met::METNetHandler Class Reference

#include <METNetHandler.h>

Collaboration diagram for met::METNetHandler:

Public Member Functions
	METNetHandler (const std::string &modelName)
virtual	~METNetHandler ()=default
int	initialize ()
unsigned int	getReqSize () const
void	predict (std::vector< float > &outputs, std::vector< float > &inputs) const

Private Member Functions
	METNetHandler ()=delete

Private Attributes
std::string	m_modelName
std::string	m_modelPath
size_t	m_numInputs
size_t	m_numOutputs
std::vector< int64_t >	m_inputDims
std::vector< int64_t >	m_outputDims
std::vector< const char * >	m_graphInputNames
std::vector< const char * >	m_graphOutputNames
Ort::Env	m_onnxEnv
Ort::SessionOptions	m_onnxSessionOptions
Ort::AllocatorWithDefaultOptions	m_onnxAllocator
std::unique_ptr< Ort::Session > m_onnxSession	ATLAS_THREAD_SAFE {nullptr}
std::mutex m_onnxMutex	ATLAS_THREAD_SAFE

Detailed Description

Definition at line 22 of file METNetHandler.h.

Constructor & Destructor Documentation

METNetHandler() [1/2]

met::METNetHandler::METNetHandler

(

const std::string &

modelName

)

Definition at line 15 of file METNetHandler.cxx.

                                                         :
    m_modelName(modelName),
    m_numInputs(1),
    m_numOutputs(1),
    m_inputDims({1,77}),
    m_outputDims({1,2}),
    m_graphInputNames({"inputs"}),
    m_graphOutputNames({"outputs"}){}

~METNetHandler()

virtual met::METNetHandler::~METNetHandler ( )

virtualdefault

METNetHandler() [2/2]

met::METNetHandler::METNetHandler ( )

privatedelete

Member Function Documentation

getReqSize()

unsigned int met::METNetHandler::getReqSize

(

)

const

Definition at line 40 of file METNetHandler.cxx.

                                              {
    // Returns the required size of the inputs for the network
    return static_cast<unsigned int>(m_inputDims[1]);
  }

initialize()

int met::METNetHandler::initialize

(

)

Definition at line 24 of file METNetHandler.cxx.

                                {
 
    // Use the path resolver to find the location of the network .onnx file
    m_modelPath = PathResolverFindCalibFile(m_modelName);
    if (m_modelPath == "") return 1;
 
    // Use the default ONNX session settings for 1 CPU thread
    m_onnxSessionOptions.SetIntraOpNumThreads(1);
    m_onnxSessionOptions.SetGraphOptimizationLevel(ORT_ENABLE_BASIC);
 
    // Initialise the ONNX environment and session using the above options and the model name
    m_onnxSession = std::make_unique<Ort::Session>(m_onnxEnv, m_modelPath.c_str(), m_onnxSessionOptions);
 
    return 0;
  }

predict()

void met::METNetHandler::predict	(	std::vector< float > &	outputs,
		std::vector< float > &	inputs
	)		const

Definition at line 45 of file METNetHandler.cxx.

                                                                                       {
    // This method passes a input vector through the neural network and returns its estimate
    // It requires conversions to onnx type tensors and back
 
    // Create a CPU tensor to be used as input
    auto memory_info = Ort::MemoryInfo::CreateCpu(OrtArenaAllocator, OrtMemTypeDefault);
    Ort::Value input_tensor = Ort::Value::CreateTensor<float>( memory_info,
                                                               inputs.data(),
                                                               inputs.size(),
                                                               m_inputDims.data(),
                                                               m_inputDims.size() );
 
    outputs = {0, 0};
    Ort::Value output_tensor = Ort::Value::CreateTensor<float>( memory_info,
                                                                outputs.data(),
                                                                outputs.size(),
                                                                m_outputDims.data(),
                                                                m_outputDims.size() );
 
    // Pass the input through the network, getting a vector of outputs
    std::lock_guard<std::mutex> lock(m_onnxMutex);
    m_onnxSession->Run( Ort::RunOptions{nullptr},
                        m_graphInputNames.data(),  &input_tensor,  m_numInputs,
                        m_graphOutputNames.data(), &output_tensor, m_numOutputs );
  }

Member Data Documentation

ATLAS_THREAD_SAFE [1/2]

std::unique_ptr<Ort::Session> m_onnxSession met::METNetHandler::ATLAS_THREAD_SAFE {nullptr}

mutableprivate

Definition at line 58 of file METNetHandler.h.

ATLAS_THREAD_SAFE [2/2]

std::mutex m_onnxMutex met::METNetHandler::ATLAS_THREAD_SAFE

mutableprivate

Definition at line 59 of file METNetHandler.h.

m_graphInputNames

std::vector<const char *> met::METNetHandler::m_graphInputNames

private

Definition at line 51 of file METNetHandler.h.

m_graphOutputNames

std::vector<const char *> met::METNetHandler::m_graphOutputNames

private

Definition at line 52 of file METNetHandler.h.

m_inputDims

std::vector<int64_t> met::METNetHandler::m_inputDims

private

Definition at line 49 of file METNetHandler.h.

m_modelName

std::string met::METNetHandler::m_modelName

private

Definition at line 43 of file METNetHandler.h.

m_modelPath

std::string met::METNetHandler::m_modelPath

private

Definition at line 44 of file METNetHandler.h.

m_numInputs

size_t met::METNetHandler::m_numInputs

private

Definition at line 47 of file METNetHandler.h.

m_numOutputs

size_t met::METNetHandler::m_numOutputs

private

Definition at line 48 of file METNetHandler.h.

m_onnxAllocator

Ort::AllocatorWithDefaultOptions met::METNetHandler::m_onnxAllocator

private

Definition at line 57 of file METNetHandler.h.

m_onnxEnv

Ort::Env met::METNetHandler::m_onnxEnv

private

Definition at line 55 of file METNetHandler.h.

m_onnxSessionOptions

Ort::SessionOptions met::METNetHandler::m_onnxSessionOptions

private

Definition at line 56 of file METNetHandler.h.

m_outputDims

std::vector<int64_t> met::METNetHandler::m_outputDims

private

Definition at line 50 of file METNetHandler.h.

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

• METNetHandler.h
• METNetHandler.cxx