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Move param handlers to core part #1912

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@vfdev-5

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@vfdev-5

🚀 Feature

As discussed in Project-MONAI/MONAI#1949 (comment) moving https://github.com/pytorch/ignite/blob/master/ignite/contrib/handlers/param_scheduler.py to the core part: https://github.com/pytorch/ignite/tree/master/ignite/handlers could be great addition for users, apps and toolkits which do not use contrib module (e.g. MONAI).

While moving the code, we would like to ensure BC-compatibilty for at least one future release. Once the code has been moved we can put deprecation message for classes and methods inside contrib module. contrib/handlers/param_scheduler.py will be removed in v0.6.0.

A follow-up feature to this feature request could be enlarging the scope of ParamScheduler to scheduling any parameter (e.g. hyperparameters) like it is done in MONAI: Project-MONAI/MONAI#1949

cc @danieltudosiu

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