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from smolagents import CodeAgent,DuckDuckGoSearchTool,HfApiModel,load_tool,tool |
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import datetime |
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import requests |
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import pytz |
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import yaml |
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from tools.final_answer import FinalAnswerTool |
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from Gradio_UI import GradioUI |
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from bs4 import BeautifulSoup |
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@tool |
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def factorial(n: int) -> int: |
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"""A tool that calculates factorial |
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Args: |
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n (int): Integer (n >= 0). |
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""" |
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if n < 0: |
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raise ValueError("The factorial is defined only for non-negative numbers.") |
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if n == 0 or n == 1: |
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return 1 |
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return n * factorial(n - 1) |
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@tool |
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def get_current_time_in_timezone(timezone: str) -> str: |
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"""A tool that fetches the current local time in a specified timezone. |
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Args: |
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timezone: A string representing a valid timezone (e.g., 'America/New_York'). |
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""" |
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try: |
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tz = pytz.timezone(timezone) |
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local_time = datetime.datetime.now(tz).strftime("%Y-%m-%d %H:%M:%S") |
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return f"The current local time in {timezone} is: {local_time}" |
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except Exception as e: |
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return f"Error fetching time for timezone '{timezone}': {str(e)}" |
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@tool |
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def google_search(query: str) -> str: |
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"""A tool that performs a Google search using a given query and retrieves search result titles and URLs. |
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Args: |
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query (str): The search term or phrase to look up on Google. |
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""" |
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headers = {'User-Agent': 'Mozilla/5.0'} |
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response = requests.get(f'https://www.google.com/search?q={query}', headers=headers) |
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if response.status_code == 200: |
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soup = BeautifulSoup(response.text, 'html.parser') |
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results = [] |
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for g in soup.find_all('div', class_='g'): |
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title_tag = g.find('h3') |
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link_tag = g.find('a') |
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if title_tag and link_tag: |
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title = title_tag.text |
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link = link_tag['href'] |
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results.append(f"Title: {title}\nLink: {link}\n") |
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return "\n".join(results) if results else "No results found." |
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else: |
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return f"Failed to retrieve search results. HTTP Status Code: {response.status_code}" |
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final_answer = FinalAnswerTool() |
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model = HfApiModel( |
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max_tokens=2096, |
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temperature=0.5, |
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model_id='https://pflgm2locj2t89co.us-east-1.aws.endpoints.huggingface.cloud', |
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custom_role_conversions=None, |
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) |
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image_generation_tool = load_tool("agents-course/text-to-image", trust_remote_code=True) |
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with open("prompts.yaml", 'r') as stream: |
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prompt_templates = yaml.safe_load(stream) |
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agent = CodeAgent( |
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model=model, |
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tools=[final_answer, get_current_time_in_timezone, google_search, image_generation_tool, factorial], |
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max_steps=6, |
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verbosity_level=1, |
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grammar=None, |
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planning_interval=None, |
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name=None, |
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description=None, |
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prompt_templates=prompt_templates |
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) |
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GradioUI(agent).launch() |