Refactor and add toggleable online grid search #3
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…and improve hyperparameter handling
…rove model training process
…rparameter handling
…e with KNN model update
…ort mini-batch updates and improve model training efficiency
… and incremental updates
…ters for improved incremental learning
…r tuning and incremental updates
…ers for improved clarity and consistency in model updates
… and retrain interval parameters for enhanced model training consistency
…parameters for improved clarity and consistency
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Key Changes:
Refactoring
Improved code readability.
Unified and removed unnecessary logging.
Online Grid Toggle
Added use_online_grid flag to all predictors.
Default: full retraining on all available data (previous behavior).
Online mode: grid-search style incremental training.