Planner

polars_ts.agents.planner

PlannerAgent: multi-modal diagnostics for model selection.

ForecastPlan dataclass

Model selection plan produced by the PlannerAgent.

PlannerAgent

Selects candidate models based on data characteristics.

Parameters

backend LLM backend for guided selection. Defaults to rule-based heuristics. horizon Forecast horizon (number of steps ahead). id_col Column identifying each time series. time_col Column with timestamps. target_col Column with target values.

plan(df, curation)

Produce a forecast plan based on data diagnostics.