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author | Sadik Armagan <sadik.armagan@arm.com> | 2021-01-22 10:53:38 +0000 |
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committer | Sadik Armagan <sadik.armagan@arm.com> | 2021-01-26 09:40:33 +0000 |
commit | 4b227bb4e2d83f0e3125a2a8fcc6834b3b98b44d (patch) | |
tree | 2ec6f1063008929df60de043ca6c882b9a847e4c /delegate/src/test/NormalizationTest.cpp | |
parent | 0b51d5ad533f8ecde71f957077690195eea29ffc (diff) | |
download | armnn-4b227bb4e2d83f0e3125a2a8fcc6834b3b98b44d.tar.gz |
IVGCVSW-5390 'TfLiteDelegate: Implement the Normalisation operators'
* Added L2_NORMALIZATION and LOCAL_RESPONSE_NORMALIZATION opertor support
Signed-off-by: Sadik Armagan <sadik.armagan@arm.com>
Change-Id: Ic9e66879cf6469fa8761fb1c9dd5950771f629b0
Diffstat (limited to 'delegate/src/test/NormalizationTest.cpp')
-rw-r--r-- | delegate/src/test/NormalizationTest.cpp | 166 |
1 files changed, 166 insertions, 0 deletions
diff --git a/delegate/src/test/NormalizationTest.cpp b/delegate/src/test/NormalizationTest.cpp new file mode 100644 index 0000000000..058394edb7 --- /dev/null +++ b/delegate/src/test/NormalizationTest.cpp @@ -0,0 +1,166 @@ +// +// Copyright © 2021 Arm Ltd and Contributors. All rights reserved. +// SPDX-License-Identifier: MIT +// + +#include "NormalizationTestHelper.hpp" + +#include <armnn_delegate.hpp> + +#include <flatbuffers/flatbuffers.h> +#include <tensorflow/lite/schema/schema_generated.h> + +#include <doctest/doctest.h> + +namespace armnnDelegate +{ + +void L2NormalizationTest(std::vector<armnn::BackendId>& backends) +{ + // Set input data + std::vector<int32_t> inputShape { 1, 1, 1, 10 }; + std::vector<int32_t> outputShape { 1, 1, 1, 10 }; + + std::vector<float> inputValues + { + 1.0f, + 2.0f, + 3.0f, + 4.0f, + 5.0f, + 6.0f, + 7.0f, + 8.0f, + 9.0f, + 10.0f + }; + + const float approxInvL2Norm = 0.050964719f; + std::vector<float> expectedOutputValues + { + 1.0f * approxInvL2Norm, + 2.0f * approxInvL2Norm, + 3.0f * approxInvL2Norm, + 4.0f * approxInvL2Norm, + 5.0f * approxInvL2Norm, + 6.0f * approxInvL2Norm, + 7.0f * approxInvL2Norm, + 8.0f * approxInvL2Norm, + 9.0f * approxInvL2Norm, + 10.0f * approxInvL2Norm + }; + + NormalizationTest<float>(tflite::BuiltinOperator_L2_NORMALIZATION, + ::tflite::TensorType_FLOAT32, + backends, + inputShape, + outputShape, + inputValues, + expectedOutputValues); +} + +void LocalResponseNormalizationTest(std::vector<armnn::BackendId>& backends, + int32_t radius, + float bias, + float alpha, + float beta) +{ + // Set input data + std::vector<int32_t> inputShape { 2, 2, 2, 1 }; + std::vector<int32_t> outputShape { 2, 2, 2, 1 }; + + std::vector<float> inputValues + { + 1.0f, 2.0f, + 3.0f, 4.0f, + 5.0f, 6.0f, + 7.0f, 8.0f + }; + + std::vector<float> expectedOutputValues + { + 0.5f, 0.400000006f, 0.300000012f, 0.235294119f, + 0.192307696f, 0.16216217f, 0.140000001f, 0.123076923f + }; + + NormalizationTest<float>(tflite::BuiltinOperator_LOCAL_RESPONSE_NORMALIZATION, + ::tflite::TensorType_FLOAT32, + backends, + inputShape, + outputShape, + inputValues, + expectedOutputValues, + radius, + bias, + alpha, + beta); +} + + +TEST_SUITE("L2Normalization_CpuRefTests") +{ + +TEST_CASE ("L2NormalizationFp32Test_CpuRef_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::CpuRef }; + L2NormalizationTest(backends); +} + +} // TEST_SUITE("L2Normalization_CpuRefTests") + +TEST_SUITE("L2Normalization_CpuAccTests") +{ + +TEST_CASE ("L2NormalizationFp32Test_CpuAcc_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::CpuAcc }; + L2NormalizationTest(backends); +} + +} // TEST_SUITE("L2NormalizationFp32Test_CpuAcc_Test") + +TEST_SUITE("L2Normalization_GpuAccTests") +{ + +TEST_CASE ("L2NormalizationFp32Test_GpuAcc_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::GpuAcc }; + L2NormalizationTest(backends); +} + +} // TEST_SUITE("L2Normalization_GpuAccTests") + +TEST_SUITE("LocalResponseNormalization_CpuRefTests") +{ + +TEST_CASE ("LocalResponseNormalizationTest_CpuRef_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::CpuRef }; + LocalResponseNormalizationTest(backends, 3, 1.f, 1.f, 1.f); +} + +} // TEST_SUITE("LocalResponseNormalization_CpuRefTests") + +TEST_SUITE("LocalResponseNormalization_CpuAccTests") +{ + +TEST_CASE ("LocalResponseNormalizationTest_CpuAcc_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::CpuAcc }; + LocalResponseNormalizationTest(backends, 3, 1.f, 1.f, 1.f); +} + +} // TEST_SUITE("LocalResponseNormalization_CpuAccTests") + +TEST_SUITE("LocalResponseNormalization_GpuAccTests") +{ + +TEST_CASE ("LocalResponseNormalizationTest_GpuAcc_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::GpuAcc }; + LocalResponseNormalizationTest(backends, 3, 1.f, 1.f, 1.f); +} + +} // TEST_SUITE("LocalResponseNormalization_GpuAccTests") + +} // namespace armnnDelegate
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