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[MetaSchedule] Enable Clone Function for Task-Level Classes #12796

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merged 10 commits into from
Sep 16, 2022

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zxybazh
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@zxybazh zxybazh commented Sep 15, 2022

This PR introduces a clone function for each of the task-level MetaSchedule classes for convenient class deep copying.
Th reason we want to introduce the clone function is for convenient generation of tasks, i.e., instead of creating a class generation lambda function in tuning api we can supply some example classes, i.e., ScheduleRule and clone them. In most cases the tasks share the same type of the classes except IRModule, yet we allow customization of the classes.

  • ScheduleRule
  • Postproc
  • Mutator
  • SpaceGenerator
  • SearchStrategy
  • TuneContext

cc @Hzfengsy @junrushao1994

@zxybazh zxybazh marked this pull request as ready for review September 16, 2022 01:04
@Hzfengsy
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Could you please explain a bit about why we need clone these structures?

Cloning a function or a module makes sense to me. But I'm not sure why we need to clone a rule or a mutator.

Could you please also add more information to the PR description? Thanks

@junrushao
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This is used for enhancing UX of the tuning. Considering the current tune API:

sch_rules=lambda: sch_rules,
postprocs=lambda: postprocs,

where users have to provide a lambda function, has become a bit confusing and inconvenient, we want to make it possible for users to directly provide a single object, and our system takes care of cloning

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Overall LGTM! BTW, please address my comments in a separate PR

src/meta_schedule/tune_context.cc Show resolved Hide resolved
@junrushao junrushao merged commit 02c2eae into apache:main Sep 16, 2022
xinetzone pushed a commit to daobook/tvm that referenced this pull request Nov 25, 2022
…2796)

This PR introduces a clone function for each of the task-level MetaSchedule classes for convenient class deep copying.

- [x] ScheduleRule
- [x] Postproc
- [x] Mutator
- [x] SpaceGenerator
- [x] SearchStrategy
- [x] TuneContext
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3 participants