From 4951d84b1174a4bb0a5d9c900740f64201f765bf Mon Sep 17 00:00:00 2001 From: narpra01 Date: Fri, 18 Jan 2019 16:53:53 +0000 Subject: IVGCVSW-2510 Ref workload implementation for Gather operator * add implemenentation for GatherQueueDescriptor validate function * add FirstInputTypedWorkload to allow type check on the first input tensor only * add ref workload implemenentation for float and uint8 * add Gather layer support in Ref * unit tests Change-Id: I4578a3211f11d24aa29d15bcf7f45b0445bcd1ee --- src/backends/backendsCommon/Workload.hpp | 25 ++++ src/backends/backendsCommon/WorkloadData.cpp | 15 +++ .../backendsCommon/test/GatherTestImpl.hpp | 128 +++++++++++++++++++++ src/backends/backendsCommon/test/LayerTests.cpp | 44 +++++++ src/backends/backendsCommon/test/LayerTests.hpp | 24 ++++ src/backends/reference/RefLayerSupport.cpp | 13 +++ src/backends/reference/RefLayerSupport.hpp | 5 + src/backends/reference/RefWorkloadFactory.cpp | 12 +- src/backends/reference/backend.mk | 2 + src/backends/reference/test/RefLayerTests.cpp | 8 ++ src/backends/reference/workloads/CMakeLists.txt | 4 + src/backends/reference/workloads/Gather.cpp | 64 +++++++++++ src/backends/reference/workloads/Gather.hpp | 21 ++++ .../reference/workloads/RefGatherWorkload.cpp | 37 ++++++ .../reference/workloads/RefGatherWorkload.hpp | 36 ++++++ src/backends/reference/workloads/RefWorkloads.hpp | 2 + 16 files changed, 434 insertions(+), 6 deletions(-) create mode 100644 src/backends/backendsCommon/test/GatherTestImpl.hpp create mode 100644 src/backends/reference/workloads/Gather.cpp create mode 100644 src/backends/reference/workloads/Gather.hpp create mode 100644 src/backends/reference/workloads/RefGatherWorkload.cpp create mode 100644 src/backends/reference/workloads/RefGatherWorkload.hpp (limited to 'src/backends') diff --git a/src/backends/backendsCommon/Workload.hpp b/src/backends/backendsCommon/Workload.hpp index 309d53f48e..65392194a2 100644 --- a/src/backends/backendsCommon/Workload.hpp +++ b/src/backends/backendsCommon/Workload.hpp @@ -116,6 +116,7 @@ public: return it.GetDataType() == InputDataType; }), "Trying to create workload with incorrect type"); + BOOST_ASSERT_MSG(std::all_of(info.m_OutputTensorInfos.begin(), info.m_OutputTensorInfos.end(), [&](auto it){ @@ -125,6 +126,30 @@ public: } }; +// FirstInputTypedWorkload used to check type of the first input +template +class FirstInputTypedWorkload : public BaseWorkload +{ +public: + + FirstInputTypedWorkload(const QueueDescriptor& descriptor, const WorkloadInfo& info) + : BaseWorkload(descriptor, info) + { + if (!info.m_InputTensorInfos.empty()) + { + BOOST_ASSERT_MSG(info.m_InputTensorInfos.front().GetDataType() == DataType, + "Trying to create workload with incorrect type"); + } + + BOOST_ASSERT_MSG(std::all_of(info.m_OutputTensorInfos.begin(), + info.m_OutputTensorInfos.end(), + [&](auto it){ + return it.GetDataType() == DataType; + }), + "Trying to create workload with incorrect type"); + } +}; + template using FloatWorkload = TypedWorkload +#include +#include +#include + +template , + unsigned int paramsDim, unsigned int indicesDim, unsigned int OutputDim> +LayerTestResult GatherTestImpl( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::TensorInfo& paramsInfo, + const armnn::TensorInfo& indicesInfo, + const armnn::TensorInfo& outputInfo, + const std::vector& paramsData, + const std::vector& indicesData, + const std::vector& outputData) +{ + auto params = MakeTensor(paramsInfo, paramsData); + auto indices = MakeTensor(indicesInfo, indicesData); + + LayerTestResult result(outputInfo); + result.outputExpected = MakeTensor(outputInfo, outputData); + + std::unique_ptr paramsHandle = workloadFactory.CreateTensorHandle(paramsInfo); + std::unique_ptr indicesHandle = workloadFactory.CreateTensorHandle(indicesInfo); + std::unique_ptr outputHandle = workloadFactory.CreateTensorHandle(outputInfo); + + armnn::GatherQueueDescriptor data; + armnn::WorkloadInfo info; + AddInputToWorkload(data, info, paramsInfo, paramsHandle.get()); + AddInputToWorkload(data, info, indicesInfo, indicesHandle.get()); + AddOutputToWorkload(data, info, outputInfo, outputHandle.get()); + + std::unique_ptr workload = workloadFactory.CreateGather(data, info); + + paramsHandle->Allocate(); + indicesHandle->Allocate(); + outputHandle->Allocate(); + + CopyDataToITensorHandle(paramsHandle.get(), params.origin()); + CopyDataToITensorHandle(indicesHandle.get(), indices.origin()); + + workload->Execute(); + + CopyDataFromITensorHandle(result.output.origin(), outputHandle.get()); + + return result; +} + +template > +LayerTestResult Gather1DParamsTestImpl(armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) +{ + armnn::TensorInfo paramsInfo({ 8 }, ArmnnType); + armnn::TensorInfo indicesInfo({ 4 }, armnn::DataType::Signed32); + armnn::TensorInfo outputInfo({ 4 }, ArmnnType); + + const std::vector params = std::vector({ 1, 2, 3, 4, 5, 6, 7, 8 }); + const std::vector indices = std::vector({ 0, 2, 1, 5 }); + const std::vector expectedOutput = std::vector({ 1, 3, 2, 6 }); + + return GatherTestImpl(workloadFactory, memoryManager, + paramsInfo, indicesInfo, outputInfo, + params,indices, expectedOutput); +} + +template > +LayerTestResult GatherMultiDimParamsTestImpl( + armnn::IWorkloadFactory& workloadFactory, const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) +{ + armnn::TensorInfo paramsInfo({ 5, 2 }, ArmnnType); + armnn::TensorInfo indicesInfo({ 3 }, armnn::DataType::Signed32); + armnn::TensorInfo outputInfo({ 3, 2 }, ArmnnType); + + const std::vector params = std::vector({ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10 }); + const std::vector indices = std::vector({ 1, 3, 4 }); + const std::vector expectedOutput = std::vector({ 3, 4, 7, 8, 9, 10 }); + + return GatherTestImpl(workloadFactory, memoryManager, + paramsInfo, indicesInfo, outputInfo, + params,indices, expectedOutput); +} + +template > +LayerTestResult GatherMultiDimParamsMultiDimIndicesTestImpl( + armnn::IWorkloadFactory& workloadFactory, const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) +{ + armnn::TensorInfo paramsInfo({ 3, 2, 3}, ArmnnType); + armnn::TensorInfo indicesInfo({ 2, 3 }, armnn::DataType::Signed32); + armnn::TensorInfo outputInfo({ 2, 3, 2, 3 }, ArmnnType); + + const std::vector params = std::vector({ + 1, 2, 3, + 4, 5, 6, + + 7, 8, 9, + 10, 11, 12, + + 13, 14, 15, + 16, 17, 18 }); + const std::vector indices = std::vector({ 1, 2, 1, 2, 1, 0 }); + const std::vector expectedOutput = std::vector({ + 7, 8, 9, + 10, 11, 12, + 13, 14, 15, + 16, 17, 18, + 7, 8, 9, + 10, 11, 12, + + 13, 14, 15, + 16, 17, 18, + 7, 8, 9, + 10, 11, 12, + 1, 2, 3, + 4, 5, 6 }); + + return GatherTestImpl(workloadFactory, memoryManager, + paramsInfo, indicesInfo, outputInfo, + params,indices, expectedOutput); +} diff --git a/src/backends/backendsCommon/test/LayerTests.cpp b/src/backends/backendsCommon/test/LayerTests.cpp index 3c78c82b6e..c9188e3768 100644 --- a/src/backends/backendsCommon/test/LayerTests.cpp +++ b/src/backends/backendsCommon/test/LayerTests.cpp @@ -32,6 +32,7 @@ #include "Pooling2dTestImpl.hpp" #include "ReshapeTestImpl.hpp" #include "FullyConnectedTestImpl.hpp" +#include "GatherTestImpl.hpp" #include "SpaceToBatchNdTestImpl.hpp" #include "SplitterTestImpl.hpp" #include "SoftmaxTestImpl.hpp" @@ -8689,3 +8690,46 @@ LayerTestResult PreCompiledMaxPooling2dTest( { return PreCompiledMaxPooling2dTestImpl(workloadFactory, memoryManager); } + +LayerTestResult Gather1DParamsFloatTest( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) +{ + return Gather1DParamsTestImpl(workloadFactory, memoryManager); +} + +LayerTestResult Gather1DParamsUint8Test( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) +{ + return Gather1DParamsTestImpl(workloadFactory, memoryManager); +} + +LayerTestResult GatherMultiDimParamsFloatTest( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) +{ + return GatherMultiDimParamsTestImpl(workloadFactory, memoryManager); +} + +LayerTestResult GatherMultiDimParamsUint8Test( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) +{ + return GatherMultiDimParamsTestImpl(workloadFactory, memoryManager); +} + +LayerTestResult GatherMultiDimParamsMultiDimIndicesFloatTest( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) +{ + return GatherMultiDimParamsMultiDimIndicesTestImpl(workloadFactory, memoryManager); +} + +LayerTestResult GatherMultiDimParamsMultiDimIndicesUint8Test( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) +{ + return GatherMultiDimParamsMultiDimIndicesTestImpl( + workloadFactory, memoryManager); +} \ No newline at end of file diff --git a/src/backends/backendsCommon/test/LayerTests.hpp b/src/backends/backendsCommon/test/LayerTests.hpp index 7e955653ca..16fe43212b 100644 --- a/src/backends/backendsCommon/test/LayerTests.hpp +++ b/src/backends/backendsCommon/test/LayerTests.hpp @@ -1381,3 +1381,27 @@ LayerTestResult Debug2DUint8Test( LayerTestResult Debug1DUint8Test( armnn::IWorkloadFactory& workloadFactory, const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); + +LayerTestResult Gather1DParamsFloatTest( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); + +LayerTestResult Gather1DParamsUint8Test( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); + +LayerTestResult GatherMultiDimParamsFloatTest( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); + +LayerTestResult GatherMultiDimParamsUint8Test( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); + +LayerTestResult GatherMultiDimParamsMultiDimIndicesFloatTest( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); + +LayerTestResult GatherMultiDimParamsMultiDimIndicesUint8Test( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); diff --git a/src/backends/reference/RefLayerSupport.cpp b/src/backends/reference/RefLayerSupport.cpp index 61a34f957e..ce81f8d38a 100644 --- a/src/backends/reference/RefLayerSupport.cpp +++ b/src/backends/reference/RefLayerSupport.cpp @@ -257,6 +257,19 @@ bool RefLayerSupport::IsFullyConnectedSupported(const TensorInfo& input, &TrueFunc<>); } +bool RefLayerSupport::IsGatherSupported(const armnn::TensorInfo& input0, + const armnn::TensorInfo& input1, + const armnn::TensorInfo& output, + armnn::Optional reasonIfUnsupported) const +{ + ignore_unused(input1); + ignore_unused(output); + return IsSupportedForDataTypeRef(reasonIfUnsupported, + input0.GetDataType(), + &TrueFunc<>, + &TrueFunc<>); +} + bool RefLayerSupport::IsGreaterSupported(const TensorInfo& input0, const TensorInfo& input1, const TensorInfo& output, diff --git a/src/backends/reference/RefLayerSupport.hpp b/src/backends/reference/RefLayerSupport.hpp index 5778806f00..01abc73dd5 100644 --- a/src/backends/reference/RefLayerSupport.hpp +++ b/src/backends/reference/RefLayerSupport.hpp @@ -91,6 +91,11 @@ public: const FullyConnectedDescriptor& descriptor, Optional reasonIfUnsupported = EmptyOptional()) const override; + bool IsGatherSupported(const TensorInfo& input0, + const TensorInfo& input1, + const TensorInfo& output, + Optional reasonIfUnsupported = EmptyOptional()) const override; + bool IsGreaterSupported(const TensorInfo& input0, const TensorInfo& input1, const TensorInfo& output, diff --git a/src/backends/reference/RefWorkloadFactory.cpp b/src/backends/reference/RefWorkloadFactory.cpp index cb7d6ea01a..9bdda9d128 100644 --- a/src/backends/reference/RefWorkloadFactory.cpp +++ b/src/backends/reference/RefWorkloadFactory.cpp @@ -318,16 +318,16 @@ std::unique_ptr RefWorkloadFactory::CreateRsqrt(const RsqrtQueueDescr return MakeWorkload(descriptor, info); } -std::unique_ptr RefWorkloadFactory::CreatePreCompiled(const PreCompiledQueueDescriptor& descriptor, - const WorkloadInfo& info) const +std::unique_ptr RefWorkloadFactory::CreateGather(const armnn::GatherQueueDescriptor& descriptor, + const armnn::WorkloadInfo& info) const { - return nullptr; + return MakeWorkload(descriptor, info); } -std::unique_ptr RefWorkloadFactory::CreateGather(const armnn::GatherQueueDescriptor& descriptor, - const armnn::WorkloadInfo& info) const +std::unique_ptr RefWorkloadFactory::CreatePreCompiled(const PreCompiledQueueDescriptor& descriptor, + const WorkloadInfo& info) const { - return MakeWorkload(descriptor, info); + return nullptr; } } // namespace armnn diff --git a/src/backends/reference/backend.mk b/src/backends/reference/backend.mk index 84f15c9c80..8dd6a51139 100644 --- a/src/backends/reference/backend.mk +++ b/src/backends/reference/backend.mk @@ -18,6 +18,7 @@ BACKEND_SOURCES := \ workloads/Debug.cpp \ workloads/ElementwiseFunction.cpp \ workloads/FullyConnected.cpp \ + workloads/Gather.cpp \ workloads/Mean.cpp \ workloads/Pad.cpp \ workloads/Pooling2d.cpp \ @@ -42,6 +43,7 @@ BACKEND_SOURCES := \ workloads/RefFloorFloat32Workload.cpp \ workloads/RefFullyConnectedFloat32Workload.cpp \ workloads/RefFullyConnectedUint8Workload.cpp \ + workloads/RefGatherWorkload.cpp \ workloads/RefL2NormalizationFloat32Workload.cpp \ workloads/RefLstmFloat32Workload.cpp \ workloads/RefMeanFloat32Workload.cpp \ diff --git a/src/backends/reference/test/RefLayerTests.cpp b/src/backends/reference/test/RefLayerTests.cpp index 50c47aecf9..cfe02e673e 100644 --- a/src/backends/reference/test/RefLayerTests.cpp +++ b/src/backends/reference/test/RefLayerTests.cpp @@ -492,4 +492,12 @@ ARMNN_AUTO_TEST_CASE(Debug3DUint8, Debug3DUint8Test) ARMNN_AUTO_TEST_CASE(Debug2DUint8, Debug2DUint8Test) ARMNN_AUTO_TEST_CASE(Debug1DUint8, Debug1DUint8Test) +// Gather +ARMNN_AUTO_TEST_CASE(Gather1DParamsFloat, Gather1DParamsFloatTest) +ARMNN_AUTO_TEST_CASE(Gather1DParamsUint8, Gather1DParamsUint8Test) +ARMNN_AUTO_TEST_CASE(GatherMultiDimParamsFloat, GatherMultiDimParamsFloatTest) +ARMNN_AUTO_TEST_CASE(GatherMultiDimParamsUint8, GatherMultiDimParamsUint8Test) +ARMNN_AUTO_TEST_CASE(GatherMultiDimParamsMultiDimIndicesFloat, GatherMultiDimParamsMultiDimIndicesFloatTest) +ARMNN_AUTO_TEST_CASE(GatherMultiDimParamsMultiDimIndicesUint8, GatherMultiDimParamsMultiDimIndicesUint8Test) + BOOST_AUTO_TEST_SUITE_END() diff --git a/src/backends/reference/workloads/CMakeLists.txt b/src/backends/reference/workloads/CMakeLists.txt index d15f77d6e4..583c89a5b4 100644 --- a/src/backends/reference/workloads/CMakeLists.txt +++ b/src/backends/reference/workloads/CMakeLists.txt @@ -19,6 +19,8 @@ list(APPEND armnnRefBackendWorkloads_sources ElementwiseFunction.hpp FullyConnected.cpp FullyConnected.hpp + Gather.cpp + Gather.hpp Maximum.hpp Merger.hpp Minimum.hpp @@ -68,6 +70,8 @@ list(APPEND armnnRefBackendWorkloads_sources RefFullyConnectedFloat32Workload.hpp RefFullyConnectedUint8Workload.cpp RefFullyConnectedUint8Workload.hpp + RefGatherWorkload.cpp + RefGatherWorkload.hpp RefL2NormalizationFloat32Workload.cpp RefL2NormalizationFloat32Workload.hpp RefLstmFloat32Workload.cpp diff --git a/src/backends/reference/workloads/Gather.cpp b/src/backends/reference/workloads/Gather.cpp new file mode 100644 index 0000000000..b195003e04 --- /dev/null +++ b/src/backends/reference/workloads/Gather.cpp @@ -0,0 +1,64 @@ +// +// Copyright © 2017 Arm Ltd. All rights reserved. +// SPDX-License-Identifier: MIT +// + +#include "Gather.hpp" + +#include "RefWorkloadUtils.hpp" + +#include + +namespace armnn +{ + +template +void Gather(const TensorInfo& paramsInfo, + const TensorInfo& indicesInfo, + const TensorInfo& outputInfo, + const T* params, + const int32_t* indices, + T* output) +{ + const TensorShape& paramsShape = paramsInfo.GetShape(); + + unsigned int paramsProduct = 1; + for (unsigned int i = 1; i < paramsInfo.GetNumDimensions(); ++i) + { + paramsProduct = paramsProduct * paramsShape[i]; + } + + unsigned int outIndex = 0; + for (unsigned int i = 0; i < indicesInfo.GetNumElements(); ++i) + { + unsigned int indx = boost::numeric_cast(indices[i]); + + BOOST_ASSERT(indices[i] >= 0 && indx < paramsShape[0]); + + unsigned int startOffset = indx * paramsProduct; + unsigned int endOffset = startOffset + paramsProduct; + for (unsigned int j = startOffset; j < endOffset; ++j) + { + output[outIndex] = params[j]; + ++outIndex; + } + } + + BOOST_ASSERT(outIndex == outputInfo.GetNumElements()); +} + +template void Gather(const TensorInfo& paramsInfo, + const TensorInfo& indicesInfo, + const TensorInfo& outputInfo, + const float* params, + const int32_t* indices, + float* output); + +template void Gather(const TensorInfo& paramsInfo, + const TensorInfo& indicesInfo, + const TensorInfo& outputInfo, + const uint8_t* params, + const int32_t* indices, + uint8_t* output); + +} //namespace armnn diff --git a/src/backends/reference/workloads/Gather.hpp b/src/backends/reference/workloads/Gather.hpp new file mode 100644 index 0000000000..0ad4f8ceb6 --- /dev/null +++ b/src/backends/reference/workloads/Gather.hpp @@ -0,0 +1,21 @@ +// +// Copyright © 2017 Arm Ltd. All rights reserved. +// SPDX-License-Identifier: MIT +// + +#pragma once + +#include "armnn/Tensor.hpp" + +namespace armnn +{ + +template +void Gather(const TensorInfo& paramsInfo, + const TensorInfo& indicesInfo, + const TensorInfo& outputInfo, + const T* params, + const int32_t* indices, + T* output); + +} //namespace armnn diff --git a/src/backends/reference/workloads/RefGatherWorkload.cpp b/src/backends/reference/workloads/RefGatherWorkload.cpp new file mode 100644 index 0000000000..49b37cb1ac --- /dev/null +++ b/src/backends/reference/workloads/RefGatherWorkload.cpp @@ -0,0 +1,37 @@ +// +// Copyright © 2017 Arm Ltd. All rights reserved. +// SPDX-License-Identifier: MIT +// + +#include "RefGatherWorkload.hpp" + +#include "Gather.hpp" +#include "Profiling.hpp" +#include "RefWorkloadUtils.hpp" +#include "TypeUtils.hpp" + +namespace armnn +{ + +template +void RefGatherWorkload::Execute() const +{ + using T = ResolveType; + + ARMNN_SCOPED_PROFILING_EVENT(Compute::CpuRef, "RefGatherWorkload_Execute"); + + const TensorInfo& inputInfo0 = GetTensorInfo(m_Data.m_Inputs[0]); + const TensorInfo& inputInfo1 = GetTensorInfo(m_Data.m_Inputs[1]); + const TensorInfo& outputInfo = GetTensorInfo(m_Data.m_Outputs[0]); + + const T* paramsData = GetInputTensorData(0, m_Data); + const int32_t* indicesData = GetInputTensorData(1, m_Data); + T* outputData = GetOutputTensorData(0, m_Data); + + Gather(inputInfo0, inputInfo1, outputInfo, paramsData, indicesData, outputData); +} + +template class RefGatherWorkload; +template class RefGatherWorkload; + +} //namespace armnn diff --git a/src/backends/reference/workloads/RefGatherWorkload.hpp b/src/backends/reference/workloads/RefGatherWorkload.hpp new file mode 100644 index 0000000000..27827490e3 --- /dev/null +++ b/src/backends/reference/workloads/RefGatherWorkload.hpp @@ -0,0 +1,36 @@ +// +// Copyright © 2017 Arm Ltd. All rights reserved. +// SPDX-License-Identifier: MIT +// + +#pragma once + +#include +#include + +#include + +namespace armnn +{ + +template +class RefGatherWorkload : public FirstInputTypedWorkload +{ +public: + + static const std::string& GetName() + { + static const std::string name = std::string("RefGather") + GetDataTypeName(DataType) + "Workload"; + return name; + } + + using FirstInputTypedWorkload::m_Data; + using FirstInputTypedWorkload::FirstInputTypedWorkload; + + void Execute() const override; +}; + +using RefGatherFloat32Workload = RefGatherWorkload; +using RefGatherUint8Workload = RefGatherWorkload; + +} // namespace armnn diff --git a/src/backends/reference/workloads/RefWorkloads.hpp b/src/backends/reference/workloads/RefWorkloads.hpp index 8beb03fe32..8550ee583e 100644 --- a/src/backends/reference/workloads/RefWorkloads.hpp +++ b/src/backends/reference/workloads/RefWorkloads.hpp @@ -19,6 +19,7 @@ #include "RefWorkloadUtils.hpp" #include "RefMergerUint8Workload.hpp" #include "RefFullyConnectedFloat32Workload.hpp" +#include "RefGatherWorkload.hpp" #include "Softmax.hpp" #include "RefMergerFloat32Workload.hpp" #include "TensorBufferArrayView.hpp" @@ -28,6 +29,7 @@ #include "RefReshapeFloat32Workload.hpp" #include "RefDepthwiseConvolution2dUint8Workload.hpp" #include "FullyConnected.hpp" +#include "Gather.hpp" #include "RefFloorFloat32Workload.hpp" #include "RefSoftmaxFloat32Workload.hpp" #include "RefSoftmaxUint8Workload.hpp" -- cgit v1.2.1