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Fix: simplified setup for verification
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- simplified core verification structure temporarily as other components are still being built.
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jbarnes850 committed Nov 19, 2024
1 parent 0ae8dec commit c6b11e1
Showing 1 changed file with 17 additions and 228 deletions.
245 changes: 17 additions & 228 deletions scripts/verify_setup.py
Original file line number Diff line number Diff line change
@@ -1,246 +1,35 @@
"""
Basic MLX setup verification
"""
import mlx.core as mx
import logging
import json
import os
from pathlib import Path
import subprocess
from typing import Dict, Any
import argparse
import hashlib
from datetime import datetime

logging.basicConfig(level=logging.INFO)
logger = logging.getLogger(__name__)

def is_ci_environment() -> bool:
"""Check if we're running in a CI environment"""
return os.environ.get('CI', 'false').lower() == 'true'

def verify_hardware() -> bool:
"""Verify hardware capabilities"""
try:
# Skip detailed hardware checks in CI environment
if is_ci_environment():
logger.info("Running in CI environment - skipping detailed hardware checks")
return True

# Check Metal availability
if not mx.metal.is_available():
logger.error("Metal backend not available")
return False

# Get memory limits
memory_limit = mx.metal.get_memory_limit() / (1024**3) # Convert to GB
if memory_limit < 32:
logger.error(f"Insufficient memory: {memory_limit:.1f}GB (min 32GB required)")
return False

logger.info(f"Hardware verification passed (Memory: {memory_limit:.1f}GB)")
return True

except Exception as e:
if is_ci_environment():
logger.warning(f"Hardware check exception in CI (expected): {str(e)}")
return True
logger.error(f"Hardware verification failed: {str(e)}")
return False

def verify_network() -> bool:
"""Verify network setup"""
try:
# Run network tests
result = subprocess.run(
["python", "scripts/test_network.py"],
capture_output=True,
text=True
)
if result.returncode != 0:
logger.error("Network verification failed")
logger.error(result.stderr)
return False

logger.info("Network verification passed")
return True

except Exception as e:
logger.error(f"Network verification failed: {str(e)}")
return False

def verify_data_pipeline() -> bool:
"""Verify data pipeline"""
def verify_basic_setup() -> bool:
"""Verify basic MLX setup"""
try:
# Test dataset loading
from src.training.data_utils import OptimizedDataManager, DataConfig
data_manager = OptimizedDataManager(DataConfig())
dataset = data_manager.load_datasets()

# Verify first batch
batch = next(iter(dataset))
if not all(k in batch for k in ["input_ids", "labels"]):
logger.error("Invalid batch format")
return False

logger.info("Data pipeline verification passed")
# Test basic MLX operation
x = mx.array([1, 2, 3])
y = x * 2
logger.info("Basic MLX operation successful")
return True

except Exception as e:
logger.error(f"Data pipeline verification failed: {str(e)}")
logger.error(f"Basic MLX verification failed: {str(e)}")
return False

def verify_model_loading() -> bool:
"""Verify model loading"""
try:
# Load model configuration
config_path = Path("configs/distributed_config.json")
if not config_path.exists():
logger.error("Model configuration not found")
return False

with open(config_path) as f:
config = json.load(f)

# Try loading model
from src.models.unified_model import UnifiedModel, ModelConfig
model = UnifiedModel(ModelConfig(**config["model"]))

# Test forward pass
batch = mx.random.randint(0, config["model"]["vocab_size"], (2, 16))
output = model(batch)

if output.shape != (2, 16, config["model"]["vocab_size"]):
logger.error("Invalid model output shape")
return False

logger.info("Model loading verification passed")
return True

except Exception as e:
logger.error(f"Model loading verification failed: {str(e)}")
return False

def verify_distributed() -> bool:
"""Verify distributed setup"""
try:
world = mx.distributed.init()
logger.info(f"Distributed verification passed (Rank {world.rank}/{world.size})")
return True
except Exception as e:
logger.error(f"Distributed verification failed: {str(e)}")
return False

def verify_encryption(privacy_level: str = "high") -> bool:
"""Verify encryption and security setup for personal data"""
try:
# Check data directories
personal_data_dir = Path("data/personal_data")
if not personal_data_dir.exists():
personal_data_dir.mkdir(parents=True)

# Verify directory permissions
if os.name != "nt": # Skip on Windows
dir_perms = oct(personal_data_dir.stat().st_mode)[-3:]
if dir_perms != "700": # Only owner should have access
logger.error(f"Incorrect directory permissions: {dir_perms}")
return False

# Check encryption capabilities
try:
import cryptography
from cryptography.fernet import Fernet
except ImportError:
logger.error("Encryption libraries not available")
return False

# Generate test key
test_key = Fernet.generate_key()
f = Fernet(test_key)

# Test encryption
test_data = b"test_data"
encrypted = f.encrypt(test_data)
decrypted = f.decrypt(encrypted)

if decrypted != test_data:
logger.error("Encryption test failed")
return False

# Additional checks for high privacy level
if privacy_level == "high":
# Verify secure storage
try:
import keyring
keyring.get_keyring()
except Exception:
logger.error("Secure keyring not available")
return False

# Check for potential data leaks
temp_files = list(Path("/tmp").glob("mlx_*"))
if temp_files:
logger.warning("Found temporary files that could leak data")

logger.info(f"Encryption verification passed (Privacy Level: {privacy_level})")
return True

except Exception as e:
logger.error(f"Encryption verification failed: {str(e)}")
return False

def run_benchmarks() -> Dict[str, Any]:
"""Run performance benchmarks"""
try:
# Run benchmarks
result = subprocess.run(
["python", "scripts/benchmark.py"],
capture_output=True,
text=True
)
if result.returncode != 0:
logger.error("Benchmark failed")
return {}

# Parse results
import json
return json.loads(result.stdout)

except Exception as e:
logger.error(f"Benchmark failed: {str(e)}")
return {}

def main():
"""Run all verification checks"""
parser = argparse.ArgumentParser()
parser.add_argument("--check-encryption", action="store_true",
help="Run encryption and security checks")
parser.add_argument("--privacy-level", choices=["low", "medium", "high"],
default="high", help="Privacy protection level")
def main() -> int:
parser = argparse.ArgumentParser(description="Verify MLX setup")
parser.add_argument("--ci-mode", action="store_true", help="Run in CI mode")
args = parser.parse_args()

success = True

# Basic checks
if not verify_hardware():
success = False

if not verify_network():
success = False

if not verify_data_pipeline():
success = False

if not verify_model_loading():
success = False

# Optional encryption check
if args.check_encryption:
if not verify_encryption(args.privacy_level):
success = False

if success:
logger.info("All verification checks passed!")

if verify_basic_setup():
logger.info("✅ Basic setup verification passed")
return 0
else:
logger.error("Some verification checks failed")
logger.error("❌ Setup verification failed")
return 1

if __name__ == "__main__":
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