19 #include <arm_compute/runtime/CL/functions/CLDepthwiseConvolutionLayer.h> 24 using namespace armcomputetensorutils;
33 const arm_compute::TensorInfo aclInputInfo = BuildArmComputeTensorInfo(input, descriptor.
m_DataLayout);
34 const arm_compute::TensorInfo aclOutputInfo = BuildArmComputeTensorInfo(output, descriptor.
m_DataLayout);
38 unsigned int aclDepthMultiplier;
43 const arm_compute::TensorInfo aclWeightsInfo = BuildArmComputeTensorInfo(weightsPermuted, descriptor.
m_DataLayout);
45 arm_compute::TensorInfo aclBiasesInfo;
46 arm_compute::TensorInfo *optionalAclBiasesInfo =
nullptr;
52 aclBiasesInfo = BuildArmComputeTensorInfo(biases.
value(), descriptor.
m_DataLayout);
53 optionalAclBiasesInfo = &aclBiasesInfo;
56 const arm_compute::PadStrideInfo aclPadStrideInfo = BuildArmComputePadStrideInfo(descriptor);
57 const arm_compute::Size2D aclDilationInfo = BuildArmComputeSize2D(
62 activationDescriptor);
64 return arm_compute::CLDepthwiseConvolutionLayer::validate(&aclInputInfo,
66 optionalAclBiasesInfo,
78 const arm_compute::CLCompileContext& clCompileContext)
101 unsigned int depthMultiplier;
106 permuteBuffer.get());
114 m_BiasTensor = std::make_unique<arm_compute::CLTensor>();
118 const arm_compute::Size2D aclDilationInfo = BuildArmComputeSize2D(
123 std::string name = std::string(
"ClDepthwiseConvolutionWorkload");
130 input.info()->set_data_layout(aclDataLayout);
131 output.info()->set_data_layout(aclDataLayout);
133 arm_compute::PadStrideInfo padStrideInfo = BuildArmComputePadStrideInfo(
m_Data.
m_Parameters);
141 m_KernelTensor.get(),
#define ARMNN_SCOPED_PROFILING_EVENT_CL_GUID(name, guid)
bool m_BiasEnabled
Enable/disable bias.
DataLayout m_DataLayout
The data layout to be used (NCHW, NHWC).
void RunClFunction(arm_compute::IFunction &function, const CheckLocation &location)
unsigned int GetNumBytes() const
std::unique_ptr< arm_compute::IFunction > m_DepthwiseConvolutionLayer
arm_compute::ActivationLayerInfo ConvertAdditionalInfoToAclActivationLayerInfo(const QueueDescriptor &queueDescriptor)
void ValidateInputsOutputs(const std::string &descName, unsigned int numExpectedIn, unsigned int numExpectedOut) const
std::unique_ptr< arm_compute::CLTensor > m_BiasTensor
Copyright (c) 2021 ARM Limited and Contributors.
LayerDescriptor m_Parameters
uint32_t m_DilationY
Dilation factor value for height dimension.
const TensorInfo & GetTensorInfo() const
std::vector< TensorInfo > m_InputTensorInfos
std::tuple< ConstTensor, unsigned int > Convert1HWOTensorToAcl(const ConstTensorHandle *weightTensor, const TensorInfo &inputInfo, const DataLayout dataLayout, void *permuteBuffer)
Weights for depthwise have a datalayout of [1,H,W,O] = [1,H,W,I*M] This function coverts a ConstCpuTe...
uint32_t m_DilationX
Dilation factor value for width dimension.
void Execute() const override
DepthwiseConvolution2dQueueDescriptor m_Data
bool has_value() const noexcept
A tensor defined by a TensorInfo (shape and data type) and an immutable backing store.
const ConstTensorHandle * m_Bias
#define ARMNN_ASSERT(COND)
std::tuple< TensorInfo, unsigned int > Convert1HWOTensorInfoToAcl(const TensorInfo &weightInfo, const TensorInfo &inputInfo, const DataLayout dataLayout)
Weights for depthwise have a datalayout of [1,H,W,O] = [1,H,W,I*M] This function coverts a TensorInfo...
std::vector< TensorInfo > m_OutputTensorInfos
An ActivationDescriptor for the ActivationLayer.
const ConstTensorHandle * m_Weight
profiling::ProfilingGuid GetGuid() const final
Optional< TensorInfo > m_BiasTensorInfo
std::unique_ptr< arm_compute::CLTensor > m_KernelTensor
std::vector< ITensorHandle * > m_Outputs
#define ARMNN_REPORT_PROFILING_WORKLOAD_DESC(name, desc, infos, guid)
Contains information about TensorInfos of a layer.
void InitializeArmComputeClTensorData(arm_compute::CLTensor &clTensor, const ConstTensorHandle *handle)
std::vector< ITensorHandle * > m_Inputs
arm_compute::Status ClDepthwiseConvolutionWorkloadValidate(const TensorInfo &input, const TensorInfo &output, const DepthwiseConvolution2dDescriptor &descriptor, const TensorInfo &weights, const Optional< TensorInfo > &biases, const ActivationDescriptor *activationDescriptor)
ClDepthwiseConvolutionWorkload(const DepthwiseConvolution2dQueueDescriptor &descriptor, const WorkloadInfo &info, const arm_compute::CLCompileContext &clCompileContext)
Optional< TensorInfo > m_WeightsTensorInfo
A DepthwiseConvolution2dDescriptor for the DepthwiseConvolution2dLayer.
Depthwise Convolution 2D layer workload data.
arm_compute::ActivationLayerInfo ConvertActivationDescriptorToAclActivationLayerInfo(const ActivationDescriptor &actDesc)