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Now, online() saves memory by not reporting past_performance and past_predictions_grid. However, the cumulative performance and the most recent predictions w.r.t to the parameter grid are always included in the output. The former is used internally for choosing the best hyperparameter set, and the latter for updating the weights. Depending on the data and the parameter space considered, both objects may get large. You can still opt-in to include them in the output by setting save_past_performance = TRUE and save_past_predictions_grid = TRUE in online().
Internal changes
Minor fixes and improvements to online() to reduce memory usage.