Create models.py
Browse files
models.py
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| 1 |
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from pydantic import BaseModel, Field
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from typing import Optional, Dict, List, Any
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from enum import Enum
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import datetime
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import hashlib
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class EventSeverity(Enum):
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LOW = "low"
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MEDIUM = "medium"
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HIGH = "high"
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CRITICAL = "critical"
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class HealingAction(Enum):
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RESTART_CONTAINER = "restart_container"
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SCALE_OUT = "scale_out"
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TRAFFIC_SHIFT = "traffic_shift"
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CIRCUIT_BREAKER = "circuit_breaker"
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ROLLBACK = "rollback"
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ALERT_TEAM = "alert_team"
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NO_ACTION = "no_action"
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class ReliabilityEvent(BaseModel):
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timestamp: str = Field(default_factory=lambda: datetime.datetime.now().isoformat())
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component: str
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service_mesh: str = "default"
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# Core metrics
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latency_p99: float = Field(ge=0)
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error_rate: float = Field(ge=0, le=1)
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throughput: float = Field(ge=0)
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# Resource metrics
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cpu_util: Optional[float] = Field(default=None, ge=0, le=1)
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memory_util: Optional[float] = Field(default=None, ge=0, le=1)
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# Business metrics
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revenue_impact: Optional[float] = Field(default=None, ge=0)
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user_impact: Optional[int] = Field(default=None, ge=0)
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# Topology context
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upstream_deps: List[str] = Field(default_factory=list)
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downstream_deps: List[str] = Field(default_factory=list)
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severity: EventSeverity = EventSeverity.LOW
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fingerprint: str = Field(default="")
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def __init__(self, **data):
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super().__init__(**data)
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# Generate fingerprint for deduplication
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if not self.fingerprint:
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fingerprint_str = f"{self.component}_{self.latency_p99}_{self.error_rate}_{self.timestamp}"
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self.fingerprint = hashlib.md5(fingerprint_str.encode()).hexdigest()
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class Config:
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use_enum_values = True
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class HealingPolicy(BaseModel):
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name: str
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conditions: Dict[str, Any]
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actions: List[HealingAction]
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priority: int = Field(ge=1, le=5)
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cool_down_seconds: int = 300
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enabled: bool = True
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class AnomalyResult(BaseModel):
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is_anomaly: bool
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confidence: float
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predicted_cause: str
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recommended_actions: List[HealingAction]
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similar_incidents: List[str] = Field(default_factory=list)
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business_impact: Optional[Dict[str, Any]] = None
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