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[operator] Add Mish Activation Function #20320

Merged
merged 11 commits into from
Jun 8, 2021
Merged

[operator] Add Mish Activation Function #20320

merged 11 commits into from
Jun 8, 2021

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Adnios
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@Adnios Adnios commented May 28, 2021 •
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Description

Add Mish Activation Function.
Related issus: #16841
The pr(#17696) seem to be dead.

Checklist

Essentials

  • PR's title starts with a category (e.g. [BUGFIX], [MODEL], [TUTORIAL], [FEATURE], [DOC], etc)
  • Changes are complete (i.e. I finished coding on this PR)
  • All changes have test coverage
  • Code is well-documented

Changes

  • Add native mish implementation
  • Integrate oneDNN implementation

Comments

  • This is mostly a copycat of log_sigmoid activation function. I referenced a lot of code during the implementation.

@Adnios Adnios requested a review from szha as a code owner May 28, 2021 04:58
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@Adnios Adnios marked this pull request as draft May 28, 2021 04:59
@mseth10 mseth10 added pr-awaiting-testing PR is reviewed and waiting CI build and test pr-work-in-progress PR is still work in progress and removed pr-awaiting-testing PR is reviewed and waiting CI build and test labels May 28, 2021
@Adnios
Add Mish Activation Function
9d68c68 
Signed-off-by: Adnios <2780199647@qq.com>
@Adnios
fix test_mish
2ff4d57 
Signed-off-by: Adnios <2780199647@qq.com>
@Adnios
fix test_mish_gpu
3e9648c 
Signed-off-by: Adnios <2780199647@qq.com>
@Adnios Adnios force-pushed the mish branch 3 times, most recently from 3a11899 to 47a52f3 Compare May 29, 2021 07:12
@Adnios Adnios marked this pull request as ready for review May 29, 2021 10:42
@mseth10 mseth10 added pr-awaiting-review PR is waiting for code review and removed pr-work-in-progress PR is still work in progress labels May 29, 2021
szha
szha reviewed Jun 1, 2021
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Thanks for the contribution! Going forward in 2.0, as we will mainly use np/npx instead of sym, could you also include a test for it with npx.activation?

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Adnios commented Jun 2, 2021

Thanks for the contribution! Going forward in 2.0, as we will mainly use np/npx instead of sym, could you also include a test for it with npx.activation?

Sure. Thanks for advice.

@Adnios
add npx.activation(mish) test
618fe28 
Signed-off-by: Adnios <2780199647@qq.com>
@Adnios Adnios closed this Jun 2, 2021
@Adnios Adnios reopened this Jun 2, 2021
@mseth10 mseth10 added pr-work-in-progress PR is still work in progress pr-awaiting-testing PR is reviewed and waiting CI build and test and removed pr-awaiting-review PR is waiting for code review pr-work-in-progress PR is still work in progress pr-awaiting-testing PR is reviewed and waiting CI build and test labels Jun 2, 2021
@Adnios
add npx.activation(mish) test
196c79b 
Signed-off-by: Adnios <2780199647@qq.com>
@mseth10 mseth10 added pr-awaiting-testing PR is reviewed and waiting CI build and test pr-work-in-progress PR is still work in progress and removed pr-work-in-progress PR is still work in progress pr-awaiting-testing PR is reviewed and waiting CI build and test labels Jun 2, 2021
@Adnios Adnios marked this pull request as draft June 2, 2021 16:05
@Adnios
backward error test
8ea2560 
Signed-off-by: Adnios <2780199647@qq.com>
@Adnios
mish is not support for cudnn for now
6883541 
Signed-off-by: Adnios <2780199647@qq.com>
@Adnios
mv test_mish
aa40b43 
Signed-off-by: Adnios <2780199647@qq.com>
@Adnios
fix backward bug
5bcd76a 
Signed-off-by: Adnios <2780199647@qq.com>
@Adnios
fix backward bug in cudnn
025f8de 
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@Adnios Adnios marked this pull request as ready for review June 5, 2021 04:56
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Adnios commented Jun 5, 2021

@mxnet-bot run ci [centos-gpu, unix-gpu]

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Jenkins CI successfully triggered : [centos-gpu, unix-gpu]

@mseth10 mseth10 added pr-awaiting-testing PR is reviewed and waiting CI build and test pr-awaiting-review PR is waiting for code review and removed pr-work-in-progress PR is still work in progress pr-awaiting-testing PR is reviewed and waiting CI build and test labels Jun 5, 2021
@Adnios Adnios requested a review from szha June 7, 2021 00:45
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Adnios commented Jun 8, 2021

@szha Please help review

@szha szha merged commit 7740cca into apache:master Jun 8, 2021
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szha commented Jun 8, 2021

@Adnios merged. Thank you for the contribution!

ptrendx
ptrendx reviewed Jun 9, 2021
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src/common/cuda/rtc/forward_functions-inl.h
template <typename DType>
__device__ inline DType mish(const DType val) {
if (type_util::has_double_or_integral<DType>::value) {
return val * ::tanh(::log(1 + ::exp(val)));
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One thing that could be improved here (I did not notice this PR earlier, sorry for a late feedback) is the numerical stability of the softrelu part - see the implementation of the softrelu (it switches to softrelu(x) = x for large values of x to avoid overflow). @Adnios could you open another PR changing e.g. this function to

return val * op::tanh(op::softrelu(val));

(the double vs float is handled in op::tanh and op::softrelu anyway so this one will also be simpler as a result) and similarly backward?

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Yes, agreed, usually Softplus has an upper bound of 20.

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Yes. Thanks for your advice.

@Adnios Adnios mentioned this pull request Jun 11, 2021
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