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| from pydantic import BaseModel, Field | |
| from typing import List, Optional, Dict | |
| class BMSDataPoint(BaseModel): | |
| """Single BMS data point.""" | |
| cycle_index: int | |
| voltage: float | |
| current: float | |
| temperature: float | |
| capacity: float | |
| timestamp: Optional[str] = None | |
| class BMSDataInput(BaseModel): | |
| """BMS data input for prediction.""" | |
| data: List[BMSDataPoint] | |
| initial_capacity: Optional[float] = None | |
| forecast_horizons: Optional[List[int]] = Field(default=[10, 50, 100]) | |
| class HealthPredictionResponse(BaseModel): | |
| """ML prediction response.""" | |
| current_soh: Dict[str, float] | |
| health_score: float | |
| remaining_life: Dict[str, float] | |
| degradation_rate: Dict[str, float] | |
| forecasts: Dict[str, Dict[str, float]] | |
| data_quality: Dict[str, float] | |
| current_cycle: int | |
| confidence: float | |
| model_info: Dict[str, str] | |
| class ModelInfoResponse(BaseModel): | |
| """Model information for Trust Engine proof.""" | |
| model_type: str | |
| training_data: str | |
| validation_data: str | |
| metrics: Dict[str, float] | |
| feature_count: int | |
| version: str | |
| class AssetCreate(BaseModel): | |
| """Model for creating a new asset.""" | |
| owner_id: str | |
| project_name: str | |
| asset_id: str | |
| location: str | |
| capacity: float | |
| bms_provider: Optional[str] = None | |
| category: List[str] = Field(default_factory=list) | |
| project_stage: str = "Pending" | |
| initial_prediction: Optional[Dict] = None # Initial prediction data | |
| class AssetResponse(BaseModel): | |
| """Asset response model.""" | |
| id: str | |
| owner_id: str | |
| projectName: str | |
| assetId: str | |
| location: str | |
| capacity: float | |
| bmsProvider: Optional[str] | |
| category: List[str] | |
| projectStage: str | |
| healthScore: Optional[float] | |
| remainingLife: Optional[float] | |
| degradationRate: Optional[float] | |
| confidence: Optional[float] | |
| stateOfCharge: Optional[float] | |
| voltage: Optional[float] | |
| temperature: Optional[float] | |
| isOnline: bool | |
| nftHash: Optional[str] | |
| nftMintDate: Optional[str] | |
| blockExplorerUrl: Optional[str] | |
| createdAt: Optional[str] | |
| updatedAt: Optional[str] | |
| lastUpdated: Optional[str] | |
| class FleetMetricsResponse(BaseModel): | |
| """Fleet metrics response.""" | |
| totalAssets: int | |
| avgHealth: float | |
| totalCapacity: float | |
| certifiedCount: int | |
| criticalCount: int | |
| avgRemainingLife: float | |