Streaming

polars_ts.streaming

Streaming / online learning support for polars-ts.

Provides incremental model updates for streaming time series data: - StreamingETS: Online exponential smoothing (SES, Holt, Holt-Winters) - StreamingKalmanFilter: Online Kalman filter with single-observation updates - StreamingGlobalForecaster: Incremental global model with SGD-compatible estimators - SlidingWindowManager: Memory-efficient windowed state management