ClQuantizedLstmWorkload Class Reference

#include <ClQuantizedLstmWorkload.hpp>

Inheritance diagram for ClQuantizedLstmWorkload:

Public Member Functions
	ClQuantizedLstmWorkload (const QuantizedLstmQueueDescriptor &descriptor, const WorkloadInfo &info, const arm_compute::CLCompileContext &clCompileContext)
void	Execute () const override
Public Member Functions inherited from ClBaseWorkload< QuantizedLstmQueueDescriptor >
	ClBaseWorkload (const QuantizedLstmQueueDescriptor &descriptor, const WorkloadInfo &info)
void	ReplaceInputTensorHandle (ITensorHandle *tensorHandle, unsigned int slot) override
void	ReplaceOutputTensorHandle (ITensorHandle *tensorHandle, unsigned int slot) override
Public Member Functions inherited from BaseWorkload< QuantizedLstmQueueDescriptor >
	BaseWorkload (const QuantizedLstmQueueDescriptor &descriptor, const WorkloadInfo &info)
void	ExecuteAsync (ExecutionData &executionData) override
void	PostAllocationConfigure () override
const QuantizedLstmQueueDescriptor &	GetData () const
arm::pipe::ProfilingGuid	GetGuid () const final
virtual bool	SupportsTensorHandleReplacement () const override
Public Member Functions inherited from IWorkload
virtual	~IWorkload ()
virtual arm::pipe::ProfilingGuid	GetGuid () const =0
virtual bool	SupportsTensorHandleReplacement () const =0
virtual void	RegisterDebugCallback (const DebugCallbackFunction &)
virtual armnn::Optional< armnn::MemoryRequirements >	GetMemoryRequirements ()

Additional Inherited Members
Protected Member Functions inherited from ClBaseWorkload< QuantizedLstmQueueDescriptor >
virtual void	Reconfigure ()
Protected Attributes inherited from BaseWorkload< QuantizedLstmQueueDescriptor >
QuantizedLstmQueueDescriptor	m_Data
const arm::pipe::ProfilingGuid	m_Guid

Detailed Description

Definition at line 24 of file ClQuantizedLstmWorkload.hpp.

Constructor & Destructor Documentation

ClQuantizedLstmWorkload()

ClQuantizedLstmWorkload	(	const QuantizedLstmQueueDescriptor &	descriptor,
		const WorkloadInfo &	info,
		const arm_compute::CLCompileContext &	clCompileContext
	)

Definition at line 64 of file ClQuantizedLstmWorkload.cpp.

                                                 : ClBaseWorkload<QuantizedLstmQueueDescriptor>(descriptor, info)
{
    m_InputToInputWeightsTensor = std::make_unique<arm_compute::CLTensor>();
    BuildArmComputeTensor(*m_InputToInputWeightsTensor, m_Data.m_InputToInputWeights->GetTensorInfo());
 
    m_InputToForgetWeightsTensor = std::make_unique<arm_compute::CLTensor>();
    BuildArmComputeTensor(*m_InputToForgetWeightsTensor, m_Data.m_InputToForgetWeights->GetTensorInfo());
 
    m_InputToCellWeightsTensor = std::make_unique<arm_compute::CLTensor>();
    BuildArmComputeTensor(*m_InputToCellWeightsTensor, m_Data.m_InputToCellWeights->GetTensorInfo());
 
    m_InputToOutputWeightsTensor = std::make_unique<arm_compute::CLTensor>();
    BuildArmComputeTensor(*m_InputToOutputWeightsTensor, m_Data.m_InputToOutputWeights->GetTensorInfo());
 
    m_RecurrentToInputWeightsTensor = std::make_unique<arm_compute::CLTensor>();
    BuildArmComputeTensor(*m_RecurrentToInputWeightsTensor, m_Data.m_RecurrentToInputWeights->GetTensorInfo());
 
    m_RecurrentToForgetWeightsTensor = std::make_unique<arm_compute::CLTensor>();
    BuildArmComputeTensor(*m_RecurrentToForgetWeightsTensor, m_Data.m_RecurrentToForgetWeights->GetTensorInfo());
 
    m_RecurrentToCellWeightsTensor = std::make_unique<arm_compute::CLTensor>();
    BuildArmComputeTensor(*m_RecurrentToCellWeightsTensor, m_Data.m_RecurrentToCellWeights->GetTensorInfo());
 
    m_RecurrentToOutputWeightsTensor = std::make_unique<arm_compute::CLTensor>();
    BuildArmComputeTensor(*m_RecurrentToOutputWeightsTensor, m_Data.m_RecurrentToOutputWeights->GetTensorInfo());
 
    m_InputGateBiasTensor = std::make_unique<arm_compute::CLTensor>();
    BuildArmComputeTensor(*m_InputGateBiasTensor, m_Data.m_InputGateBias->GetTensorInfo());
 
    m_ForgetGateBiasTensor = std::make_unique<arm_compute::CLTensor>();
    BuildArmComputeTensor(*m_ForgetGateBiasTensor, m_Data.m_ForgetGateBias->GetTensorInfo());
 
    m_CellBiasTensor = std::make_unique<arm_compute::CLTensor>();
    BuildArmComputeTensor(*m_CellBiasTensor, m_Data.m_CellBias->GetTensorInfo());
 
    m_OutputGateBiasTensor = std::make_unique<arm_compute::CLTensor>();
    BuildArmComputeTensor(*m_OutputGateBiasTensor, m_Data.m_OutputGateBias->GetTensorInfo());
 
    const arm_compute::ICLTensor& inputTensor         = static_cast<IClTensorHandle*>(m_Data.m_Inputs[0])->GetTensor();
    arm_compute::ICLTensor& cellStateInTensor         = static_cast<IClTensorHandle*>(m_Data.m_Inputs[1])->GetTensor();
    const arm_compute::ICLTensor& outputStateInTensor = static_cast<IClTensorHandle*>(m_Data.m_Inputs[2])->GetTensor();
 
    arm_compute::ICLTensor& cellStateOutTensor        = static_cast<IClTensorHandle*>(m_Data.m_Outputs[0])->GetTensor();
    arm_compute::ICLTensor& outputStateOutTensor      = static_cast<IClTensorHandle*>(m_Data.m_Outputs[1])->GetTensor();
 
    {
        ARMNN_SCOPED_PROFILING_EVENT(Compute::Undefined, "ClQuantizedLstmWorkload_configure");
        m_QuantizedLstmLayer.configure(clCompileContext, &inputTensor, m_InputToInputWeightsTensor.get(),
                                       m_InputToForgetWeightsTensor.get(),
                                       m_InputToCellWeightsTensor.get(), m_InputToOutputWeightsTensor.get(),
                                       m_RecurrentToInputWeightsTensor.get(), m_RecurrentToForgetWeightsTensor.get(),
                                       m_RecurrentToCellWeightsTensor.get(), m_RecurrentToOutputWeightsTensor.get(),
                                       m_InputGateBiasTensor.get(), m_ForgetGateBiasTensor.get(),
                                       m_CellBiasTensor.get(),
                                       m_OutputGateBiasTensor.get(), &cellStateInTensor, &outputStateInTensor,
                                       &cellStateOutTensor, &outputStateOutTensor);
    }
 
    InitializeArmComputeClTensorData(*m_InputToInputWeightsTensor,      m_Data.m_InputToInputWeights);
    InitializeArmComputeClTensorData(*m_InputToForgetWeightsTensor,     m_Data.m_InputToForgetWeights);
    InitializeArmComputeClTensorData(*m_InputToCellWeightsTensor,       m_Data.m_InputToCellWeights);
    InitializeArmComputeClTensorData(*m_InputToOutputWeightsTensor,     m_Data.m_InputToOutputWeights);
    InitializeArmComputeClTensorData(*m_RecurrentToInputWeightsTensor,  m_Data.m_RecurrentToInputWeights);
    InitializeArmComputeClTensorData(*m_RecurrentToForgetWeightsTensor, m_Data.m_RecurrentToForgetWeights);
    InitializeArmComputeClTensorData(*m_RecurrentToCellWeightsTensor,   m_Data.m_RecurrentToCellWeights);
    InitializeArmComputeClTensorData(*m_RecurrentToOutputWeightsTensor, m_Data.m_RecurrentToOutputWeights);
    InitializeArmComputeClTensorData(*m_InputGateBiasTensor,            m_Data.m_InputGateBias);
    InitializeArmComputeClTensorData(*m_ForgetGateBiasTensor,           m_Data.m_ForgetGateBias);
    InitializeArmComputeClTensorData(*m_CellBiasTensor,                 m_Data.m_CellBias);
    InitializeArmComputeClTensorData(*m_OutputGateBiasTensor,           m_Data.m_OutputGateBias);
 
    m_QuantizedLstmLayer.prepare();
    FreeUnusedTensors();
}

References armnn::info.

Member Function Documentation

Execute()

void Execute ( ) const

overridevirtual

Implements IWorkload.

Definition at line 142 of file ClQuantizedLstmWorkload.cpp.

{
    ARMNN_SCOPED_PROFILING_EVENT_CL_GUID("ClQuantizedLstmWorkload_Execute", this->GetGuid());
    RunClFunction(m_QuantizedLstmLayer, CHECK_LOCATION());
}

References ARMNN_SCOPED_PROFILING_EVENT_CL_GUID, CHECK_LOCATION, BaseWorkload< QuantizedLstmQueueDescriptor >::GetGuid(), and armnn::RunClFunction().

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

• src/backends/cl/workloads/ClQuantizedLstmWorkload.hpp
• src/backends/cl/workloads/ClQuantizedLstmWorkload.cpp