s browser.get('https://www.zhihu.com/explore') input = browser.find_element_by_class_name('zu-top-add-question') print(input)
结果
<selenium.webdriver.remote.webelement.WebElement (session="b29214772d59e912f1ac52e96ed29abe", element="0.12886805191194894-1")>
显式等待
显示等待是针对于某个特定的元素设置的等待时间，如果在规定的时间范围内，没有找到元素，则会抛出异常，如果在规定的时间内找到了元素，则直接执行，即找到元素就执行相关操作.
from selenium import webdriver from selenium.webdriver.common.by import By from selenium.webdriver.support.ui import WebDriverWait from selenium.webdriver.support import expected_conditions as EC browser = webdriver.Chrome() browser.get('https://www.taobao.com/') wait = WebDriverWait(browser, 10) input = wait.until(EC.presence_of_element_located((By.ID, 'q'))) # 是否出现 button = wait.until(EC.element_to_be_clickable((By.CSS_SELECTOR, '.btn-search'))) #是否可点击 print(input, button)
结果
<selenium.webdriver.remote.webelement.WebElement (session="07dd2fbc2d5b1ce40e82b9754aba8fa8", element="0.5642646294074107-1")> <selenium.webdriver.remote.webelement.WebElement (session="07dd2fbc2d5b1ce40e82b9754aba8fa8", element="0.5642646294074107-2")>
- title_is 标题是某内容
- title_contains 标题包含某内容
- presence_of_element_located 元素加载出，传入定位元组，如(By.ID, 'p')
- visibility_of_element_located 元素可见，传入定位元组
- visibility_of 可见，传入元素对象
- presence_of_all_elements_located 所有元素加载出
- text_to_be_present_in_element 某个元素文本包含某文字
- text_to_be_present_in_element_value 某个元素值包含某文字
- frame_to_be_available_and_switch_to_it frame加载并切换
- invisibility_of_element_located 元素不可见
- element_to_be_clickable 元素可点击
- staleness_of 判断一个元素是否仍在DOM，可判断页面是否已经刷新
- element_to_be_selected 元素可选择，传元素对象
- element_located_to_be_selected 元素可选择，传入定位元组
- element_selection_state_to_be 传入元素对象以及状态，相等返回True，否则返回False
- element_located_selection_state_to_be 传入定位元组以及状态，相等返回True，否则返回False
- alert_is_present 是否出现Alert
前进后退
import time from selenium import webdriver browser = webdriver.Chrome() browser.get('https://www.baidu.com/') browser.get('https://www.taobao.com/') browser.get('https://www.python.org/') browser.back() time.sleep(1) browser.forward() browser.close()
Cookies
from selenium import webdriver browser = webdriver.Chrome() browser.get('https://www.zhihu.com/explore') print(browser.get_cookies()) browser.add_cookie({'name': 'name', 'domain': 'www.zhihu.com', 'value': 'germey'}) print(browser.get_cookies()) browser.delete_all_cookies() print(browser.get_cookies())
结果
[{'secure': False, 'value': '"NGM0ZTM5NDAwMWEyNDQwNDk5ODlkZWY3OTkxY2I0NDY=|1491604091|236e34290a6f407bfbb517888849ea509ac366d0"', 'domain': '.zhihu.com', 'path': '/', 'httpOnly': False, 'name': 'l_cap_id', 'expiry': 1494196091.403418}, {'secure': False, 'value': '"YWEyOGY4MmI1MzQ2NGY5MmFiMjgzZGUzZWJjYTgwYjY=|1491604091|ff946847ddb5881245bdb7a5e6401b70dc61013f"', 'domain': '.zhihu.com', 'path': '/', 'httpOnly': False, 'name': 'cap_id', 'expiry': 1494196091.402855}, {'secure': False, 'value': '1', 'domain': '.zhihu.com', 'path': '/', 'httpOnly': False, 'name': 'l_n_c'}, {'secure': False, 'value': '"MjcxMDE3YzU1YjI4NDljZjljNTQ4ZDIyOWJjZTBhNmY=|1491604091|8da4722b56a1545c2020dba97394a220c0eca8d9"', 'domain': '.zhihu.com', 'path': '/', 'httpOnly': False, 'name': 'r_cap_id', 'expiry': 1494196091.402525}, {'secure': False, 'value': '51854390', 'domain': '.zhihu.com', 'path': '/', 'httpOnly': False, 'name': '__utmc'}, {'secure': False, 'value': '"AADCo7e1kguPTqvEOMieRUzwkA7ZUBhV-VY=|1491604091"', 'domain': '.zhihu.com', 'path': '/', 'httpOnly': False, 'name': 'd_c0', 'expiry': 1586212091.344773}, {'secure': False, 'value': '51854390.1491604091.1.1.utmcsr=(direct)|utmccn=(direct)|utmcmd=(none)', 'domain': '.zhihu.com', 'path': '/', 'httpOnly': False, 'name': '__utmz', 'expiry': 1507372091}, {'secure': False, 'value': '3cc99fc5-8706-43fc-90ac-3ad991bd1a25', 'domain': '.zhihu.com', 'path': '/', 'httpOnly': False, 'name': '_zap', 'expiry': 1554676091}, {'secure': False, 'value': '97cb00128ccb46659728f7c69cc191b0|1491604091000|1491604091000', 'domain': '.zhihu.com', 'path': '/', 'httpOnly': False, 'name': 'q_c1', 'expiry': 1586212091.401644}, {'secure': False, 'value': '51854390.2.10.1491604091', 'domain': '.zhihu.com', 'path': '/', 'httpOnly': False, 'name': '__utmb', 'expiry': 1491605891}, {'secure': False, 'value': '1', 'domain': '.zhihu.com', 'path': '/', 'httpOnly': False, 'name': 'n_c'}, {'secure': False, 'value': '51854390.000--|3=entry_date=20170408=1', 'domain': '.zhihu.com', 'path': '/', 'httpOnly': False, 'name': '__utmv', 'expiry': 1554676091}, {'secure': False, 'value': '51854390.669300758.1491604091.1491604091.1491604091.1', 'domain': '.zhihu.com', 'path': '/', 'httpOnly': False, 'name': '__utma', 'expiry': 1554676091}, {'secure': False, 'value': '1', 'domain': '.zhihu.com', 'path': '/', 'httpOnly': False, 'name': '__utmt', 'expiry': 1491604691}, {'secure': False, 'value': 'AQAAALCZuwh+dgIAeu3PPHA+csDPnXvT', 'domain': 'www.zhihu.com', 'path': '/', 'httpOnly': True, 'name': 'aliyungf_tc'}]
[{'secure': False, 'value': 'germey', 'domain': '.www.zhihu.com', 'path': '/', 'httpOnly': False, 'name': 'name'}, {'secure': False, 'value': '"NGM0ZTM5NDAwMWEyNDQwNDk5ODlkZWY3OTkxY2I0NDY=|1491604091|236e34290a6f407bfbb517888849ea509ac366d0"', 'domain': '.zhihu.com', 'path': '/', 'httpOnly': False, 'name': 'l_cap_id', 'expiry': 1494196091.403418}, {'secure': False, 'value': '"YWEyOGY4MmI1MzQ2NGY5MmFiMjgzZGUzZWJjYTgwYjY=|1491604091|ff946847ddb5881245bdb7a5e6401b70dc61013f"', 'domain': '.zhihu.com', 'path': '/', 'httpOnly': False, 'name': 'cap_id', 'expiry': 1494196091.402855}, {'secure': False, 'value': '1', 'domain': '.zhihu.com', 'path': '/', 'httpOnly': False, 'name': 'l_n_c'}, {'secure': False, 'value': '"MjcxMDE3YzU1YjI4NDljZjljNTQ4ZDIyOWJjZTBhNmY=|1491604091|8da4722b56a1545c2020dba97394a220c0eca8d9"', 'domain': '.zhihu.com', 'path': '/', 'httpOnly': False, 'name': 'r_cap_id', 'expiry': 1494196091.402525}, {'secure': False, 'value': '51854390', 'domain': '.zhihu.com', 'path': '/', 'httpOnly': False, 'name': '__utmc'}, {'secure': False, 'value': '"AADCo7e1kguPTqvEOMieRUzwkA7ZUBhV-VY=|1491604091"', 'domain': '.zhihu.com', 'path': '/', 'httpOnly': False, 'name': 'd_c0', 'expiry': 1586212091.344773}, {'secure': False, 'value': '51854390.1491604091.1.1.utmcsr=(direct)|utmccn=(direct)|utmcmd=(none)', 'domain': '.zhihu.com', 'path': '/', 'httpOnly': False, 'name': '__utmz', 'expiry': 1507372091}, {'secure': False, 'value': '3cc99fc5-8706-43fc-90ac-3ad991bd1a25', 'domain': '.zhihu.com', 'path': '/', 'httpOnly': False, 'name': '_zap', 'expiry': 1554676091}, {'secure': False, 'value': '97cb00128ccb46659728f7c69cc191b0|1491604091000|1491604091000', 'domain': '.zhihu.com', 'path': '/', 'httpOnly': False, 'name': 'q_c1', 'expiry': 1586212091.401644}, {'secure': False, 'value': '51854390.2.10.1491604091', 'domain': '.zhihu.com', 'path': '/', 'httpOnly': False, 'name': '__utmb', 'expiry': 1491605891}, {'secure': False, 'value': '1', 'domain': '.zhihu.com', 'path': '/', 'httpOnly': False, 'name': 'n_c'}, {'secure': False, 'value': '51854390.000--|3=entry_date=20170408=1', 'domain': '.zhihu.com', 'path': '/', 'httpOnly': False, 'name': '__utmv', 'expiry': 1554676091}, {'secure': False, 'value': '51854390.669300758.1491604091.1491604091.1491604091.1', 'domain': '.zhihu.com', 'path': '/', 'httpOnly': False, 'name': '__utma', 'expiry': 1554676091}, {'secure': False, 'value': '1', 'domain': '.zhihu.com', 'path': '/', 'httpOnly': False, 'name': '__utmt', 'expiry': 1491604691}, {'secure': False, 'value': 'AQAAALCZuwh+dgIAeu3PPHA+csDPnXvT', 'domain': 'www.zhihu.com', 'path': '/', 'httpOnly': True, 'name': 'aliyungf_tc'}]
选项卡管理
import time from selenium import webdriver browser = webdriver.Chrome() browser.get('https://www.baidu.com') browser.execute_script('window.open()') print(browser.window_handles) browser.switch_to_window(browser.window_handles[1]) browser.get('https://www.taobao.com') time.sleep(1) browser.switch_to_window(browser.window_handles[0]) browser.get('https://python.org')
结果
['CDwindow-4f58e3a7-7167-4587-bedf-9cd8c867f435', 'CDwindow-6e05f076-6d77-453a-a36c-32baacc447df']
异常处理
from selenium import webdriver browser = webdriver.Chrome() browser.get('https://www.baidu.com') browser.find_element_by_id('hello')
异常结果:
--------------------------------------------------------------------------- NoSuchElementException Traceback (most recent call last) <ipython-input-23-978945848a1b> in <module>() 3 browser = webdriver.Chrome() 4 browser.get('https://www.baidu.com') ----> 5 browser.find_element_by_id('hello') /Library/Frameworks/Python.framework/Versions/3.5/lib/python3.5/site-packages/selenium/webdriver/remote/webdriver.py in find_element_by_id(self, id_) 267 driver.find_element_by_id('foo') 268 """ --> 269 return self.find_element(by=By.ID, value=id_) 270 271 def find_elements_by_id(self, id_): /Library/Frameworks/Python.framework/Versions/3.5/lib/python3.5/site-packages/selenium/webdriver/remote/webdriver.py in find_element(self, by, value) 750 return self.execute(Command.FIND_ELEMENT, { 751 'using': by, --> 752 'value': value})['value'] 753 754 def find_elements(self, by=By.ID, value=None): /Library/Frameworks/Python.framework/Versions/3.5/lib/python3.5/site-packages/selenium/webdriver/remote/webdriver.py in execute(self, driver_command, params) 234 response = self.command_executor.execute(driver_command, params) 235 if response: --> 236 self.error_handler.check_response(response) 237 response['value'] = self._unwrap_value( 238 response.get('value', None)) /Library/Frameworks/Python.framework/Versions/3.5/lib/python3.5/site-packages/selenium/webdriver/remote/errorhandler.py in check_response(self, response) 190 elif exception_class == UnexpectedAlertPresentException and 'alert' in value: 191 raise exception_class(message, screen, stacktrace, value['alert'].get('text')) --> 192 raise exception_class(message, screen, stacktrace) 193 194 def _value_or_default(self, obj, key, default): NoSuchElementException: Message: no such element: Unable to locate element: {"method":"id","selector":"hello"} (Session info: chrome=57.0.2987.133) (Driver info: chromedriver=2.27.440174 (e97a722caafc2d3a8b807ee115bfb307f7d2cfd9),platform=Mac OS X 10.12.3 x86_64)
捕获异常:
from selenium import webdriver from selenium.common.exceptions import TimeoutException, NoSuchElementException browser = webdriver.Chrome() try: browser.get('https://www.baidu.com') except TimeoutException: print('Time Out') try: browser.find_element_by_id('hello') except NoSuchElementException: print('No Element') finally: browser.close()
结果: No Element
详细文档：http://selenium-python.readthedocs.io/api.html#module-selenium.common.exceptions
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