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Added support for depthwise convolution. ACL only supports depth-wise convolution when kernel size is 3x3 and 5x5 and strides are (1, 1) or (2, 2), if this is not the case then fallback to TVM.

Also rework tests to remove non-deterministic trials.

  • ACL is Compute Library for the Arm Architecture
  • All credits to Luke Hutton @lhutton1

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Thanks, I'll take a closer look tomorrow. also cc @comaniac, @giuseros

@ZihengJiang ZihengJiang added the status: need update need update based on feedbacks label Jan 6, 2021
Added support for depthwise convolution. ACL only supports depth-wise convolution when kernel size is 3x3 and 5x5 and strides are (1, 1) or (2, 2), if this is not the case then fallback to TVM.

Also rework tests to remove non-deterministic trials.

*Compute Library for the Arm Architecture (ACL).
*All credits to Luke Hutton @lhutton1

Change-Id: Ida1f5802a65377b84325edf14a0149242c1af857
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Apologies for the delay, just one small thing I missed previously, otherwise looks good!

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Looks good to me!

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This LGTM too.

@mbaret mbaret merged commit 77e4fd1 into apache:main Jan 11, 2021
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mbaret commented Jan 11, 2021

Thanks @d-smirnov @lhutton1 ! This is now merged.

tkonolige pushed a commit to tkonolige/incubator-tvm that referenced this pull request Jan 11, 2021
* [BYOC][ACL] Depthwise convolution support

Added support for depthwise convolution. ACL only supports depth-wise convolution when kernel size is 3x3 and 5x5 and strides are (1, 1) or (2, 2), if this is not the case then fallback to TVM.

Also rework tests to remove non-deterministic trials.

*Compute Library for the Arm Architecture (ACL).
*All credits to Luke Hutton @lhutton1

Change-Id: Ida1f5802a65377b84325edf14a0149242c1af857

* linter

* CHECK -> ICHECK

Co-authored-by: Luke Hutton <[email protected]>
masahi pushed a commit to masahi/tvm that referenced this pull request Jan 14, 2021
* [BYOC][ACL] Depthwise convolution support

Added support for depthwise convolution. ACL only supports depth-wise convolution when kernel size is 3x3 and 5x5 and strides are (1, 1) or (2, 2), if this is not the case then fallback to TVM.

Also rework tests to remove non-deterministic trials.

*Compute Library for the Arm Architecture (ACL).
*All credits to Luke Hutton @lhutton1

Change-Id: Ida1f5802a65377b84325edf14a0149242c1af857

* linter

* CHECK -> ICHECK

Co-authored-by: Luke Hutton <[email protected]>
masahi pushed a commit to masahi/tvm that referenced this pull request Jan 18, 2021
* [BYOC][ACL] Depthwise convolution support

Added support for depthwise convolution. ACL only supports depth-wise convolution when kernel size is 3x3 and 5x5 and strides are (1, 1) or (2, 2), if this is not the case then fallback to TVM.

Also rework tests to remove non-deterministic trials.

*Compute Library for the Arm Architecture (ACL).
*All credits to Luke Hutton @lhutton1

Change-Id: Ida1f5802a65377b84325edf14a0149242c1af857

* linter

* CHECK -> ICHECK

Co-authored-by: Luke Hutton <[email protected]>
TusharKanekiDey pushed a commit to TusharKanekiDey/tvm that referenced this pull request Jan 20, 2021
* [BYOC][ACL] Depthwise convolution support

Added support for depthwise convolution. ACL only supports depth-wise convolution when kernel size is 3x3 and 5x5 and strides are (1, 1) or (2, 2), if this is not the case then fallback to TVM.

Also rework tests to remove non-deterministic trials.

*Compute Library for the Arm Architecture (ACL).
*All credits to Luke Hutton @lhutton1

Change-Id: Ida1f5802a65377b84325edf14a0149242c1af857

* linter

* CHECK -> ICHECK

Co-authored-by: Luke Hutton <[email protected]>
trevor-m pushed a commit to neo-ai/tvm that referenced this pull request Jan 21, 2021
* [BYOC][ACL] Depthwise convolution support

Added support for depthwise convolution. ACL only supports depth-wise convolution when kernel size is 3x3 and 5x5 and strides are (1, 1) or (2, 2), if this is not the case then fallback to TVM.

Also rework tests to remove non-deterministic trials.

*Compute Library for the Arm Architecture (ACL).
*All credits to Luke Hutton @lhutton1

Change-Id: Ida1f5802a65377b84325edf14a0149242c1af857

* linter

* CHECK -> ICHECK

Co-authored-by: Luke Hutton <[email protected]>
electriclilies pushed a commit to electriclilies/tvm that referenced this pull request Feb 18, 2021
* [BYOC][ACL] Depthwise convolution support

Added support for depthwise convolution. ACL only supports depth-wise convolution when kernel size is 3x3 and 5x5 and strides are (1, 1) or (2, 2), if this is not the case then fallback to TVM.

Also rework tests to remove non-deterministic trials.

*Compute Library for the Arm Architecture (ACL).
*All credits to Luke Hutton @lhutton1

Change-Id: Ida1f5802a65377b84325edf14a0149242c1af857

* linter

* CHECK -> ICHECK

Co-authored-by: Luke Hutton <[email protected]>
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4 participants