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authorKeith Davis <keith.davis@arm.com>2021-05-21 16:33:48 +0100
committerKeith Davis <keith.davis@arm.com>2021-06-16 17:27:59 +0100
commit3ae3f978cf9ce3174609b7152af87acb410b0fe0 (patch)
tree9c71ea6aafbacfeba6938b5e0e29cdc97a784b70 /src/backends/reference
parent50de4fa4e7e0dd02a442ba350a1b40f293cb5a01 (diff)
downloadarmnn-3ae3f978cf9ce3174609b7152af87acb410b0fe0.tar.gz
MLCE-510 Add CpuRef Shape Operator to ArmNN
* Add front end * Add reference workload * Serialization/Deserialization * Add unit tests * Update ArmNN Versioning Signed-off-by: Keith Davis <keith.davis@arm.com> Change-Id: I6fcb1fa341d6f08dea4003b13544e6e9f53fefd3
Diffstat (limited to 'src/backends/reference')
-rw-r--r--src/backends/reference/RefLayerSupport.cpp18
-rw-r--r--src/backends/reference/RefLayerSupport.hpp6
-rw-r--r--src/backends/reference/RefWorkloadFactory.cpp7
-rw-r--r--src/backends/reference/RefWorkloadFactory.hpp3
-rw-r--r--src/backends/reference/test/RefLayerTests.cpp37
-rw-r--r--src/backends/reference/workloads/CMakeLists.txt1
-rw-r--r--src/backends/reference/workloads/RefShapeWorkload.hpp48
-rw-r--r--src/backends/reference/workloads/RefWorkloads.hpp5
8 files changed, 121 insertions, 4 deletions
diff --git a/src/backends/reference/RefLayerSupport.cpp b/src/backends/reference/RefLayerSupport.cpp
index 14a40f9d5d..1b05c4e0f4 100644
--- a/src/backends/reference/RefLayerSupport.cpp
+++ b/src/backends/reference/RefLayerSupport.cpp
@@ -1859,6 +1859,24 @@ bool RefLayerSupport::IsRsqrtSupported(const TensorInfo& input,
reasonIfUnsupported);
}
+bool RefLayerSupport::IsShapeSupported(const TensorInfo& input,
+ const TensorInfo& output,
+ Optional<std::string&> reasonIfUnsupported) const
+{
+ IgnoreUnused(input);
+ bool supported = true;
+
+ std::array<DataType, 1> supportedTypes =
+ {
+ DataType::Signed32
+ };
+
+ supported &= CheckSupportRule(TypeAnyOf(output, supportedTypes), reasonIfUnsupported,
+ "Reference Shape: output type not supported");
+
+ return supported;
+}
+
bool RefLayerSupport::IsSliceSupported(const TensorInfo& input,
const TensorInfo& output,
const SliceDescriptor& descriptor,
diff --git a/src/backends/reference/RefLayerSupport.hpp b/src/backends/reference/RefLayerSupport.hpp
index 7a95bb06ac..c060f79b5a 100644
--- a/src/backends/reference/RefLayerSupport.hpp
+++ b/src/backends/reference/RefLayerSupport.hpp
@@ -297,12 +297,16 @@ public:
const TensorInfo& output,
const ResizeDescriptor& descriptor,
Optional<std::string&> reasonIfUnsupported = EmptyOptional()) const override;
-
+
ARMNN_DEPRECATED_MSG("Use IsElementwiseUnarySupported instead")
bool IsRsqrtSupported(const TensorInfo& input,
const TensorInfo& output,
Optional<std::string&> reasonIfUnsupported = EmptyOptional()) const override;
+ bool IsShapeSupported(const TensorInfo& input,
+ const TensorInfo& output,
+ Optional<std::string&> reasonIfUnsupported = EmptyOptional()) const override;
+
bool IsSliceSupported(const TensorInfo& input,
const TensorInfo& output,
const SliceDescriptor& descriptor,
diff --git a/src/backends/reference/RefWorkloadFactory.cpp b/src/backends/reference/RefWorkloadFactory.cpp
index 8e3bbe468f..606f531630 100644
--- a/src/backends/reference/RefWorkloadFactory.cpp
+++ b/src/backends/reference/RefWorkloadFactory.cpp
@@ -7,7 +7,6 @@
#include <backendsCommon/MemImportWorkload.hpp>
#include <backendsCommon/MakeWorkloadHelper.hpp>
#include <backendsCommon/TensorHandle.hpp>
-#include <reference/workloads/RefFillWorkload.hpp>
#include "RefWorkloadFactory.hpp"
#include "RefBackendId.hpp"
#include "workloads/RefWorkloads.hpp"
@@ -626,6 +625,12 @@ std::unique_ptr<IWorkload> RefWorkloadFactory::CreateRsqrt(const RsqrtQueueDescr
return CreateElementwiseUnary(elementwiseUnaryDescriptor, info);
}
+std::unique_ptr<IWorkload> RefWorkloadFactory::CreateShape(const ShapeQueueDescriptor& descriptor,
+ const WorkloadInfo& info) const
+{
+ return std::make_unique<RefShapeWorkload>(descriptor, info);
+}
+
std::unique_ptr<IWorkload> RefWorkloadFactory::CreateSlice(const SliceQueueDescriptor& descriptor,
const WorkloadInfo& info) const
{
diff --git a/src/backends/reference/RefWorkloadFactory.hpp b/src/backends/reference/RefWorkloadFactory.hpp
index 734c5e49c3..2beffa77f3 100644
--- a/src/backends/reference/RefWorkloadFactory.hpp
+++ b/src/backends/reference/RefWorkloadFactory.hpp
@@ -243,6 +243,9 @@ public:
std::unique_ptr<IWorkload> CreateRsqrt(const RsqrtQueueDescriptor& descriptor,
const WorkloadInfo& info) const override;
+ std::unique_ptr<IWorkload> CreateShape(const ShapeQueueDescriptor& descriptor,
+ const WorkloadInfo& info) const override;
+
std::unique_ptr<IWorkload> CreateSlice(const SliceQueueDescriptor& descriptor,
const WorkloadInfo& info) const override;
diff --git a/src/backends/reference/test/RefLayerTests.cpp b/src/backends/reference/test/RefLayerTests.cpp
index 1cc6fa8d36..45e3717268 100644
--- a/src/backends/reference/test/RefLayerTests.cpp
+++ b/src/backends/reference/test/RefLayerTests.cpp
@@ -1733,6 +1733,43 @@ ARMNN_AUTO_TEST_CASE(DepthToSpaceNhwcInt16_2, DepthToSpaceTest2<DataType::QSymmS
ARMNN_AUTO_TEST_CASE(DepthToSpaceNhwcInt16_3, DepthToSpaceTest3<DataType::QSymmS16>, DataLayout::NHWC);
ARMNN_AUTO_TEST_CASE(DepthToSpaceNhwcInt16_4, DepthToSpaceTest4<DataType::QSymmS16>, DataLayout::NHWC);
+// Shape
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize1Float16, ShapeDimSize1Test<DataType::Float16>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize1Float32, ShapeDimSize1Test<DataType::Float32>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize1QAsymmU8, ShapeDimSize1Test<DataType::QAsymmU8>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize1Signed32, ShapeDimSize1Test<DataType::Signed32>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize1QSymmS16, ShapeDimSize1Test<DataType::QSymmS16>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize1QSymmS8, ShapeDimSize1Test<DataType::QSymmS8>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize1QAsymmS8, ShapeDimSize1Test<DataType::QAsymmS8>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize1BFloat16, ShapeDimSize1Test<DataType::BFloat16>)
+
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize2Float16, ShapeDimSize2Test<DataType::Float16>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize2Float32, ShapeDimSize2Test<DataType::Float32>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize2QAsymmU8, ShapeDimSize2Test<DataType::QAsymmU8>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize2Signed32, ShapeDimSize2Test<DataType::Signed32>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize2QSymmS16, ShapeDimSize2Test<DataType::QSymmS16>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize2QSymmS8, ShapeDimSize2Test<DataType::QSymmS8>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize2QAsymmS8, ShapeDimSize2Test<DataType::QAsymmS8>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize2BFloat16, ShapeDimSize2Test<DataType::BFloat16>)
+
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize3Float16, ShapeDimSize3Test<DataType::Float16>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize3Float32, ShapeDimSize3Test<DataType::Float32>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize3QAsymmU8, ShapeDimSize3Test<DataType::QAsymmU8>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize3Signed32, ShapeDimSize3Test<DataType::Signed32>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize3QSymmS16, ShapeDimSize3Test<DataType::QSymmS16>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize3QSymmS8, ShapeDimSize3Test<DataType::QSymmS8>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize3QAsymmS8, ShapeDimSize3Test<DataType::QAsymmS8>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize3BFloat16, ShapeDimSize3Test<DataType::BFloat16>)
+
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize4Float16, ShapeDimSize4Test<DataType::Float16>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize4Float32, ShapeDimSize4Test<DataType::Float32>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize4QAsymmU8, ShapeDimSize4Test<DataType::QAsymmU8>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize4Signed32, ShapeDimSize4Test<DataType::Signed32>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize4QSymmS16, ShapeDimSize4Test<DataType::QSymmS16>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize4QSymmS8, ShapeDimSize4Test<DataType::QSymmS8>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize4QAsymmS8, ShapeDimSize4Test<DataType::QAsymmS8>)
+ARMNN_AUTO_TEST_CASE_WITH_THF(ShapeDimSize4BFloat16, ShapeDimSize4Test<DataType::BFloat16>)
+
// SpaceToDepth
ARMNN_AUTO_TEST_CASE_WITH_THF(SpaceToDepthNchwAsymmQ8, SpaceToDepthNchwAsymmQ8Test)
ARMNN_AUTO_TEST_CASE_WITH_THF(SpaceToDepthNhwcAsymmQ8, SpaceToDepthNhwcAsymmQ8Test)
diff --git a/src/backends/reference/workloads/CMakeLists.txt b/src/backends/reference/workloads/CMakeLists.txt
index 09e02e67bd..7a769e5246 100644
--- a/src/backends/reference/workloads/CMakeLists.txt
+++ b/src/backends/reference/workloads/CMakeLists.txt
@@ -143,6 +143,7 @@ list(APPEND armnnRefBackendWorkloads_sources
RefResizeBilinearWorkload.hpp
RefResizeWorkload.cpp
RefResizeWorkload.hpp
+ RefShapeWorkload.hpp
RefSliceWorkload.cpp
RefSliceWorkload.hpp
RefSoftmaxWorkload.cpp
diff --git a/src/backends/reference/workloads/RefShapeWorkload.hpp b/src/backends/reference/workloads/RefShapeWorkload.hpp
new file mode 100644
index 0000000000..8e2a410b0c
--- /dev/null
+++ b/src/backends/reference/workloads/RefShapeWorkload.hpp
@@ -0,0 +1,48 @@
+//
+// Copyright © 2021 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 RefShapeWorkload : public BaseWorkload<ShapeQueueDescriptor>
+{
+public:
+ using BaseWorkload<ShapeQueueDescriptor>::BaseWorkload;
+ virtual void Execute() const override
+ {
+ Execute(m_Data.m_Inputs, m_Data.m_Outputs);
+ }
+ void ExecuteAsync(WorkingMemDescriptor& workingMemDescriptor) override
+ {
+ Execute(workingMemDescriptor.m_Inputs, workingMemDescriptor.m_Outputs);
+ }
+
+private:
+ void Execute(std::vector<ITensorHandle*> inputs, std::vector<ITensorHandle*> outputs) const
+ {
+ const TensorShape Shape = GetTensorInfo(inputs[0]).GetShape();
+
+ const TensorInfo& outputInfo = GetTensorInfo(outputs[0]);
+
+ unsigned int numBytes =
+ GetTensorInfo(inputs[0]).GetNumDimensions() * GetDataTypeSize(outputInfo.GetDataType());
+
+ std::memcpy(outputs[0]->Map(), &Shape, numBytes);
+ outputs[0]->Unmap();
+ }
+};
+
+} //namespace armnn
+
+
+
+
diff --git a/src/backends/reference/workloads/RefWorkloads.hpp b/src/backends/reference/workloads/RefWorkloads.hpp
index d3995f2b82..afe63d13c0 100644
--- a/src/backends/reference/workloads/RefWorkloads.hpp
+++ b/src/backends/reference/workloads/RefWorkloads.hpp
@@ -35,10 +35,10 @@
#include "RefDequantizeWorkload.hpp"
#include "RefElementwiseWorkload.hpp"
#include "RefElementwiseUnaryWorkload.hpp"
+#include "RefFakeQuantizationFloat32Workload.hpp"
#include "RefFillWorkload.hpp"
-#include "RefFullyConnectedWorkload.hpp"
#include "RefFloorWorkload.hpp"
-#include "RefFakeQuantizationFloat32Workload.hpp"
+#include "RefFullyConnectedWorkload.hpp"
#include "RefGatherWorkload.hpp"
#include "RefInstanceNormalizationWorkload.hpp"
#include "RefL2NormalizationWorkload.hpp"
@@ -59,6 +59,7 @@
#include "RefReshapeWorkload.hpp"
#include "RefResizeBilinearWorkload.hpp"
#include "RefResizeWorkload.hpp"
+#include "RefShapeWorkload.hpp"
#include "RefSliceWorkload.hpp"
#include "RefSplitterWorkload.hpp"
#include "RefSoftmaxWorkload.hpp"