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[AutoScheduler] Add custom build function #7185

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merged 6 commits into from
Jan 5, 2021

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leowang1225
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Signed-off-by: leowang1225 [email protected]

Thanks for contributing to TVM! Please refer to guideline https://tvm.apache.org/docs/contribute/ for useful information and tips. After the pull request is submitted, please request code reviews from Reviewers by @ them in the pull request thread.

@leowang1225
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Signed-off-by: leowang1225 [email protected]

Thanks for contributing to TVM! Please refer to guideline https://tvm.apache.org/docs/contribute/ for useful information and tips. After the pull request is submitted, please request code reviews from Reviewers by @ them in the pull request thread.

@merrymercy @FrozenGene please help to review!

python/tvm/auto_scheduler/measure.py Outdated Show resolved Hide resolved
python/tvm/auto_scheduler/measure.py Outdated Show resolved Hide resolved
python/tvm/auto_scheduler/measure.py Outdated Show resolved Hide resolved
"""

def __init__(self, timeout=15, n_parallel=multiprocessing.cpu_count(), build_func="default"):
self.__init_handle_by_constructor__(_ffi_api.LocalBuilder, timeout, n_parallel, build_func)
if build_func == "default":
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So this is designed to use the class static member?
Why not just use a self.build_func.

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when auto_scheduler.local_builder.build is called, the context can't get LocalBuilder class instance

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He should keep the state information of build_func between functions, so just self.build_func can not meet the requirement because we will create one class instance.

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@FrozenGene @leowang1225
Since we pass the BuildFunc.name to the constructor, how about just register the custom build function by @tvm._ffi.register_func and pass the fuction name to it?
In this way, it can be serialized in args in the local_build_worker below.

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@jcf94 could you have another one round of review?

"""

def __init__(self, timeout=15, n_parallel=multiprocessing.cpu_count(), build_func="default"):
self.__init_handle_by_constructor__(_ffi_api.LocalBuilder, timeout, n_parallel, build_func)
if build_func == "default":
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@FrozenGene @leowang1225
Since we pass the BuildFunc.name to the constructor, how about just register the custom build function by @tvm._ffi.register_func and pass the fuction name to it?
In this way, it can be serialized in args in the local_build_worker below.

python/tvm/auto_scheduler/measure.py Show resolved Hide resolved
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jcf94 commented Jan 4, 2021

@jcf94 could you have another one round of review?

Sorry for I'm a little busy this afternoon.

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Currently I don't have any better suggestions.

@FrozenGene FrozenGene merged commit 23bd825 into apache:main Jan 5, 2021
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Thanks for the great work @leowang1225 and thanks for the reviewing @jcf94 , it is merged now.

tkonolige pushed a commit to tkonolige/incubator-tvm that referenced this pull request Jan 11, 2021
* [AutoScheduler] Add custom build function

Signed-off-by: leowang1225 <[email protected]>

* [AutoScheduler] Add custom build function

Signed-off-by: leowang1225 <[email protected]>

* cheduler] Add custom build function

* [AutoScheduler] Add custom build function

Signed-off-by: leowang1225 <[email protected]>

* [AutoScheduler] Add custom build function

Signed-off-by: leowang1225 <[email protected]>

* [AutoScheduler] Add custom build function

Signed-off-by: leowang1225 <[email protected]>
masahi pushed a commit to masahi/tvm that referenced this pull request Jan 14, 2021
* [AutoScheduler] Add custom build function

Signed-off-by: leowang1225 <[email protected]>

* [AutoScheduler] Add custom build function

Signed-off-by: leowang1225 <[email protected]>

* cheduler] Add custom build function

* [AutoScheduler] Add custom build function

Signed-off-by: leowang1225 <[email protected]>

* [AutoScheduler] Add custom build function

Signed-off-by: leowang1225 <[email protected]>

* [AutoScheduler] Add custom build function

Signed-off-by: leowang1225 <[email protected]>
TusharKanekiDey pushed a commit to TusharKanekiDey/tvm that referenced this pull request Jan 20, 2021
* [AutoScheduler] Add custom build function

Signed-off-by: leowang1225 <[email protected]>

* [AutoScheduler] Add custom build function

Signed-off-by: leowang1225 <[email protected]>

* cheduler] Add custom build function

* [AutoScheduler] Add custom build function

Signed-off-by: leowang1225 <[email protected]>

* [AutoScheduler] Add custom build function

Signed-off-by: leowang1225 <[email protected]>

* [AutoScheduler] Add custom build function

Signed-off-by: leowang1225 <[email protected]>
trevor-m pushed a commit to neo-ai/tvm that referenced this pull request Jan 21, 2021
* [AutoScheduler] Add custom build function

Signed-off-by: leowang1225 <[email protected]>

* [AutoScheduler] Add custom build function

Signed-off-by: leowang1225 <[email protected]>

* cheduler] Add custom build function

* [AutoScheduler] Add custom build function

Signed-off-by: leowang1225 <[email protected]>

* [AutoScheduler] Add custom build function

Signed-off-by: leowang1225 <[email protected]>

* [AutoScheduler] Add custom build function

Signed-off-by: leowang1225 <[email protected]>
electriclilies pushed a commit to electriclilies/tvm that referenced this pull request Feb 18, 2021
* [AutoScheduler] Add custom build function

Signed-off-by: leowang1225 <[email protected]>

* [AutoScheduler] Add custom build function

Signed-off-by: leowang1225 <[email protected]>

* cheduler] Add custom build function

* [AutoScheduler] Add custom build function

Signed-off-by: leowang1225 <[email protected]>

* [AutoScheduler] Add custom build function

Signed-off-by: leowang1225 <[email protected]>

* [AutoScheduler] Add custom build function

Signed-off-by: leowang1225 <[email protected]>
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3 participants