Utilities for AutoML in python. This mostly contains wrappers for working with auto-sklearn and related projects, including the algorithm selection framework provided by the ASlib project.
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Allow asl_wrapper to overwrite `_get_pipeline` methods #3
Initial testing suggests that the autosklearn.pipeline.regression.SimpleRegressionPipeline._get_pipeline (and for SimpleClasssificationPipeline) can be effectively monkey patched.
To use the various fancyimpute imputers in asl, it is necessary to ensure the appropriate classes end up being used in _get_pipeline. So the asl_wrapper class should handle this functionality.
Initial testing suggests that the
autosklearn.pipeline.regression.SimpleRegressionPipeline._get_pipeline
(and forSimpleClasssificationPipeline
) can be effectively monkey patched.To use the various
fancyimpute
imputers in asl, it is necessary to ensure the appropriate classes end up being used in_get_pipeline
. So theasl_wrapper
class should handle this functionality.