[Feature][python] Refactor base task to avoid cycle init #7271
Description
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Description
This issue split from #7022 (comment), we find out our task class has some cycle init which make our task implementation a little hard. I think we should refactor base task to avoid this
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- Yes I am willing to submit a PR!
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