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author | Teresa Charlin <teresa.charlinreyes@arm.com> | 2023-03-14 12:10:28 +0000 |
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committer | Teresa Charlin <teresa.charlinreyes@arm.com> | 2023-03-28 11:41:55 +0100 |
commit | ad1b3d7518429e2d16a2695d9b0bbf81b6565ac9 (patch) | |
tree | a5b8e1ad68a2437f007338f0b6195ca5ed2bddc3 /delegate/test/QuantizationTest.cpp | |
parent | 9cb3466b677a1048b8abb24661e92c4c83fdda04 (diff) | |
download | armnn-ad1b3d7518429e2d16a2695d9b0bbf81b6565ac9.tar.gz |
IVGCVSW-7555 Restructure Delegate
* New folders created:
* common is for common code where TfLite API is not used
* classic is for existing delegate implementations
* opaque is for new opaque delegate implementation,
* tests is for shared between existing Delegate and Opaque Delegate which have test utils to work which delegate to use.
* Existing delegate is built to libarmnnDelegate.so and opaque delegate is built as libarmnnOpaqueDelegate.so
* Opaque structure is introduced but no API is added yet.
* CmakeList.txt and delegate/CMakeList.txt have been modified and 2 new CmakeList.txt added
* Rename BUILD_ARMNN_TFLITE_DELEGATE as BUILD_CLASSIC_DELEGATE
* Rename BUILD_ARMNN_TFLITE_OPAQUE_DELEGATE as BUILD_OPAQUE_DELEGATE
Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com>
Change-Id: Ib682b9ad0ac8d8acdc4ec6d9099bb0008a9fe8ed
Diffstat (limited to 'delegate/test/QuantizationTest.cpp')
-rw-r--r-- | delegate/test/QuantizationTest.cpp | 455 |
1 files changed, 455 insertions, 0 deletions
diff --git a/delegate/test/QuantizationTest.cpp b/delegate/test/QuantizationTest.cpp new file mode 100644 index 0000000000..0210602eb8 --- /dev/null +++ b/delegate/test/QuantizationTest.cpp @@ -0,0 +1,455 @@ +// +// Copyright © 2020, 2023 Arm Ltd and Contributors. All rights reserved. +// SPDX-License-Identifier: MIT +// + +#include "QuantizationTestHelper.hpp" + +#include <armnn_delegate.hpp> + +#include <flatbuffers/flatbuffers.h> +#include <schema_generated.h> + +#include <doctest/doctest.h> + +namespace armnnDelegate +{ + +// Dequantize operator test functions. +void DequantizeUint8Test(std::vector<armnn::BackendId>& backends) +{ + std::vector<int32_t> inputShape { 2, 4 }; + std::vector<int32_t> outputShape { 2, 4 }; + + // Set input and output data + std::vector<uint8_t> inputValues + { + 0, 1, 2, 3, // Lower bounds + 252, 253, 254, 255 // Upper bounds + }; + std::vector<float> expectedOutputValues + { + 0.f, 1.f, 2.f, 3.f, + 252.f, 253.f, 254.f, 255.f + }; + + QuantizationTest<uint8_t, float>(tflite::BuiltinOperator_DEQUANTIZE, + ::tflite::TensorType_UINT8, + ::tflite::TensorType_FLOAT32, + backends, + inputShape, + outputShape, + inputValues, + expectedOutputValues); +} + +void DequantizeInt8Test(std::vector<armnn::BackendId>& backends) +{ + std::vector<int32_t> inputShape { 2, 4 }; + std::vector<int32_t> outputShape { 2, 4 }; + + std::vector<int8_t> inputValues + { + -1, 0, 1, 2, + -128, -127, 126, 127 + }; + std::vector<float> expectedOutputValues + { + -1.f, 0.f, 1.f, 2.f, + -128.f, -127.f, 126.f, 127.f + }; + + QuantizationTest<int8_t , float>(tflite::BuiltinOperator_DEQUANTIZE, + ::tflite::TensorType_INT8, + ::tflite::TensorType_FLOAT32, + backends, + inputShape, + outputShape, + inputValues, + expectedOutputValues); +} + +void DequantizeInt16Test(std::vector<armnn::BackendId>& backends) +{ + std::vector<int32_t> inputShape { 2, 5 }; + std::vector<int32_t> outputShape { 2, 5 }; + + std::vector<int16_t> inputValues + { + -1, 0, 1, 2, + -32768, -16384, 16384, 32767 + }; + std::vector<float> expectedOutputValues + { + -1.f, 0.f, 1.f, 2.f, + -32768.f, -16384.f, 16384.f, 32767.f + }; + + QuantizationTest<int16_t, float>(tflite::BuiltinOperator_DEQUANTIZE, + ::tflite::TensorType_INT16, + ::tflite::TensorType_FLOAT32, + backends, + inputShape, + outputShape, + inputValues, + expectedOutputValues); +} + +// Quantize operator test functions. +void QuantizeFloat32Uint8Test(std::vector<armnn::BackendId>& backends) +{ + std::vector<int32_t> inputShape { 2, 4 }; + std::vector<int32_t> outputShape { 2, 4 }; + + // Set input and output data + std::vector<float> inputValues + { + -1.f, 0.f, 1.f, 2.f, // Lower bounds + 252.f, 253.f, 255.f, 256.f // Upper bounds + }; + std::vector<uint8_t> expectedOutputValues + { + 0, 0, 1, 2, + 252, 253, 255, 255 + }; + + QuantizationTest<float, uint8_t>(tflite::BuiltinOperator_QUANTIZE, + ::tflite::TensorType_FLOAT32, + ::tflite::TensorType_UINT8, + backends, + inputShape, + outputShape, + inputValues, + expectedOutputValues); +} + +void QuantizeFloat32Int8Test(std::vector<armnn::BackendId>& backends) +{ + std::vector<int32_t> inputShape { 2, 4 }; + std::vector<int32_t> outputShape { 2, 4 }; + + std::vector<float> inputValues + { + -1.f, 0.f, 1.f, 2.f, + -128.5f, -127.f, 126.f, 127.5f + }; + std::vector<int8_t> expectedOutputValues + { + -1, 0, 1, 2, + -128, -127, 126, 127 + }; + + QuantizationTest<float, int8_t>(tflite::BuiltinOperator_QUANTIZE, + ::tflite::TensorType_FLOAT32, + ::tflite::TensorType_INT8, + backends, + inputShape, + outputShape, + inputValues, + expectedOutputValues); +} + +void QuantizeFloat32Int16Test(std::vector<armnn::BackendId>& backends) +{ + std::vector<int32_t> inputShape { 2, 4 }; + std::vector<int32_t> outputShape { 2, 4 }; + + std::vector<float> inputValues + { + -1.f, 0.f, 1.f, 2.f, + -32768.5f, -16384.f, 16384.f, 32767.5f + }; + std::vector<int16_t> expectedOutputValues + { + -1, 0, 1, 2, + -32768, -16384, 16384, 32767 + }; + + QuantizationTest<float, int16_t>(tflite::BuiltinOperator_QUANTIZE, + ::tflite::TensorType_FLOAT32, + ::tflite::TensorType_INT16, + backends, + inputShape, + outputShape, + inputValues, + expectedOutputValues); +} + +void QuantizeInt16Int16Test(std::vector<armnn::BackendId>& backends) +{ + std::vector<int32_t> inputShape { 2, 4 }; + std::vector<int32_t> outputShape { 2, 4 }; + + std::vector<int16_t> inputValues + { + -1, 0, 1, 2, + -32768, -16384, 16384, 32767 + }; + std::vector<int16_t> expectedOutputValues + { + -1, 0, 1, 2, + -32768, -16384, 16384, 32767 + }; + + QuantizationTest<int16_t, int16_t>(tflite::BuiltinOperator_QUANTIZE, + ::tflite::TensorType_INT16, + ::tflite::TensorType_INT16, + backends, + inputShape, + outputShape, + inputValues, + expectedOutputValues); +} + +void QuantizeInt16Int8Test(std::vector<armnn::BackendId>& backends) +{ + std::vector<int32_t> inputShape { 2, 4 }; + std::vector<int32_t> outputShape { 2, 4 }; + + std::vector<int16_t> inputValues + { + -1, 0, 1, 2, + -32768, -16384, 16384, 32767 + }; + std::vector<int8_t> expectedOutputValues + { + -1, 0, 1, 2, + -128, -128, 127, 127 + }; + + QuantizationTest<int16_t, int8_t>(tflite::BuiltinOperator_QUANTIZE, + ::tflite::TensorType_INT16, + ::tflite::TensorType_INT8, + backends, + inputShape, + outputShape, + inputValues, + expectedOutputValues); +} + +void QuantizeInt8Uint8Test(std::vector<armnn::BackendId>& backends) +{ + std::vector<int32_t> inputShape { 2, 4 }; + std::vector<int32_t> outputShape { 2, 4 }; + + std::vector<int8_t> inputValues + { + -1, 0, 1, 2, + -128, -127, 126, 127 + }; + std::vector<uint8_t> expectedOutputValues + { + 0, 0, 1, 2, + 0, 0, 126, 127 + }; + + QuantizationTest<int8_t, uint8_t>(tflite::BuiltinOperator_QUANTIZE, + ::tflite::TensorType_INT8, + ::tflite::TensorType_UINT8, + backends, + inputShape, + outputShape, + inputValues, + expectedOutputValues); +} + +void QuantizeUint8Int8Test(std::vector<armnn::BackendId>& backends) +{ + std::vector<int32_t> inputShape { 2, 4 }; + std::vector<int32_t> outputShape { 2, 4 }; + + std::vector<uint8_t> inputValues + { + 0, 1, 2, 3, + 126, 127, 254, 255 + }; + std::vector<int8_t> expectedOutputValues + { + 0, 1, 2, 3, + 126, 127, 127, 127 + }; + + QuantizationTest<uint8_t, int8_t>(tflite::BuiltinOperator_QUANTIZE, + ::tflite::TensorType_UINT8, + ::tflite::TensorType_INT8, + backends, + inputShape, + outputShape, + inputValues, + expectedOutputValues); +} + +TEST_SUITE("CpuRef_QuantizationTests") +{ + +TEST_CASE ("DEQUANTIZE_UINT8_CpuRef_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::CpuRef }; + DequantizeUint8Test(backends); +} + + +TEST_CASE ("DEQUANTIZE_INT8_CpuRef_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::CpuRef }; + DequantizeInt8Test(backends); +} + + +TEST_CASE ("DEQUANTIZE_INT16_CpuRef_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::CpuRef }; + DequantizeInt16Test(backends); +} + + +TEST_CASE ("QUANTIZE_FLOAT32_UINT8_CpuRef_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::CpuRef }; + QuantizeFloat32Uint8Test(backends); +} + + +TEST_CASE ("QUANTIZE_FLOAT32_INT8_CpuRef_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::CpuRef }; + QuantizeFloat32Int8Test(backends); +} + + +TEST_CASE ("QUANTIZE_FLOAT32_INT16_CpuRef_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::CpuRef }; + QuantizeFloat32Int16Test(backends); +} + + +TEST_CASE ("QUANTIZE_INT16_INT16_CpuRef_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::CpuRef }; + QuantizeInt16Int16Test(backends); +} + + +TEST_CASE ("QUANTIZE_INT16_INT8_CpuRef_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::CpuRef }; + QuantizeInt16Int8Test(backends); +} + + + +TEST_CASE ("QUANTIZE_INT8_UINT8_CpuRef_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::CpuRef }; + QuantizeInt8Uint8Test(backends); +} + + +TEST_CASE ("QUANTIZE_UINT8_INT8_CpuRef_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::CpuRef }; + QuantizeUint8Int8Test(backends); +} + +} + +TEST_SUITE("CpuAcc_QuantizationTests") +{ + +// Dequantize Operator Tests +TEST_CASE ("DEQUANTIZE_UINT8_CpuAcc_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::CpuAcc }; + DequantizeUint8Test(backends); +} + +TEST_CASE ("DEQUANTIZE_INT8_CpuAcc_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::CpuAcc }; + DequantizeInt8Test(backends); +} + +TEST_CASE ("DEQUANTIZE_INT16_CpuAcc_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::CpuAcc }; + DequantizeInt16Test(backends); +} + +// Quantize Operator Tests +TEST_CASE ("QUANTIZE_FLOAT32_UINT8_CpuAcc_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::CpuAcc }; + QuantizeFloat32Uint8Test(backends); +} + +TEST_CASE ("QUANTIZE_FLOAT32_INT8_CpuAcc_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::CpuAcc }; + QuantizeFloat32Int8Test(backends); +} + +TEST_CASE ("QUANTIZE_INT8_UINT8_CpuAcc_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::CpuAcc }; + QuantizeInt8Uint8Test(backends); +} + +TEST_CASE ("QUANTIZE_UINT8_INT8_CpuAcc_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::CpuAcc }; + QuantizeUint8Int8Test(backends); +} + +} + +TEST_SUITE("GpuAcc_QuantizationTests") +{ + +// Dequantize Operator Tests +TEST_CASE ("DEQUANTIZE_UINT8_GpuAcc_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::GpuAcc }; + DequantizeUint8Test(backends); +} + +TEST_CASE ("DEQUANTIZE_INT8_GpuAcc_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::GpuAcc }; + DequantizeInt8Test(backends); +} + +TEST_CASE ("DEQUANTIZE_INT16_GpuAcc_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::GpuAcc }; + DequantizeInt16Test(backends); +} + +// Quantize Operator Tests +TEST_CASE ("QUANTIZE_FLOAT32_UINT8_GpuAcc_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::GpuAcc }; + QuantizeFloat32Uint8Test(backends); +} + +TEST_CASE ("QUANTIZE_FLOAT32_INT8_GpuAcc_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::GpuAcc }; + QuantizeFloat32Int8Test(backends); +} + +TEST_CASE ("QUANTIZE_INT8_UINT8_GpuAcc_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::GpuAcc }; + QuantizeInt8Uint8Test(backends); +} + +TEST_CASE ("QUANTIZE_UINT8_INT8_GpuAcc_Test") +{ + std::vector<armnn::BackendId> backends = { armnn::Compute::GpuAcc }; + QuantizeUint8Int8Test(backends); +} + +} + +} // namespace armnnDelegate
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