3188 const std::string descriptorName{
"QuantizedLstmQueueDescriptor"};
3191 ValidateNumInputs(workloadInfo, descriptorName, 3);
3192 ValidateNumOutputs(workloadInfo, descriptorName, 2);
3202 std::vector<DataType> inputOutputSupportedTypes =
3207 std::vector<DataType> cellStateSupportedTypes =
3212 std::vector<DataType> weightsSupportedTypes =
3217 std::vector<DataType> biasSupportedTypes =
3223 ValidateDataTypes(inputInfo, inputOutputSupportedTypes, descriptorName);
3224 ValidateDataTypes(cellStateInInfo, cellStateSupportedTypes, descriptorName);
3225 ValidateDataTypes(outputStateInInfo, inputOutputSupportedTypes, descriptorName);
3227 ValidateDataTypes(cellStateOutInfo, cellStateSupportedTypes, descriptorName);
3228 ValidateDataTypes(outputStateOutInfo, inputOutputSupportedTypes, descriptorName);
3231 ValidateTensorDataTypesMatch(inputInfo, outputStateInInfo, descriptorName,
"input",
"outputStateIn");
3232 ValidateTensorDataTypesMatch(outputStateInInfo, outputStateOutInfo, descriptorName,
3233 "outputStateIn",
"outputStateOut");
3234 ValidateTensorDataTypesMatch(cellStateInInfo, cellStateOutInfo, descriptorName,
"cellStateIn",
"cellStateOut");
3237 ValidateTensorQuantizationSpace(inputInfo, outputStateInInfo, descriptorName,
"input",
"outputStateIn");
3238 ValidateTensorQuantizationSpace(inputInfo, outputStateOutInfo, descriptorName,
"input",
"outputStateOut");
3239 ValidateTensorQuantizationSpace(cellStateInInfo, cellStateOutInfo, descriptorName,
"cellStateIn",
"cellStateOut");
3242 const uint32_t numBatches = inputInfo.GetShape()[0];
3243 const uint32_t inputSize = inputInfo.GetShape()[1];
3244 const uint32_t outputSize = cellStateInInfo.GetShape()[1];
3247 ValidateTensorNumDimNumElem(inputInfo, 2, (numBatches * inputSize), descriptorName +
" input");
3248 ValidateTensorNumDimNumElem(cellStateInInfo, 2, (numBatches * outputSize), descriptorName +
" cellStateIn");
3249 ValidateTensorNumDimNumElem(outputStateInInfo, 2, (numBatches * outputSize), descriptorName +
" outputStateIn");
3250 ValidateTensorNumDimNumElem(cellStateOutInfo, 2, (numBatches * outputSize), descriptorName +
" cellStateOut");
3251 ValidateTensorNumDimNumElem(outputStateOutInfo, 2, (numBatches * outputSize), descriptorName +
" outputStateOut");
3256 ValidateTensorNumDimNumElem(inputToInputWeightsInfo, 2, (outputSize * inputSize),
" InputToInputWeights");
3260 ValidateTensorNumDimNumElem(inputToForgetWeightsInfo, 2, (outputSize * inputSize),
" InputToForgetWeights");
3264 ValidateTensorNumDimNumElem(inputToCellWeightsInfo, 2, (outputSize * inputSize),
" InputToCellWeights");
3268 ValidateTensorNumDimNumElem(inputToOutputWeightsInfo, 2, (outputSize * inputSize),
" InputToOutputWeights");
3272 ValidateTensorNumDimNumElem(recurrentToInputWeightsInfo, 2, (outputSize * outputSize),
" RecurrentToInputWeights");
3276 ValidateTensorNumDimNumElem(recurrentToForgetWeightsInfo, 2, (outputSize * outputSize),
3277 " RecurrentToForgetWeights");
3281 ValidateTensorNumDimNumElem(recurrentToCellWeightsInfo, 2, (outputSize * outputSize),
" RecurrentToCellWeights");
3285 ValidateTensorNumDimNumElem(recurrentToOutputWeightsInfo, 2, (outputSize * outputSize),
" RecurrentToCellWeights");
3288 ValidateDataTypes(inputToInputWeightsInfo, weightsSupportedTypes, descriptorName);
3290 ValidateTensorDataTypesMatch(inputToInputWeightsInfo, inputToForgetWeightsInfo, descriptorName,
3291 "inputToInputWeights",
"inputToForgetWeights");
3292 ValidateTensorDataTypesMatch(inputToInputWeightsInfo, inputToCellWeightsInfo, descriptorName,
3293 "inputToInputWeights",
"inputToCellWeights");
3294 ValidateTensorDataTypesMatch(inputToInputWeightsInfo, inputToOutputWeightsInfo, descriptorName,
3295 "inputToInputWeights",
"inputToOutputWeights");
3297 ValidateTensorDataTypesMatch(inputToInputWeightsInfo, recurrentToInputWeightsInfo, descriptorName,
3298 "inputToInputWeights",
"recurrentToInputWeights");
3299 ValidateTensorDataTypesMatch(inputToInputWeightsInfo, recurrentToForgetWeightsInfo, descriptorName,
3300 "inputToInputWeights",
"recurrentToForgeteights");
3301 ValidateTensorDataTypesMatch(inputToInputWeightsInfo, recurrentToCellWeightsInfo, descriptorName,
3302 "inputToInputWeights",
"recurrentToCellWeights");
3303 ValidateTensorDataTypesMatch(inputToInputWeightsInfo, recurrentToOutputWeightsInfo, descriptorName,
3304 "inputToInputWeights",
"recurrentToOutputWeights");
3307 ValidateTensorQuantizationSpace(inputToInputWeightsInfo, inputToForgetWeightsInfo,
3308 descriptorName,
"inputToInputWeights",
"inputToForgetWeights");
3309 ValidateTensorQuantizationSpace(inputToInputWeightsInfo, inputToCellWeightsInfo,
3310 descriptorName,
"inputToInputWeights",
"inputToCellWeights");
3311 ValidateTensorQuantizationSpace(inputToInputWeightsInfo, inputToOutputWeightsInfo,
3312 descriptorName,
"inputToInputWeights",
"inputToOutputWeights");
3314 ValidateTensorQuantizationSpace(inputToInputWeightsInfo, recurrentToInputWeightsInfo,
3315 descriptorName,
"inputToInputWeights",
"recurrentToInputWeights");
3316 ValidateTensorQuantizationSpace(inputToInputWeightsInfo, recurrentToForgetWeightsInfo,
3317 descriptorName,
"inputToInputWeights",
"recurrentToForgetWeights");
3318 ValidateTensorQuantizationSpace(inputToInputWeightsInfo, recurrentToCellWeightsInfo,
3319 descriptorName,
"inputToInputWeights",
"recurrentToCellWeights");
3320 ValidateTensorQuantizationSpace(inputToInputWeightsInfo, recurrentToOutputWeightsInfo,
3321 descriptorName,
"inputToInputWeights",
"recurrentToOutputWeights");
3326 ValidateTensorNumDimNumElem(inputGateBiasInfo, 1, outputSize,
" InputGateBias");
3330 ValidateTensorNumDimNumElem(forgetGateBiasInfo, 1, outputSize,
" ForgetGateBias");
3332 ValidatePointer(
m_CellBias, descriptorName,
"CellBias");
3334 ValidateTensorNumDimNumElem(cellBiasInfo, 1, outputSize,
" CellBias");
3338 ValidateTensorNumDimNumElem(outputGateBiasInfo, 1, outputSize,
" OutputGateBias");
3341 ValidateDataTypes(inputGateBiasInfo, biasSupportedTypes, descriptorName);
3343 ValidateTensorDataTypesMatch(inputGateBiasInfo, forgetGateBiasInfo, descriptorName,
3344 "inputGateBias",
"forgetGateBias");
3345 ValidateTensorDataTypesMatch(inputGateBiasInfo, cellBiasInfo, descriptorName,
3346 "inputGateBias",
"cellBias");
3347 ValidateTensorDataTypesMatch(inputGateBiasInfo, outputGateBiasInfo, descriptorName,
3348 "inputGateBias",
"outputGateBias");
3351 ValidateBiasTensorQuantization(inputGateBiasInfo, inputInfo, inputToInputWeightsInfo, descriptorName);
3352 ValidateBiasTensorQuantization(forgetGateBiasInfo, inputInfo, inputToInputWeightsInfo, descriptorName);
3353 ValidateBiasTensorQuantization(cellBiasInfo, inputInfo, inputToInputWeightsInfo, descriptorName);
3354 ValidateBiasTensorQuantization(outputGateBiasInfo, inputInfo, inputToInputWeightsInfo, descriptorName);
const ConstCpuTensorHandle * m_RecurrentToForgetWeights
const ConstCpuTensorHandle * m_InputGateBias
const ConstCpuTensorHandle * m_InputToCellWeights
std::vector< TensorInfo > m_InputTensorInfos
const ConstCpuTensorHandle * m_ForgetGateBias
const ConstCpuTensorHandle * m_RecurrentToInputWeights
std::vector< TensorInfo > m_OutputTensorInfos
const ConstCpuTensorHandle * m_RecurrentToCellWeights
const ConstCpuTensorHandle * m_RecurrentToOutputWeights
const ConstCpuTensorHandle * m_CellBias
const ConstCpuTensorHandle * m_OutputGateBias
const ConstCpuTensorHandle * m_InputToForgetWeights
const ConstCpuTensorHandle * m_InputToOutputWeights
const ConstCpuTensorHandle * m_InputToInputWeights
const TensorInfo & GetTensorInfo() const