LMZimmer / Auto-PyTorch_refactor

Apache License 2.0
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BaseTask and TabularClassificationTask #60

Closed ravinkohli closed 3 years ago

ravinkohli commented 3 years ago

This PR contains the following-

  1. BaseTask with a. fit- Runs smac on the given dataset and runs ensemble builder to create ensembles of the best pipelines found. b. predict- Gives ensemble predictions on the given dataset. c. refit- Refits previously found pipelines and ensembles on a different dataset and new budget can also be defined. d. score- Score on test set
  2. TabularClassificationTask
  3. Corrections made to hyperparameter search space in various components to optimise performance.
  4. Fixes bug where networks were not properly pickled and hence affected performance.
  5. Adds logging server. resolves #39
  6. Resolves #57