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-rw-r--r--src/backends/backendsCommon/LayerSupportBase.cpp7
-rw-r--r--src/backends/backendsCommon/LayerSupportBase.hpp4
-rw-r--r--src/backends/backendsCommon/WorkloadData.cpp29
-rw-r--r--src/backends/backendsCommon/WorkloadData.hpp5
-rw-r--r--src/backends/backendsCommon/WorkloadFactory.cpp17
-rw-r--r--src/backends/backendsCommon/WorkloadFactory.hpp3
-rw-r--r--src/backends/backendsCommon/WorkloadFactoryBase.hpp4
-rw-r--r--src/backends/backendsCommon/common.mk1
-rw-r--r--src/backends/backendsCommon/test/CMakeLists.txt2
-rw-r--r--src/backends/backendsCommon/test/IsLayerSupportedTestImpl.hpp2
-rw-r--r--src/backends/backendsCommon/test/LayerTests.hpp3
-rw-r--r--src/backends/backendsCommon/test/layerTests/RankTestImpl.cpp262
-rw-r--r--src/backends/backendsCommon/test/layerTests/RankTestImpl.hpp40
-rw-r--r--src/backends/reference/RefLayerSupport.cpp15
-rw-r--r--src/backends/reference/RefLayerSupport.hpp4
-rw-r--r--src/backends/reference/RefWorkloadFactory.cpp6
-rw-r--r--src/backends/reference/RefWorkloadFactory.hpp3
-rw-r--r--src/backends/reference/test/RefLayerTests.cpp40
-rw-r--r--src/backends/reference/workloads/CMakeLists.txt3
-rw-r--r--src/backends/reference/workloads/RefRankWorkload.hpp32
-rw-r--r--src/backends/reference/workloads/RefWorkloads.hpp3
21 files changed, 477 insertions, 8 deletions
diff --git a/src/backends/backendsCommon/LayerSupportBase.cpp b/src/backends/backendsCommon/LayerSupportBase.cpp
index 52e615a2d9..92c1023583 100644
--- a/src/backends/backendsCommon/LayerSupportBase.cpp
+++ b/src/backends/backendsCommon/LayerSupportBase.cpp
@@ -488,6 +488,13 @@ bool LayerSupportBase::IsQuantizedLstmSupported(const TensorInfo&, // input
return DefaultLayerSupport(__func__, __FILE__, __LINE__, reasonIfUnsupported);
}
+bool LayerSupportBase::IsRankSupported(const TensorInfo&, // input
+ const TensorInfo&, // output
+ Optional<std::string&> reasonIfUnsupported) const
+{
+ return DefaultLayerSupport(__func__, __FILE__, __LINE__, reasonIfUnsupported);
+}
+
bool LayerSupportBase::IsReshapeSupported(const TensorInfo&, // input
const TensorInfo&, // output
const ReshapeDescriptor&, // descriptor
diff --git a/src/backends/backendsCommon/LayerSupportBase.hpp b/src/backends/backendsCommon/LayerSupportBase.hpp
index 8d5535ab4e..13fd39ea2e 100644
--- a/src/backends/backendsCommon/LayerSupportBase.hpp
+++ b/src/backends/backendsCommon/LayerSupportBase.hpp
@@ -300,6 +300,10 @@ public:
const QuantizedLstmInputParamsInfo& paramsInfo,
Optional<std::string&> reasonIfUnsupported = EmptyOptional()) const override;
+ bool IsRankSupported(const TensorInfo& input,
+ const TensorInfo& output,
+ Optional<std::string&> reasonIfUnsupported) const override;
+
bool IsReshapeSupported(const TensorInfo& input,
const TensorInfo& output,
const ReshapeDescriptor& descriptor,
diff --git a/src/backends/backendsCommon/WorkloadData.cpp b/src/backends/backendsCommon/WorkloadData.cpp
index 3949fa945d..c7650dc58d 100644
--- a/src/backends/backendsCommon/WorkloadData.cpp
+++ b/src/backends/backendsCommon/WorkloadData.cpp
@@ -3515,4 +3515,33 @@ void ElementwiseUnaryQueueDescriptor::Validate(const WorkloadInfo& workloadInfo)
ValidateTensorDataTypesMatch(inputTensorInfo, outputTensorInfo, descriptorName, "input", "output");
}
+void RankQueueDescriptor::Validate(const WorkloadInfo& workloadInfo) const
+{
+ const std::string descriptorName{"RankQueueDescriptor"};
+
+ ValidateNumInputs(workloadInfo, descriptorName, 1);
+ ValidateNumOutputs(workloadInfo, descriptorName, 1);
+
+ const TensorInfo& inputTensorInfo = workloadInfo.m_InputTensorInfos[0];
+ const TensorInfo& outputTensorInfo = workloadInfo.m_OutputTensorInfos[0];
+
+ ValidateTensorNumDimensions(outputTensorInfo, descriptorName, 1, "output");
+ ValidateTensorNumElements(outputTensorInfo, descriptorName, 1, "output");
+
+ std::vector<DataType> supportedTypes =
+ {
+ DataType::BFloat16,
+ DataType::Float16,
+ DataType::Float32,
+ DataType::QAsymmS8,
+ DataType::QAsymmU8,
+ DataType::QSymmS8,
+ DataType::QSymmS16,
+ DataType::Signed32
+ };
+
+ ValidateDataTypes(inputTensorInfo, supportedTypes, descriptorName);
+ ValidateDataTypes(outputTensorInfo, { DataType::Signed32 }, descriptorName);
+}
+
} // namespace armnn
diff --git a/src/backends/backendsCommon/WorkloadData.hpp b/src/backends/backendsCommon/WorkloadData.hpp
index 6b2c00e298..1f54f9aaed 100644
--- a/src/backends/backendsCommon/WorkloadData.hpp
+++ b/src/backends/backendsCommon/WorkloadData.hpp
@@ -290,6 +290,11 @@ struct BatchNormalizationQueueDescriptor : QueueDescriptorWithParameters<BatchNo
void Validate(const WorkloadInfo& workloadInfo) const;
};
+struct RankQueueDescriptor : QueueDescriptor
+{
+ void Validate(const WorkloadInfo& workloadInfo) const;
+};
+
struct ResizeBilinearQueueDescriptor : QueueDescriptorWithParameters<ResizeBilinearDescriptor>
{
void Validate(const WorkloadInfo& workloadInfo) const;
diff --git a/src/backends/backendsCommon/WorkloadFactory.cpp b/src/backends/backendsCommon/WorkloadFactory.cpp
index 788cb7e712..09d7c2d568 100644
--- a/src/backends/backendsCommon/WorkloadFactory.cpp
+++ b/src/backends/backendsCommon/WorkloadFactory.cpp
@@ -13,15 +13,12 @@
#include <armnn/utility/PolymorphicDowncast.hpp>
#include <backendsCommon/WorkloadFactory.hpp>
-#include <armnn/backends/IBackendInternal.hpp>
#include <backendsCommon/CpuTensorHandle.hpp>
-#include <backendsCommon/WorkloadFactory.hpp>
#include <backendsCommon/test/WorkloadTestUtils.hpp>
#include <boost/iterator/transform_iterator.hpp>
-#include <cstring>
#include <sstream>
namespace armnn
@@ -924,6 +921,15 @@ bool IWorkloadFactory::IsLayerSupported(const BackendId& backendId,
reason);
break;
}
+ case LayerType::Rank:
+ {
+ const TensorInfo& input = layer.GetInputSlot(0).GetConnection()->GetTensorInfo();
+ const TensorInfo& output = layer.GetOutputSlot(0).GetTensorInfo();
+ result = layerSupportObject->IsRankSupported(OverrideDataType(input, dataType),
+ OverrideDataType(output, dataType),
+ reason);
+ break;
+ }
case LayerType::Reshape:
{
auto cLayer = PolymorphicDowncast<const ReshapeLayer*>(&layer);
@@ -1515,6 +1521,11 @@ std::unique_ptr<IWorkload> IWorkloadFactory::CreateQuantizedLstm(const Quantized
{
return std::unique_ptr<IWorkload>();
}
+std::unique_ptr<IWorkload> IWorkloadFactory::CreateRank(const RankQueueDescriptor& /*descriptor*/,
+ const WorkloadInfo& /*info*/) const
+{
+ return std::unique_ptr<IWorkload>();
+}
std::unique_ptr<IWorkload> IWorkloadFactory::CreateReshape(const ReshapeQueueDescriptor& /*descriptor*/,
const WorkloadInfo& /*info*/) const
diff --git a/src/backends/backendsCommon/WorkloadFactory.hpp b/src/backends/backendsCommon/WorkloadFactory.hpp
index e373a4f218..04b895e882 100644
--- a/src/backends/backendsCommon/WorkloadFactory.hpp
+++ b/src/backends/backendsCommon/WorkloadFactory.hpp
@@ -206,6 +206,9 @@ public:
virtual std::unique_ptr<IWorkload> CreateQuantizedLstm(const QuantizedLstmQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
+ virtual std::unique_ptr<IWorkload> CreateRank(const RankQueueDescriptor& descriptor,
+ const WorkloadInfo& info) const;
+
virtual std::unique_ptr<IWorkload> CreateReshape(const ReshapeQueueDescriptor& descriptor,
const WorkloadInfo& info) const;
diff --git a/src/backends/backendsCommon/WorkloadFactoryBase.hpp b/src/backends/backendsCommon/WorkloadFactoryBase.hpp
index 960dbd3413..bfdb5e9b33 100644
--- a/src/backends/backendsCommon/WorkloadFactoryBase.hpp
+++ b/src/backends/backendsCommon/WorkloadFactoryBase.hpp
@@ -218,6 +218,10 @@ public:
const WorkloadInfo& /*info*/) const override
{ return nullptr; }
+ std::unique_ptr<IWorkload> CreateRank(const RankQueueDescriptor& /*descriptor*/,
+ const WorkloadInfo& /*info*/) const override
+ { return nullptr; }
+
std::unique_ptr<IWorkload> CreateReshape(const ReshapeQueueDescriptor& /*descriptor*/,
const WorkloadInfo& /*info*/) const override
{ return nullptr; }
diff --git a/src/backends/backendsCommon/common.mk b/src/backends/backendsCommon/common.mk
index c31b1f07a4..7829abbbb9 100644
--- a/src/backends/backendsCommon/common.mk
+++ b/src/backends/backendsCommon/common.mk
@@ -71,6 +71,7 @@ COMMON_TEST_SOURCES := \
test/layerTests/NormalizationTestImpl.cpp \
test/layerTests/PadTestImpl.cpp \
test/layerTests/Pooling2dTestImpl.cpp \
+ test/layerTests/RankTestImpl.cpp \
test/layerTests/ReshapeTestImpl.cpp \
test/layerTests/ResizeTestImpl.cpp \
test/layerTests/RsqrtTestImpl.cpp \
diff --git a/src/backends/backendsCommon/test/CMakeLists.txt b/src/backends/backendsCommon/test/CMakeLists.txt
index 0ce529906f..8373c28cd3 100644
--- a/src/backends/backendsCommon/test/CMakeLists.txt
+++ b/src/backends/backendsCommon/test/CMakeLists.txt
@@ -131,6 +131,8 @@ list(APPEND armnnBackendsCommonUnitTests_sources
layerTests/PreluTestImpl.hpp
layerTests/QuantizeTestImpl.cpp
layerTests/QuantizeTestImpl.hpp
+ layerTests/RankTestImpl.cpp
+ layerTests/RankTestImpl.hpp
layerTests/ReshapeTestImpl.cpp
layerTests/ReshapeTestImpl.hpp
layerTests/ResizeTestImpl.cpp
diff --git a/src/backends/backendsCommon/test/IsLayerSupportedTestImpl.hpp b/src/backends/backendsCommon/test/IsLayerSupportedTestImpl.hpp
index e30cbb3d31..ed4b6ff09a 100644
--- a/src/backends/backendsCommon/test/IsLayerSupportedTestImpl.hpp
+++ b/src/backends/backendsCommon/test/IsLayerSupportedTestImpl.hpp
@@ -595,6 +595,8 @@ DECLARE_LAYER_POLICY_1_PARAM(QuantizedLstm)
DECLARE_LAYER_POLICY_1_PARAM(Division)
+DECLARE_LAYER_POLICY_1_PARAM(Rank)
+
DECLARE_LAYER_POLICY_2_PARAM(Resize)
DECLARE_LAYER_POLICY_2_PARAM(Reshape)
diff --git a/src/backends/backendsCommon/test/LayerTests.hpp b/src/backends/backendsCommon/test/LayerTests.hpp
index 7e8b301b54..a4615914d3 100644
--- a/src/backends/backendsCommon/test/LayerTests.hpp
+++ b/src/backends/backendsCommon/test/LayerTests.hpp
@@ -1,5 +1,5 @@
//
-// Copyright © 2017 Arm Ltd. All rights reserved.
+// Copyright © 2017 Arm Ltd and Contributors. All rights reserved.
// SPDX-License-Identifier: MIT
//
@@ -46,6 +46,7 @@
#include <backendsCommon/test/layerTests/Pooling2dTestImpl.hpp>
#include <backendsCommon/test/layerTests/PreluTestImpl.hpp>
#include <backendsCommon/test/layerTests/QuantizeTestImpl.hpp>
+#include <backendsCommon/test/layerTests/RankTestImpl.hpp>
#include <backendsCommon/test/layerTests/ReshapeTestImpl.hpp>
#include <backendsCommon/test/layerTests/ResizeTestImpl.hpp>
#include <backendsCommon/test/layerTests/RsqrtTestImpl.hpp>
diff --git a/src/backends/backendsCommon/test/layerTests/RankTestImpl.cpp b/src/backends/backendsCommon/test/layerTests/RankTestImpl.cpp
new file mode 100644
index 0000000000..82de11ae21
--- /dev/null
+++ b/src/backends/backendsCommon/test/layerTests/RankTestImpl.cpp
@@ -0,0 +1,262 @@
+//
+// Copyright © 2020 Arm Ltd and Contributors. All rights reserved.
+// SPDX-License-Identifier: MIT
+//
+
+#include "RankTestImpl.hpp"
+
+#include <backendsCommon/test/DataTypeUtils.hpp>
+#include <backendsCommon/test/TensorCopyUtils.hpp>
+#include <backendsCommon/test/WorkloadTestUtils.hpp>
+
+#include <test/TensorHelpers.hpp>
+
+template<typename T, std::size_t n>
+LayerTestResult<int32_t, 1> RankTest(
+ armnn::TensorInfo inputTensorInfo,
+ boost::multi_array<T, n> input,
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+ IgnoreUnused(memoryManager);
+
+ const armnn::TensorShape outputShape{armnn::Dimensionality::Scalar};
+ armnn::TensorInfo outputTensorInfo(outputShape, armnn::DataType::Signed32);
+
+ LayerTestResult<int32_t , 1> ret(outputTensorInfo);
+ ret.outputExpected = MakeTensor<uint32_t, 1>(outputTensorInfo, { n });
+
+ std::unique_ptr<armnn::ITensorHandle> inputHandle = workloadFactory.CreateTensorHandle(inputTensorInfo);
+ std::unique_ptr<armnn::ITensorHandle> outputHandle = workloadFactory.CreateTensorHandle(outputTensorInfo);
+
+ armnn::RankQueueDescriptor data;
+ armnn::WorkloadInfo info;
+ AddInputToWorkload(data, info, inputTensorInfo, inputHandle.get());
+ AddOutputToWorkload(data, info, outputTensorInfo, outputHandle.get());
+
+ std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateRank(data, info);
+
+ inputHandle->Allocate();
+ outputHandle->Allocate();
+
+ CopyDataToITensorHandle(inputHandle.get(), input.origin());
+
+ workload->Execute();
+
+ CopyDataFromITensorHandle(&ret.output[0], outputHandle.get());
+
+ return ret;
+}
+
+template<armnn::DataType ArmnnType, typename T>
+LayerTestResult<int32_t, 1> RankDimSize1Test(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+ armnn::TensorInfo inputTensorInfo({6}, ArmnnType, 1.0f, 0);
+ auto input = MakeTensor<T, 1>(inputTensorInfo, ConvertToDataType<ArmnnType>(
+ { -37.5f, -15.2f, -8.76f, -2.0f, -1.3f, -0.5f },
+ inputTensorInfo));
+
+ return RankTest<T, 1>(inputTensorInfo, input, workloadFactory, memoryManager);
+}
+
+template<armnn::DataType ArmnnType, typename T>
+LayerTestResult<int32_t, 1> RankDimSize2Test(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+ armnn::TensorInfo inputTensorInfo({1, 3}, ArmnnType, 1.0f, 0);
+ auto input = MakeTensor<T, 2>(inputTensorInfo, ConvertToDataType<ArmnnType>(
+ { -37.5f, -15.2f, -8.76f },
+ inputTensorInfo));
+
+ return RankTest<T, 2>(inputTensorInfo, input, workloadFactory, memoryManager);
+}
+
+template<armnn::DataType ArmnnType, typename T>
+LayerTestResult<int32_t, 1> RankDimSize3Test(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+ armnn::TensorInfo inputTensorInfo({1, 3, 2}, ArmnnType, 1.0f, 0);
+ auto input = MakeTensor<T, 3>(inputTensorInfo, ConvertToDataType<ArmnnType>(
+ { -37.5f, -15.2f, -8.76f, -2.0f, -1.5f, -1.3f},
+ inputTensorInfo));
+
+ return RankTest<T, 3>(inputTensorInfo, input, workloadFactory, memoryManager);
+}
+
+template<armnn::DataType ArmnnType, typename T>
+LayerTestResult<int32_t, 1> RankDimSize4Test(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager)
+{
+ armnn::TensorInfo inputTensorInfo({1, 3, 2, 3}, ArmnnType, 1.0f, 0);
+ auto input = MakeTensor<T, 4>(inputTensorInfo, ConvertToDataType<ArmnnType>(
+ { -37.5f, -15.2f, -8.76f, -2.0f, -1.5f, -1.3f, -0.5f, -0.4f, 0.0f,
+ 1.0f, 0.4f, 0.5f, 1.3f, 1.5f, 2.0f, 8.76f, 15.2f, 37.5f },
+ inputTensorInfo));
+
+ return RankTest<T, 4>(inputTensorInfo, input, workloadFactory, memoryManager);
+}
+
+template LayerTestResult<int32_t, 1>
+RankDimSize4Test<armnn::DataType::Float16>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize4Test<armnn::DataType::Float32>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize4Test<armnn::DataType::QAsymmU8>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize4Test<armnn::DataType::Signed32>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize4Test<armnn::DataType::QSymmS16>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize4Test<armnn::DataType::QSymmS8>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize4Test<armnn::DataType::QAsymmS8>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize4Test<armnn::DataType::BFloat16>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize3Test<armnn::DataType::Float16>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize3Test<armnn::DataType::Float32>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize3Test<armnn::DataType::QAsymmU8>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize3Test<armnn::DataType::Signed32>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize3Test<armnn::DataType::QSymmS16>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize3Test<armnn::DataType::QSymmS8>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize3Test<armnn::DataType::QAsymmS8>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize3Test<armnn::DataType::BFloat16>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize2Test<armnn::DataType::Float16>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize2Test<armnn::DataType::Float32>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize2Test<armnn::DataType::QAsymmU8>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize2Test<armnn::DataType::Signed32>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize2Test<armnn::DataType::QSymmS16>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize2Test<armnn::DataType::QSymmS8>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize2Test<armnn::DataType::QAsymmS8>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize2Test<armnn::DataType::BFloat16>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize1Test<armnn::DataType::Float16>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize1Test<armnn::DataType::Float32>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize1Test<armnn::DataType::QAsymmU8>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize1Test<armnn::DataType::Signed32>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize1Test<armnn::DataType::QSymmS16>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize1Test<armnn::DataType::QSymmS8>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize1Test<armnn::DataType::QAsymmS8>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template LayerTestResult<int32_t, 1>
+RankDimSize1Test<armnn::DataType::BFloat16>(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); \ No newline at end of file
diff --git a/src/backends/backendsCommon/test/layerTests/RankTestImpl.hpp b/src/backends/backendsCommon/test/layerTests/RankTestImpl.hpp
new file mode 100644
index 0000000000..ac82ac949d
--- /dev/null
+++ b/src/backends/backendsCommon/test/layerTests/RankTestImpl.hpp
@@ -0,0 +1,40 @@
+//
+// Copyright © 2020 Arm Ltd and Contributors. All rights reserved.
+// SPDX-License-Identifier: MIT
+//
+
+#pragma once
+
+#include "LayerTestResult.hpp"
+
+#include <ResolveType.hpp>
+
+#include <armnn/backends/IBackendInternal.hpp>
+#include <backendsCommon/WorkloadFactory.hpp>
+
+template<typename T , std::size_t n>
+LayerTestResult<int32_t, 1> RankTest(
+ armnn::TensorInfo inputTensorInfo,
+ boost::multi_array<T, n> input,
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>>
+LayerTestResult<int32_t, 1> RankDimSize1Test(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>>
+LayerTestResult<int32_t, 1> RankDimSize2Test(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>>
+LayerTestResult<int32_t, 1> RankDimSize3Test(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
+
+template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>>
+LayerTestResult<int32_t, 1> RankDimSize4Test(
+ armnn::IWorkloadFactory& workloadFactory,
+ const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager);
diff --git a/src/backends/reference/RefLayerSupport.cpp b/src/backends/reference/RefLayerSupport.cpp
index 696c6d9dac..877d200208 100644
--- a/src/backends/reference/RefLayerSupport.cpp
+++ b/src/backends/reference/RefLayerSupport.cpp
@@ -1651,6 +1651,21 @@ bool RefLayerSupport::IsQuantizeSupported(const TensorInfo& input,
return supported;
}
+bool RefLayerSupport::IsRankSupported(const TensorInfo& input,
+ const TensorInfo& output,
+ Optional<std::string&> reasonIfUnsupported) const
+{
+ IgnoreUnused(input);
+ // Define supported output types.
+ std::array<DataType,1> supportedOutputTypes =
+ {
+ DataType::Signed32,
+ };
+
+ return CheckSupportRule(TypeAnyOf(output, supportedOutputTypes), reasonIfUnsupported,
+ "Reference rank: input type not supported.");
+}
+
bool RefLayerSupport::IsReshapeSupported(const TensorInfo& input,
const TensorInfo& output,
const ReshapeDescriptor& descriptor,
diff --git a/src/backends/reference/RefLayerSupport.hpp b/src/backends/reference/RefLayerSupport.hpp
index 7d2bbf240e..a233082aaa 100644
--- a/src/backends/reference/RefLayerSupport.hpp
+++ b/src/backends/reference/RefLayerSupport.hpp
@@ -265,6 +265,10 @@ public:
const LstmInputParamsInfo& paramsInfo,
Optional<std::string&> reasonIfUnsupported = EmptyOptional()) const override;
+ bool IsRankSupported(const TensorInfo& input,
+ const TensorInfo& output,
+ Optional<std::string&> reasonIfUnsupported = EmptyOptional()) const override;
+
bool IsReshapeSupported(const TensorInfo& input,
const TensorInfo& output,
const ReshapeDescriptor& descriptor,
diff --git a/src/backends/reference/RefWorkloadFactory.cpp b/src/backends/reference/RefWorkloadFactory.cpp
index dcdabe17ff..cac1d1bd8a 100644
--- a/src/backends/reference/RefWorkloadFactory.cpp
+++ b/src/backends/reference/RefWorkloadFactory.cpp
@@ -549,6 +549,12 @@ std::unique_ptr<IWorkload> RefWorkloadFactory::CreateQuantize(const QuantizeQueu
return std::make_unique<RefQuantizeWorkload>(descriptor, info);
}
+std::unique_ptr<IWorkload> RefWorkloadFactory::CreateRank(const RankQueueDescriptor& descriptor,
+ const WorkloadInfo& info) const
+{
+ return std::make_unique<RefRankWorkload>(descriptor, info);
+}
+
std::unique_ptr<IWorkload> RefWorkloadFactory::CreateReshape(const ReshapeQueueDescriptor& descriptor,
const WorkloadInfo& info) const
{
diff --git a/src/backends/reference/RefWorkloadFactory.hpp b/src/backends/reference/RefWorkloadFactory.hpp
index 941f1a6636..e2eab072e3 100644
--- a/src/backends/reference/RefWorkloadFactory.hpp
+++ b/src/backends/reference/RefWorkloadFactory.hpp
@@ -209,6 +209,9 @@ public:
std::unique_ptr<IWorkload> CreateQuantize(const QuantizeQueueDescriptor& descriptor,
const WorkloadInfo& info) const override;
+ std::unique_ptr<IWorkload> CreateRank(const RankQueueDescriptor& descriptor,
+ const WorkloadInfo& info) const override;
+
std::unique_ptr<IWorkload> CreateReshape(const ReshapeQueueDescriptor& descriptor,
const WorkloadInfo& info) const override;
diff --git a/src/backends/reference/test/RefLayerTests.cpp b/src/backends/reference/test/RefLayerTests.cpp
index d96fa8be59..53df9a36b3 100644
--- a/src/backends/reference/test/RefLayerTests.cpp
+++ b/src/backends/reference/test/RefLayerTests.cpp
@@ -1,5 +1,5 @@
//
-// Copyright © 2017 Arm Ltd. All rights reserved.
+// Copyright © 2017 Arm Ltd and Contributors. All rights reserved.
// SPDX-License-Identifier: MIT
//
@@ -9,7 +9,6 @@
#include <reference/RefWorkloadFactory.hpp>
-#include <test/TensorHelpers.hpp>
#include <test/UnitTests.hpp>
#include <boost/test/unit_test.hpp>
@@ -797,6 +796,43 @@ ARMNN_AUTO_TEST_CASE(BatchNormUint8Nhwc, BatchNormUint8NhwcTest)
ARMNN_AUTO_TEST_CASE(BatchNormInt16, BatchNormInt16Test)
ARMNN_AUTO_TEST_CASE(BatchNormInt16Nhwc, BatchNormInt16NhwcTest)
+// Rank
+ARMNN_AUTO_TEST_CASE(RankDimSize1Float16, RankDimSize1Test<DataType::Float16>)
+ARMNN_AUTO_TEST_CASE(RankDimSize1Float32, RankDimSize1Test<DataType::Float32>)
+ARMNN_AUTO_TEST_CASE(RankDimSize1QAsymmU8, RankDimSize1Test<DataType::QAsymmU8>)
+ARMNN_AUTO_TEST_CASE(RankDimSize1Signed32, RankDimSize1Test<DataType::Signed32>)
+ARMNN_AUTO_TEST_CASE(RankDimSize1QSymmS16, RankDimSize1Test<DataType::QSymmS16>)
+ARMNN_AUTO_TEST_CASE(RankDimSize1QSymmS8, RankDimSize1Test<DataType::QSymmS8>)
+ARMNN_AUTO_TEST_CASE(RankDimSize1QAsymmS8, RankDimSize1Test<DataType::QAsymmS8>)
+ARMNN_AUTO_TEST_CASE(RankDimSize1BFloat16, RankDimSize1Test<DataType::BFloat16>)
+
+ARMNN_AUTO_TEST_CASE(RankDimSize2Float16, RankDimSize2Test<DataType::Float16>)
+ARMNN_AUTO_TEST_CASE(RankDimSize2Float32, RankDimSize2Test<DataType::Float32>)
+ARMNN_AUTO_TEST_CASE(RankDimSize2QAsymmU8, RankDimSize2Test<DataType::QAsymmU8>)
+ARMNN_AUTO_TEST_CASE(RankDimSize2Signed32, RankDimSize2Test<DataType::Signed32>)
+ARMNN_AUTO_TEST_CASE(RankDimSize2QSymmS16, RankDimSize2Test<DataType::QSymmS16>)
+ARMNN_AUTO_TEST_CASE(RankDimSize2QSymmS8, RankDimSize2Test<DataType::QSymmS8>)
+ARMNN_AUTO_TEST_CASE(RankDimSize2QAsymmS8, RankDimSize2Test<DataType::QAsymmS8>)
+ARMNN_AUTO_TEST_CASE(RankDimSize2BFloat16, RankDimSize2Test<DataType::BFloat16>)
+
+ARMNN_AUTO_TEST_CASE(RankDimSize3Float16, RankDimSize3Test<DataType::Float16>)
+ARMNN_AUTO_TEST_CASE(RankDimSize3Float32, RankDimSize3Test<DataType::Float32>)
+ARMNN_AUTO_TEST_CASE(RankDimSize3QAsymmU8, RankDimSize3Test<DataType::QAsymmU8>)
+ARMNN_AUTO_TEST_CASE(RankDimSize3Signed32, RankDimSize3Test<DataType::Signed32>)
+ARMNN_AUTO_TEST_CASE(RankDimSize3QSymmS16, RankDimSize3Test<DataType::QSymmS16>)
+ARMNN_AUTO_TEST_CASE(RankDimSize3QSymmS8, RankDimSize3Test<DataType::QSymmS8>)
+ARMNN_AUTO_TEST_CASE(RankDimSize3QAsymmS8, RankDimSize3Test<DataType::QAsymmS8>)
+ARMNN_AUTO_TEST_CASE(RankDimSize3BFloat16, RankDimSize3Test<DataType::BFloat16>)
+
+ARMNN_AUTO_TEST_CASE(RankDimSize4Float16, RankDimSize4Test<DataType::Float16>)
+ARMNN_AUTO_TEST_CASE(RankDimSize4Float32, RankDimSize4Test<DataType::Float32>)
+ARMNN_AUTO_TEST_CASE(RankDimSize4QAsymmU8, RankDimSize4Test<DataType::QAsymmU8>)
+ARMNN_AUTO_TEST_CASE(RankDimSize4Signed32, RankDimSize4Test<DataType::Signed32>)
+ARMNN_AUTO_TEST_CASE(RankDimSize4QSymmS16, RankDimSize4Test<DataType::QSymmS16>)
+ARMNN_AUTO_TEST_CASE(RankDimSize4QSymmS8, RankDimSize4Test<DataType::QSymmS8>)
+ARMNN_AUTO_TEST_CASE(RankDimSize4QAsymmS8, RankDimSize4Test<DataType::QAsymmS8>)
+ARMNN_AUTO_TEST_CASE(RankDimSize4BFloat16, RankDimSize4Test<DataType::BFloat16>)
+
// Resize Bilinear - NCHW
ARMNN_AUTO_TEST_CASE(SimpleResizeBilinear,
SimpleResizeBilinearTest<DataType::Float32>,
diff --git a/src/backends/reference/workloads/CMakeLists.txt b/src/backends/reference/workloads/CMakeLists.txt
index d51db365cc..937a32029e 100644
--- a/src/backends/reference/workloads/CMakeLists.txt
+++ b/src/backends/reference/workloads/CMakeLists.txt
@@ -1,5 +1,5 @@
#
-# Copyright © 2017 Arm Ltd. All rights reserved.
+# Copyright © 2017 Arm Ltd and Contributors. All rights reserved.
# SPDX-License-Identifier: MIT
#
@@ -129,6 +129,7 @@ list(APPEND armnnRefBackendWorkloads_sources
RefQuantizeWorkload.hpp
RefQLstmWorkload.cpp
RefQLstmWorkload.hpp
+ RefRankWorkload.hpp
RefReshapeWorkload.cpp
RefReshapeWorkload.hpp
RefResizeBilinearWorkload.cpp
diff --git a/src/backends/reference/workloads/RefRankWorkload.hpp b/src/backends/reference/workloads/RefRankWorkload.hpp
new file mode 100644
index 0000000000..780d3be533
--- /dev/null
+++ b/src/backends/reference/workloads/RefRankWorkload.hpp
@@ -0,0 +1,32 @@
+//
+// Copyright © 2020 Arm Ltd and Contributors. All rights reserved.
+// SPDX-License-Identifier: MIT
+//
+
+#pragma once
+
+#include <backendsCommon/Workload.hpp>
+#include <backendsCommon/WorkloadData.hpp>
+
+#include "RefWorkloadUtils.hpp"
+
+namespace armnn
+{
+
+struct RefRankWorkload : public BaseWorkload<RankQueueDescriptor>
+{
+public:
+ using BaseWorkload<RankQueueDescriptor>::BaseWorkload;
+ virtual void Execute() const override
+ {
+ const int32_t rank = static_cast<int32_t>(GetTensorInfo(m_Data.m_Inputs[0]).GetNumDimensions());
+
+ std::memcpy(GetOutputTensorData<void>(0, m_Data), &rank, sizeof(int32_t));
+ }
+};
+
+} //namespace armnn
+
+
+
+
diff --git a/src/backends/reference/workloads/RefWorkloads.hpp b/src/backends/reference/workloads/RefWorkloads.hpp
index 951e3a1e29..fc47cff84f 100644
--- a/src/backends/reference/workloads/RefWorkloads.hpp
+++ b/src/backends/reference/workloads/RefWorkloads.hpp
@@ -1,5 +1,5 @@
//
-// Copyright © 2017 Arm Ltd. All rights reserved.
+// Copyright © 2017 Arm Ltd and Contributors. All rights reserved.
// SPDX-License-Identifier: MIT
//
@@ -51,6 +51,7 @@
#include "RefPreluWorkload.hpp"
#include "RefQLstmWorkload.hpp"
#include "RefQuantizeWorkload.hpp"
+#include "RefRankWorkload.hpp"
#include "RefReshapeWorkload.hpp"
#include "RefResizeBilinearWorkload.hpp"
#include "RefResizeWorkload.hpp"