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author | Matteo Martincigh <matteo.martincigh@arm.com> | 2018-12-18 09:26:39 +0000 |
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committer | Matteo Martincigh <matteo.martincigh@arm.com> | 2019-01-04 17:28:07 +0000 |
commit | 747ef82c88f9afe14a8b80b6b3b34118353e97f2 (patch) | |
tree | a29ac33b84fb96a41103a0a97327189495374cc9 /src/backends/backendsCommon/WorkloadData.cpp | |
parent | 760892724d131c7da4b9baad05cddd49276ad6bb (diff) | |
download | armnn-747ef82c88f9afe14a8b80b6b3b34118353e97f2.tar.gz |
MLCE-77 Depthwise Convolution with depth multiplier > 1 doesn't work
* Unified ArmNN's weight format to [ M, I, H, W ] for the depthwise convolution
* Added conversion utilities to permute/reshape the weights as appropriate
when using CL and Neon backends
* Updated the reference implementation of the convolution
* Updated the relevant unit tests accordingly
!android-nn-driver:459
Change-Id: I07d0818efa9d1ca1e5dad82983aac1fe78eadb18
Diffstat (limited to 'src/backends/backendsCommon/WorkloadData.cpp')
-rw-r--r-- | src/backends/backendsCommon/WorkloadData.cpp | 5 |
1 files changed, 3 insertions, 2 deletions
diff --git a/src/backends/backendsCommon/WorkloadData.cpp b/src/backends/backendsCommon/WorkloadData.cpp index 8847b4efbf..1dac498c11 100644 --- a/src/backends/backendsCommon/WorkloadData.cpp +++ b/src/backends/backendsCommon/WorkloadData.cpp @@ -593,9 +593,10 @@ void DepthwiseConvolution2dQueueDescriptor::Validate(const WorkloadInfo& workloa const unsigned int channelIndex = (m_Parameters.m_DataLayout == DataLayout::NCHW) ? 1 : 3; - //inputChannels * channelMultiplier should be equal to outputChannels. + // Expected weight shape: [ M, I, H, W ] - This shape does NOT depend on the data layout + // inputChannels * channelMultiplier should be equal to outputChannels. const unsigned int numWeightChannelMultiplier = m_Weight->GetTensorInfo().GetShape()[0]; - const unsigned int numWeightInputChannels = m_Weight->GetTensorInfo().GetShape()[channelIndex]; + const unsigned int numWeightInputChannels = m_Weight->GetTensorInfo().GetShape()[1]; const unsigned int numWeightOutputChannels = workloadInfo.m_OutputTensorInfos[0].GetShape()[channelIndex]; if (numWeightChannelMultiplier * numWeightInputChannels != numWeightOutputChannels) { |