HF_Agents_Final_Project / src /python_tool.py
Yago Bolivar
feat: Enhance tools with new web content extractor and improved functionality
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import ast
import contextlib
import io
import signal
import re
import traceback
from typing import Dict, Any, Optional, Union, List
from smolagents.tools import Tool
import os
import logging
# Set up logging
logging.basicConfig(level=logging.INFO)
logger = logging.getLogger(__name__)
class CodeExecutionTool(Tool):
"""
Executes Python code snippets safely with timeout protection.
Useful for data processing, analysis, and transformation.
Includes special utilities for web data processing and robust error handling.
"""
name = "python_executor"
description = "Safely executes Python code with enhancements for data processing, parsing, and error recovery."
inputs = {
'code_string': {'type': 'string', 'description': 'The Python code to execute.', 'nullable': True},
'filepath': {'type': 'string', 'description': 'Path to a Python file to execute.', 'nullable': True}
}
outputs = {
'success': {'type': 'boolean', 'description': 'Whether the code executed successfully.'},
'output': {'type': 'string', 'description': 'The captured stdout or formatted result.', 'nullable': True},
'error': {'type': 'string', 'description': 'Error message if execution failed.', 'nullable': True},
'result_value': {'type': 'any', 'description': 'The final expression value if applicable.', 'nullable': True}
}
output_type = "object"
def __init__(self, timeout: int = 10, max_output_size: int = 20000, *args, **kwargs):
super().__init__(*args, **kwargs)
self.timeout = timeout
self.max_output_size = max_output_size
self.banned_modules = [
'os', 'subprocess', 'sys', 'builtins', 'importlib',
'pickle', 'requests', 'socket', 'shutil', 'ctypes', 'multiprocessing'
]
self.is_initialized = True
# Add utility functions that will be available to executed code
self._utility_functions = self._get_utility_functions()
def _get_utility_functions(self):
"""Define utility functions that will be available in the executed code"""
utility_code = """
# Utility functions for web data processing
def extract_pattern(text, pattern, group=0, all_matches=False):
"""
"Extract data using regex pattern from text.
Args:
text (str): Text to search in
pattern (str): Regex pattern to use
group (int): Capture group to return (default 0 - entire match)
all_matches (bool): If True, return all matches, otherwise just first
Returns:
Matched string(s) or None if no match
"""
import re
if not text or not pattern:
print("Warning: Empty text or pattern provided to extract_pattern")
return None
try:
matches = re.finditer(pattern, text)
results = [m.group(group) if group < len(m.groups())+1 else m.group(0) for m in matches]
if not results:
print(f"No matches found for pattern '{pattern}'")
return None
if all_matches:
return results
else:
return results[0]
except Exception as e:
print(f"Error in extract_pattern: {e}")
return None
def clean_text(text, remove_extra_whitespace=True, remove_special_chars=False):
"""
Clean text by removing extra whitespace and optionally special characters.
Args:
text (str): Text to clean
remove_extra_whitespace (bool): If True, replace multiple spaces with single space
remove_special_chars (bool): If True, remove special characters
Returns:
Cleaned string
"""
import re
if not text:
return ""
# Replace newlines and tabs with spaces
text = re.sub(r'[\\n\\t\\r]+', ' ', text)
if remove_special_chars:
# Keep only alphanumeric, spaces, and basic punctuation
text = re.sub(r'[^\\w\\s.,;:!?\'"()-]', '', text)
if remove_extra_whitespace:
# Replace multiple spaces with single space
text = re.sub(r'\\s+', ' ', text)
return text.strip()
def parse_table_text(table_text):
"""
Parse table-like text into list of rows
Args:
table_text (str): Text containing table-like data
Returns:
List of rows (each row is a list of cells)
"""
rows = []
lines = table_text.strip().split('\\n')
for line in lines:
# Skip empty lines
if not line.strip():
continue
# Split by whitespace or common separators
cells = re.split(r'\\s{2,}|\\t+|\\|+', line.strip())
# Clean up cells
cells = [cell.strip() for cell in cells if cell.strip()]
if cells:
rows.append(cells)
# Print parsing result for debugging
print(f"Parsed {len(rows)} rows from table text")
if rows and len(rows) > 0:
print(f"First row (columns: {len(rows[0])}): {rows[0]}")
return rows
def safe_float(text):
"""
Safely convert text to float, handling various formats.
Args:
text (str): Text to convert
Returns:
float or None if conversion fails
"""
if not text:
return None
# Remove currency symbols, commas in numbers, etc.
text = re.sub(r'[^0-9.-]', '', str(text))
try:
return float(text)
except ValueError:
print(f"Warning: Could not convert '{text}' to float")
return None
"""
return utility_code
def _analyze_code_safety(self, code: str) -> Dict[str, Any]:
"""Perform static analysis to check for potentially harmful code."""
try:
parsed = ast.parse(code)
# Check for banned imports
imports = []
for node in ast.walk(parsed):
if isinstance(node, ast.Import):
imports.extend(n.name for n in node.names)
elif isinstance(node, ast.ImportFrom):
# Ensure node.module is not None before attempting to check against banned_modules
if node.module and any(banned in node.module for banned in self.banned_modules):
imports.append(node.module)
dangerous_imports = [imp for imp in imports if imp and any(
banned in imp for banned in self.banned_modules)]
if dangerous_imports:
return {
"safe": False,
"reason": f"Potentially harmful imports detected: {dangerous_imports}"
}
# Check for exec/eval usage
for node in ast.walk(parsed):
if isinstance(node, ast.Call) and hasattr(node, 'func'):
if isinstance(node.func, ast.Name) and node.func.id in ['exec', 'eval']:
return {
"safe": False,
"reason": "Contains exec() or eval() calls"
}
return {"safe": True}
except SyntaxError:
return {"safe": False, "reason": "Invalid Python syntax"}
def _timeout_handler(self, signum, frame):
"""Handler for timeout signal."""
raise TimeoutError(f"Code execution timed out after {self.timeout} seconds")
def _extract_numeric_value(self, output: str) -> Optional[Union[int, float]]:
"""Extract the final numeric value from output."""
if not output:
return None
# Look for the last line that contains a number
lines = output.strip().split('\n')
for line in reversed(lines):
# Try to interpret it as a pure number
line = line.strip()
try:
if '.' in line:
return float(line)
else:
return int(line)
except ValueError:
# Not a pure number, try to extract numbers with regex
match = re.search(r'[-+]?\d*\.?\d+(?:[eE][-+]?\d+)?$', line)
if match:
num_str = match.group(0)
try:
if '.' in num_str:
return float(num_str)
else:
return int(num_str)
except ValueError:
pass
return None
def forward(self, code_string: Optional[str] = None, filepath: Optional[str] = None) -> Dict[str, Any]:
if not code_string and not filepath:
return {"success": False, "error": "No code string or filepath provided."}
if code_string and filepath:
return {"success": False, "error": "Provide either a code string or a filepath, not both."}
code_to_execute = ""
if filepath:
if not os.path.exists(filepath):
return {"success": False, "error": f"File not found: {filepath}"}
if not filepath.endswith(".py"):
return {"success": False, "error": f"File is not a Python file: {filepath}"}
try:
with open(filepath, 'r') as file:
code_to_execute = file.read()
except Exception as e:
return {"success": False, "error": f"Error reading file {filepath}: {str(e)}"}
elif code_string:
code_to_execute = code_string
# Inject utility functions
enhanced_code = self._utility_functions + "\n\n" + code_to_execute
return self._execute_actual_code(enhanced_code)
def _execute_actual_code(self, code: str) -> Dict[str, Any]:
"""Execute Python code and capture the output or error."""
safety_check = self._analyze_code_safety(code)
if not safety_check["safe"]:
return {
"success": False,
"error": f"Safety check failed: {safety_check['reason']}"
}
# Capture stdout and execute the code with a timeout
stdout_buffer = io.StringIO()
result_value = None
try:
# Set timeout handler
signal.signal(signal.SIGALRM, self._timeout_handler)
signal.alarm(self.timeout)
# Execute code and capture stdout
with contextlib.redirect_stdout(stdout_buffer):
# Execute the code within a new dictionary for local variables
local_vars = {}
exec(code, {}, local_vars)
# Try to extract the result from common variable names
for var_name in ['result', 'answer', 'output', 'value', 'final_result', 'data']:
if var_name in local_vars:
result_value = local_vars[var_name]
break
# Reset the alarm
signal.alarm(0)
# Get the captured output
output = stdout_buffer.getvalue()
if len(output) > self.max_output_size:
output = output[:self.max_output_size] + f"\n... (output truncated, exceeded {self.max_output_size} characters)"
# If no result_value was found, try to extract a numeric value from the output
if result_value is None:
result_value = self._extract_numeric_value(output)
return {
"success": True,
"output": output,
"result_value": result_value
}
except TimeoutError as e:
signal.alarm(0) # Reset the alarm
return {"success": False, "error": f"Code execution timed out after {self.timeout} seconds"}
except Exception as e:
signal.alarm(0) # Reset the alarm
trace = traceback.format_exc()
error_msg = f"Error executing code: {str(e)}\n{trace}"
return {"success": False, "error": error_msg}
finally:
# Ensure the alarm is reset
signal.alarm(0)
# Kept execute_file and execute_code as helper methods if direct access is ever needed,
# but they now call the main _execute_actual_code method.
def execute_file(self, filepath: str) -> Dict[str, Any]:
"""Helper to execute Python code from file."""
if not os.path.exists(filepath):
return {"success": False, "error": f"File not found: {filepath}"}
if not filepath.endswith(".py"):
return {"success": False, "error": f"File is not a Python file: {filepath}"}
try:
with open(filepath, 'r') as file:
code = file.read()
return self._execute_actual_code(code)
except Exception as e:
return {"success": False, "error": f"Error reading file {filepath}: {str(e)}"}
def execute_code(self, code: str) -> Dict[str, Any]:
"""Helper to execute Python code from a string."""
return self._execute_actual_code(code)
if __name__ == '__main__':
tool = CodeExecutionTool(timeout=5)
# Test 1: Safe code string
safe_code = "print('Hello from safe code!'); result = 10 * 2; print(result)"
print("\n--- Test 1: Safe Code String ---")
result1 = tool.forward(code_string=safe_code)
print(result1)
assert result1['success']
assert "Hello from safe code!" in result1['output']
assert "20" in result1['output']
# Test 2: Code with an error
error_code = "print(1/0)"
print("\n--- Test 2: Code with Error ---")
result2 = tool.forward(code_string=error_code)
print(result2)
assert not result2['success']
assert "ZeroDivisionError" in result2['error']
# Test 3: Code with a banned import
unsafe_import_code = "import os; print(os.getcwd())"
print("\n--- Test 3: Unsafe Import ---")
result3 = tool.forward(code_string=unsafe_import_code)
print(result3)
assert not result3['success']
assert "Safety check failed" in result3['error']
assert "os" in result3['error']
# Test 4: Timeout
timeout_code = "import time; time.sleep(10); print('Done sleeping')"
print("\n--- Test 4: Timeout ---")
# tool_timeout_short = CodeExecutionTool(timeout=2) # For testing timeout specifically
# result4 = tool_timeout_short.forward(code_string=timeout_code)
result4 = tool.forward(code_string=timeout_code) # Using the main tool instance with its timeout
print(result4)
assert not result4['success']
assert "timed out" in result4['error']
# Test 5: Execute from file
test_file_content = "print('Hello from file!'); x = 5; y = 7; print(f'Sum: {x+y}')"
test_filename = "temp_test_script.py"
with open(test_filename, "w") as f:
f.write(test_file_content)
print("\n--- Test 5: Execute from File ---")
result5 = tool.forward(filepath=test_filename)
print(result5)
assert result5['success']
assert "Hello from file!" in result5['output']
assert "Sum: 12" in result5['output']
os.remove(test_filename)
# Test 6: File not found
print("\n--- Test 6: File Not Found ---")
result6 = tool.forward(filepath="non_existent_script.py")
print(result6)
assert not result6['success']
assert "File not found" in result6['error']
# Test 7: Provide both code_string and filepath
print("\n--- Test 7: Both code_string and filepath ---")
result7 = tool.forward(code_string="print('hello')", filepath=test_filename)
print(result7)
assert not result7['success']
assert "Provide either a code string or a filepath, not both" in result7['error']
# Test 8: Provide neither
print("\n--- Test 8: Neither code_string nor filepath ---")
result8 = tool.forward()
print(result8)
assert not result8['success']
assert "No code string or filepath provided" in result8['error']
# Test 9: Code that defines a function and calls it
func_def_code = "def my_func(a, b): return a + b; print(my_func(3,4))"
print("\n--- Test 9: Function Definition and Call ---")
result9 = tool.forward(code_string=func_def_code)
print(result9)
assert result9['success']
assert "7" in result9['output']
# Test 10: Max output size
# tool_max_output = CodeExecutionTool(max_output_size=50)
# long_output_code = "for i in range(20): print(f'Line {i}')"
# print("\n--- Test 10: Max Output Size ---")
# result10 = tool_max_output.forward(code_string=long_output_code)
# print(result10)
# assert result10['success']
# assert "... [output truncated]" in result10['output']
# assert len(result10['output']) <= 50 + len("... [output truncated]") + 5 # a bit of leeway
print("\nAll tests seem to have passed (check output for details).")