diff options
Diffstat (limited to 'src/backends/backendsCommon/test')
| -rw-r--r-- | src/backends/backendsCommon/test/layerTests/ActivationTestImpl.cpp | 65 | ||||
| -rw-r--r-- | src/backends/backendsCommon/test/layerTests/ActivationTestImpl.hpp | 21 |
2 files changed, 85 insertions, 1 deletions
diff --git a/src/backends/backendsCommon/test/layerTests/ActivationTestImpl.cpp b/src/backends/backendsCommon/test/layerTests/ActivationTestImpl.cpp index 1dcbdfac9e..b562a8af32 100644 --- a/src/backends/backendsCommon/test/layerTests/ActivationTestImpl.cpp +++ b/src/backends/backendsCommon/test/layerTests/ActivationTestImpl.cpp @@ -1218,6 +1218,71 @@ LayerTestResult<int16_t, 4> HardSwishInt16Test( template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> +LayerTestResult<T, 4> GeluTestCommon( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory, + 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 + }; + // Calculate output values for input. + auto f = [](float x) + { + // gelu(x) = x * 1/2 * (1 + erf(x / sqrt(2))), + // where erf is Gaussian error function + auto result = x * (0.5f * (1.0f + erff(static_cast<float>(x / std::sqrt(2))))); + return result; + }; + std::vector<float> expectedOutput(inputData.size()); + std::transform(inputData.begin(), inputData.end(), expectedOutput.begin(), f); + + return SimpleActivationTest<ArmnnType>(workloadFactory, + memoryManager, + tensorHandleFactory, + armnn::ActivationFunction::Gelu, + 0.f, + 0.f, + qScale, + qOffset, + inputData, + qScale, + qOffset, + expectedOutput); +} + +LayerTestResult<float, 4> GeluTest( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory) +{ + return GeluTestCommon<armnn::DataType::Float32>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); +} + +LayerTestResult<uint8_t, 4> GeluUint8Test( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory) +{ + return GeluTestCommon<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 64); +} + +LayerTestResult<int16_t, 4> GeluInt16Test( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory) +{ + return GeluTestCommon<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, tensorHandleFactory, 0.1f, 0); +} + + +template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> LayerTestResult<T, 4> CompareActivationTestImpl( armnn::IWorkloadFactory& workloadFactory, const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, diff --git a/src/backends/backendsCommon/test/layerTests/ActivationTestImpl.hpp b/src/backends/backendsCommon/test/layerTests/ActivationTestImpl.hpp index e23cd32583..5df6813466 100644 --- a/src/backends/backendsCommon/test/layerTests/ActivationTestImpl.hpp +++ b/src/backends/backendsCommon/test/layerTests/ActivationTestImpl.hpp @@ -1,5 +1,5 @@ // -// Copyright © 2017 Arm Ltd. All rights reserved. +// Copyright © 2017-2021, 2023 Arm Ltd and Contributors. All rights reserved. // SPDX-License-Identifier: MIT // @@ -274,6 +274,25 @@ LayerTestResult<int16_t, 4> HardSwishInt16Test( const armnn::ITensorHandleFactory& tensorHandleFactory); // +// Gelu +// + +LayerTestResult<float, 4> GeluTest( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +LayerTestResult<uint8_t, 4> GeluUint8Test( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +LayerTestResult<int16_t, 4> GeluInt16Test( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +// // Other // |