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Diffstat (limited to 'delegate/src/test/ElementwiseUnaryTest.cpp')
| -rw-r--r-- | delegate/src/test/ElementwiseUnaryTest.cpp | 239 |
1 files changed, 239 insertions, 0 deletions
diff --git a/delegate/src/test/ElementwiseUnaryTest.cpp b/delegate/src/test/ElementwiseUnaryTest.cpp new file mode 100644 index 0000000000..c504707c99 --- /dev/null +++ b/delegate/src/test/ElementwiseUnaryTest.cpp @@ -0,0 +1,239 @@ +// +// Copyright © 2020 Arm Ltd and Contributors. All rights reserved. +// SPDX-License-Identifier: MIT +// + +#include "ElementwiseUnaryTestHelper.hpp" + +#include <armnn_delegate.hpp> + +#include <flatbuffers/flatbuffers.h> +#include <tensorflow/lite/interpreter.h> +#include <tensorflow/lite/kernels/register.h> +#include <tensorflow/lite/model.h> +#include <tensorflow/lite/schema/schema_generated.h> +#include <tensorflow/lite/version.h> + +#include <doctest/doctest.h> + +namespace armnnDelegate +{ + +TEST_SUITE("ElementwiseUnaryTest") +{ + +TEST_CASE ("Abs_Float32_GpuAcc_Test") +{ + // Create the ArmNN Delegate + std::vector<armnn::BackendId> backends = { armnn::Compute::GpuAcc, + armnn::Compute::CpuRef }; + // Set input data + std::vector<float> inputValues + { + -0.1f, -0.2f, -0.3f, + 0.1f, 0.2f, 0.3f + }; + // Calculate output data + std::vector<float> expectedOutputValues(inputValues.size()); + for (unsigned int i = 0; i < inputValues.size(); ++i) + { + expectedOutputValues[i] = std::abs(inputValues[i]); + } + ElementwiseUnaryFP32Test(tflite::BuiltinOperator_ABS, backends, inputValues, expectedOutputValues); +} + +TEST_CASE ("Abs_Float32_CpuAcc_Test") +{ + // Create the ArmNN Delegate + std::vector<armnn::BackendId> backends = { armnn::Compute::CpuAcc, + armnn::Compute::CpuRef }; + // Set input data + std::vector<float> inputValues + { + -0.1f, -0.2f, -0.3f, + 0.1f, 0.2f, 0.3f + }; + // Calculate output data + std::vector<float> expectedOutputValues(inputValues.size()); + for (unsigned int i = 0; i < inputValues.size(); ++i) + { + expectedOutputValues[i] = std::abs(inputValues[i]); + } + + ElementwiseUnaryFP32Test(tflite::BuiltinOperator_ABS, backends, inputValues, expectedOutputValues); +} + +TEST_CASE ("Exp_Float32_GpuAcc_Test") +{ + // Create the ArmNN Delegate + std::vector<armnn::BackendId> backends = { armnn::Compute::GpuAcc, + armnn::Compute::CpuRef }; + // Set input data + std::vector<float> inputValues + { + 5.0f, 4.0f, + 3.0f, 2.0f, + 1.0f, 1.1f + }; + // Set output data + std::vector<float> expectedOutputValues + { + 148.413159102577f, 54.598150033144f, + 20.085536923188f, 7.389056098931f, + 2.718281828459f, 3.004166023946f + }; + + ElementwiseUnaryFP32Test(tflite::BuiltinOperator_EXP, backends, inputValues, expectedOutputValues); +} + +TEST_CASE ("Exp_Float32_CpuAcc_Test") +{ + // Create the ArmNN Delegate + std::vector<armnn::BackendId> backends = { armnn::Compute::CpuAcc, + armnn::Compute::CpuRef }; + // Set input data + std::vector<float> inputValues + { + 5.0f, 4.0f, + 3.0f, 2.0f, + 1.0f, 1.1f + }; + // Set output data + std::vector<float> expectedOutputValues + { + 148.413159102577f, 54.598150033144f, + 20.085536923188f, 7.389056098931f, + 2.718281828459f, 3.004166023946f + }; + + ElementwiseUnaryFP32Test(tflite::BuiltinOperator_EXP, backends, inputValues, expectedOutputValues); +} + +TEST_CASE ("Neg_Float32_GpuAcc_Test") +{ + // Create the ArmNN Delegate + std::vector<armnn::BackendId> backends = { armnn::Compute::GpuAcc, + armnn::Compute::CpuRef }; + // Set input data + std::vector<float> inputValues + { + 1.f, 0.f, 3.f, + 25.f, 64.f, 100.f + }; + // Set output data + std::vector<float> expectedOutputValues + { + -1.f, 0.f, -3.f, + -25.f, -64.f, -100.f + }; + + ElementwiseUnaryFP32Test(tflite::BuiltinOperator_NEG, backends, inputValues, expectedOutputValues); +} + +TEST_CASE ("Neg_Float32_CpuAcc_Test") +{ + // Create the ArmNN Delegate + std::vector<armnn::BackendId> backends = { armnn::Compute::CpuAcc, + armnn::Compute::CpuRef }; + // Set input data + std::vector<float> inputValues + { + 1.f, 0.f, 3.f, + 25.f, 64.f, 100.f + }; + // Set output data + std::vector<float> expectedOutputValues + { + -1.f, 0.f, -3.f, + -25.f, -64.f, -100.f + }; + + ElementwiseUnaryFP32Test(tflite::BuiltinOperator_NEG, backends, inputValues, expectedOutputValues); +} + +TEST_CASE ("Rsqrt_Float32_GpuAcc_Test") +{ + // Create the ArmNN Delegate + std::vector<armnn::BackendId> backends = { armnn::Compute::GpuAcc, + armnn::Compute::CpuRef }; + // Set input data + std::vector<float> inputValues + { + 1.f, 4.f, 16.f, + 25.f, 64.f, 100.f + }; + // Set output data + std::vector<float> expectedOutputValues + { + 1.f, 0.5f, 0.25f, + 0.2f, 0.125f, 0.1f + }; + + ElementwiseUnaryFP32Test(tflite::BuiltinOperator_RSQRT, backends, inputValues, expectedOutputValues); +} + +TEST_CASE ("Rsqrt_Float32_CpuAcc_Test") +{ + // Create the ArmNN Delegate + std::vector<armnn::BackendId> backends = { armnn::Compute::CpuAcc, + armnn::Compute::CpuRef }; + // Set input data + std::vector<float> inputValues + { + 1.f, 4.f, 16.f, + 25.f, 64.f, 100.f + }; + // Set output data + std::vector<float> expectedOutputValues + { + 1.f, 0.5f, 0.25f, + 0.2f, 0.125f, 0.1f + }; + + ElementwiseUnaryFP32Test(tflite::BuiltinOperator_RSQRT, backends, inputValues, expectedOutputValues); +} + +TEST_CASE ("Sqrt_Float32_GpuAcc_Test") +{ + // Create the ArmNN Delegate + std::vector<armnn::BackendId> backends = { armnn::Compute::GpuAcc, + armnn::Compute::CpuRef }; + // Set input data + std::vector<float> inputValues + { + 9.0f, 4.25f, 81.9f, + 0.1f, 0.9f, 169.0f + }; + // Calculate output data + std::vector<float> expectedOutputValues(inputValues.size()); + for (unsigned int i = 0; i < inputValues.size(); ++i) + { + expectedOutputValues[i] = std::sqrt(inputValues[i]); + } + + ElementwiseUnaryFP32Test(tflite::BuiltinOperator_SQRT, backends, inputValues, expectedOutputValues); +} + +TEST_CASE ("Sqrt_Float32_CpuAcc_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::CpuAcc, + armnn::Compute::CpuRef }; + // Set input data + std::vector<float> inputValues + { + 9.0f, 4.25f, 81.9f, + 0.1f, 0.9f, 169.0f + }; + // Calculate output data + std::vector<float> expectedOutputValues(inputValues.size()); + for (unsigned int i = 0; i < inputValues.size(); ++i) + { + expectedOutputValues[i] = std::sqrt(inputValues[i]); + } + + ElementwiseUnaryFP32Test(tflite::BuiltinOperator_SQRT, backends, inputValues, expectedOutputValues); +} + +} + +} // namespace armnnDelegate
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