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from smolagents import CodeAgent, HfApiModel, load_tool, tool |
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import datetime |
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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 tools.book_tool import BookSearchTool, BookDetailsTool |
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from tools.arxiv_tool import ArxivSearchTool, LatestPapersTool |
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from tools.web_search import DuckDuckGoSearchTool |
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from Gradio_UI import GradioUI |
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@tool |
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def calculator(operation: str) -> str: |
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"""A simple calculator tool that safely evaluates basic math expressions. |
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Args: |
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operation: The mathematical expression to evaluate (e.g., "2 + 2", "5 * 3"). |
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Supports basic operations (+, -, *, /) and parentheses. |
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Returns: |
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str: The result of the calculation or an error message |
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""" |
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try: |
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allowed_chars = set("0123456789+-*/ .()") |
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if not all(c in allowed_chars for c in operation): |
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return "Error: Only basic math operations allowed" |
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result = eval(operation, {"__builtins__": {}}) |
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return f"Result: {result}" |
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except Exception as e: |
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return f"Error calculating {operation}: {str(e)}" |
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@tool |
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def get_current_time_in_timezone(timezone: str) -> str: |
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"""Get the current time in a specified timezone. |
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Args: |
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timezone: The name of the timezone to get time for (e.g., 'America/New_York', |
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'Asia/Tokyo', 'UTC'). Must be a valid timezone string. |
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Returns: |
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str: The current time in the specified timezone or an error message |
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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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def initialize_agent(): |
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"""Initialize and return the CodeAgent with all tools.""" |
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final_answer = FinalAnswerTool() |
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book_search = BookSearchTool() |
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book_details = BookDetailsTool() |
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arxiv_search = ArxivSearchTool() |
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latest_papers = LatestPapersTool() |
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web_search = DuckDuckGoSearchTool(max_results=5) |
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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='Qwen/Qwen2.5-Coder-32B-Instruct', |
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custom_role_conversions=None, |
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) |
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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=[ |
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final_answer, |
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calculator, |
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get_current_time_in_timezone, |
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book_search, |
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book_details, |
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arxiv_search, |
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latest_papers, |
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web_search |
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], |
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max_steps=8, |
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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="ResearchAssistant", |
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description="An AI assistant specialized in helping users discover and research books, papers, and web content on AI and machine learning.", |
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prompt_templates=prompt_templates |
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) |
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return agent |
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if __name__ == "__main__": |
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agent = initialize_agent() |
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GradioUI(agent).launch() |