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author | David Monahan <david.monahan@arm.com> | 2020-02-25 09:03:29 +0000 |
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committer | David Monahan <david.monahan@arm.com> | 2020-02-28 09:47:17 +0000 |
commit | 3b3c381963a1bfe12e083928a3abb5a9852b199b (patch) | |
tree | 7f6b2d7416240490172e01070953d949d32b4407 /src/backends/backendsCommon/test | |
parent | dd3f71b64072c44cec65a7a883d0c3a29659645c (diff) | |
download | armnn-3b3c381963a1bfe12e083928a3abb5a9852b199b.tar.gz |
IVGCVSW-4439: Adding Elu support to Activation
* Added CpuRef implementation
* Added Unit Tests
* Added Quantizer Test
* Enabled Tests for Neon and CL backends on fp32 only
* Added to Serializer
Signed-off-by: David Monahan <david.monahan@arm.com>
Change-Id: Ic23e1797dbc9352b40678c389d7fe2b836b582ea
Diffstat (limited to 'src/backends/backendsCommon/test')
-rw-r--r-- | src/backends/backendsCommon/test/layerTests/ActivationTestImpl.cpp | 58 | ||||
-rw-r--r-- | src/backends/backendsCommon/test/layerTests/ActivationTestImpl.hpp | 16 |
2 files changed, 74 insertions, 0 deletions
diff --git a/src/backends/backendsCommon/test/layerTests/ActivationTestImpl.cpp b/src/backends/backendsCommon/test/layerTests/ActivationTestImpl.cpp index 3f5e6c39e3..1b6e782060 100644 --- a/src/backends/backendsCommon/test/layerTests/ActivationTestImpl.cpp +++ b/src/backends/backendsCommon/test/layerTests/ActivationTestImpl.cpp @@ -1016,6 +1016,64 @@ LayerTestResult<int16_t, 4> TanhInt16Test( } +template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> +LayerTestResult<T, 4> EluTestCommon( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + float qScale, + int32_t qOffset) +{ + std::vector<float> inputData = { + -0.1f, -0.2f, -0.3f, -0.4f, + 0.1f, 0.2f, 0.3f, 0.4f, + -1.0f, -2.0f, -3.0f, -4.0f, + 1.0f, 2.0f, 3.0f, 4.0f + }; + + + const float a = 0.01f; + // Calculate output values for input. + auto f = [a](float value) + { + return (value >= 0) ? value : a * (expf(value) - 1); + }; + std::vector<float> outputExpectedData(inputData.size()); + std::transform(inputData.begin(), inputData.end(), outputExpectedData.begin(), f); + + return SimpleActivationTest<ArmnnType>(workloadFactory, + memoryManager, + armnn::ActivationFunction::Elu, + a, + 0.0f, + qScale, + qOffset, + inputData, + qScale, + qOffset, + outputExpectedData); +} + +LayerTestResult<float, 4> EluTest( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) +{ + return EluTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, 0.1f, 0); +} + +LayerTestResult<uint8_t, 4> EluUint8Test( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) +{ + return EluTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, 0.1f, 64); +} + +LayerTestResult<int16_t, 4> EluInt16Test( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) +{ + return EluTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, 0.1f, 0); +} + template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> LayerTestResult<T,4> CompareActivationTestImpl( diff --git a/src/backends/backendsCommon/test/layerTests/ActivationTestImpl.hpp b/src/backends/backendsCommon/test/layerTests/ActivationTestImpl.hpp index 2251ceb8dd..28301188d5 100644 --- a/src/backends/backendsCommon/test/layerTests/ActivationTestImpl.hpp +++ b/src/backends/backendsCommon/test/layerTests/ActivationTestImpl.hpp @@ -149,6 +149,22 @@ LayerTestResult<int16_t, 4> LeakyReLuInt16Test( const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); // +// Elu +// + +LayerTestResult<float, 4> EluTest( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); + +LayerTestResult<uint8_t, 4> EluUint8Test( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); + +LayerTestResult<int16_t, 4> EluInt16Test( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); + +// // Abs // |