ArmNN
 22.11
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 2781 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().

2782 {
2783  const std::string& descriptorName{"DetectionPostProcessQueueDescriptor"};
2784 
2785  ValidateNumInputs(workloadInfo, descriptorName, 2);
2786 
2787  if (workloadInfo.m_OutputTensorInfos.size() != 4)
2788  {
2789  throw InvalidArgumentException(descriptorName + ": Requires exactly four outputs. " +
2790  to_string(workloadInfo.m_OutputTensorInfos.size()) + " has been provided.");
2791  }
2792 
2793  if (m_Anchors == nullptr)
2794  {
2795  throw InvalidArgumentException(descriptorName + ": Anchors tensor descriptor is missing.");
2796  }
2797 
2798  const TensorInfo& boxEncodingsInfo = workloadInfo.m_InputTensorInfos[0];
2799  const TensorInfo& scoresInfo = workloadInfo.m_InputTensorInfos[1];
2800  const TensorInfo& anchorsInfo = m_Anchors->GetTensorInfo();
2801 
2802  const TensorInfo& detectionBoxesInfo = workloadInfo.m_OutputTensorInfos[0];
2803  const TensorInfo& detectionClassesInfo = workloadInfo.m_OutputTensorInfos[1];
2804  const TensorInfo& detectionScoresInfo = workloadInfo.m_OutputTensorInfos[2];
2805  const TensorInfo& numDetectionsInfo = workloadInfo.m_OutputTensorInfos[3];
2806 
2807  ValidateTensorNumDimensions(boxEncodingsInfo, descriptorName, 3, "box encodings");
2808  ValidateTensorNumDimensions(scoresInfo, descriptorName, 3, "scores");
2809  ValidateTensorNumDimensions(anchorsInfo, descriptorName, 2, "anchors");
2810 
2811  const std::vector<DataType> supportedInputTypes =
2812  {
2819  };
2820 
2821  ValidateDataTypes(boxEncodingsInfo, supportedInputTypes, descriptorName);
2822  ValidateDataTypes(scoresInfo, supportedInputTypes, descriptorName);
2823  ValidateDataTypes(anchorsInfo, supportedInputTypes, descriptorName);
2824 
2825  ValidateTensorNumDimensions(detectionBoxesInfo, descriptorName, 3, "detection boxes");
2826  ValidateTensorNumDimensions(detectionScoresInfo, descriptorName, 2, "detection scores");
2827  ValidateTensorNumDimensions(detectionClassesInfo, descriptorName, 2, "detection classes");
2828  ValidateTensorNumDimensions(numDetectionsInfo, descriptorName, 1, "num detections");
2829 
2830  // NOTE: Output is always Float32 regardless of input type
2831  ValidateTensorDataType(detectionBoxesInfo, DataType::Float32, descriptorName, "detection boxes");
2832  ValidateTensorDataType(detectionScoresInfo, DataType::Float32, descriptorName, "detection scores");
2833  ValidateTensorDataType(detectionClassesInfo, DataType::Float32, descriptorName, "detection classes");
2834  ValidateTensorDataType(numDetectionsInfo, DataType::Float32, descriptorName, "num detections");
2835 
2837  {
2838  throw InvalidArgumentException(descriptorName + ": Intersection over union threshold "
2839  "must be positive and less than or equal to 1.");
2840  }
2841 
2842  if (scoresInfo.GetShape()[2] != m_Parameters.m_NumClasses + 1)
2843  {
2844  throw InvalidArgumentException(descriptorName + ": Number of classes with background "
2845  "should be equal to number of classes + 1.");
2846  }
2847 }
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: