ArmNN
 22.05
DetectionPostProcessQueueDescriptor Struct Reference

#include <WorkloadData.hpp>

Inheritance diagram for DetectionPostProcessQueueDescriptor:
QueueDescriptorWithParameters< DetectionPostProcessDescriptor > QueueDescriptor

Public Member Functions

 DetectionPostProcessQueueDescriptor ()
 
void Validate (const WorkloadInfo &workloadInfo) const
 
- Public Member Functions inherited from QueueDescriptorWithParameters< DetectionPostProcessDescriptor >
virtual ~QueueDescriptorWithParameters ()=default
 
- Public Member Functions inherited from QueueDescriptor
virtual ~QueueDescriptor ()=default
 
void ValidateTensorNumDimensions (const TensorInfo &tensor, std::string const &descName, unsigned int numDimensions, std::string const &tensorName) const
 
void ValidateTensorNumDimNumElem (const TensorInfo &tensorInfo, unsigned int numDimension, unsigned int numElements, std::string const &tensorName) const
 
void ValidateInputsOutputs (const std::string &descName, unsigned int numExpectedIn, unsigned int numExpectedOut) const
 
template<typename T >
const T * GetAdditionalInformation () const
 

Public Attributes

const ConstTensorHandlem_Anchors
 
- Public Attributes inherited from QueueDescriptorWithParameters< DetectionPostProcessDescriptor >
DetectionPostProcessDescriptor m_Parameters
 
- Public Attributes inherited from QueueDescriptor
std::vector< ITensorHandle * > m_Inputs
 
std::vector< ITensorHandle * > m_Outputs
 
void * m_AdditionalInfoObject
 
bool m_AllowExpandedDims = false
 

Additional Inherited Members

- Protected Member Functions inherited from QueueDescriptorWithParameters< DetectionPostProcessDescriptor >
 QueueDescriptorWithParameters ()=default
 
 QueueDescriptorWithParameters (QueueDescriptorWithParameters const &)=default
 
QueueDescriptorWithParametersoperator= (QueueDescriptorWithParameters const &)=default
 
- Protected Member Functions inherited from QueueDescriptor
 QueueDescriptor ()
 
 QueueDescriptor (QueueDescriptor const &)=default
 
QueueDescriptoroperator= (QueueDescriptor const &)=default
 

Detailed Description

Definition at line 261 of file WorkloadData.hpp.

Constructor & Destructor Documentation

◆ DetectionPostProcessQueueDescriptor()

Definition at line 263 of file WorkloadData.hpp.

264  : m_Anchors(nullptr)
265  {
266  }
const ConstTensorHandle * m_Anchors

Member Function Documentation

◆ Validate()

void Validate ( const WorkloadInfo workloadInfo) const

Definition at line 2828 of file WorkloadData.cpp.

References armnn::BFloat16, armnn::Float16, armnn::Float32, TensorInfo::GetShape(), WorkloadInfo::m_InputTensorInfos, WorkloadInfo::m_OutputTensorInfos, armnn::QAsymmS8, armnn::QAsymmU8, armnn::QSymmS16, and QueueDescriptor::ValidateTensorNumDimensions().

2829 {
2830  const std::string& descriptorName{"DetectionPostProcessQueueDescriptor"};
2831 
2832  ValidateNumInputs(workloadInfo, descriptorName, 2);
2833 
2834  if (workloadInfo.m_OutputTensorInfos.size() != 4)
2835  {
2836  throw InvalidArgumentException(descriptorName + ": Requires exactly four outputs. " +
2837  to_string(workloadInfo.m_OutputTensorInfos.size()) + " has been provided.");
2838  }
2839 
2840  if (m_Anchors == nullptr)
2841  {
2842  throw InvalidArgumentException(descriptorName + ": Anchors tensor descriptor is missing.");
2843  }
2844 
2845  const TensorInfo& boxEncodingsInfo = workloadInfo.m_InputTensorInfos[0];
2846  const TensorInfo& scoresInfo = workloadInfo.m_InputTensorInfos[1];
2847  const TensorInfo& anchorsInfo = m_Anchors->GetTensorInfo();
2848 
2849  const TensorInfo& detectionBoxesInfo = workloadInfo.m_OutputTensorInfos[0];
2850  const TensorInfo& detectionClassesInfo = workloadInfo.m_OutputTensorInfos[1];
2851  const TensorInfo& detectionScoresInfo = workloadInfo.m_OutputTensorInfos[2];
2852  const TensorInfo& numDetectionsInfo = workloadInfo.m_OutputTensorInfos[3];
2853 
2854  ValidateTensorNumDimensions(boxEncodingsInfo, descriptorName, 3, "box encodings");
2855  ValidateTensorNumDimensions(scoresInfo, descriptorName, 3, "scores");
2856  ValidateTensorNumDimensions(anchorsInfo, descriptorName, 2, "anchors");
2857 
2858  const std::vector<DataType> supportedInputTypes =
2859  {
2866  };
2867 
2868  ValidateDataTypes(boxEncodingsInfo, supportedInputTypes, descriptorName);
2869  ValidateDataTypes(scoresInfo, supportedInputTypes, descriptorName);
2870  ValidateDataTypes(anchorsInfo, supportedInputTypes, descriptorName);
2871 
2872  ValidateTensorNumDimensions(detectionBoxesInfo, descriptorName, 3, "detection boxes");
2873  ValidateTensorNumDimensions(detectionScoresInfo, descriptorName, 2, "detection scores");
2874  ValidateTensorNumDimensions(detectionClassesInfo, descriptorName, 2, "detection classes");
2875  ValidateTensorNumDimensions(numDetectionsInfo, descriptorName, 1, "num detections");
2876 
2877  // NOTE: Output is always Float32 regardless of input type
2878  ValidateTensorDataType(detectionBoxesInfo, DataType::Float32, descriptorName, "detection boxes");
2879  ValidateTensorDataType(detectionScoresInfo, DataType::Float32, descriptorName, "detection scores");
2880  ValidateTensorDataType(detectionClassesInfo, DataType::Float32, descriptorName, "detection classes");
2881  ValidateTensorDataType(numDetectionsInfo, DataType::Float32, descriptorName, "num detections");
2882 
2884  {
2885  throw InvalidArgumentException(descriptorName + ": Intersection over union threshold "
2886  "must be positive and less than or equal to 1.");
2887  }
2888 
2889  if (scoresInfo.GetShape()[2] != m_Parameters.m_NumClasses + 1)
2890  {
2891  throw InvalidArgumentException(descriptorName + ": Number of classes with background "
2892  "should be equal to number of classes + 1.");
2893  }
2894 }
const TensorShape & GetShape() const
Definition: Tensor.hpp:191
const TensorInfo & GetTensorInfo() const
std::vector< TensorInfo > m_InputTensorInfos
float m_NmsIouThreshold
Intersection over union threshold.
uint32_t m_NumClasses
Number of classes.
std::vector< TensorInfo > m_OutputTensorInfos
void ValidateTensorNumDimensions(const TensorInfo &tensor, std::string const &descName, unsigned int numDimensions, std::string const &tensorName) const
const ConstTensorHandle * m_Anchors

Member Data Documentation

◆ m_Anchors

const ConstTensorHandle* m_Anchors

Definition at line 268 of file WorkloadData.hpp.

Referenced by DetectionPostProcessLayer::CreateWorkload().


The documentation for this struct was generated from the following files: