3204 const std::string descriptorName{
"QuantizedLstmQueueDescriptor"};
3207 ValidateNumInputs(workloadInfo, descriptorName, 3);
3208 ValidateNumOutputs(workloadInfo, descriptorName, 2);
3218 std::vector<DataType> inputOutputSupportedTypes =
3223 std::vector<DataType> cellStateSupportedTypes =
3228 std::vector<DataType> weightsSupportedTypes =
3233 std::vector<DataType> biasSupportedTypes =
3239 ValidateDataTypes(inputInfo, inputOutputSupportedTypes, descriptorName);
3240 ValidateDataTypes(cellStateInInfo, cellStateSupportedTypes, descriptorName);
3241 ValidateDataTypes(outputStateInInfo, inputOutputSupportedTypes, descriptorName);
3243 ValidateDataTypes(cellStateOutInfo, cellStateSupportedTypes, descriptorName);
3244 ValidateDataTypes(outputStateOutInfo, inputOutputSupportedTypes, descriptorName);
3247 ValidateTensorDataTypesMatch(inputInfo, outputStateInInfo, descriptorName,
"input",
"outputStateIn");
3248 ValidateTensorDataTypesMatch(outputStateInInfo, outputStateOutInfo, descriptorName,
3249 "outputStateIn",
"outputStateOut");
3250 ValidateTensorDataTypesMatch(cellStateInInfo, cellStateOutInfo, descriptorName,
"cellStateIn",
"cellStateOut");
3253 ValidateTensorQuantizationSpace(inputInfo, outputStateInInfo, descriptorName,
"input",
"outputStateIn");
3254 ValidateTensorQuantizationSpace(inputInfo, outputStateOutInfo, descriptorName,
"input",
"outputStateOut");
3255 ValidateTensorQuantizationSpace(cellStateInInfo, cellStateOutInfo, descriptorName,
"cellStateIn",
"cellStateOut");
3258 const uint32_t numBatches = inputInfo.GetShape()[0];
3259 const uint32_t inputSize = inputInfo.GetShape()[1];
3260 const uint32_t outputSize = cellStateInInfo.GetShape()[1];
3263 ValidateTensorNumDimNumElem(inputInfo, 2, (numBatches * inputSize), descriptorName +
" input");
3264 ValidateTensorNumDimNumElem(cellStateInInfo, 2, (numBatches * outputSize), descriptorName +
" cellStateIn");
3265 ValidateTensorNumDimNumElem(outputStateInInfo, 2, (numBatches * outputSize), descriptorName +
" outputStateIn");
3266 ValidateTensorNumDimNumElem(cellStateOutInfo, 2, (numBatches * outputSize), descriptorName +
" cellStateOut");
3267 ValidateTensorNumDimNumElem(outputStateOutInfo, 2, (numBatches * outputSize), descriptorName +
" outputStateOut");
3272 ValidateTensorNumDimNumElem(inputToInputWeightsInfo, 2, (outputSize * inputSize),
" InputToInputWeights");
3276 ValidateTensorNumDimNumElem(inputToForgetWeightsInfo, 2, (outputSize * inputSize),
" InputToForgetWeights");
3280 ValidateTensorNumDimNumElem(inputToCellWeightsInfo, 2, (outputSize * inputSize),
" InputToCellWeights");
3284 ValidateTensorNumDimNumElem(inputToOutputWeightsInfo, 2, (outputSize * inputSize),
" InputToOutputWeights");
3288 ValidateTensorNumDimNumElem(recurrentToInputWeightsInfo, 2, (outputSize * outputSize),
" RecurrentToInputWeights");
3292 ValidateTensorNumDimNumElem(recurrentToForgetWeightsInfo, 2, (outputSize * outputSize),
3293 " RecurrentToForgetWeights");
3297 ValidateTensorNumDimNumElem(recurrentToCellWeightsInfo, 2, (outputSize * outputSize),
" RecurrentToCellWeights");
3301 ValidateTensorNumDimNumElem(recurrentToOutputWeightsInfo, 2, (outputSize * outputSize),
" RecurrentToCellWeights");
3304 ValidateDataTypes(inputToInputWeightsInfo, weightsSupportedTypes, descriptorName);
3306 ValidateTensorDataTypesMatch(inputToInputWeightsInfo, inputToForgetWeightsInfo, descriptorName,
3307 "inputToInputWeights",
"inputToForgetWeights");
3308 ValidateTensorDataTypesMatch(inputToInputWeightsInfo, inputToCellWeightsInfo, descriptorName,
3309 "inputToInputWeights",
"inputToCellWeights");
3310 ValidateTensorDataTypesMatch(inputToInputWeightsInfo, inputToOutputWeightsInfo, descriptorName,
3311 "inputToInputWeights",
"inputToOutputWeights");
3313 ValidateTensorDataTypesMatch(inputToInputWeightsInfo, recurrentToInputWeightsInfo, descriptorName,
3314 "inputToInputWeights",
"recurrentToInputWeights");
3315 ValidateTensorDataTypesMatch(inputToInputWeightsInfo, recurrentToForgetWeightsInfo, descriptorName,
3316 "inputToInputWeights",
"recurrentToForgeteights");
3317 ValidateTensorDataTypesMatch(inputToInputWeightsInfo, recurrentToCellWeightsInfo, descriptorName,
3318 "inputToInputWeights",
"recurrentToCellWeights");
3319 ValidateTensorDataTypesMatch(inputToInputWeightsInfo, recurrentToOutputWeightsInfo, descriptorName,
3320 "inputToInputWeights",
"recurrentToOutputWeights");
3323 ValidateTensorQuantizationSpace(inputToInputWeightsInfo, inputToForgetWeightsInfo,
3324 descriptorName,
"inputToInputWeights",
"inputToForgetWeights");
3325 ValidateTensorQuantizationSpace(inputToInputWeightsInfo, inputToCellWeightsInfo,
3326 descriptorName,
"inputToInputWeights",
"inputToCellWeights");
3327 ValidateTensorQuantizationSpace(inputToInputWeightsInfo, inputToOutputWeightsInfo,
3328 descriptorName,
"inputToInputWeights",
"inputToOutputWeights");
3330 ValidateTensorQuantizationSpace(inputToInputWeightsInfo, recurrentToInputWeightsInfo,
3331 descriptorName,
"inputToInputWeights",
"recurrentToInputWeights");
3332 ValidateTensorQuantizationSpace(inputToInputWeightsInfo, recurrentToForgetWeightsInfo,
3333 descriptorName,
"inputToInputWeights",
"recurrentToForgetWeights");
3334 ValidateTensorQuantizationSpace(inputToInputWeightsInfo, recurrentToCellWeightsInfo,
3335 descriptorName,
"inputToInputWeights",
"recurrentToCellWeights");
3336 ValidateTensorQuantizationSpace(inputToInputWeightsInfo, recurrentToOutputWeightsInfo,
3337 descriptorName,
"inputToInputWeights",
"recurrentToOutputWeights");
3342 ValidateTensorNumDimNumElem(inputGateBiasInfo, 1, outputSize,
" InputGateBias");
3346 ValidateTensorNumDimNumElem(forgetGateBiasInfo, 1, outputSize,
" ForgetGateBias");
3348 ValidatePointer(
m_CellBias, descriptorName,
"CellBias");
3350 ValidateTensorNumDimNumElem(cellBiasInfo, 1, outputSize,
" CellBias");
3354 ValidateTensorNumDimNumElem(outputGateBiasInfo, 1, outputSize,
" OutputGateBias");
3357 ValidateDataTypes(inputGateBiasInfo, biasSupportedTypes, descriptorName);
3359 ValidateTensorDataTypesMatch(inputGateBiasInfo, forgetGateBiasInfo, descriptorName,
3360 "inputGateBias",
"forgetGateBias");
3361 ValidateTensorDataTypesMatch(inputGateBiasInfo, cellBiasInfo, descriptorName,
3362 "inputGateBias",
"cellBias");
3363 ValidateTensorDataTypesMatch(inputGateBiasInfo, outputGateBiasInfo, descriptorName,
3364 "inputGateBias",
"outputGateBias");
3367 ValidateBiasTensorQuantization(inputGateBiasInfo, inputInfo, inputToInputWeightsInfo, descriptorName);
3368 ValidateBiasTensorQuantization(forgetGateBiasInfo, inputInfo, inputToInputWeightsInfo, descriptorName);
3369 ValidateBiasTensorQuantization(cellBiasInfo, inputInfo, inputToInputWeightsInfo, descriptorName);
3370 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