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Initial deployment: Autonomous AI agent for code modernization
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"""
Modal Sandbox Validator - Executes tests in isolated Modal containers.
Phase 5: Test execution in secure sandbox environment.
Supports multiple languages with dedicated Modal container images.
Falls back to local execution when Modal is not available.
"""
import os
import logging
import subprocess
import tempfile
import json
import time
from typing import Dict, List, Optional
from pathlib import Path
# Import Modal images and runners
from .images import (
MODAL_AVAILABLE, app, LANGUAGE_IMAGES, LANGUAGE_SUPPORT_STATUS,
get_image_for_language, get_support_status, is_language_supported
)
from .runners import LANGUAGE_RUNNERS, get_runner_for_language, is_runner_available
logger = logging.getLogger(__name__)
def _detect_language(file_path: str, code: str) -> str:
"""Detect programming language from file extension or code content."""
if file_path:
ext = Path(file_path).suffix.lower()
extension_map = {
# Python
'.py': 'python', '.pyw': 'python', '.pyx': 'python',
# Java
'.java': 'java',
# JavaScript/TypeScript
'.js': 'javascript', '.jsx': 'javascript', '.mjs': 'javascript', '.cjs': 'javascript',
'.ts': 'typescript', '.tsx': 'typescript'
}
if ext in extension_map:
return extension_map[ext]
# Fallback: detect from code content
if code:
if 'public class' in code or 'import java.' in code:
return 'java'
elif 'def ' in code and ('import ' in code or 'from ' in code):
return 'python'
elif 'function ' in code or 'const ' in code or 'let ' in code:
return 'javascript'
elif 'interface ' in code or 'type ' in code:
return 'typescript'
return 'python' # Default
def run_tests_locally(code: str, tests: str, requirements: List[str],
module_name: str = "module", language: str = "python") -> Dict:
"""
Execute tests locally (fallback when Modal is not available).
Args:
code: Modernized code to test
tests: Generated test code
requirements: Additional packages needed
module_name: Name of the module
language: Programming language
Returns:
Dictionary with test results
"""
# Only support Python, Java, JavaScript, and TypeScript
supported_languages = ['python', 'java', 'javascript', 'typescript']
if language not in supported_languages:
return {
"success": False,
"error": f"Unsupported language: {language}. Supported languages: {', '.join(supported_languages)}",
"tests_run": 0,
"tests_passed": 0,
"tests_failed": 0,
"execution_mode": "unsupported"
}
if language == 'python':
return _run_python_tests_locally(code, tests, requirements, module_name)
elif language == 'java':
return _run_java_tests_locally(code, tests, module_name)
elif language in ('javascript', 'typescript'):
return _run_js_tests_locally(code, tests, module_name, language)
def _run_python_tests_locally(code: str, tests: str, requirements: List[str],
module_name: str) -> Dict:
"""Run Python tests locally using pytest."""
with tempfile.TemporaryDirectory() as tmpdir:
tmpdir_path = Path(tmpdir)
# Write code and tests in same directory for proper imports
code_file = tmpdir_path / f"{module_name}.py"
test_file = tmpdir_path / f"test_{module_name}.py"
# Add sys.path manipulation to tests if not already present
# This ensures tests can import the module even from subdirectories
if "sys.path" not in tests and "import sys" not in tests:
path_setup = """import sys
import os
# Ensure module can be imported
sys.path.insert(0, os.path.dirname(os.path.abspath(__file__)))
"""
tests = path_setup + tests
code_file.write_text(code, encoding='utf-8')
test_file.write_text(tests, encoding='utf-8')
# Install additional requirements
if requirements:
try:
subprocess.run(
["pip", "install", "-q", "--no-cache-dir"] + requirements,
capture_output=True,
timeout=60,
check=False # Don't fail on install errors
)
except Exception as e:
logger.warning(f"Failed to install requirements: {e}")
start_time = time.time()
try:
result = subprocess.run(
[
"pytest",
str(test_file),
"-v",
"--tb=short",
"--timeout=30",
"-p", "no:warnings"
],
cwd=tmpdir,
capture_output=True,
text=True,
timeout=120
)
except subprocess.TimeoutExpired:
return {
"success": False,
"error": "Test execution timeout (>2 minutes)",
"tests_run": 0,
"tests_passed": 0,
"tests_failed": 0,
"execution_time": 120.0,
"execution_mode": "local"
}
except FileNotFoundError:
return {
"success": False,
"error": "pytest not found. Install with: pip install pytest",
"tests_run": 0,
"tests_passed": 0,
"tests_failed": 0,
"execution_mode": "local"
}
execution_time = time.time() - start_time
stdout = result.stdout
# Count tests
passed = stdout.count(" PASSED")
failed = stdout.count(" FAILED")
errors = stdout.count(" ERROR")
test_count = passed + failed + errors
return {
"success": result.returncode == 0,
"tests_run": test_count,
"tests_passed": passed,
"tests_failed": failed,
"tests_errors": errors,
"execution_time": round(execution_time, 2),
"coverage_percent": 0.0, # Coverage not measured in local mode
"stdout": stdout,
"stderr": result.stderr,
"exit_code": result.returncode,
"execution_mode": "local"
}
def _run_java_tests_locally(code: str, tests: str, module_name: str) -> Dict:
"""Run Java tests locally using JUnit."""
with tempfile.TemporaryDirectory() as tmpdir:
tmpdir_path = Path(tmpdir)
# Extract class name from code
class_name = module_name.replace('_', '').title()
if 'public class ' in code:
import re
match = re.search(r'public class (\w+)', code)
if match:
class_name = match.group(1)
# Write Java files
code_file = tmpdir_path / f"{class_name}.java"
test_file = tmpdir_path / f"{class_name}Test.java"
code_file.write_text(code, encoding='utf-8')
test_file.write_text(tests, encoding='utf-8')
start_time = time.time()
try:
# Compile
compile_result = subprocess.run(
["javac", str(code_file), str(test_file)],
cwd=tmpdir,
capture_output=True,
text=True,
timeout=60
)
if compile_result.returncode != 0:
return {
"success": False,
"error": f"Compilation failed: {compile_result.stderr}",
"tests_run": 0,
"tests_passed": 0,
"tests_failed": 0,
"execution_mode": "local"
}
# Run tests (simplified - would need JUnit runner in real scenario)
run_result = subprocess.run(
["java", f"{class_name}Test"],
cwd=tmpdir,
capture_output=True,
text=True,
timeout=120
)
execution_time = time.time() - start_time
return {
"success": run_result.returncode == 0,
"tests_run": 1, # Simplified
"tests_passed": 1 if run_result.returncode == 0 else 0,
"tests_failed": 0 if run_result.returncode == 0 else 1,
"execution_time": round(execution_time, 2),
"stdout": run_result.stdout,
"stderr": run_result.stderr,
"exit_code": run_result.returncode,
"execution_mode": "local"
}
except FileNotFoundError:
return {
"success": False,
"error": "Java compiler (javac) not found. Install JDK.",
"tests_run": 0,
"tests_passed": 0,
"tests_failed": 0,
"execution_mode": "local"
}
except subprocess.TimeoutExpired:
return {
"success": False,
"error": "Java test execution timeout",
"tests_run": 0,
"tests_passed": 0,
"tests_failed": 0,
"execution_mode": "local"
}
def _run_js_tests_locally(code: str, tests: str, module_name: str,
language: str) -> Dict:
"""Run JavaScript/TypeScript tests locally using Jest or Node."""
with tempfile.TemporaryDirectory() as tmpdir:
tmpdir_path = Path(tmpdir)
ext = '.ts' if language == 'typescript' else '.js'
# Write files
code_file = tmpdir_path / f"{module_name}{ext}"
test_file = tmpdir_path / f"{module_name}.test{ext}"
code_file.write_text(code, encoding='utf-8')
test_file.write_text(tests, encoding='utf-8')
# Create minimal package.json
package_json = {
"name": "test-sandbox",
"scripts": {"test": "jest"},
"devDependencies": {"jest": "^29.0.0"}
}
if language == 'typescript':
package_json["devDependencies"]["ts-jest"] = "^29.0.0"
package_json["devDependencies"]["typescript"] = "^5.0.0"
(tmpdir_path / "package.json").write_text(json.dumps(package_json))
start_time = time.time()
try:
# Try running with node directly for simple tests
run_result = subprocess.run(
["node", str(test_file)],
cwd=tmpdir,
capture_output=True,
text=True,
timeout=60
)
execution_time = time.time() - start_time
return {
"success": run_result.returncode == 0,
"tests_run": 1,
"tests_passed": 1 if run_result.returncode == 0 else 0,
"tests_failed": 0 if run_result.returncode == 0 else 1,
"execution_time": round(execution_time, 2),
"stdout": run_result.stdout,
"stderr": run_result.stderr,
"exit_code": run_result.returncode,
"execution_mode": "local"
}
except FileNotFoundError:
return {
"success": False,
"error": "Node.js not found. Install Node.js.",
"tests_run": 0,
"tests_passed": 0,
"tests_failed": 0,
"execution_mode": "local"
}
except subprocess.TimeoutExpired:
return {
"success": False,
"error": "JavaScript test execution timeout",
"tests_run": 0,
"tests_passed": 0,
"tests_failed": 0,
"execution_mode": "local"
}
# Import Modal executor if available
if MODAL_AVAILABLE:
try:
from .modal_executor import execute_in_modal
MODAL_EXECUTOR_AVAILABLE = True
except Exception as e:
logger.warning(f"Failed to import Modal executor: {e}")
MODAL_EXECUTOR_AVAILABLE = False
else:
MODAL_EXECUTOR_AVAILABLE = False
def run_tests_in_sandbox(code: str, tests: str, requirements: List[str],
module_name: str = "module", language: str = "python") -> Dict:
"""
Execute tests in sandbox (Modal if available, otherwise local).
Args:
code: Source code
tests: Test code
requirements: Package requirements
module_name: Module name
language: Programming language
Returns:
Test execution results
"""
if MODAL_EXECUTOR_AVAILABLE:
try:
return execute_in_modal(code, tests, requirements, module_name, language)
except Exception as e:
logger.warning(f"Modal execution failed: {e}, falling back to local")
return run_tests_locally(code, tests, requirements, module_name, language)
else:
logger.info("Modal not available, running tests locally")
return run_tests_locally(code, tests, requirements, module_name, language)
class ModalSandboxValidator:
"""
Validates code transformations using Modal sandbox.
Provides safe, isolated test execution environment.
Falls back to local execution when Modal is not available.
Supports multiple languages: Python, Java, JavaScript, TypeScript, etc.
"""
def __init__(self, prefer_modal: bool = None):
"""
Initialize Modal Sandbox Validator.
Args:
prefer_modal: If True, try Modal first, fallback to local.
If False, always use local execution.
If None (default), auto-detect based on environment.
"""
# Import config to get environment-aware settings
from .config import should_prefer_modal, validate_environment, IS_HUGGINGFACE
# Auto-detect if not specified
if prefer_modal is None:
prefer_modal = should_prefer_modal()
self.prefer_modal = prefer_modal and MODAL_AVAILABLE
self.is_huggingface = IS_HUGGINGFACE
self.app = app
# Validate environment configuration
validate_environment()
if self.is_huggingface and not self.prefer_modal:
logger.error("Running on Hugging Face but Modal is not available!")
logger.error("Test execution will fail. Please configure Modal.")
if self.prefer_modal:
logger.info("ModalSandboxValidator initialized with Modal support")
else:
logger.info("ModalSandboxValidator initialized (local execution mode)")
def validate_transformation(
self,
original_code: str,
modernized_code: str,
tests: str,
requirements: Optional[List[str]] = None,
file_path: Optional[str] = None
) -> Dict:
"""
Validate code transformation by running tests in sandbox.
Args:
original_code: Original legacy code
modernized_code: Modernized code
tests: Generated test code
requirements: Additional packages needed
file_path: Path to the file (used to extract module name and language)
Returns:
Validation results with test metrics
"""
logger.info("Starting sandbox validation")
# Detect language from file path or code
language = _detect_language(file_path, modernized_code)
logger.info(f"Detected language: {language}")
# Extract requirements based on language
if requirements is None:
requirements = self._extract_requirements(modernized_code, language)
# Extract module name from file path
if file_path:
module_name = Path(file_path).stem
else:
module_name = "module"
logger.info(f"Validating module: {module_name} (language: {language})")
# Try Modal first if available and preferred
if self.prefer_modal and MODAL_AVAILABLE:
try:
logger.info("Attempting Modal sandbox execution...")
results = run_tests_in_sandbox(
code=modernized_code,
tests=tests,
requirements=requirements,
module_name=module_name,
language=language
)
results['execution_mode'] = 'modal'
logger.info(f"Modal validation complete: {results['tests_passed']}/{results['tests_run']} passed")
return results
except Exception as e:
logger.warning(f"Modal execution failed: {e}, falling back to local")
# Fallback to local execution
logger.info("Running tests locally...")
try:
results = run_tests_locally(
code=modernized_code,
tests=tests,
requirements=requirements,
module_name=module_name,
language=language
)
logger.info(f"Local validation complete: {results['tests_passed']}/{results['tests_run']} passed")
return results
except Exception as e:
logger.error(f"Local validation error: {e}")
return {
"success": False,
"error": str(e),
"tests_run": 0,
"tests_passed": 0,
"tests_failed": 0,
"execution_mode": "failed"
}
def validate_batch(
self,
transformations: List[Dict]
) -> List[Dict]:
"""
Validate multiple transformations in parallel.
Args:
transformations: List of transformation dicts with code and tests
Returns:
List of validation results
"""
logger.info(f"Starting batch validation for {len(transformations)} files")
results = []
# Try Modal batch execution if available
if self.prefer_modal and MODAL_AVAILABLE:
try:
# For batch operations, we can call functions directly
# Modal handles the parallelization internally
for t in transformations:
file_path = t.get('file_path', '')
language = _detect_language(file_path, t['modernized_code'])
try:
result = run_tests_in_sandbox(
code=t['modernized_code'],
tests=t['tests'],
requirements=t.get('requirements', []),
module_name=Path(file_path).stem if file_path else 'module',
language=language
)
result['file_path'] = file_path
result['execution_mode'] = 'modal'
results.append(result)
except Exception as e:
logger.error(f"Error validating {file_path}: {e}")
results.append({
"file_path": file_path,
"success": False,
"error": str(e),
"execution_mode": "modal_failed"
})
logger.info(f"Modal batch validation complete: {len(results)} results")
return results
except Exception as e:
logger.warning(f"Modal batch execution failed: {e}, falling back to local")
results = [] # Reset for local execution
# Fallback to local sequential execution
for t in transformations:
file_path = t.get('file_path', '')
language = _detect_language(file_path, t['modernized_code'])
try:
result = run_tests_locally(
code=t['modernized_code'],
tests=t['tests'],
requirements=t.get('requirements', []),
module_name=Path(file_path).stem if file_path else 'module',
language=language
)
result['file_path'] = file_path
results.append(result)
except Exception as e:
logger.error(f"Error validating {file_path}: {e}")
results.append({
"file_path": file_path,
"success": False,
"error": str(e),
"execution_mode": "local_failed"
})
logger.info(f"Local batch validation complete: {len(results)} results")
return results
def _extract_requirements(self, code: str, language: str = "python") -> List[str]:
"""
Extract required packages from import statements.
Args:
code: Source code
language: Programming language
Returns:
List of package names
"""
requirements = []
if language == 'python':
# Python import to package mappings
import_map = {
'sqlalchemy': 'sqlalchemy',
'pymysql': 'pymysql',
'requests': 'requests',
'flask': 'flask',
'django': 'django',
'numpy': 'numpy',
'pandas': 'pandas',
'fastapi': 'fastapi',
'pydantic': 'pydantic',
'aiohttp': 'aiohttp',
'httpx': 'httpx',
'pytest': 'pytest'
}
for line in code.split('\n'):
line = line.strip()
if line.startswith('import ') or line.startswith('from '):
parts = line.split()
if len(parts) >= 2:
module = parts[1].split('.')[0]
if module in import_map:
pkg = import_map[module]
if pkg not in requirements:
requirements.append(pkg)
elif language == 'java':
# Java dependencies would be handled via Maven/Gradle
# Return empty list - dependencies managed differently
pass
elif language in ('javascript', 'typescript'):
# JavaScript/TypeScript - look for require/import statements
import_map = {
'express': 'express',
'axios': 'axios',
'lodash': 'lodash',
'moment': 'moment',
'react': 'react',
'jest': 'jest'
}
for line in code.split('\n'):
line = line.strip()
for pkg in import_map:
if f"'{pkg}'" in line or f'"{pkg}"' in line:
if pkg not in requirements:
requirements.append(pkg)
return requirements
def test_behavioral_equivalence(
self,
original_code: str,
modernized_code: str,
test_cases: List[Dict]
) -> Dict:
"""
Test that modernized code produces same outputs as original.
Args:
original_code: Original code
modernized_code: Modernized code
test_cases: List of test case dicts with inputs and expected outputs
Returns:
Equivalence test results
"""
logger.info("Testing behavioral equivalence")
# Generate equivalence test
equivalence_test = self._generate_equivalence_test(test_cases)
# Test both versions
original_results = self.validate_transformation(
original_code, original_code, equivalence_test
)
modernized_results = self.validate_transformation(
original_code, modernized_code, equivalence_test
)
# Compare results
equivalence_score = 0.0
if original_results['success'] and modernized_results['success']:
if original_results['tests_passed'] == modernized_results['tests_passed']:
equivalence_score = 1.0
else:
equivalence_score = (
modernized_results['tests_passed'] /
max(original_results['tests_passed'], 1)
)
return {
"behavioral_equivalence": equivalence_score >= 0.95,
"equivalence_score": round(equivalence_score, 3),
"original_results": original_results,
"modernized_results": modernized_results
}
def _generate_equivalence_test(self, test_cases: List[Dict]) -> str:
"""Generate pytest code for equivalence testing."""
test_code = "import pytest\n\n"
for i, case in enumerate(test_cases):
test_code += f"""
def test_equivalence_{i}():
\"\"\"Test case {i}: {case.get('description', 'equivalence test')}\"\"\"
# Test implementation would go here
assert True
"""
return test_code