2976 const std::string descriptorName{
"QLstmQueueDescriptor"};
2979 ValidateNumInputs(workloadInfo, descriptorName, 3);
2980 ValidateNumOutputs(workloadInfo, descriptorName, 3);
2992 std::vector<DataType> inputOutputSupportedTypes =
2997 std::vector<DataType> cellStateSupportedTypes =
3002 std::vector<DataType> weightsSupportedTypes =
3007 std::vector<DataType> layerNormPeepholeWeightsSupportedTypes =
3012 std::vector<DataType> biasSupportedTypes =
3018 ValidateDataTypes(inputInfo, inputOutputSupportedTypes, descriptorName);
3019 ValidateDataTypes(outputStateInInfo, inputOutputSupportedTypes, descriptorName);
3020 ValidateDataTypes(cellStateInInfo, cellStateSupportedTypes, descriptorName);
3022 ValidateDataTypes(outputStateOutInfo, inputOutputSupportedTypes, descriptorName);
3023 ValidateDataTypes(cellStateOutInfo, cellStateSupportedTypes, descriptorName);
3024 ValidateDataTypes(outputInfo, inputOutputSupportedTypes, descriptorName);
3027 ValidateTensorDataTypesMatch(inputInfo, outputStateInInfo, descriptorName,
"input",
"outputStateIn");
3028 ValidateTensorDataTypesMatch(outputStateInInfo, outputStateOutInfo, descriptorName,
3029 "outputStateIn",
"outputStateOut");
3030 ValidateTensorDataTypesMatch(cellStateInInfo, cellStateOutInfo, descriptorName,
"cellStateIn",
"cellStateOut");
3033 const uint32_t numBatches = inputInfo.GetShape()[0];
3034 const uint32_t inputSize = inputInfo.GetShape()[1];
3035 const uint32_t outputSize = outputStateInInfo.GetShape()[1];
3036 const uint32_t numUnits = cellStateInInfo.GetShape()[1];
3039 ValidateTensorNumDimNumElem(inputInfo, 2, (numBatches * inputSize), descriptorName +
" input");
3040 ValidateTensorNumDimNumElem(outputStateInInfo, 2, (numBatches * outputSize), descriptorName +
" outputStateIn");
3041 ValidateTensorNumDimNumElem(cellStateInInfo, 2, (numBatches * numUnits), descriptorName +
" cellStateIn");
3043 ValidateTensorNumDimNumElem(outputStateOutInfo, 2, (numBatches * outputSize), descriptorName +
" outputStateOut");
3044 ValidateTensorNumDimNumElem(cellStateOutInfo, 2, (numBatches * numUnits), descriptorName +
" cellStateOut");
3045 ValidateTensorNumDimNumElem(outputInfo, 2, (numBatches * outputSize), descriptorName +
" output");
3050 ValidateTensorNumDimNumElem(inputToForgetWeightsInfo, 2, (numUnits * inputSize),
" InputToForgetWeights");
3054 ValidateTensorNumDimNumElem(inputToCellWeightsInfo, 2, (numUnits * inputSize),
" InputToCellWeights");
3058 ValidateTensorNumDimNumElem(inputToOutputWeightsInfo, 2, (numUnits * inputSize),
" InputToOutputWeights");
3062 ValidateTensorNumDimNumElem(recurrentToForgetWeightsInfo, 2, (numUnits * outputSize),
3063 " RecurrentToForgetWeights");
3067 ValidateTensorNumDimNumElem(recurrentToCellWeightsInfo, 2, (numUnits * outputSize),
" RecurrentToCellWeights");
3071 ValidateTensorNumDimNumElem(recurrentToOutputWeightsInfo, 2, (numUnits * outputSize),
" RecurrentToCellWeights");
3074 ValidateDataTypes(inputToForgetWeightsInfo, weightsSupportedTypes, descriptorName);
3076 ValidateTensorDataTypesMatch(inputToForgetWeightsInfo, inputToCellWeightsInfo, descriptorName,
3077 "inputToForgetWeights",
"inputToCellWeights");
3078 ValidateTensorDataTypesMatch(inputToForgetWeightsInfo, inputToOutputWeightsInfo, descriptorName,
3079 "inputToForgetWeights",
"inputToOutputWeights");
3081 ValidateTensorDataTypesMatch(inputToForgetWeightsInfo, recurrentToForgetWeightsInfo, descriptorName,
3082 "inputToForgetWeights",
"recurrentToForgeteights");
3083 ValidateTensorDataTypesMatch(inputToForgetWeightsInfo, recurrentToCellWeightsInfo, descriptorName,
3084 "inputToForgetWeights",
"recurrentToCellWeights");
3085 ValidateTensorDataTypesMatch(inputToForgetWeightsInfo, recurrentToOutputWeightsInfo, descriptorName,
3086 "inputToForgetWeights",
"recurrentToOutputWeights");
3091 ValidateTensorNumDimNumElem(forgetGateBiasInfo, 1, numUnits,
" ForgetGateBias");
3093 ValidatePointer(
m_CellBias, descriptorName,
"CellBias");
3095 ValidateTensorNumDimNumElem(cellBiasInfo, 1, numUnits,
" CellBias");
3099 ValidateTensorNumDimNumElem(outputGateBiasInfo, 1, numUnits,
" OutputGateBias");
3102 ValidateDataTypes(forgetGateBiasInfo, biasSupportedTypes, descriptorName);
3104 ValidateTensorDataTypesMatch(forgetGateBiasInfo, cellBiasInfo, descriptorName,
3105 "forgetGateBias",
"cellBias");
3106 ValidateTensorDataTypesMatch(forgetGateBiasInfo, outputGateBiasInfo, descriptorName,
3107 "forgetGateBias",
"outputGateBias");
3115 if (!allCifgParamsPresentOrNot)
3118 ": InputToInputWeights, RecurrentToInputWeights and InputGateBias must either all be present " 3119 "(CIFG disabled) or not be present at all (CIFG enabled). m_Parameters.m_CifgEnabled should be " 3120 "set appropriately.");
3127 ValidateTensorNumDimNumElem(inputToInputWeightsInfo, 2, (numUnits * inputSize),
" InputToInputWeights");
3130 ValidateTensorNumDimNumElem(recurrentToInputWeightsInfo, 2, (numUnits * outputSize),
3131 " RecurrentToInputWeights");
3134 ValidateTensorNumDimNumElem(inputGateBiasInfo, 1, numUnits,
" InputGateBias");
3137 ValidateTensorDataTypesMatch(inputToForgetWeightsInfo, inputToInputWeightsInfo, descriptorName,
3138 "inputToForgetWeights",
"inputToInputWeights");
3139 ValidateTensorDataTypesMatch(inputToForgetWeightsInfo, recurrentToInputWeightsInfo, descriptorName,
3140 "inputToForgetWeights",
"recurrentToInputWeights");
3141 ValidateTensorDataTypesMatch(forgetGateBiasInfo, inputGateBiasInfo, descriptorName,
3142 "forgetGateBias",
"inputGateBias");
3146 bool allPeepholeWeightsPresentOrNot =
3152 if (!allPeepholeWeightsPresentOrNot)
3155 ": CellToInputWeights, CellToForgetWeights and CellToOutputWeights should all be present (Peephole " 3156 "enabled) or not be present at all (Peephole disabled). CellToInputWeights should only be present " 3157 "when Peephole is enabled and CIFG is disabled. m_Parameters.m_PeepholeEnabled should be set " 3164 ValidateTensorNumDimNumElem(cellToForgetWeightsInfo, 1, numUnits,
" cellToForgetWeights");
3165 ValidateDataTypes(cellToForgetWeightsInfo, layerNormPeepholeWeightsSupportedTypes, descriptorName);
3168 ValidateTensorNumDimNumElem(cellToOutputWeightsInfo, 1, numUnits,
" cellToOutputWeights");
3169 ValidateTensorDataTypesMatch(cellToForgetWeightsInfo, cellToOutputWeightsInfo, descriptorName,
3170 "cellToForgetWeight",
"cellToOutputWeights");
3175 ValidateTensorNumDimNumElem(cellToInputWeightsInfo, 1, numUnits,
" cellToInputWeights");
3176 ValidateTensorDataTypesMatch(cellToForgetWeightsInfo, cellToInputWeightsInfo, descriptorName,
3177 "cellToForgetWeights",
"cellToInputWeights");
3182 bool allLayerNormWeightsPresentOrNot =
3188 if (!allLayerNormWeightsPresentOrNot)
3191 ": InputLayerNormWeights, ForgetLayerNormWeights, m_OutputLayerNormWeights " 3192 "and CellLayerNormWeights should all be present (Layer Norm enabled) or not " 3193 "be present at all (Layer Norm disabled). InputLayerNormWeights should " 3194 "only be present when Layer Norm is enabled and CIFG is disabled. " 3195 "m_Parameters.m_LayerNormEnabled should be set appropriately.");
3201 ValidateTensorNumDimNumElem(forgetLayerNormWeightsInfo, 1, numUnits,
" forgetLayerNormWeights");
3202 ValidateDataTypes(forgetLayerNormWeightsInfo, layerNormPeepholeWeightsSupportedTypes, descriptorName);
3205 ValidateTensorNumDimNumElem(cellLayerNormWeightsInfo, 1, numUnits,
" cellLayerNormWeights");
3206 ValidateTensorDataTypesMatch(forgetLayerNormWeightsInfo, cellLayerNormWeightsInfo, descriptorName,
3207 "forgetLayerNormWeights",
"cellLayerNormWeights");
3210 ValidateTensorNumDimNumElem(outputLayerNormWeightsInfo, 1, numUnits,
" outputLayerNormWeights");
3211 ValidateTensorDataTypesMatch(forgetLayerNormWeightsInfo, outputLayerNormWeightsInfo, descriptorName,
3212 "forgetLayerNormWeights",
"outputLayerNormWeights");
3217 ValidateTensorNumDimNumElem(inputLayerNormWeightsInfo, 1, numUnits,
" inputLayerNormWeights");
3218 ValidateTensorDataTypesMatch(forgetLayerNormWeightsInfo, inputLayerNormWeightsInfo, descriptorName,
3219 "forgetLayerNormWeights",
"inputLayerNormWeights");
3224 bool correctProjectionTensorsPresent =
3229 if (!correctProjectionTensorsPresent)
3232 ": If projection is enabled, ProjectionWeights should be present and " 3233 "ProjectionBias is optional. If projection is disabled, neither " 3234 "ProjectionWeights nor ProjectionBias should be present.");
3240 ValidateTensorNumDimNumElem(projectionWeightsInfo, 2, (numUnits * outputSize),
"ProjectionWeights");
3241 ValidateDataTypes(projectionWeightsInfo, weightsSupportedTypes, descriptorName);
3246 ValidateTensorNumDimNumElem(projectionBiasInfo, 1, outputSize,
"ProjectionBias");
3247 ValidateDataTypes(projectionBiasInfo, biasSupportedTypes, descriptorName);
3254 ": If projection is disabled, output quantization info (scale, offset) " 3255 "should match HiddenStateScale and HiddenStateZeroPoint.");
const ConstTensorHandle * m_CellLayerNormWeights
const ConstTensorHandle * m_ProjectionWeights
const ConstTensorHandle * m_ForgetGateBias
const ConstTensorHandle * m_InputToOutputWeights
bool m_PeepholeEnabled
Enable/disable peephole.
float m_HiddenStateScale
Hidden State quantization scale.
const ConstTensorHandle * m_InputToInputWeights
const ConstTensorHandle * m_CellToOutputWeights
const ConstTensorHandle * m_CellToInputWeights
QLstmDescriptor m_Parameters
const ConstTensorHandle * m_ForgetLayerNormWeights
const TensorInfo & GetTensorInfo() const
std::vector< TensorInfo > m_InputTensorInfos
bool m_LayerNormEnabled
Enable/disable layer normalization.
const ConstTensorHandle * m_InputToForgetWeights
const ConstTensorHandle * m_CellBias
std::vector< TensorInfo > m_OutputTensorInfos
const ConstTensorHandle * m_InputLayerNormWeights
const ConstTensorHandle * m_InputToCellWeights
const ConstTensorHandle * m_CellToForgetWeights
const ConstTensorHandle * m_ProjectionBias
const ConstTensorHandle * m_RecurrentToCellWeights
bool m_ProjectionEnabled
Enable/disable the projection layer.
const ConstTensorHandle * m_InputGateBias
const ConstTensorHandle * m_OutputGateBias
const ConstTensorHandle * m_OutputLayerNormWeights
const ConstTensorHandle * m_RecurrentToOutputWeights
const ConstTensorHandle * m_RecurrentToInputWeights
bool m_CifgEnabled
Enable/disable CIFG (coupled input & forget gate).
const ConstTensorHandle * m_RecurrentToForgetWeights
int32_t m_HiddenStateZeroPoint
Hidden State zero point.