2918 const std::string descriptorName{
"QLstmQueueDescriptor"};
2921 ValidateNumInputs(workloadInfo, descriptorName, 3);
2922 ValidateNumOutputs(workloadInfo, descriptorName, 3);
2934 std::vector<DataType> inputOutputSupportedTypes =
2939 std::vector<DataType> cellStateSupportedTypes =
2944 std::vector<DataType> weightsSupportedTypes =
2949 std::vector<DataType> layerNormPeepholeWeightsSupportedTypes =
2954 std::vector<DataType> biasSupportedTypes =
2960 ValidateDataTypes(inputInfo, inputOutputSupportedTypes, descriptorName);
2961 ValidateDataTypes(outputStateInInfo, inputOutputSupportedTypes, descriptorName);
2962 ValidateDataTypes(cellStateInInfo, cellStateSupportedTypes, descriptorName);
2964 ValidateDataTypes(outputStateOutInfo, inputOutputSupportedTypes, descriptorName);
2965 ValidateDataTypes(cellStateOutInfo, cellStateSupportedTypes, descriptorName);
2966 ValidateDataTypes(outputInfo, inputOutputSupportedTypes, descriptorName);
2969 ValidateTensorDataTypesMatch(inputInfo, outputStateInInfo, descriptorName,
"input",
"outputStateIn");
2970 ValidateTensorDataTypesMatch(outputStateInInfo, outputStateOutInfo, descriptorName,
2971 "outputStateIn",
"outputStateOut");
2972 ValidateTensorDataTypesMatch(cellStateInInfo, cellStateOutInfo, descriptorName,
"cellStateIn",
"cellStateOut");
2975 const uint32_t numBatches = inputInfo.GetShape()[0];
2976 const uint32_t inputSize = inputInfo.GetShape()[1];
2977 const uint32_t outputSize = outputStateInInfo.GetShape()[1];
2978 const uint32_t numUnits = cellStateInInfo.GetShape()[1];
2981 ValidateTensorNumDimNumElem(inputInfo, 2, (numBatches * inputSize), descriptorName +
" input");
2982 ValidateTensorNumDimNumElem(outputStateInInfo, 2, (numBatches * outputSize), descriptorName +
" outputStateIn");
2983 ValidateTensorNumDimNumElem(cellStateInInfo, 2, (numBatches * numUnits), descriptorName +
" cellStateIn");
2985 ValidateTensorNumDimNumElem(outputStateOutInfo, 2, (numBatches * outputSize), descriptorName +
" outputStateOut");
2986 ValidateTensorNumDimNumElem(cellStateOutInfo, 2, (numBatches * numUnits), descriptorName +
" cellStateOut");
2987 ValidateTensorNumDimNumElem(outputInfo, 2, (numBatches * outputSize), descriptorName +
" output");
2992 ValidateTensorNumDimNumElem(inputToForgetWeightsInfo, 2, (numUnits * inputSize),
" InputToForgetWeights");
2996 ValidateTensorNumDimNumElem(inputToCellWeightsInfo, 2, (numUnits * inputSize),
" InputToCellWeights");
3000 ValidateTensorNumDimNumElem(inputToOutputWeightsInfo, 2, (numUnits * inputSize),
" InputToOutputWeights");
3004 ValidateTensorNumDimNumElem(recurrentToForgetWeightsInfo, 2, (numUnits * outputSize),
3005 " RecurrentToForgetWeights");
3009 ValidateTensorNumDimNumElem(recurrentToCellWeightsInfo, 2, (numUnits * outputSize),
" RecurrentToCellWeights");
3013 ValidateTensorNumDimNumElem(recurrentToOutputWeightsInfo, 2, (numUnits * outputSize),
" RecurrentToCellWeights");
3016 ValidateDataTypes(inputToForgetWeightsInfo, weightsSupportedTypes, descriptorName);
3018 ValidateTensorDataTypesMatch(inputToForgetWeightsInfo, inputToCellWeightsInfo, descriptorName,
3019 "inputToForgetWeights",
"inputToCellWeights");
3020 ValidateTensorDataTypesMatch(inputToForgetWeightsInfo, inputToOutputWeightsInfo, descriptorName,
3021 "inputToForgetWeights",
"inputToOutputWeights");
3023 ValidateTensorDataTypesMatch(inputToForgetWeightsInfo, recurrentToForgetWeightsInfo, descriptorName,
3024 "inputToForgetWeights",
"recurrentToForgeteights");
3025 ValidateTensorDataTypesMatch(inputToForgetWeightsInfo, recurrentToCellWeightsInfo, descriptorName,
3026 "inputToForgetWeights",
"recurrentToCellWeights");
3027 ValidateTensorDataTypesMatch(inputToForgetWeightsInfo, recurrentToOutputWeightsInfo, descriptorName,
3028 "inputToForgetWeights",
"recurrentToOutputWeights");
3033 ValidateTensorNumDimNumElem(forgetGateBiasInfo, 1, numUnits,
" ForgetGateBias");
3035 ValidatePointer(
m_CellBias, descriptorName,
"CellBias");
3037 ValidateTensorNumDimNumElem(cellBiasInfo, 1, numUnits,
" CellBias");
3041 ValidateTensorNumDimNumElem(outputGateBiasInfo, 1, numUnits,
" OutputGateBias");
3044 ValidateDataTypes(forgetGateBiasInfo, biasSupportedTypes, descriptorName);
3046 ValidateTensorDataTypesMatch(forgetGateBiasInfo, cellBiasInfo, descriptorName,
3047 "forgetGateBias",
"cellBias");
3048 ValidateTensorDataTypesMatch(forgetGateBiasInfo, outputGateBiasInfo, descriptorName,
3049 "forgetGateBias",
"outputGateBias");
3057 if (!allCifgParamsPresentOrNot)
3060 ": InputToInputWeights, RecurrentToInputWeights and InputGateBias must either all be present " 3061 "(CIFG disabled) or not be present at all (CIFG enabled). m_Parameters.m_CifgEnabled should be " 3062 "set appropriately.");
3069 ValidateTensorNumDimNumElem(inputToInputWeightsInfo, 2, (numUnits * inputSize),
" InputToInputWeights");
3072 ValidateTensorNumDimNumElem(recurrentToInputWeightsInfo, 2, (numUnits * outputSize),
3073 " RecurrentToInputWeights");
3076 ValidateTensorNumDimNumElem(inputGateBiasInfo, 1, numUnits,
" InputGateBias");
3079 ValidateTensorDataTypesMatch(inputToForgetWeightsInfo, inputToInputWeightsInfo, descriptorName,
3080 "inputToForgetWeights",
"inputToInputWeights");
3081 ValidateTensorDataTypesMatch(inputToForgetWeightsInfo, recurrentToInputWeightsInfo, descriptorName,
3082 "inputToForgetWeights",
"recurrentToInputWeights");
3083 ValidateTensorDataTypesMatch(forgetGateBiasInfo, inputGateBiasInfo, descriptorName,
3084 "forgetGateBias",
"inputGateBias");
3088 bool allPeepholeWeightsPresentOrNot =
3094 if (!allPeepholeWeightsPresentOrNot)
3097 ": CellToInputWeights, CellToForgetWeights and CellToOutputWeights should all be present (Peephole " 3098 "enabled) or not be present at all (Peephole disabled). CellToInputWeights should only be present " 3099 "when Peephole is enabled and CIFG is disabled. m_Parameters.m_PeepholeEnabled should be set " 3106 ValidateTensorNumDimNumElem(cellToForgetWeightsInfo, 1, numUnits,
" cellToForgetWeights");
3107 ValidateDataTypes(cellToForgetWeightsInfo, layerNormPeepholeWeightsSupportedTypes, descriptorName);
3110 ValidateTensorNumDimNumElem(cellToOutputWeightsInfo, 1, numUnits,
" cellToOutputWeights");
3111 ValidateTensorDataTypesMatch(cellToForgetWeightsInfo, cellToOutputWeightsInfo, descriptorName,
3112 "cellToForgetWeight",
"cellToOutputWeights");
3117 ValidateTensorNumDimNumElem(cellToInputWeightsInfo, 1, numUnits,
" cellToInputWeights");
3118 ValidateTensorDataTypesMatch(cellToForgetWeightsInfo, cellToInputWeightsInfo, descriptorName,
3119 "cellToForgetWeights",
"cellToInputWeights");
3124 bool allLayerNormWeightsPresentOrNot =
3130 if (!allLayerNormWeightsPresentOrNot)
3133 ": InputLayerNormWeights, ForgetLayerNormWeights, m_OutputLayerNormWeights " 3134 "and CellLayerNormWeights should all be present (Layer Norm enabled) or not " 3135 "be present at all (Layer Norm disabled). InputLayerNormWeights should " 3136 "only be present when Layer Norm is enabled and CIFG is disabled. " 3137 "m_Parameters.m_LayerNormEnabled should be set appropriately.");
3143 ValidateTensorNumDimNumElem(forgetLayerNormWeightsInfo, 1, numUnits,
" forgetLayerNormWeights");
3144 ValidateDataTypes(forgetLayerNormWeightsInfo, layerNormPeepholeWeightsSupportedTypes, descriptorName);
3147 ValidateTensorNumDimNumElem(cellLayerNormWeightsInfo, 1, numUnits,
" cellLayerNormWeights");
3148 ValidateTensorDataTypesMatch(forgetLayerNormWeightsInfo, cellLayerNormWeightsInfo, descriptorName,
3149 "forgetLayerNormWeights",
"cellLayerNormWeights");
3152 ValidateTensorNumDimNumElem(outputLayerNormWeightsInfo, 1, numUnits,
" outputLayerNormWeights");
3153 ValidateTensorDataTypesMatch(forgetLayerNormWeightsInfo, outputLayerNormWeightsInfo, descriptorName,
3154 "forgetLayerNormWeights",
"outputLayerNormWeights");
3159 ValidateTensorNumDimNumElem(inputLayerNormWeightsInfo, 1, numUnits,
" inputLayerNormWeights");
3160 ValidateTensorDataTypesMatch(forgetLayerNormWeightsInfo, inputLayerNormWeightsInfo, descriptorName,
3161 "forgetLayerNormWeights",
"inputLayerNormWeights");
3166 bool correctProjectionTensorsPresent =
3171 if (!correctProjectionTensorsPresent)
3174 ": If projection is enabled, ProjectionWeights should be present and " 3175 "ProjectionBias is optional. If projection is disabled, neither " 3176 "ProjectionWeights nor ProjectionBias should be present.");
3182 ValidateTensorNumDimNumElem(projectionWeightsInfo, 2, (numUnits * outputSize),
"ProjectionWeights");
3183 ValidateDataTypes(projectionWeightsInfo, weightsSupportedTypes, descriptorName);
3188 ValidateTensorNumDimNumElem(projectionBiasInfo, 1, outputSize,
"ProjectionBias");
3189 ValidateDataTypes(projectionBiasInfo, biasSupportedTypes, descriptorName);
3196 ": If projection is disabled, output quantization info (scale, offset) " 3197 "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