from smolagents import CodeAgent,DuckDuckGoSearchTool, HfApiModel,load_tool,tool import datetime import requests import pytz import yaml from tools.final_answer import FinalAnswerTool from playwright.sync_api import sync_playwright import time from bs4 import BeautifulSoup import pandas as pd import time from Gradio_UI import GradioUI # Below is an example of a tool that does nothing. Amaze us with your creativity ! @tool def scrape_drug_reviews(drug:str)-> str: #it's import to specify the return type #Keep this format for the description / args / args description but feel free to modify the tool """A tool that calls a scraping function on the drugs.com website to scrape for reviews on target dtug specified in input Args: drug: the name of the target drug we want to retrieve reviews for, in lower case (e.g. 'flecainide') """ try: data = scrape_drugs_com_reviews(drug) # Get current time in that timezone return data.to_string() except Exception as e: return f"Error fetching reviews for the target drug you provided: '{drug}'" def scrape_drugs_com_reviews(drug_name, max_pages=3, delay=2): """ Scrapes user reviews from Drugs.com for a given drug. """ base_url = f"https://www.drugs.com/comments/{drug_name}/" all_reviews = [] with sync_playwright() as p: browser = p.chromium.launch(headless=True) page = browser.new_page() for page_num in range(1, max_pages + 1): url = base_url if page_num == 1 else f"{base_url}?page={page_num}" print(f"Scraping: {url}") page.goto(url, timeout=60000) time.sleep(delay) # Give page some time to load html = page.content() soup = BeautifulSoup(html, 'html.parser') review_blocks = soup.select('.user-comment') if not review_blocks: print("No reviews found on this page.") break for block in review_blocks: review_text = block.select_one('.user-comment-text') condition = block.select_one('.drug-condition') rating = block.select_one('.rating-score') date = block.select_one('.comment-date') all_reviews.append({ "condition": condition.get_text(strip=True) if condition else None, "rating": rating.get_text(strip=True) if rating else None, "review": review_text.get_text(strip=True) if review_text else None, "date": date.get_text(strip=True) if date else None, "source": url }) time.sleep(delay) browser.close() return pd.DataFrame(all_reviews) @tool def get_current_time_in_timezone(timezone: str) -> str: """A tool that fetches the current local time in a specified timezone. Args: timezone: A string representing a valid timezone (e.g., 'America/New_York'). """ try: # Create timezone object tz = pytz.timezone(timezone) # Get current time in that timezone local_time = datetime.datetime.now(tz).strftime("%Y-%m-%d %H:%M:%S") return f"The current local time in {timezone} is: {local_time}" except Exception as e: return f"Error fetching time for timezone '{timezone}': {str(e)}" final_answer = FinalAnswerTool() # If the agent does not answer, the model is overloaded, please use another model or the following Hugging Face Endpoint that also contains qwen2.5 coder: # model_id='https://pflgm2locj2t89co.us-east-1.aws.endpoints.huggingface.cloud' model = HfApiModel( max_tokens=2096, temperature=0.5, model_id='Qwen/Qwen2.5-Coder-32B-Instruct',# it is possible that this model may be overloaded custom_role_conversions=None, ) # Import tool from Hub image_generation_tool = load_tool("agents-course/text-to-image", trust_remote_code=True) with open("prompts.yaml", 'r') as stream: prompt_templates = yaml.safe_load(stream) agent = CodeAgent( model=model, tools=[scrape_drug_reviews,final_answer], ## add your tools here (don't remove final answer) max_steps=6, verbosity_level=1, grammar=None, planning_interval=None, name=None, description=None, prompt_templates=prompt_templates ) GradioUI(agent).launch()