2902 const std::string descriptorName{
"QLstmQueueDescriptor"};
2905 ValidateNumInputs(workloadInfo, descriptorName, 3);
2906 ValidateNumOutputs(workloadInfo, descriptorName, 3);
2918 std::vector<DataType> inputOutputSupportedTypes =
2923 std::vector<DataType> cellStateSupportedTypes =
2928 std::vector<DataType> weightsSupportedTypes =
2933 std::vector<DataType> layerNormPeepholeWeightsSupportedTypes =
2938 std::vector<DataType> biasSupportedTypes =
2944 ValidateDataTypes(inputInfo, inputOutputSupportedTypes, descriptorName);
2945 ValidateDataTypes(outputStateInInfo, inputOutputSupportedTypes, descriptorName);
2946 ValidateDataTypes(cellStateInInfo, cellStateSupportedTypes, descriptorName);
2948 ValidateDataTypes(outputStateOutInfo, inputOutputSupportedTypes, descriptorName);
2949 ValidateDataTypes(cellStateOutInfo, cellStateSupportedTypes, descriptorName);
2950 ValidateDataTypes(outputInfo, inputOutputSupportedTypes, descriptorName);
2953 ValidateTensorDataTypesMatch(inputInfo, outputStateInInfo, descriptorName,
"input",
"outputStateIn");
2954 ValidateTensorDataTypesMatch(outputStateInInfo, outputStateOutInfo, descriptorName,
2955 "outputStateIn",
"outputStateOut");
2956 ValidateTensorDataTypesMatch(cellStateInInfo, cellStateOutInfo, descriptorName,
"cellStateIn",
"cellStateOut");
2959 const uint32_t numBatches = inputInfo.GetShape()[0];
2960 const uint32_t inputSize = inputInfo.GetShape()[1];
2961 const uint32_t outputSize = outputStateInInfo.GetShape()[1];
2962 const uint32_t numUnits = cellStateInInfo.GetShape()[1];
2965 ValidateTensorNumDimNumElem(inputInfo, 2, (numBatches * inputSize), descriptorName +
" input");
2966 ValidateTensorNumDimNumElem(outputStateInInfo, 2, (numBatches * outputSize), descriptorName +
" outputStateIn");
2967 ValidateTensorNumDimNumElem(cellStateInInfo, 2, (numBatches * numUnits), descriptorName +
" cellStateIn");
2969 ValidateTensorNumDimNumElem(outputStateOutInfo, 2, (numBatches * outputSize), descriptorName +
" outputStateOut");
2970 ValidateTensorNumDimNumElem(cellStateOutInfo, 2, (numBatches * numUnits), descriptorName +
" cellStateOut");
2971 ValidateTensorNumDimNumElem(outputInfo, 2, (numBatches * outputSize), descriptorName +
" output");
2976 ValidateTensorNumDimNumElem(inputToForgetWeightsInfo, 2, (numUnits * inputSize),
" InputToForgetWeights");
2980 ValidateTensorNumDimNumElem(inputToCellWeightsInfo, 2, (numUnits * inputSize),
" InputToCellWeights");
2984 ValidateTensorNumDimNumElem(inputToOutputWeightsInfo, 2, (numUnits * inputSize),
" InputToOutputWeights");
2988 ValidateTensorNumDimNumElem(recurrentToForgetWeightsInfo, 2, (numUnits * outputSize),
2989 " RecurrentToForgetWeights");
2993 ValidateTensorNumDimNumElem(recurrentToCellWeightsInfo, 2, (numUnits * outputSize),
" RecurrentToCellWeights");
2997 ValidateTensorNumDimNumElem(recurrentToOutputWeightsInfo, 2, (numUnits * outputSize),
" RecurrentToCellWeights");
3000 ValidateDataTypes(inputToForgetWeightsInfo, weightsSupportedTypes, descriptorName);
3002 ValidateTensorDataTypesMatch(inputToForgetWeightsInfo, inputToCellWeightsInfo, descriptorName,
3003 "inputToForgetWeights",
"inputToCellWeights");
3004 ValidateTensorDataTypesMatch(inputToForgetWeightsInfo, inputToOutputWeightsInfo, descriptorName,
3005 "inputToForgetWeights",
"inputToOutputWeights");
3007 ValidateTensorDataTypesMatch(inputToForgetWeightsInfo, recurrentToForgetWeightsInfo, descriptorName,
3008 "inputToForgetWeights",
"recurrentToForgeteights");
3009 ValidateTensorDataTypesMatch(inputToForgetWeightsInfo, recurrentToCellWeightsInfo, descriptorName,
3010 "inputToForgetWeights",
"recurrentToCellWeights");
3011 ValidateTensorDataTypesMatch(inputToForgetWeightsInfo, recurrentToOutputWeightsInfo, descriptorName,
3012 "inputToForgetWeights",
"recurrentToOutputWeights");
3017 ValidateTensorNumDimNumElem(forgetGateBiasInfo, 1, numUnits,
" ForgetGateBias");
3019 ValidatePointer(
m_CellBias, descriptorName,
"CellBias");
3021 ValidateTensorNumDimNumElem(cellBiasInfo, 1, numUnits,
" CellBias");
3025 ValidateTensorNumDimNumElem(outputGateBiasInfo, 1, numUnits,
" OutputGateBias");
3028 ValidateDataTypes(forgetGateBiasInfo, biasSupportedTypes, descriptorName);
3030 ValidateTensorDataTypesMatch(forgetGateBiasInfo, cellBiasInfo, descriptorName,
3031 "forgetGateBias",
"cellBias");
3032 ValidateTensorDataTypesMatch(forgetGateBiasInfo, outputGateBiasInfo, descriptorName,
3033 "forgetGateBias",
"outputGateBias");
3041 if (!allCifgParamsPresentOrNot)
3044 ": InputToInputWeights, RecurrentToInputWeights and InputGateBias must either all be present " 3045 "(CIFG disabled) or not be present at all (CIFG enabled). m_Parameters.m_CifgEnabled should be " 3046 "set appropriately.");
3053 ValidateTensorNumDimNumElem(inputToInputWeightsInfo, 2, (numUnits * inputSize),
" InputToInputWeights");
3056 ValidateTensorNumDimNumElem(recurrentToInputWeightsInfo, 2, (numUnits * outputSize),
3057 " RecurrentToInputWeights");
3060 ValidateTensorNumDimNumElem(inputGateBiasInfo, 1, numUnits,
" InputGateBias");
3063 ValidateTensorDataTypesMatch(inputToForgetWeightsInfo, inputToInputWeightsInfo, descriptorName,
3064 "inputToForgetWeights",
"inputToInputWeights");
3065 ValidateTensorDataTypesMatch(inputToForgetWeightsInfo, recurrentToInputWeightsInfo, descriptorName,
3066 "inputToForgetWeights",
"recurrentToInputWeights");
3067 ValidateTensorDataTypesMatch(forgetGateBiasInfo, inputGateBiasInfo, descriptorName,
3068 "forgetGateBias",
"inputGateBias");
3072 bool allPeepholeWeightsPresentOrNot =
3078 if (!allPeepholeWeightsPresentOrNot)
3081 ": CellToInputWeights, CellToForgetWeights and CellToOutputWeights should all be present (Peephole " 3082 "enabled) or not be present at all (Peephole disabled). CellToInputWeights should only be present " 3083 "when Peephole is enabled and CIFG is disabled. m_Parameters.m_PeepholeEnabled should be set " 3090 ValidateTensorNumDimNumElem(cellToForgetWeightsInfo, 1, numUnits,
" cellToForgetWeights");
3091 ValidateDataTypes(cellToForgetWeightsInfo, layerNormPeepholeWeightsSupportedTypes, descriptorName);
3094 ValidateTensorNumDimNumElem(cellToOutputWeightsInfo, 1, numUnits,
" cellToOutputWeights");
3095 ValidateTensorDataTypesMatch(cellToForgetWeightsInfo, cellToOutputWeightsInfo, descriptorName,
3096 "cellToForgetWeight",
"cellToOutputWeights");
3101 ValidateTensorNumDimNumElem(cellToInputWeightsInfo, 1, numUnits,
" cellToInputWeights");
3102 ValidateTensorDataTypesMatch(cellToForgetWeightsInfo, cellToInputWeightsInfo, descriptorName,
3103 "cellToForgetWeights",
"cellToInputWeights");
3108 bool allLayerNormWeightsPresentOrNot =
3114 if (!allLayerNormWeightsPresentOrNot)
3117 ": InputLayerNormWeights, ForgetLayerNormWeights, m_OutputLayerNormWeights " 3118 "and CellLayerNormWeights should all be present (Layer Norm enabled) or not " 3119 "be present at all (Layer Norm disabled). InputLayerNormWeights should " 3120 "only be present when Layer Norm is enabled and CIFG is disabled. " 3121 "m_Parameters.m_LayerNormEnabled should be set appropriately.");
3127 ValidateTensorNumDimNumElem(forgetLayerNormWeightsInfo, 1, numUnits,
" forgetLayerNormWeights");
3128 ValidateDataTypes(forgetLayerNormWeightsInfo, layerNormPeepholeWeightsSupportedTypes, descriptorName);
3131 ValidateTensorNumDimNumElem(cellLayerNormWeightsInfo, 1, numUnits,
" cellLayerNormWeights");
3132 ValidateTensorDataTypesMatch(forgetLayerNormWeightsInfo, cellLayerNormWeightsInfo, descriptorName,
3133 "forgetLayerNormWeights",
"cellLayerNormWeights");
3136 ValidateTensorNumDimNumElem(outputLayerNormWeightsInfo, 1, numUnits,
" outputLayerNormWeights");
3137 ValidateTensorDataTypesMatch(forgetLayerNormWeightsInfo, outputLayerNormWeightsInfo, descriptorName,
3138 "forgetLayerNormWeights",
"outputLayerNormWeights");
3143 ValidateTensorNumDimNumElem(inputLayerNormWeightsInfo, 1, numUnits,
" inputLayerNormWeights");
3144 ValidateTensorDataTypesMatch(forgetLayerNormWeightsInfo, inputLayerNormWeightsInfo, descriptorName,
3145 "forgetLayerNormWeights",
"inputLayerNormWeights");
3150 bool correctProjectionTensorsPresent =
3155 if (!correctProjectionTensorsPresent)
3158 ": If projection is enabled, ProjectionWeights should be present and " 3159 "ProjectionBias is optional. If projection is disabled, neither " 3160 "ProjectionWeights nor ProjectionBias should be present.");
3166 ValidateTensorNumDimNumElem(projectionWeightsInfo, 2, (numUnits * outputSize),
"ProjectionWeights");
3167 ValidateDataTypes(projectionWeightsInfo, weightsSupportedTypes, descriptorName);
3172 ValidateTensorNumDimNumElem(projectionBiasInfo, 1, outputSize,
"ProjectionBias");
3173 ValidateDataTypes(projectionBiasInfo, biasSupportedTypes, descriptorName);
3180 ": If projection is disabled, output quantization info (scale, offset) " 3181 "should match HiddenStateScale and HiddenStateZeroPoint.");
const ConstCpuTensorHandle * m_CellToForgetWeights
const ConstCpuTensorHandle * m_ProjectionWeights
bool m_PeepholeEnabled
Enable/disable peephole.
const ConstCpuTensorHandle * m_ProjectionBias
float m_HiddenStateScale
Hidden State quantization scale.
const ConstCpuTensorHandle * m_ForgetLayerNormWeights
const ConstCpuTensorHandle * m_CellLayerNormWeights
const ConstCpuTensorHandle * m_RecurrentToCellWeights
const ConstCpuTensorHandle * m_RecurrentToInputWeights
const ConstCpuTensorHandle * m_OutputGateBias
const ConstCpuTensorHandle * m_CellBias
QLstmDescriptor m_Parameters
const ConstCpuTensorHandle * m_CellToOutputWeights
const ConstCpuTensorHandle * m_OutputLayerNormWeights
std::vector< TensorInfo > m_InputTensorInfos
bool m_LayerNormEnabled
Enable/disable layer normalization.
const ConstCpuTensorHandle * m_InputToForgetWeights
std::vector< TensorInfo > m_OutputTensorInfos
const ConstCpuTensorHandle * m_CellToInputWeights
const ConstCpuTensorHandle * m_RecurrentToOutputWeights
bool m_ProjectionEnabled
Enable/disable the projection layer.
const ConstCpuTensorHandle * m_InputGateBias
const ConstCpuTensorHandle * m_InputLayerNormWeights
const ConstCpuTensorHandle * m_RecurrentToForgetWeights
const ConstCpuTensorHandle * m_ForgetGateBias
const ConstCpuTensorHandle * m_InputToOutputWeights
bool m_CifgEnabled
Enable/disable CIFG (coupled input & forget gate).
const TensorInfo & GetTensorInfo() const
const ConstCpuTensorHandle * m_InputToInputWeights
int32_t m_HiddenStateZeroPoint
Hidden State zero point.
const ConstCpuTensorHandle * m_InputToCellWeights