From b63a31170aee1d28267d83a4bc67b57708fb6b05 Mon Sep 17 00:00:00 2001 From: Matthew Sloyan Date: Wed, 8 Sep 2021 13:05:51 +0100 Subject: IVGCVSW-6163 Add Conv3d FrontEnd and Ref Implementation * Added front-end * Added Reference workload * Added Serializer & Deserializer support * Added unit tests * Added NDHWC DataLayout Signed-off-by: Matthew Sloyan Change-Id: Iec4d39e7433b5334d52fa44cf8efc6bcd39319d8 --- src/backends/backendsCommon/WorkloadData.cpp | 61 ++++++++++++++++++++++++++++ 1 file changed, 61 insertions(+) (limited to 'src/backends/backendsCommon/WorkloadData.cpp') diff --git a/src/backends/backendsCommon/WorkloadData.cpp b/src/backends/backendsCommon/WorkloadData.cpp index a6def847fa..fe22133104 100644 --- a/src/backends/backendsCommon/WorkloadData.cpp +++ b/src/backends/backendsCommon/WorkloadData.cpp @@ -1322,6 +1322,67 @@ void Convolution2dQueueDescriptor::Validate(const WorkloadInfo& workloadInfo) co } } +void Convolution3dQueueDescriptor::Validate(const WorkloadInfo& workloadInfo) const +{ + const std::string descriptorName{"Convolution3dQueueDescriptor"}; + + ValidateNumInputs(workloadInfo, descriptorName, 1); + ValidateNumOutputs(workloadInfo, descriptorName, 1); + + const TensorInfo& inputTensorInfo = workloadInfo.m_InputTensorInfos[0]; + const TensorInfo& outputTensorInfo = workloadInfo.m_OutputTensorInfos[0]; + + ValidateTensorNumDimensions(inputTensorInfo, descriptorName, 5, "input"); + ValidateTensorNumDimensions(outputTensorInfo, descriptorName, 5, "output"); + + ValidatePointer(m_Weight, descriptorName, "weight"); + + const TensorInfo& weightTensorInfo = m_Weight->GetTensorInfo(); + ValidateTensorNumDimensions(weightTensorInfo, descriptorName, 5, "weight"); + + ValidateWeightDataType(inputTensorInfo, weightTensorInfo, descriptorName); + + Optional optionalBiasTensorInfo; + if (m_Parameters.m_BiasEnabled) + { + ValidatePointer(m_Bias, descriptorName, "bias"); + + optionalBiasTensorInfo = MakeOptional(m_Bias->GetTensorInfo()); + const TensorInfo& biasTensorInfo = optionalBiasTensorInfo.value(); + + ValidateTensorDataType(biasTensorInfo, GetBiasDataType(inputTensorInfo.GetDataType()), descriptorName, "bias"); + ValidateBiasTensorQuantization(biasTensorInfo, inputTensorInfo, weightTensorInfo, descriptorName); + } + + if (m_Parameters.m_StrideX <= 0 || m_Parameters.m_StrideY <= 0 || m_Parameters.m_StrideZ <= 0 ) + { + throw InvalidArgumentException( + fmt::format("{}: strideX (provided {}), strideY (provided {}) or strideZ (provided {})" + "cannot be either negative or 0.", + descriptorName, m_Parameters.m_StrideX, m_Parameters.m_StrideY, m_Parameters.m_StrideZ)); + } + + ValidatePerAxisQuantization(inputTensorInfo, + outputTensorInfo, + weightTensorInfo, + optionalBiasTensorInfo, + descriptorName); + + std::vector supportedTypes = + { + DataType::BFloat16, + DataType::Float16, + DataType::Float32, + DataType::QAsymmS8, + DataType::QAsymmU8, + DataType::QSymmS16, + DataType::QSymmS8 + }; + + ValidateDataTypes(inputTensorInfo, supportedTypes, descriptorName); + ValidateTensorDataTypesMatch(inputTensorInfo, outputTensorInfo, descriptorName, "input", "output"); +} + void DepthwiseConvolution2dQueueDescriptor::Validate(const WorkloadInfo& workloadInfo) const { const std::string descriptorName{"DepthwiseConvolution2dQueueDescriptor"}; -- cgit v1.2.1