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 import ast import io import pyflakes.api import pyflakes.reporter from flake8.api import legacy as flake8 from mccabe import get_code_complexity @tool def analyze_code_complexity(code: str) -> list: """Analyzes the cyclomatic complexity of functions in the given code. Args: code: The Python source code as a string. Returns: list: A list of warnings if any function has high complexity. """ tree = ast.parse(code) issues = [] for node in ast.walk(tree): if isinstance(node, ast.FunctionDef): complexity = get_code_complexity(node, max_complexity=10) if complexity > 10: issues.append(f"High complexity: Function '{node.name}' has a cyclomatic complexity of {complexity}") return issues @tool def detect_code_issues(code: str) -> list: """Analyzes Python code for issues including syntax errors, style violations, undefined variables, unused imports, and function complexity. Args: code: The Python source code to analyze. Returns: list: A list of detected issues in the code. """ issues = [] # Check for syntax errors try: ast.parse(code) except SyntaxError as e: issues.append(f"SyntaxError: {e.msg} at line {e.lineno}") # Use Pyflakes to detect undefined variables and unused imports output_stream = io.StringIO() reporter = pyflakes.reporter.Reporter(output_stream, output_stream) pyflakes.api.check(code, filename="", reporter=reporter) pyflakes_output = output_stream.getvalue().strip() if pyflakes_output: issues.extend(pyflakes_output.split("\n")) # Use Flake8 for style violations (PEP8) flake8_style = flake8.get_style_guide(ignore=['E501']) # Ignore line length warnings report = flake8_style.input_file(filename="", lines=code.split("\n")) if report.total_errors > 0: issues.append(f"Flake8: Found {report.total_errors} style violations.") # Analyze function complexity issues.extend(analyze_code_complexity(code)) # Check for missing docstrings tree = ast.parse(code) for node in ast.walk(tree): if isinstance(node, (ast.FunctionDef, ast.ClassDef)) and not ast.get_docstring(node): issues.append(f"Missing docstring in {node.__class__.__name__}: '{node.name}'") return issues @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=[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()