3331 const std::string descriptorName{
"QuantizedLstmQueueDescriptor"};
3334 ValidateNumInputs(workloadInfo, descriptorName, 3);
3335 ValidateNumOutputs(workloadInfo, descriptorName, 2);
3345 std::vector<DataType> inputOutputSupportedTypes =
3350 std::vector<DataType> cellStateSupportedTypes =
3355 std::vector<DataType> weightsSupportedTypes =
3360 std::vector<DataType> biasSupportedTypes =
3366 ValidateDataTypes(inputInfo, inputOutputSupportedTypes, descriptorName);
3367 ValidateDataTypes(cellStateInInfo, cellStateSupportedTypes, descriptorName);
3368 ValidateDataTypes(outputStateInInfo, inputOutputSupportedTypes, descriptorName);
3370 ValidateDataTypes(cellStateOutInfo, cellStateSupportedTypes, descriptorName);
3371 ValidateDataTypes(outputStateOutInfo, inputOutputSupportedTypes, descriptorName);
3374 ValidateTensorDataTypesMatch(inputInfo, outputStateInInfo, descriptorName,
"input",
"outputStateIn");
3375 ValidateTensorDataTypesMatch(outputStateInInfo, outputStateOutInfo, descriptorName,
3376 "outputStateIn",
"outputStateOut");
3377 ValidateTensorDataTypesMatch(cellStateInInfo, cellStateOutInfo, descriptorName,
"cellStateIn",
"cellStateOut");
3380 ValidateTensorQuantizationSpace(inputInfo, outputStateInInfo, descriptorName,
"input",
"outputStateIn");
3381 ValidateTensorQuantizationSpace(inputInfo, outputStateOutInfo, descriptorName,
"input",
"outputStateOut");
3382 ValidateTensorQuantizationSpace(cellStateInInfo, cellStateOutInfo, descriptorName,
"cellStateIn",
"cellStateOut");
3385 const uint32_t numBatches = inputInfo.GetShape()[0];
3386 const uint32_t inputSize = inputInfo.GetShape()[1];
3387 const uint32_t outputSize = cellStateInInfo.GetShape()[1];
3390 ValidateTensorNumDimNumElem(inputInfo, 2, (numBatches * inputSize), descriptorName +
" input");
3391 ValidateTensorNumDimNumElem(cellStateInInfo, 2, (numBatches * outputSize), descriptorName +
" cellStateIn");
3392 ValidateTensorNumDimNumElem(outputStateInInfo, 2, (numBatches * outputSize), descriptorName +
" outputStateIn");
3393 ValidateTensorNumDimNumElem(cellStateOutInfo, 2, (numBatches * outputSize), descriptorName +
" cellStateOut");
3394 ValidateTensorNumDimNumElem(outputStateOutInfo, 2, (numBatches * outputSize), descriptorName +
" outputStateOut");
3399 ValidateTensorNumDimNumElem(inputToInputWeightsInfo, 2, (outputSize * inputSize),
" InputToInputWeights");
3403 ValidateTensorNumDimNumElem(inputToForgetWeightsInfo, 2, (outputSize * inputSize),
" InputToForgetWeights");
3407 ValidateTensorNumDimNumElem(inputToCellWeightsInfo, 2, (outputSize * inputSize),
" InputToCellWeights");
3411 ValidateTensorNumDimNumElem(inputToOutputWeightsInfo, 2, (outputSize * inputSize),
" InputToOutputWeights");
3415 ValidateTensorNumDimNumElem(recurrentToInputWeightsInfo, 2, (outputSize * outputSize),
" RecurrentToInputWeights");
3419 ValidateTensorNumDimNumElem(recurrentToForgetWeightsInfo, 2, (outputSize * outputSize),
3420 " RecurrentToForgetWeights");
3424 ValidateTensorNumDimNumElem(recurrentToCellWeightsInfo, 2, (outputSize * outputSize),
" RecurrentToCellWeights");
3428 ValidateTensorNumDimNumElem(recurrentToOutputWeightsInfo, 2, (outputSize * outputSize),
" RecurrentToCellWeights");
3431 ValidateDataTypes(inputToInputWeightsInfo, weightsSupportedTypes, descriptorName);
3433 ValidateTensorDataTypesMatch(inputToInputWeightsInfo, inputToForgetWeightsInfo, descriptorName,
3434 "inputToInputWeights",
"inputToForgetWeights");
3435 ValidateTensorDataTypesMatch(inputToInputWeightsInfo, inputToCellWeightsInfo, descriptorName,
3436 "inputToInputWeights",
"inputToCellWeights");
3437 ValidateTensorDataTypesMatch(inputToInputWeightsInfo, inputToOutputWeightsInfo, descriptorName,
3438 "inputToInputWeights",
"inputToOutputWeights");
3440 ValidateTensorDataTypesMatch(inputToInputWeightsInfo, recurrentToInputWeightsInfo, descriptorName,
3441 "inputToInputWeights",
"recurrentToInputWeights");
3442 ValidateTensorDataTypesMatch(inputToInputWeightsInfo, recurrentToForgetWeightsInfo, descriptorName,
3443 "inputToInputWeights",
"recurrentToForgeteights");
3444 ValidateTensorDataTypesMatch(inputToInputWeightsInfo, recurrentToCellWeightsInfo, descriptorName,
3445 "inputToInputWeights",
"recurrentToCellWeights");
3446 ValidateTensorDataTypesMatch(inputToInputWeightsInfo, recurrentToOutputWeightsInfo, descriptorName,
3447 "inputToInputWeights",
"recurrentToOutputWeights");
3450 ValidateTensorQuantizationSpace(inputToInputWeightsInfo, inputToForgetWeightsInfo,
3451 descriptorName,
"inputToInputWeights",
"inputToForgetWeights");
3452 ValidateTensorQuantizationSpace(inputToInputWeightsInfo, inputToCellWeightsInfo,
3453 descriptorName,
"inputToInputWeights",
"inputToCellWeights");
3454 ValidateTensorQuantizationSpace(inputToInputWeightsInfo, inputToOutputWeightsInfo,
3455 descriptorName,
"inputToInputWeights",
"inputToOutputWeights");
3457 ValidateTensorQuantizationSpace(inputToInputWeightsInfo, recurrentToInputWeightsInfo,
3458 descriptorName,
"inputToInputWeights",
"recurrentToInputWeights");
3459 ValidateTensorQuantizationSpace(inputToInputWeightsInfo, recurrentToForgetWeightsInfo,
3460 descriptorName,
"inputToInputWeights",
"recurrentToForgetWeights");
3461 ValidateTensorQuantizationSpace(inputToInputWeightsInfo, recurrentToCellWeightsInfo,
3462 descriptorName,
"inputToInputWeights",
"recurrentToCellWeights");
3463 ValidateTensorQuantizationSpace(inputToInputWeightsInfo, recurrentToOutputWeightsInfo,
3464 descriptorName,
"inputToInputWeights",
"recurrentToOutputWeights");
3469 ValidateTensorNumDimNumElem(inputGateBiasInfo, 1, outputSize,
" InputGateBias");
3473 ValidateTensorNumDimNumElem(forgetGateBiasInfo, 1, outputSize,
" ForgetGateBias");
3475 ValidatePointer(
m_CellBias, descriptorName,
"CellBias");
3477 ValidateTensorNumDimNumElem(cellBiasInfo, 1, outputSize,
" CellBias");
3481 ValidateTensorNumDimNumElem(outputGateBiasInfo, 1, outputSize,
" OutputGateBias");
3484 ValidateDataTypes(inputGateBiasInfo, biasSupportedTypes, descriptorName);
3486 ValidateTensorDataTypesMatch(inputGateBiasInfo, forgetGateBiasInfo, descriptorName,
3487 "inputGateBias",
"forgetGateBias");
3488 ValidateTensorDataTypesMatch(inputGateBiasInfo, cellBiasInfo, descriptorName,
3489 "inputGateBias",
"cellBias");
3490 ValidateTensorDataTypesMatch(inputGateBiasInfo, outputGateBiasInfo, descriptorName,
3491 "inputGateBias",
"outputGateBias");
3494 ValidateBiasTensorQuantization(inputGateBiasInfo, inputInfo, inputToInputWeightsInfo, descriptorName);
3495 ValidateBiasTensorQuantization(forgetGateBiasInfo, inputInfo, inputToInputWeightsInfo, descriptorName);
3496 ValidateBiasTensorQuantization(cellBiasInfo, inputInfo, inputToInputWeightsInfo, descriptorName);
3497 ValidateBiasTensorQuantization(outputGateBiasInfo, inputInfo, inputToInputWeightsInfo, descriptorName);
const ConstTensorHandle * m_InputGateBias
const ConstTensorHandle * m_RecurrentToInputWeights
const TensorInfo & GetTensorInfo() const
std::vector< TensorInfo > m_InputTensorInfos
const ConstTensorHandle * m_InputToForgetWeights
const ConstTensorHandle * m_RecurrentToCellWeights
const ConstTensorHandle * m_ForgetGateBias
std::vector< TensorInfo > m_OutputTensorInfos
const ConstTensorHandle * m_RecurrentToOutputWeights
const ConstTensorHandle * m_OutputGateBias
const ConstTensorHandle * m_RecurrentToForgetWeights
const ConstTensorHandle * m_InputToOutputWeights
const ConstTensorHandle * m_InputToInputWeights
const ConstTensorHandle * m_CellBias
const ConstTensorHandle * m_InputToCellWeights