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#!/usr/bin/env python3
"""
Setup validation script for iML AutoML Framework
Checks if the environment is properly configured for running multi-iteration AutoML.
"""
import os
import sys
from pathlib import Path
import importlib
def check_python_version():
"""Check if Python version is compatible."""
version = sys.version_info
if version.major < 3 or (version.major == 3 and version.minor < 8):
return False, f"Python {version.major}.{version.minor} (requires Python 3.8+)"
return True, f"Python {version.major}.{version.minor}.{version.micro}"
def check_dependencies():
"""Check if required dependencies are installed."""
required_packages = [
'pandas',
'numpy',
'scikit-learn',
'torch',
'transformers',
'xgboost',
'lightgbm',
'catboost',
'langchain',
'omegaconf',
'ydata_profiling',
'rich'
]
results = {}
for package in required_packages:
try:
module = importlib.import_module(package.replace('-', '_'))
version = getattr(module, '__version__', 'unknown')
results[package] = (True, version)
except ImportError:
results[package] = (False, "Not installed")
return results
def check_api_keys():
"""Check if LLM API keys are configured."""
api_keys = {
'GEMINI_API_KEY': 'Google Gemini (default)',
'OPENAI_API_KEY': 'OpenAI GPT',
'ANTHROPIC_API_KEY': 'Anthropic Claude',
'AWS_DEFAULT_REGION': 'AWS Bedrock'
}
results = {}
for key, provider in api_keys.items():
value = os.getenv(key)
if value:
# Mask the key for security
masked = f"{value[:8]}...{value[-4:]}" if len(value) > 12 else "***"
results[provider] = (True, masked)
else:
results[provider] = (False, "Not set")
return results
def check_file_structure():
"""Check if the project file structure is correct."""
required_paths = [
'src/iML',
'src/iML/agents',
'src/iML/core',
'src/iML/prompts',
'src/iML/llm',
'configs/default.yaml',
'requirements.txt'
]
results = {}
for path in required_paths:
full_path = Path(path)
results[path] = full_path.exists()
return results
def main():
"""Run all setup checks."""
print("🤖 iML AutoML Framework - Setup Validation")
print("=" * 60)
# Check Python version
print("\n📋 Python Version:")
py_ok, py_info = check_python_version()
status = "✅" if py_ok else "❌"
print(f" {status} {py_info}")
# Check dependencies
print("\n📦 Dependencies:")
deps = check_dependencies()
all_deps_ok = True
for package, (installed, version) in deps.items():
status = "✅" if installed else "❌"
print(f" {status} {package:<20} {version}")
if not installed:
all_deps_ok = False
# Check API keys
print("\n🔑 API Keys:")
api_keys = check_api_keys()
any_key_set = False
for provider, (configured, value) in api_keys.items():
status = "✅" if configured else "⚠️ "
print(f" {status} {provider:<25} {value}")
if configured:
any_key_set = True
# Check file structure
print("\n📁 File Structure:")
files = check_file_structure()
all_files_ok = True
for path, exists in files.items():
status = "✅" if exists else "❌"
print(f" {status} {path}")
if not exists:
all_files_ok = False
# Summary
print("\n" + "=" * 60)
print("📊 Setup Summary:")
checks = [
("Python Version", py_ok),
("Dependencies", all_deps_ok),
("API Keys", any_key_set),
("File Structure", all_files_ok)
]
all_good = True
for check_name, check_ok in checks:
status = "✅" if check_ok else "❌"
print(f" {status} {check_name}")
if not check_ok:
all_good = False
if all_good:
print("\n🎉 Setup Complete! You're ready to run iML AutoML.")
print("\nQuick start:")
print(" python run_multi_iteration.py -i ./your_dataset")
else:
print("\n⚠️ Setup Issues Found:")
if not py_ok:
print(" • Upgrade to Python 3.8 or higher")
if not all_deps_ok:
print(" • Install missing dependencies: pip install -r requirements.txt")
if not any_key_set:
print(" • Set up at least one API key (GEMINI_API_KEY recommended)")
if not all_files_ok:
print(" • Make sure you're running from the project root directory")
return all_good
if __name__ == "__main__":
success = main()
sys.exit(0 if success else 1)