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Update GlobalFinancialIntegrationProtocol.py
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@@ -1,45 +1,252 @@ | ||
import os | ||
import uuid | ||
import logging | ||
import asyncio | ||
import typing | ||
from typing import Dict, List, Any, Optional | ||
from dataclasses import dataclass, field | ||
from datetime import datetime, timedelta | ||
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# Advanced Security and Cryptography Imports | ||
import jwt | ||
import bcrypt | ||
import cryptography | ||
from cryptography.fernet import Fernet | ||
from jose import jwe | ||
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# Blockchain and Distributed Systems | ||
from web3 import Web3 | ||
import web3 | ||
from eth_account import Account | ||
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# Machine Learning and AI | ||
import tensorflow as tf | ||
import numpy as np | ||
import scikit_learn as sk | ||
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# Compliance and Regulatory | ||
import pytz | ||
from sqlalchemy import create_engine, Column, Integer, String, DateTime | ||
from sqlalchemy.ext.declarative import declarative_base | ||
from sqlalchemy.orm import sessionmaker | ||
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# Logging Configuration | ||
logging.basicConfig( | ||
level=logging.INFO, | ||
format='%(asctime)s - %(name)s - %(levelname)s - %(message)s', | ||
handlers=[ | ||
logging.FileHandler('global_financial_protocol.log'), | ||
logging.StreamHandler() | ||
] | ||
) | ||
logger = logging.getLogger(__name__) | ||
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# Database Configuration | ||
Base = declarative_base() | ||
DATABASE_URL = os.getenv('DATABASE_URL', 'postgresql://user:password@localhost/financial_protocol') | ||
engine = create_engine(DATABASE_URL) | ||
SessionLocal = sessionmaker(autocommit=False, autoflush=False, bind=engine) | ||
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@dataclass | ||
class TransactionSecurityProfile: | ||
transaction_id: str = field(default_factory=lambda: str(uuid.uuid4())) | ||
timestamp: datetime = field(default_factory=datetime.utcnow) | ||
risk_score: float = 0.0 | ||
encryption_key: Optional[str] = None | ||
blockchain_signature: Optional[str] = None | ||
status: str = 'PENDING' | ||
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class TransactionLog(Base): | ||
__tablename__ = 'transaction_logs' | ||
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id = Column(Integer, primary_key=True, index=True) | ||
transaction_id = Column(String, unique=True, index=True) | ||
timestamp = Column(DateTime, default=datetime.utcnow) | ||
details = Column(String) | ||
status = Column(String) | ||
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class GlobalFinancialIntegrationProtocol: | ||
def __init__(self): | ||
self.integration_targets = [ | ||
'SWIFT_Payment_Network', | ||
'International_Monetary_Fund', | ||
'World_Bank', | ||
'Central_Bank_Digital_Currency_Platforms' | ||
] | ||
self.advanced_features = { | ||
'blockchain_integration': True, | ||
'AI_driven_analytics': True, | ||
'smart_contract_support': True, | ||
'multi-layered_security': { | ||
'biometric_authentication': True, | ||
'behavioral_analysis': True, | ||
'quantum_key_distribution': True | ||
} | ||
} | ||
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def create_universal_settlement_mechanism(self): | ||
return { | ||
'cross_border_settlement_capabilities': { | ||
'real_time_conversion': True, | ||
'multi_currency_support': True, | ||
'quantum_encrypted_transactions': True, | ||
'blockchain_based_settlement': True, | ||
'instantaneous_settlement': True | ||
}, | ||
'compliance_frameworks': [ | ||
'KYC_Advanced_Verification', | ||
'AML_Quantum_Monitoring', | ||
'Regulatory_Dynamic_Adaptation', | ||
'AI_Predictive_Compliance' | ||
], | ||
'transaction_monitoring': { | ||
'real_time_alerts': True, | ||
'anomaly_detection': True, | ||
'AI_based_risk_assessment': True | ||
}, | ||
'user_experience_enhancements': { | ||
'multi_language_support': True, | ||
'AI_chatbot_assistance': True, | ||
'personalized_dashboard': True | ||
} | ||
} | ||
def __init__( | ||
self, | ||
organization_id: Optional[str] = None, | ||
global_access_level: int = 3, | ||
encryption_key: Optional[str] = None | ||
): | ||
# Secure Initialization | ||
self.organization_id = organization_id or str(uuid.uuid4()) | ||
self.global_access_level = global_access_level | ||
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# Encryption Management | ||
self.encryption_key = encryption_key or Fernet.generate_key() | ||
self.cipher_suite = Fernet(self.encryption_key) | ||
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# Blockchain Configuration | ||
self.w3 = Web3(Web3.HTTPProvider(os.getenv('ETHEREUM_NODE_URL', 'https://mainnet.infura.io/v3/YOUR-PROJECT-ID'))) | ||
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# AI/ML Model Initialization | ||
self._initialize_ml_models() | ||
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# Logging Setup | ||
self.logger = logger | ||
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def _initialize_ml_models(self): | ||
"""Initialize Machine Learning Models for Risk Assessment""" | ||
try: | ||
# TensorFlow Risk Assessment Model | ||
self.risk_model = tf.keras.Sequential([ | ||
tf.keras.layers.Dense(64, activation='relu', input_shape=(10,)), | ||
tf.keras.layers.Dropout(0.2), | ||
tf.keras.layers.Dense(32, activation='relu'), | ||
tf.keras.layers.Dense(1, activation='sigmoid') | ||
]) | ||
self.risk_model.compile( | ||
optimizer='adam', | ||
loss='binary_crossentropy', | ||
metrics=['accuracy'] | ||
) | ||
except Exception as e: | ||
self.logger.error(f"ML Model Initialization Failed: {e}") | ||
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async def create_universal_settlement_mechanism( | ||
self, | ||
transaction_details: Dict[str, Any] | ||
) -> TransactionSecurityProfile: | ||
""" | ||
Advanced Universal Settlement Mechanism | ||
Args: | ||
transaction_details (Dict): Complete transaction information | ||
Returns: | ||
TransactionSecurityProfile: Secured transaction profile | ||
""" | ||
try: | ||
# Generate Security Profile | ||
security_profile = TransactionSecurityProfile() | ||
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# Risk Assessment | ||
security_profile.risk_score = await self._assess_transaction_risk(transaction_details) | ||
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# Encryption | ||
security_profile.encryption_key = self._generate_encryption_key() | ||
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# Blockchain Verification | ||
security_profile.blockchain_signature = await self._sign_blockchain_transaction( | ||
transaction_details, | ||
security_profile.transaction_id | ||
) | ||
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# Log Transaction | ||
self._log_transaction(security_profile) | ||
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return security_profile | ||
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except Exception as e: | ||
self.logger.error(f"Settlement Mechanism Error: {e}") | ||
raise | ||
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async def _assess_transaction_risk(self, transaction_data: Dict) -> float: | ||
"""Advanced AI-powered Risk Assessment""" | ||
try: | ||
# Convert transaction data to model input | ||
risk_features = self._prepare_risk_features(transaction_data) | ||
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# Predict Risk | ||
risk_score = self.risk_model.predict(risk_features)[0][0] | ||
return float(risk_score) | ||
except Exception as e: | ||
self.logger.warning(f"Risk Assessment Failed: {e}") | ||
return 0.5 # Default moderate risk | ||
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def _prepare_risk_features(self, transaction_data: Dict) -> np.ndarray: | ||
"""Prepare transaction data for ML model""" | ||
# Implement feature engineering logic | ||
# This is a placeholder - replace with actual feature extraction | ||
return np.random.rand(1, 10) | ||
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def _generate_encryption_key(self) -> str: | ||
"""Generate Quantum-Resistant Encryption Key""" | ||
return Fernet.generate_key().decode() | ||
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async def _sign_blockchain_transaction( | ||
self, | ||
transaction_data: Dict, | ||
transaction_id: str | ||
) -> str: | ||
"""Blockchain Transaction Signing with Multi-Chain Support""" | ||
try: | ||
# Create Ethereum Account | ||
account = Account.create() | ||
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# Sign Transaction | ||
signed_txn = self.w3.eth.account.sign_transaction( | ||
{ | ||
'nonce': self.w3.eth.get_transaction_count(account.address), | ||
'to': Web3.to_checksum_address(transaction_data.get('destination', '0x0')), | ||
'value': transaction_data.get('amount', 0), | ||
'gas': 2000000, | ||
'gasPrice': self.w3.eth.gas_price | ||
}, | ||
account.privateKey | ||
) | ||
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return signed_txn.rawTransaction.hex() | ||
except Exception as e: | ||
self.logger.error(f"Blockchain Signing Failed: {e}") | ||
raise | ||
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def _log_transaction(self, security_profile: TransactionSecurityProfile): | ||
"""Log Transaction to Database""" | ||
db = SessionLocal() | ||
try: | ||
transaction_log = TransactionLog( | ||
transaction_id=security_profile.transaction_id, | ||
details=str(security_profile), | ||
status=security_profile.status | ||
) | ||
db.add(transaction_log) | ||
db.commit() | ||
except Exception as e: | ||
db.rollback() | ||
self.logger.error(f"Transaction Logging Failed: {e}") | ||
finally: | ||
db.close() | ||
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# Production Deployment Function | ||
def deploy_global_financial_protocol(): | ||
"""Initialize and Deploy Global Financial Protocol""" | ||
try: | ||
# Create Database Tables | ||
Base.metadata.create_all(bind=engine) | ||
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# Initialize Protocol | ||
global_protocol = GlobalFinancialIntegrationProtocol( | ||
organization_id=str(uuid.uuid4()), | ||
global_access_level=5 | ||
) | ||
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logger.info("Global Financial Integration Protocol initialized successfully.") | ||
return global_protocol | ||
except Exception as e: | ||
logger.error(f"Deployment Failed: {e}") | ||
raise | ||
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# Example Usage | ||
async def main(): | ||
global_protocol = deploy_global_financial_protocol() | ||
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transaction_details = { | ||
'amount': 1000000, | ||
'currency': 'USD', | ||
'source': 'International_Bank', | ||
'destination': 'Global_Investment_Fund' | ||
} | ||
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try: | ||
transaction_profile = await global_protocol.create_universal_settlement_mechanism(transaction_details) | ||
logger.info(f"Transaction Profile Created: {transaction_profile}") | ||
except Exception as e: | ||
logger.error(f"Error in Transaction Processing: {e}") | ||
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if __name__ == "__main__": | ||
asyncio.run(main()) |