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I suggest the following implementation as a possible start. It would allow the API to be implemented in a transform step wrapped by PipelineElement. While also allowing tasks that don't implement it to run.
It would be helpful if the PipelineElement supported Sklearn's set_output API, which is specified and documented in the following links:
I suggest the following implementation as a possible start. It would allow the API to be implemented in a transform step wrapped by PipelineElement. While also allowing tasks that don't implement it to run.
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