2966 const std::string descriptorName{
"QLstmQueueDescriptor"};
2969 ValidateNumInputs(workloadInfo, descriptorName, 3);
2970 ValidateNumOutputs(workloadInfo, descriptorName, 3);
2982 std::vector<DataType> inputOutputSupportedTypes =
2987 std::vector<DataType> cellStateSupportedTypes =
2992 std::vector<DataType> weightsSupportedTypes =
2997 std::vector<DataType> layerNormPeepholeWeightsSupportedTypes =
3002 std::vector<DataType> biasSupportedTypes =
3008 ValidateDataTypes(inputInfo, inputOutputSupportedTypes, descriptorName);
3009 ValidateDataTypes(outputStateInInfo, inputOutputSupportedTypes, descriptorName);
3010 ValidateDataTypes(cellStateInInfo, cellStateSupportedTypes, descriptorName);
3012 ValidateDataTypes(outputStateOutInfo, inputOutputSupportedTypes, descriptorName);
3013 ValidateDataTypes(cellStateOutInfo, cellStateSupportedTypes, descriptorName);
3014 ValidateDataTypes(outputInfo, inputOutputSupportedTypes, descriptorName);
3017 ValidateTensorDataTypesMatch(inputInfo, outputStateInInfo, descriptorName,
"input",
"outputStateIn");
3018 ValidateTensorDataTypesMatch(outputStateInInfo, outputStateOutInfo, descriptorName,
3019 "outputStateIn",
"outputStateOut");
3020 ValidateTensorDataTypesMatch(cellStateInInfo, cellStateOutInfo, descriptorName,
"cellStateIn",
"cellStateOut");
3023 const uint32_t numBatches = inputInfo.GetShape()[0];
3024 const uint32_t inputSize = inputInfo.GetShape()[1];
3025 const uint32_t outputSize = outputStateInInfo.GetShape()[1];
3026 const uint32_t numUnits = cellStateInInfo.GetShape()[1];
3029 ValidateTensorNumDimNumElem(inputInfo, 2, (numBatches * inputSize), descriptorName +
" input");
3030 ValidateTensorNumDimNumElem(outputStateInInfo, 2, (numBatches * outputSize), descriptorName +
" outputStateIn");
3031 ValidateTensorNumDimNumElem(cellStateInInfo, 2, (numBatches * numUnits), descriptorName +
" cellStateIn");
3033 ValidateTensorNumDimNumElem(outputStateOutInfo, 2, (numBatches * outputSize), descriptorName +
" outputStateOut");
3034 ValidateTensorNumDimNumElem(cellStateOutInfo, 2, (numBatches * numUnits), descriptorName +
" cellStateOut");
3035 ValidateTensorNumDimNumElem(outputInfo, 2, (numBatches * outputSize), descriptorName +
" output");
3040 ValidateTensorNumDimNumElem(inputToForgetWeightsInfo, 2, (numUnits * inputSize),
" InputToForgetWeights");
3044 ValidateTensorNumDimNumElem(inputToCellWeightsInfo, 2, (numUnits * inputSize),
" InputToCellWeights");
3048 ValidateTensorNumDimNumElem(inputToOutputWeightsInfo, 2, (numUnits * inputSize),
" InputToOutputWeights");
3052 ValidateTensorNumDimNumElem(recurrentToForgetWeightsInfo, 2, (numUnits * outputSize),
3053 " RecurrentToForgetWeights");
3057 ValidateTensorNumDimNumElem(recurrentToCellWeightsInfo, 2, (numUnits * outputSize),
" RecurrentToCellWeights");
3061 ValidateTensorNumDimNumElem(recurrentToOutputWeightsInfo, 2, (numUnits * outputSize),
" RecurrentToCellWeights");
3064 ValidateDataTypes(inputToForgetWeightsInfo, weightsSupportedTypes, descriptorName);
3066 ValidateTensorDataTypesMatch(inputToForgetWeightsInfo, inputToCellWeightsInfo, descriptorName,
3067 "inputToForgetWeights",
"inputToCellWeights");
3068 ValidateTensorDataTypesMatch(inputToForgetWeightsInfo, inputToOutputWeightsInfo, descriptorName,
3069 "inputToForgetWeights",
"inputToOutputWeights");
3071 ValidateTensorDataTypesMatch(inputToForgetWeightsInfo, recurrentToForgetWeightsInfo, descriptorName,
3072 "inputToForgetWeights",
"recurrentToForgeteights");
3073 ValidateTensorDataTypesMatch(inputToForgetWeightsInfo, recurrentToCellWeightsInfo, descriptorName,
3074 "inputToForgetWeights",
"recurrentToCellWeights");
3075 ValidateTensorDataTypesMatch(inputToForgetWeightsInfo, recurrentToOutputWeightsInfo, descriptorName,
3076 "inputToForgetWeights",
"recurrentToOutputWeights");
3081 ValidateTensorNumDimNumElem(forgetGateBiasInfo, 1, numUnits,
" ForgetGateBias");
3083 ValidatePointer(
m_CellBias, descriptorName,
"CellBias");
3085 ValidateTensorNumDimNumElem(cellBiasInfo, 1, numUnits,
" CellBias");
3089 ValidateTensorNumDimNumElem(outputGateBiasInfo, 1, numUnits,
" OutputGateBias");
3092 ValidateDataTypes(forgetGateBiasInfo, biasSupportedTypes, descriptorName);
3094 ValidateTensorDataTypesMatch(forgetGateBiasInfo, cellBiasInfo, descriptorName,
3095 "forgetGateBias",
"cellBias");
3096 ValidateTensorDataTypesMatch(forgetGateBiasInfo, outputGateBiasInfo, descriptorName,
3097 "forgetGateBias",
"outputGateBias");
3105 if (!allCifgParamsPresentOrNot)
3108 ": InputToInputWeights, RecurrentToInputWeights and InputGateBias must either all be present " 3109 "(CIFG disabled) or not be present at all (CIFG enabled). m_Parameters.m_CifgEnabled should be " 3110 "set appropriately.");
3117 ValidateTensorNumDimNumElem(inputToInputWeightsInfo, 2, (numUnits * inputSize),
" InputToInputWeights");
3120 ValidateTensorNumDimNumElem(recurrentToInputWeightsInfo, 2, (numUnits * outputSize),
3121 " RecurrentToInputWeights");
3124 ValidateTensorNumDimNumElem(inputGateBiasInfo, 1, numUnits,
" InputGateBias");
3127 ValidateTensorDataTypesMatch(inputToForgetWeightsInfo, inputToInputWeightsInfo, descriptorName,
3128 "inputToForgetWeights",
"inputToInputWeights");
3129 ValidateTensorDataTypesMatch(inputToForgetWeightsInfo, recurrentToInputWeightsInfo, descriptorName,
3130 "inputToForgetWeights",
"recurrentToInputWeights");
3131 ValidateTensorDataTypesMatch(forgetGateBiasInfo, inputGateBiasInfo, descriptorName,
3132 "forgetGateBias",
"inputGateBias");
3136 bool allPeepholeWeightsPresentOrNot =
3142 if (!allPeepholeWeightsPresentOrNot)
3145 ": CellToInputWeights, CellToForgetWeights and CellToOutputWeights should all be present (Peephole " 3146 "enabled) or not be present at all (Peephole disabled). CellToInputWeights should only be present " 3147 "when Peephole is enabled and CIFG is disabled. m_Parameters.m_PeepholeEnabled should be set " 3154 ValidateTensorNumDimNumElem(cellToForgetWeightsInfo, 1, numUnits,
" cellToForgetWeights");
3155 ValidateDataTypes(cellToForgetWeightsInfo, layerNormPeepholeWeightsSupportedTypes, descriptorName);
3158 ValidateTensorNumDimNumElem(cellToOutputWeightsInfo, 1, numUnits,
" cellToOutputWeights");
3159 ValidateTensorDataTypesMatch(cellToForgetWeightsInfo, cellToOutputWeightsInfo, descriptorName,
3160 "cellToForgetWeight",
"cellToOutputWeights");
3165 ValidateTensorNumDimNumElem(cellToInputWeightsInfo, 1, numUnits,
" cellToInputWeights");
3166 ValidateTensorDataTypesMatch(cellToForgetWeightsInfo, cellToInputWeightsInfo, descriptorName,
3167 "cellToForgetWeights",
"cellToInputWeights");
3172 bool allLayerNormWeightsPresentOrNot =
3178 if (!allLayerNormWeightsPresentOrNot)
3181 ": InputLayerNormWeights, ForgetLayerNormWeights, m_OutputLayerNormWeights " 3182 "and CellLayerNormWeights should all be present (Layer Norm enabled) or not " 3183 "be present at all (Layer Norm disabled). InputLayerNormWeights should " 3184 "only be present when Layer Norm is enabled and CIFG is disabled. " 3185 "m_Parameters.m_LayerNormEnabled should be set appropriately.");
3191 ValidateTensorNumDimNumElem(forgetLayerNormWeightsInfo, 1, numUnits,
" forgetLayerNormWeights");
3192 ValidateDataTypes(forgetLayerNormWeightsInfo, layerNormPeepholeWeightsSupportedTypes, descriptorName);
3195 ValidateTensorNumDimNumElem(cellLayerNormWeightsInfo, 1, numUnits,
" cellLayerNormWeights");
3196 ValidateTensorDataTypesMatch(forgetLayerNormWeightsInfo, cellLayerNormWeightsInfo, descriptorName,
3197 "forgetLayerNormWeights",
"cellLayerNormWeights");
3200 ValidateTensorNumDimNumElem(outputLayerNormWeightsInfo, 1, numUnits,
" outputLayerNormWeights");
3201 ValidateTensorDataTypesMatch(forgetLayerNormWeightsInfo, outputLayerNormWeightsInfo, descriptorName,
3202 "forgetLayerNormWeights",
"outputLayerNormWeights");
3207 ValidateTensorNumDimNumElem(inputLayerNormWeightsInfo, 1, numUnits,
" inputLayerNormWeights");
3208 ValidateTensorDataTypesMatch(forgetLayerNormWeightsInfo, inputLayerNormWeightsInfo, descriptorName,
3209 "forgetLayerNormWeights",
"inputLayerNormWeights");
3214 bool correctProjectionTensorsPresent =
3219 if (!correctProjectionTensorsPresent)
3222 ": If projection is enabled, ProjectionWeights should be present and " 3223 "ProjectionBias is optional. If projection is disabled, neither " 3224 "ProjectionWeights nor ProjectionBias should be present.");
3230 ValidateTensorNumDimNumElem(projectionWeightsInfo, 2, (numUnits * outputSize),
"ProjectionWeights");
3231 ValidateDataTypes(projectionWeightsInfo, weightsSupportedTypes, descriptorName);
3236 ValidateTensorNumDimNumElem(projectionBiasInfo, 1, outputSize,
"ProjectionBias");
3237 ValidateDataTypes(projectionBiasInfo, biasSupportedTypes, descriptorName);
3244 ": If projection is disabled, output quantization info (scale, offset) " 3245 "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.