Stacking ensemble selection clean#2
Merged
ravinkohli merged 13 commits intoensemble_bayesian_learning_cleanfrom Jun 22, 2022
Merged
Stacking ensemble selection clean#2ravinkohli merged 13 commits intoensemble_bayesian_learning_cleanfrom
ravinkohli merged 13 commits intoensemble_bayesian_learning_cleanfrom
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…ns according to the weights associated with the model
…iated with the model
…r methods still work, add autogluon stacking
* add working traditional models according autofluon * working pytorch embedding with skew and embed column splitting * work in progress: autogluon ensembling * working autogluon ensemble * important fix for more than 2 stacking layers * fix for running more than 2 stacking layers * working autogluon with default nn config from autogluon * working xgboost model * add configurationspace to traditional classification models * working autogluon stacking and stacking optimisation, todo: search for autogluon models and post hoc ensemble selection for ensemble optimisation * added post fit ensemble optimization, working per layer selection, repeat models, stacking optimisation * update config space for search, fix stratified resampling, fix printing model with weights for soe * fix running traditional pipeline for all the ensembles, fix get config from run history * fix cut off num run for all ensembles * __init__ file for column splittin * all requirements * add __init__.py for trad ml * pass smbo class to custom callback * early stop also ensemble opt * remove -1 from autogluon stacking * reduce number of models stored after stcking * fix issue wiuth null identifiers in selected ensemble identifiers * remove pointless line for debug * set multiprocessing context to forkserver for n workers 1 * fix error when all repeats do not finish * examples changed
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