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| from smolagents import CodeAgent,DuckDuckGoSearchTool, HfApiModel,load_tool,tool | |
| import datetime | |
| import requests | |
| import pytz | |
| import yaml | |
| from tools.final_answer import FinalAnswerTool | |
| from Gradio_UI import GradioUI | |
| # Below is an example of a tool that does nothing. Amaze us with your creativity ! | |
| def my_custom_tool(arg1:str, arg2:int)-> 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 does nothing yet | |
| Args: | |
| arg1: the first argument | |
| arg2: the second argument | |
| """ | |
| return "What magic will you build ?" | |
| 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)}" | |
| def execute_python_code(code: str, timeout: int = 10) -> str: | |
| """Executes Python code and returns the output. | |
| Args: | |
| code: The Python code to execute as a string | |
| timeout: Maximum execution time in seconds (default: 10) | |
| """ | |
| import sys | |
| import io | |
| from contextlib import redirect_stdout, redirect_stderr | |
| import traceback | |
| import signal | |
| # Create string buffers for capturing output | |
| stdout_buffer = io.StringIO() | |
| stderr_buffer = io.StringIO() | |
| # Set up timeout handler | |
| def timeout_handler(signum, frame): | |
| raise TimeoutError(f"Code execution timed out after {timeout} seconds") | |
| # Store original handler to restore later | |
| original_handler = signal.signal(signal.SIGALRM, timeout_handler) | |
| result = None | |
| try: | |
| # Set alarm | |
| signal.alarm(timeout) | |
| # Create a restricted globals dictionary | |
| restricted_globals = { | |
| "__builtins__": { | |
| name: __builtins__[name] for name in [ | |
| "abs", "all", "any", "bool", "chr", "dict", "dir", "divmod", | |
| "enumerate", "filter", "float", "format", "frozenset", "hash", | |
| "hex", "int", "isinstance", "issubclass", "len", "list", "map", | |
| "max", "min", "oct", "ord", "pow", "print", "range", "repr", | |
| "reversed", "round", "set", "slice", "sorted", "str", "sum", | |
| "tuple", "type", "zip" | |
| ] | |
| } | |
| } | |
| # Add some safe modules | |
| import math | |
| import random | |
| import datetime | |
| import json | |
| import re | |
| restricted_globals["math"] = math | |
| restricted_globals["random"] = random | |
| restricted_globals["datetime"] = datetime | |
| restricted_globals["json"] = json | |
| restricted_globals["re"] = re | |
| # Execute the code with redirected output | |
| with redirect_stdout(stdout_buffer), redirect_stderr(stderr_buffer): | |
| # Execute code in a restricted environment | |
| exec_globals = {} | |
| exec(code, restricted_globals, exec_globals) | |
| # Check for a return value if the last statement is an expression | |
| lines = code.strip().split('\n') | |
| if lines and not (lines[-1].strip().startswith(('def ', 'class ', 'if ', 'for ', 'while ', 'try:', 'with '))) and \ | |
| not any(op in lines[-1] for op in ['=', '+=', '-=', '*=', '/=', '%=']): | |
| try: | |
| result = eval(lines[-1], restricted_globals, exec_globals) | |
| except: | |
| pass | |
| # Cancel the alarm | |
| signal.alarm(0) | |
| # Collect output | |
| stdout_output = stdout_buffer.getvalue() | |
| stderr_output = stderr_buffer.getvalue() | |
| # Format the response | |
| response = "" | |
| if stdout_output: | |
| response += f"Standard Output:\n{stdout_output}\n" | |
| if stderr_output: | |
| response += f"Standard Error:\n{stderr_output}\n" | |
| if result is not None: | |
| response += f"Result: {result}\n" | |
| return response.strip() or "Code executed successfully with no output." | |
| except TimeoutError as e: | |
| return f"Error: {str(e)}" | |
| except Exception as e: | |
| # Get full traceback | |
| err_traceback = traceback.format_exc() | |
| return f"Error executing code:\n{err_traceback}" | |
| finally: | |
| # Reset the alarm and restore original handler | |
| signal.alarm(0) | |
| signal.signal(signal.SIGALRM, original_handler) | |
| 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 | |
| model_id='https://pflgm2locj2t89co.us-east-1.aws.endpoints.huggingface.cloud', | |
| 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=[get_current_time_in_timezone, final_answer, execute_python_code], ## 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() |