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);
45 unsigned int aclDepthMultiplier;
50 arm_compute::TensorInfo aclWeightsInfo = BuildArmComputeTensorInfo(weightsPermuted, descriptor.
m_DataLayout);
51 aclWeightsInfo.set_are_values_constant(weights.
IsConstant());
53 arm_compute::TensorInfo aclBiasesInfo;
54 arm_compute::TensorInfo* optionalAclBiasesInfo =
nullptr;
59 if (!biases.
value().IsConstant())
62 "ArmNN ClDepthwiseConv2dWorkload does not support non constant bias."};
64 aclBiasesInfo = BuildArmComputeTensorInfo(biases.
value(), descriptor.
m_DataLayout);
65 aclBiasesInfo.set_are_values_constant(biases.
value().IsConstant());
66 optionalAclBiasesInfo = &aclBiasesInfo;
69 const arm_compute::PadStrideInfo aclPadStrideInfo = BuildArmComputePadStrideInfo(descriptor);
70 const arm_compute::Size2D aclDilationInfo = BuildArmComputeSize2D(
75 activationDescriptor);
77 return arm_compute::CLDepthwiseConvolutionLayer::validate(&aclInputInfo,
79 optionalAclBiasesInfo,
91 const arm_compute::CLCompileContext& clCompileContext)
113 arm_compute::ICLTensor& input = PolymorphicDowncast<IClTensorHandle*>(
m_Data.
m_Inputs[0])->GetTensor();
114 arm_compute::ICLTensor& output = PolymorphicDowncast<IClTensorHandle*>(
m_Data.
m_Outputs[0])->GetTensor();
115 arm_compute::ICLTensor& weights = PolymorphicDowncast<IClTensorHandle*>(
m_Data.
m_Inputs[1])->GetTensor();
116 arm_compute::ITensorInfo* weightsInfo = weights.info();
117 arm_compute::ITensorInfo* inputInfo = input.info();
118 auto weightsShape = weightsInfo->tensor_shape();
119 auto inputShape = inputInfo->tensor_shape();
123 unsigned int depthMultiplier =
126 arm_compute::ICLTensor* bias =
nullptr;
129 bias = &PolymorphicDowncast<IClTensorHandle*>(
m_Data.
m_Inputs[2])->GetTensor();
132 const arm_compute::Size2D aclDilationInfo = BuildArmComputeSize2D(
137 input.info()->set_data_layout(aclDataLayout);
138 weights.info()->set_data_layout(aclDataLayout);
139 output.info()->set_data_layout(aclDataLayout);
141 arm_compute::PadStrideInfo padStrideInfo = BuildArmComputePadStrideInfo(
m_Data.
m_Parameters);
#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)
uint32_t GetNumInputs() const
Get the number of views/inputs.
std::unique_ptr< arm_compute::IFunction > m_DepthwiseConvolutionLayer
arm_compute::ActivationLayerInfo ConvertAdditionalInfoToAclActivationLayerInfo(const QueueDescriptor &queueDescriptor)
arm::pipe::ProfilingGuid GetGuid() const final
void ValidateInputsOutputs(const std::string &descName, unsigned int numExpectedIn, unsigned int numExpectedOut) const
Copyright (c) 2021 ARM Limited and Contributors.
LayerDescriptor m_Parameters
uint32_t m_DilationY
Dilation factor value for height dimension.
#define ARMNN_SCOPED_PROFILING_EVENT(backendId, name)
const TensorInfo & GetTensorInfo() const
std::vector< TensorInfo > m_InputTensorInfos
uint32_t m_DilationX
Dilation factor value for width dimension.
void Execute() const override
DepthwiseConvolution2dQueueDescriptor m_Data
bool has_value() const noexcept
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
Optional< TensorInfo > m_BiasTensorInfo
std::vector< ITensorHandle * > m_Outputs
#define ARMNN_REPORT_PROFILING_WORKLOAD_DESC(name, desc, infos, guid)
Contains information about TensorInfos of a layer.
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)