| import sys |
| from app.database.session import SessionLocal |
| from slowapi import Limiter |
| from slowapi.util import get_remote_address |
| from app.core.config import settings |
|
|
| |
| |
| |
| |
| class RiskEngine: |
| def __init__(self, *args, **kwargs): |
| pass |
| def calculate_risk(self, *args, **kwargs): |
| return (0.38, "mock", {"conjugate_mean": 0.38}) |
| def update_outcome(self, *args, **kwargs): |
| pass |
|
|
| class DecisionEngine: |
| def __init__(self, *args, **kwargs): |
| pass |
| def select_optimal_action(self, *args, **kwargs): |
| class Result: |
| best_action = type('Action', (), {'value': 'NO_ACTION'})() |
| expected_utility = 0.0 |
| alternatives = [] |
| explanation = "mock" |
| raw_data = {} |
| return Result() |
| def compute_risk(self, *args, **kwargs): |
| return 0.0 |
|
|
| class LyapunovStabilityController: |
| def __init__(self, *args, **kwargs): |
| pass |
|
|
| class CausalExplainer: |
| def __init__(self, *args, **kwargs): |
| pass |
|
|
| class RAGGraphMemory: |
| def __init__(self, *args, **kwargs): |
| pass |
| def has_historical_data(self): |
| return False |
| def record_outcome(self, *args, **kwargs): |
| pass |
|
|
| class ReliabilityEvent: |
| def __init__(self, component, latency_p99, error_rate, service_mesh="default"): |
| self.component = component |
| self.latency_p99 = latency_p99 |
| self.error_rate = error_rate |
| self.service_mesh = service_mesh |
|
|
| class HealingAction: |
| NO_ACTION = "NO_ACTION" |
| RESTART_CONTAINER = "RESTART_CONTAINER" |
| SCALE_OUT = "SCALE_OUT" |
| ROLLBACK = "ROLLBACK" |
| CIRCUIT_BREAKER = "CIRCUIT_BREAKER" |
| TRAFFIC_SHIFT = "TRAFFIC_SHIFT" |
| ALERT_TEAM = "ALERT_TEAM" |
| |
|
|
|
|
| def get_db(): |
| db = SessionLocal() |
| try: |
| yield db |
| finally: |
| db.close() |
|
|
|
|
| limiter = Limiter(key_func=get_remote_address, default_limits=[settings.RATE_LIMIT]) |
|
|
|
|
| |
| _risk_engine = None |
| _decision_engine = None |
| _stability_controller = None |
| _causal_explainer = None |
| _rag_graph = None |
|
|
|
|
| def _seed_rag_graph(rag): |
| |
| print("RAG seed skipped (sandbox mode)", file=sys.stderr) |
|
|
|
|
| def get_rag_graph(): |
| global _rag_graph |
| if _rag_graph is None: |
| _rag_graph = RAGGraphMemory() |
| _seed_rag_graph(_rag_graph) |
| return _rag_graph |
|
|
|
|
| def get_decision_engine(): |
| global _decision_engine |
| if _decision_engine is None: |
| rag = get_rag_graph() |
| _decision_engine = DecisionEngine(rag_graph=rag) |
| return _decision_engine |
|
|
|
|
| def get_risk_engine(): |
| global _risk_engine |
| if _risk_engine is None: |
| _risk_engine = RiskEngine() |
| return _risk_engine |
|
|
|
|
| def get_stability_controller(): |
| global _stability_controller |
| if _stability_controller is None: |
| _stability_controller = LyapunovStabilityController() |
| return _stability_controller |
|
|
|
|
| def get_causal_explainer(): |
| global _causal_explainer |
| if _causal_explainer is None: |
| _causal_explainer = CausalExplainer() |
| return _causal_explainer |