Spaces:
Sleeping
Sleeping
from io import BytesIO | |
from time import sleep | |
import helium | |
from dotenv import load_dotenv | |
from PIL import Image | |
from selenium import webdriver | |
from selenium.webdriver.common.by import By | |
from selenium.webdriver.common.keys import Keys | |
from smolagents import CodeAgent, tool | |
from smolagents.agents import ActionStep | |
# Load environment variables | |
load_dotenv() | |
def search_item_ctrl_f(text: str, nth_result: int = 1) -> str: | |
""" | |
Searches for text on the current page via Ctrl + F and jumps to the nth occurrence. | |
Args: | |
text: The text to search for | |
nth_result: Which occurrence to jump to (default: 1) | |
""" | |
elements = driver.find_elements(By.XPATH, f"//*[contains(text(), '{text}')]") | |
if nth_result > len(elements): | |
raise Exception(f"Match n°{nth_result} not found (only {len(elements)} matches found)") | |
result = f"Found {len(elements)} matches for '{text}'." | |
elem = elements[nth_result - 1] | |
driver.execute_script("arguments[0].scrollIntoView(true);", elem) | |
result += f"Focused on element {nth_result} of {len(elements)}" | |
return result | |
def go_back() -> None: | |
"""Goes back to previous page.""" | |
driver.back() | |
def close_popups() -> str: | |
""" | |
Closes any visible modal or pop-up on the page. Use this to dismiss pop-up windows! | |
This does not work on cookie consent banners. | |
""" | |
webdriver.ActionChains(driver).send_keys(Keys.ESCAPE).perform() | |
# Configure Chrome options | |
chrome_options = webdriver.ChromeOptions() | |
chrome_options.add_argument("--force-device-scale-factor=1") | |
chrome_options.add_argument("--window-size=1000,1350") | |
chrome_options.add_argument("--disable-pdf-viewer") | |
chrome_options.add_argument("--window-position=0,0") | |
# Initialize the browser | |
driver = helium.start_chrome(headless=False, options=chrome_options) | |
# Set up screenshot callback | |
def save_screenshot(memory_step: ActionStep, agent: CodeAgent) -> None: | |
sleep(1.0) # Let JavaScript animations happen before taking the screenshot | |
driver = helium.get_driver() | |
current_step = memory_step.step_number | |
if driver is not None: | |
for previous_memory_step in agent.memory.steps: # Remove previous screenshots for lean processing | |
if isinstance(previous_memory_step, ActionStep) and previous_memory_step.step_number <= current_step - 2: | |
previous_memory_step.observations_images = None | |
png_bytes = driver.get_screenshot_as_png() | |
image = Image.open(BytesIO(png_bytes)) | |
print(f"Captured a browser screenshot: {image.size} pixels") | |
memory_step.observations_images = [image.copy()] # Create a copy to ensure it persists | |
# Update observations with current URL | |
url_info = f"Current url: {driver.current_url}" | |
memory_step.observations = ( | |
url_info if memory_step.observations is None else memory_step.observations + "\n" + url_info | |
) | |
from smolagents import HfApiModel | |
# Initialize the model | |
model_id = "meta-llama/Llama-3.3-70B-Instruct" # You can change this to your preferred model | |
model = HfApiModel(model_id) | |
# Create the agent | |
agent = CodeAgent( | |
tools=[go_back, close_popups, search_item_ctrl_f], | |
model=model, | |
additional_authorized_imports=["helium"], | |
step_callbacks=[save_screenshot], | |
max_steps=20, | |
verbosity_level=2, | |
) | |
# Import helium for the agent | |
agent.python_executor("from helium import *", agent.state) | |
helium_instructions = """ | |
You can use helium to access websites. Don't bother about the helium driver, it's already managed. | |
We've already ran "from helium import *" | |
Then you can go to pages! | |
Code: | |
```py | |
go_to('github.com/trending') | |
```<end_code> | |
You can directly click clickable elements by inputting the text that appears on them. | |
Code: | |
```py | |
click("Top products") | |
```<end_code> | |
If it's a link: | |
Code: | |
```py | |
click(Link("Top products")) | |
```<end_code> | |
If you try to interact with an element and it's not found, you'll get a LookupError. | |
In general stop your action after each button click to see what happens on your screenshot. | |
Never try to login in a page. | |
To scroll up or down, use scroll_down or scroll_up with as an argument the number of pixels to scroll from. | |
Code: | |
```py | |
scroll_down(num_pixels=1200) # This will scroll one viewport down | |
```<end_code> | |
When you have pop-ups with a cross icon to close, don't try to click the close icon by finding its element or targeting an 'X' element (this most often fails). | |
Just use your built-in tool `close_popups` to close them: | |
Code: | |
```py | |
close_popups() | |
```<end_code> | |
You can use .exists() to check for the existence of an element. For example: | |
Code: | |
```py | |
if Text('Accept cookies?').exists(): | |
click('I accept') | |
```<end_code> | |
""" | |
search_request = """ | |
Please navigate to https://en.wikipedia.org/wiki/Chicago and give me a sentence containing the word "1992" that mentions a construction accident. | |
""" | |
agent_output = agent.run(search_request + helium_instructions) | |
print("Final output:") | |
print(agent_output) |