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import ast
import contextlib
import io
import logging
import os
import re
import signal
import traceback
from typing import Any, Dict, List, Optional, Union
from smolagents.tools import Tool
# 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
self._utility_functions = self._get_utility_functions()
def _get_utility_functions(self) -> str:
"""Define utility functions that will be available in the executed code."""
return '''
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
return results if all_matches else 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)
"""
import re
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
"""
import re
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
'''
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:
return float(line) if "." in line else 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:
return float(num_str) if "." in num_str else int(num_str)
except ValueError:
pass
return None
def forward(self, code_string: Optional[str] = None, filepath: Optional[str] = None) -> Dict[str, Any]:
"""Main entry point for code execution."""
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)}"}
else:
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:
signal.alarm(0)
return {"success": False, "error": f"Code execution timed out after {self.timeout} seconds"}
except Exception as e:
signal.alarm(0)
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)
# Helper methods for backward compatibility
def execute_file(self, filepath: str) -> Dict[str, Any]:
"""Helper to execute Python code from file."""
return self.forward(filepath=filepath)
def execute_code(self, code: str) -> Dict[str, Any]:
"""Helper to execute Python code from a string."""
return self.forward(code_string=code)
def _run_tests():
"""Run comprehensive tests for the CodeExecutionTool."""
tool = CodeExecutionTool(timeout=5)
test_results = []
# 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)
test_results.append(result1["success"] and "Hello from safe code!" 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)
test_results.append(not result2["success"] and "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)
test_results.append(not result3["success"] and "Safety check failed" in result3["error"])
# Test 4: Timeout
timeout_code = "import time; time.sleep(10); print('Done sleeping')"
print("\n--- Test 4: Timeout ---")
result4 = tool.forward(code_string=timeout_code)
print(result4)
test_results.append(not result4["success"] and "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)
test_results.append(result5["success"] and "Hello from file!" 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)
test_results.append(not result6["success"] and "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="dummy.py")
print(result7)
test_results.append(
not result7["success"]
and "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)
test_results.append(not result8["success"] and "No code string or filepath provided" in result8["error"])
# Test 9: Function definition and call
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)
test_results.append(result9["success"] and "7" in result9["output"])
print(f"\nTests passed: {sum(test_results)}/{len(test_results)}")
if all(test_results):
print("All tests passed!")
else:
print("Some tests failed - check output for details.")
if __name__ == "__main__":
_run_tests() |