| from smolagents import DuckDuckGoSearchTool, VisitWebpageTool, FinalAnswerTool, GoogleSearchTool | |
| from smolagents import Tool, tool | |
| import random | |
| from huggingface_hub import list_models | |
| from smolagents.memory import ActionStep | |
| from PIL import Image | |
| import requests | |
| from io import BytesIO | |
| # Initialize the DuckDuckGo search tool | |
| web_search = GoogleSearchTool() | |
| # web_search = DuckDuckGoSearchTool() # not working | |
| visit_webpage = VisitWebpageTool() | |
| final_answer = FinalAnswerTool() | |
| class WeatherInfoTool(Tool): | |
| name = "weather_info" | |
| description = "Fetches dummy weather information for a given location." | |
| inputs = { | |
| "location": { | |
| "type": "string", | |
| "description": "The location to get weather information for." | |
| } | |
| } | |
| output_type = "string" | |
| def forward(self, location: str): | |
| # Dummy weather data | |
| weather_conditions = [ | |
| {"condition": "Rainy", "temp_c": 15}, | |
| {"condition": "Clear", "temp_c": 25}, | |
| {"condition": "Windy", "temp_c": 20} | |
| ] | |
| # Randomly select a weather condition | |
| data = random.choice(weather_conditions) | |
| return f"Weather in {location}: {data['condition']}, {data['temp_c']}°C" | |
| class HubStatsTool(Tool): | |
| name = "hub_stats" | |
| description = "Fetches the most downloaded model from a specific author on the Hugging Face Hub." | |
| inputs = { | |
| "author": { | |
| "type": "string", | |
| "description": "The username of the model author/organization to find models from." | |
| } | |
| } | |
| output_type = "string" | |
| def forward(self, author: str): | |
| try: | |
| # List models from the specified author, sorted by downloads | |
| models = list(list_models(author=author, sort="downloads", direction=-1, limit=1)) | |
| if models: | |
| model = models[0] | |
| return f"The most downloaded model by {author} is {model.id} with {model.downloads:,} downloads." | |
| else: | |
| return f"No models found for author {author}." | |
| except Exception as e: | |
| return f"Error fetching models for {author}: {str(e)}" | |
| # @tool | |
| # 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 | |
| # @tool | |
| # def go_back() -> None: | |
| # """Goes back to previous page.""" | |
| # driver.back() | |
| # @tool | |
| # 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() | |
| # def save_screenshot(step_log: ActionStep, agent: CodeAgent) -> None: | |
| # sleep(1.0) # Let JavaScript animations happen before taking the screenshot | |
| # driver = helium.get_driver() | |
| # current_step = step_log.step_number | |
| # if driver is not None: | |
| # for step_logs in agent.logs: # Remove previous screenshots from logs for lean processing | |
| # if isinstance(step_log, ActionStep) and step_log.step_number <= current_step - 2: | |
| # step_logs.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") | |
| # step_log.observations_images = [image.copy()] # Create a copy to ensure it persists, important! | |
| # # Update observations with current URL | |
| # url_info = f"Current url: {driver.current_url}" | |
| # step_log.observations = url_info if step_logs.observations is None else step_log.observations + "\n" + url_info | |
| # return | |