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Time consuming report after composition (#1257)
Added a report on time consuming in API. The following steps are presented in this report: - 'Data Definition (fit)': Time spent on data definition in fit(). - 'Data Preprocessing': Total time spent on preprocessing data, includes fitting and predicting stages. - 'Fitting (summary)': Total time spent on Composing, Tuning and Training Inference. - 'Composing': Time spent on searching for the best pipeline. - 'Train Inference': Time spent on training the pipeline found during composing. - 'Tuning (composing)': Time spent on hyperparameters tuning in the whole fitting, if with_tune is True. - 'Tuning (after)': Time spent on .tune() (hyperparameters tuning) after composing. - 'Data Definition (predict)': Time spent on data definition in predict(). - 'Predicting': Time spent on predicting (inference).
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