# src/tools/interfaces.py from abc import ABC, abstractmethod from typing import List, Dict, Any, Optional from domain.training.charts import ChartSpec import matplotlib.figure class IFeatureStore(ABC): @abstractmethod def put_features(self, run_id: str, features: Dict[str, Any]): pass @abstractmethod def get_features(self, run_id: str) -> Optional[Dict[str, Any]]: pass @abstractmethod def put_weekly_summary(self, week_key: str, summary: Dict[str, Any]): pass @abstractmethod def get_weekly_summary(self, week_key: str) -> Optional[Dict[str, Any]]: pass @abstractmethod def get_all_features(self) -> List[Dict[str, Any]]: pass @abstractmethod def clear(self): pass class IPlanStore(ABC): @abstractmethod def save_plan(self, plan_id: str, plan_obj: str): pass @abstractmethod def get_plan(self, plan_id: str) -> Optional[str]: pass @abstractmethod def get_latest_plan(self) -> Optional[str]: pass @abstractmethod def clear(self): pass class IVisualizationExecutor(ABC): @abstractmethod def render_chart( self, chart_spec: ChartSpec, features: List[Dict[str, Any]] ) -> matplotlib.figure.Figure: pass