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authorNikhil Raj <nikhil.raj@arm.com>2019-07-19 15:15:23 +0100
committerNikhil Raj Arm <nikhil.raj@arm.com>2019-07-19 14:33:04 +0000
commit747f586b9ae0b206c45d9678becfa4b7c092aeb7 (patch)
tree81dbc8ba29ef0b65860749b0a7c1b0f41db1f2a1
parent598950d611304ffeb9d57a5b28a13b0ddd629026 (diff)
downloadarmnn-747f586b9ae0b206c45d9678becfa4b7c092aeb7.tar.gz
IVGCVSW-3479 Add End to End test for Prelu
Change-Id: I041bdf9e721a4384ea3c2be0184787dd1f4ea08e Signed-off-by: Nikhil Raj <nikhil.raj@arm.com>
-rw-r--r--src/armnn/InternalTypes.cpp1
-rw-r--r--src/backends/backendsCommon/test/CMakeLists.txt1
-rw-r--r--src/backends/backendsCommon/test/PreluEndToEndTestImpl.hpp94
-rw-r--r--src/backends/reference/test/RefEndToEndTests.cpp16
4 files changed, 112 insertions, 0 deletions
diff --git a/src/armnn/InternalTypes.cpp b/src/armnn/InternalTypes.cpp
index 896e4161ba..143e1b612a 100644
--- a/src/armnn/InternalTypes.cpp
+++ b/src/armnn/InternalTypes.cpp
@@ -49,6 +49,7 @@ char const* GetLayerTypeAsCString(LayerType type)
case LayerType::Permute: return "Permute";
case LayerType::Pooling2d: return "Pooling2d";
case LayerType::PreCompiled: return "PreCompiled";
+ case LayerType::Prelu: return "Prelu";
case LayerType::Reshape: return "Reshape";
case LayerType::Rsqrt: return "Rsqrt";
case LayerType::Resize: return "Resize";
diff --git a/src/backends/backendsCommon/test/CMakeLists.txt b/src/backends/backendsCommon/test/CMakeLists.txt
index bc91bee58e..7c2d0ebfa8 100644
--- a/src/backends/backendsCommon/test/CMakeLists.txt
+++ b/src/backends/backendsCommon/test/CMakeLists.txt
@@ -40,6 +40,7 @@ list(APPEND armnnBackendsCommonUnitTests_sources
OptimizationViewsTests.cpp
PermuteTestImpl.hpp
Pooling2dTestImpl.hpp
+ PreluEndToEndTestImpl.hpp
QuantizeHelper.hpp
QuantizeTestImpl.hpp
ResizeEndToEndTestImpl.hpp
diff --git a/src/backends/backendsCommon/test/PreluEndToEndTestImpl.hpp b/src/backends/backendsCommon/test/PreluEndToEndTestImpl.hpp
new file mode 100644
index 0000000000..0dc1e78ced
--- /dev/null
+++ b/src/backends/backendsCommon/test/PreluEndToEndTestImpl.hpp
@@ -0,0 +1,94 @@
+//
+// Copyright © 2017 Arm Ltd. All rights reserved.
+// SPDX-License-Identifier: MIT
+//
+#pragma once
+
+#include <ResolveType.hpp>
+
+#include <armnn/INetwork.hpp>
+
+#include <backendsCommon/test/CommonTestUtils.hpp>
+
+namespace
+{
+template<typename armnn::DataType DataType>
+INetworkPtr CreatePreluNetwork(const armnn::TensorInfo& inputInfo,
+ const armnn::TensorInfo& alphaInfo,
+ const armnn::TensorInfo& outputInfo)
+{
+ using namespace armnn;
+
+ INetworkPtr net(INetwork::Create());
+
+ IConnectableLayer* input = net->AddInputLayer(0, "input");
+ IConnectableLayer* alpha = net->AddInputLayer(1, "alpha");
+ IConnectableLayer* prelu = net->AddPreluLayer("Prelu");
+ IConnectableLayer* output = net->AddOutputLayer(0, "output");
+
+ Connect(input, prelu, inputInfo, 0, 0);
+ Connect(alpha, prelu, alphaInfo, 0, 1);
+ Connect(prelu, output, outputInfo, 0, 0);
+
+ return net;
+}
+
+template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>>
+void PreluEndToEnd(const std::vector<BackendId>& backends,
+ const std::vector<T>& inputData,
+ const std::vector<T>& alphaData,
+ const std::vector<T>& expectedOutputData,
+ const float qScale ,
+ const int32_t qOffset)
+{
+ using namespace armnn;
+
+ armnn::TensorInfo inputInfo({ 2, 2, 2, 1 }, ArmnnType);
+ armnn::TensorInfo alphaInfo({ 1, 2, 2, 1 }, ArmnnType);
+ armnn::TensorInfo outputInfo({ 2, 2, 2, 1 }, ArmnnType);
+
+ inputInfo.SetQuantizationOffset(qOffset);
+ inputInfo.SetQuantizationScale(qScale);
+ alphaInfo.SetQuantizationOffset(qOffset);
+ alphaInfo.SetQuantizationScale(qScale);
+ outputInfo.SetQuantizationOffset(qOffset);
+ outputInfo.SetQuantizationScale(qScale);
+
+ INetworkPtr net = CreatePreluNetwork<ArmnnType>(inputInfo, alphaInfo, outputInfo);
+
+ BOOST_TEST_CHECKPOINT("Create a network");
+
+ std::map<int, std::vector<T>> inputTensorData = { { 0, inputData }, { 1, alphaData} };
+ std::map<int, std::vector<T>> expectedOutputTensorData = { { 0, expectedOutputData } };
+
+ EndToEndLayerTestImpl<ArmnnType, ArmnnType>(move(net),
+ inputTensorData,
+ expectedOutputTensorData,
+ backends);
+}
+
+template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>>
+void PreluEndToEndPositiveTest(const std::vector<BackendId>& backends, const float qScale = 1.0f,
+ const int32_t qOffset = 2)
+{
+ std::vector<T> inputData{ 1, 2, 3, 4, 5, 6, 7, 8 };
+ std::vector<T> alphaData{ 2, 1, 1, 1 };
+
+ std::vector<T> expectedOutputData{ 2, 2, 3, 4, 5, 6, 7, 8 };
+
+ PreluEndToEnd<ArmnnType>(backends, inputData, alphaData, expectedOutputData, qScale, qOffset);
+}
+
+template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>>
+void PreluEndToEndNegativeTest(const std::vector<BackendId>& backends, const float qScale = 1.0f,
+ const int32_t qOffset = 0)
+{
+ std::vector<T> inputData{ 1, -2, 3, 4, 5, 6, 7, 8 };
+ std::vector<T> alphaData{ 1, 2, 1, 1 };
+
+ std::vector<T> expectedOutputData{ 1, -4, 3, 4, 5, 6, 7, 8 };
+
+ PreluEndToEnd<ArmnnType>(backends, inputData, alphaData, expectedOutputData, qScale, qOffset);
+}
+
+} // anonymous namespace \ No newline at end of file
diff --git a/src/backends/reference/test/RefEndToEndTests.cpp b/src/backends/reference/test/RefEndToEndTests.cpp
index 3e8a4690dc..f81f1a708f 100644
--- a/src/backends/reference/test/RefEndToEndTests.cpp
+++ b/src/backends/reference/test/RefEndToEndTests.cpp
@@ -11,6 +11,7 @@
#include <backendsCommon/test/DequantizeEndToEndTestImpl.hpp>
#include <backendsCommon/test/DetectionPostProcessTestImpl.hpp>
#include <backendsCommon/test/GatherEndToEndTestImpl.hpp>
+#include <backendsCommon/test/PreluEndToEndTestImpl.hpp>
#include <backendsCommon/test/ResizeEndToEndTestImpl.hpp>
#include <backendsCommon/test/SpaceToDepthEndToEndTestImpl.hpp>
#include <backendsCommon/test/SplitterEndToEndTestImpl.hpp>
@@ -715,6 +716,21 @@ BOOST_AUTO_TEST_CASE(RefDetectionPostProcessFastNmsUint8Test)
1.0f, 1, 0.01f, 0, 0.5f, 0);
}
+BOOST_AUTO_TEST_CASE(RefPreluEndToEndTestFloat32)
+{
+ PreluEndToEndNegativeTest<armnn::DataType::Float32>(defaultBackends);
+}
+
+BOOST_AUTO_TEST_CASE(RefPreluEndToEndTestUint8)
+{
+ PreluEndToEndPositiveTest<armnn::DataType::QuantisedAsymm8>(defaultBackends);
+}
+
+BOOST_AUTO_TEST_CASE(RefPreluEndToEndTestQSymm16)
+{
+ PreluEndToEndPositiveTest<armnn::DataType::QuantisedSymm16>(defaultBackends);
+}
+
BOOST_AUTO_TEST_CASE(RefSpaceToDepthNHWCEndToEndTest1)
{
SpaceToDepthNHWCEndToEndTest1(defaultBackends);