[Meta Schedule][XGBoost] Update the custom callback function of xgboost in meta schedule #12141
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zxybazh
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Local integration test for resnet18/llvm: Profiler table: |
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@tvm-bot rerun |
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bert base llvm: profiler table |
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bert base cuda: profiler table: |
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resnet18 cuda: profiler table: |
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mobilenetv2 on cuda profiler table |
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bert base on llvm 20k trials: profiler table |
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@zxybazh The pandas warning should be suppressed now with the last commit. |
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Thanks @shingjan for the hard work and @junrushao for reviewing!
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Previous upgrade introduced a import of xgboost in meta_schedule, removed in current version by using a function to return the call back class. We've recently introduced a XGBoost Model upgrade to support new xgboost version of callback class in #12141. However, in this PR it uses a function called `optional_xgboost_callback` that works to avoid compatibility issue (xgboost 1.5.2 v.s. 1.6.0). In this specific function, it tries to import the newly introduced xgboost callback class and create a new class using it as base class. This actually imported xgboost when meta_schedule is imported, which is not ideal because xgboost is not a dependency of tvm and meta_schedule, it should only be required when xgboost cost model is employed. This PR fixes the problem by moving the class and the function mentioned above under a function that returns this class when needed. In this way we avoided unwanted import of xgboost in meta_schedule.
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…st in meta schedule (apache#12141) * update the custom callback function of xgboost * fix lint * fix ci * fix lint * add unit test * remote unused code * fix lint * add decorator * address comment * fix lint * address comments * fix mypy * fix lint * remove unused comments * address comments * Fix xgboost unit test import. Co-authored-by: Xiyou Zhou <xiyou@octoml.ai>
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Previous upgrade introduced a import of xgboost in meta_schedule, removed in current version by using a function to return the call back class. We've recently introduced a XGBoost Model upgrade to support new xgboost version of callback class in apache#12141. However, in this PR it uses a function called `optional_xgboost_callback` that works to avoid compatibility issue (xgboost 1.5.2 v.s. 1.6.0). In this specific function, it tries to import the newly introduced xgboost callback class and create a new class using it as base class. This actually imported xgboost when meta_schedule is imported, which is not ideal because xgboost is not a dependency of tvm and meta_schedule, it should only be required when xgboost cost model is employed. This PR fixes the problem by moving the class and the function mentioned above under a function that returns this class when needed. In this way we avoided unwanted import of xgboost in meta_schedule.
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This PR intends to update the custom callback function of xgboost in meta schedule.
This change is tested against xgboost==(1.2.0, 1.5.2 & 1.6.0) to ensure backwards compatibility on
tests/python/unittest/test_meta_schedule_cost_model.py.This is related to the second action item in #12009.
cc: @zxybazh @junrushao1994