Basic Security Manager

[Startonix]

import hashlib import os from cryptography.fernet import Fernet from sklearn.ensemble import RandomForestClassifier

class SecurityManager: def init(self): self.encryption_key = Fernet.generate_key() self.cipher_suite = Fernet(self.encryption_key) self.random_forest = RandomForestClassifier(n_estimators=100)

def hash_password(self, password):
    salt = os.urandom(32)
    return hashlib.pbkdf2_hmac('sha256', password.encode(), salt, 100000), salt

def verify_password(self, stored_password, provided_password, salt):
    return stored_password == hashlib.pbkdf2_hmac('sha256', provided_password.encode(), salt, 100000)

def encrypt_data(self, data):
    return self.cipher_suite.encrypt(data.encode())

def decrypt_data(self, encrypted_data):
    return self.cipher_suite.decrypt(encrypted_data).decode()

def monitor_system(self, logs):
    # Example feature extraction and monitoring
    features = self.extract_features(logs)
    return self.random_forest.predict(features)

def extract_features(self, logs):
    # Placeholder for feature extraction logic
    return [log["feature"] for log in logs]

Example Usage

security_manager = SecurityManager() password, salt = security_manager.hash_password("securepassword123") is_verified = security_manager.verify_password(password, "securepassword123", salt) encrypted = security_manager.encrypt_data("Sensitive Data") decrypted = security_manager.decrypt_data(encrypted)

print(f"Password Verified: {is_verified}") print(f"Encrypted Data: {encrypted}") print(f"Decrypted Data: {decrypted}")