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Add several speedup examples #3880

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merged 7 commits into from
Jul 15, 2021

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zheng-ningxin
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Add a few common detection model examples (if the model written by the user fails to speedup, he/she can refer to the repo we gave).

Ningxin Zheng added 2 commits June 26, 2021 04:56
@QuanluZhang QuanluZhang requested review from J-shang and linbinskn June 28, 2021 03:01
@linbinskn
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The file model_speedup.py can't be moved directly to the new folder speedup since

https://github.com/microsoft/nni/blob/master/examples/model_compress/pruning/model_speedup.py#L10

NanoDet model can be installed from https://github.com/RangiLyu/nanodet.git
"""

cfg_path = r"nanodet/config/nanodet-RepVGG-A0_416.yml"
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It is a little strange that user has to install model from other repo for running example. If this model is not very complicated, can we add it into our model compression model files so that user can run it directly.

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no need to put their code into our repo. but we can provide concrete commands about how to prepare the code in the comment

not_safe = not_safe_to_prune(model, dummy_input)
cfg_list = []
for name, module in model.named_modules():
if name in not_safe:
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maybe we can leverage "exclude" here in the config, @J-shang

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Yes, exclude is much more elegant.

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4 participants