/* * Copyright (c) 2023 Arm Limited. * * SPDX-License-Identifier: MIT * * Permission is hereby granted, free of charge, to any person obtaining a copy * of this software and associated documentation files (the "Software"), to * deal in the Software without restriction, including without limitation the * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or * sell copies of the Software, and to permit persons to whom the Software is * furnished to do so, subject to the following conditions: * * The above copyright notice and this permission notice shall be included in all * copies or substantial portions of the Software. * * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE * SOFTWARE. */ #ifdef __aarch64__ #include "arm_compute/core/Types.h" #include "arm_compute/runtime/NEON/functions/NEAddMulAdd.h" #include "arm_compute/runtime/Tensor.h" #include "arm_compute/runtime/TensorAllocator.h" #include "tests/NEON/Accessor.h" #include "tests/datasets/ShapeDatasets.h" #include "tests/framework/Asserts.h" #include "tests/framework/Macros.h" #include "tests/framework/datasets/Datasets.h" #include "tests/validation/Validation.h" #include "tests/validation/fixtures/AddMulAddFixture.h" namespace arm_compute { namespace test { namespace validation { namespace { constexpr AbsoluteTolerance tolerance_fp32(0.001f); /**< Tolerance for floating point tests */ const AbsoluteTolerance tolerance_fp16(half(0.1f)); /**< Tolerance for 16-bit floating point tests */ constexpr AbsoluteTolerance tolerance_quant(1); /**< Tolerance for quantized tests */ const auto ActivationFunctionsDataset = framework::dataset::make("ActivationInfo", { ActivationLayerInfo(), ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU), // Boundaries are aligned with Quantized Data ranges -- DOUBLE check before changing ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::BOUNDED_RELU, 6.f), ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU, 8.f, -2.f) }); // QASYMM8 test quantizations const auto qasymm8_input1_qinfo_set = framework::dataset::make("Input1QInfo", { QuantizationInfo(0.1, 10) }); // Representable Range: [-1, 24.5] const auto qasymm8_input2_qinfo_set = framework::dataset::make("Input2QInfo", { QuantizationInfo(0.2, 60) }); // Representable Range: [-12, 39] const auto qasymm8_bn_mul_qinfo_set = framework::dataset::make("BnMulInfo", { QuantizationInfo(0.001, 55) }); // Representable Range: [-0.11, 0.2] const auto qasymm8_bn_add_qinfo_set = framework::dataset::make("BnAddInfo", { QuantizationInfo(0.02, 20) }); // Representable Range: [-0.4, 4.7] // Representable Range: [-9.36, 51.84], Expected F32 range: [-13, 63.5], leaving some space for saturation const auto qasymm8_add_output_qinfo_set = framework::dataset::make("AddOutputInfo", { QuantizationInfo(0.24, 39) }); // Representable Range: [-4.8, 10.5], Expected FP32 range: [-6.985, 12.7], leaving some space for saturation // This range also makes sense with the activation boundaries above, i.e. [-2, 8] for LU_BOUNDED_RELU and [0, 6] for BOUNDED_RELU const auto qasymm8_final_output_qinfo_set = framework::dataset::make("FinalOutputInfo", { QuantizationInfo(0.06, 80) }); // QASYMM8_SIGNED test quantizations const auto qasymm8_signed_input1_qinfo_set = framework::dataset::make("Input1QInfo", { QuantizationInfo(0.1, 10) }); // Representable Range: [-13.8, 11.7] const auto qasymm8_signed_input2_qinfo_set = framework::dataset::make("Input2QInfo", { QuantizationInfo(0.2, -60) }); // Representable Range: [-13.6, 39.4] const auto qasymm8_signed_bn_mul_qinfo_set = framework::dataset::make("BnMulInfo", { QuantizationInfo(0.001, 55) }); // Representable Range: [-0.183, 0.072] const auto qasymm8_signed_bn_add_qinfo_set = framework::dataset::make("BnAddInfo", { QuantizationInfo(0.4, -120) }); // Representable Range: [-0.32, 9.08] // Representable Range: [-21.36, 39.84], Expected F32 range: [-27.4, 51.1], leaving some space for saturation const auto qasymm8_signed_add_output_qinfo_set = framework::dataset::make("AddOutputInfo", { QuantizationInfo(0.24, -39) }); // Representable Range: [-4.8, 10.5], Expected FP32 range: [-9.6713, 14.0942], leaving some space for saturation // This range also makes sense with the activation boundaries above, i.e. [-2, 8] for LU_BOUNDED_RELU and [0, 6] for BOUNDED_RELU const auto qasymm8_signed_final_output_qinfo_set = framework::dataset::make("FinalOutputInfo", { QuantizationInfo(0.06, -48) }); } // namespace TEST_SUITE(NEON) TEST_SUITE(AddMulAdd) template using NEAddMulAddFloatFixture = AddMulAddFloatValidationFixture; template using NEAddMulAddFloatFixtureWoIntermOut = AddMulAddFloatValidationFixture; TEST_SUITE(Float) TEST_SUITE(F32) FIXTURE_DATA_TEST_CASE(RunSmall, NEAddMulAddFloatFixture, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", DataType::F32)), ActivationFunctionsDataset)) { // Validate outputs validate(Accessor(_interm_target), _interm_reference); // Arithmetic Addition has more strict tolerance validate(Accessor(_target), _reference, tolerance_fp32); } // This test is to stress the case when there is no intermediate output required (i.e. nullptr) FIXTURE_DATA_TEST_CASE(RunSmallWithoutIntermOutput, NEAddMulAddFloatFixtureWoIntermOut, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", DataType::F32)), framework::dataset::make("ActivationInfo", { ActivationLayerInfo() }))) { // Validate outputs validate(Accessor(_target), _reference, tolerance_fp32); } FIXTURE_DATA_TEST_CASE(RunLarge, NEAddMulAddFloatFixture, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType", DataType::F32)), ActivationFunctionsDataset)) { // Validate outputs validate(Accessor(_interm_target), _interm_reference); // Arithmetic Addition has more strict tolerance validate(Accessor(_target), _reference, tolerance_fp32); } TEST_SUITE_END() // F32 #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC TEST_SUITE(F16) FIXTURE_DATA_TEST_CASE(RunSmall, NEAddMulAddFloatFixture, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", DataType::F16)), ActivationFunctionsDataset)) { // Validate outputs validate(Accessor(_interm_target), _interm_reference); // Arithmetic Addition has more strict tolerance validate(Accessor(_target), _reference, tolerance_fp16); } FIXTURE_DATA_TEST_CASE(RunLarge, NEAddMulAddFloatFixture, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType", DataType::F16)), ActivationFunctionsDataset)) { // Validate outputs validate(Accessor(_interm_target), _interm_reference); // Arithmetic Addition has more strict tolerance validate(Accessor(_target), _reference, tolerance_fp16); } TEST_SUITE_END() // F16 #endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC TEST_SUITE_END() // Float template using NEAddMulQuantizedFixture = AddMulAddQuantizedValidationFixture; template using NEAddMulAddQuantizedFixtureWoIntermOut = AddMulAddQuantizedValidationFixture; TEST_SUITE(Quantized) TEST_SUITE(QASYMM8) FIXTURE_DATA_TEST_CASE(RunSmall, NEAddMulQuantizedFixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", DataType::QASYMM8)), ActivationFunctionsDataset), qasymm8_input1_qinfo_set), qasymm8_input2_qinfo_set), qasymm8_bn_mul_qinfo_set), qasymm8_bn_add_qinfo_set), qasymm8_add_output_qinfo_set), qasymm8_final_output_qinfo_set)) { // Validate outputs validate(Accessor(_interm_target), _interm_reference, tolerance_quant); validate(Accessor(_target), _reference, tolerance_quant); } FIXTURE_DATA_TEST_CASE(RunLarge, NEAddMulQuantizedFixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(combine(combine(combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType", DataType::QASYMM8)), ActivationFunctionsDataset), qasymm8_input1_qinfo_set), qasymm8_input2_qinfo_set), qasymm8_bn_mul_qinfo_set), qasymm8_bn_add_qinfo_set), qasymm8_add_output_qinfo_set), qasymm8_final_output_qinfo_set)) { // Validate outputs validate(Accessor(_interm_target), _interm_reference, tolerance_quant); validate(Accessor(_target), _reference, tolerance_quant); } TEST_SUITE_END() // QASYMM8 TEST_SUITE(QASYMM8_SIGNED) FIXTURE_DATA_TEST_CASE(RunSmall, NEAddMulQuantizedFixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)), ActivationFunctionsDataset), qasymm8_signed_input1_qinfo_set), qasymm8_signed_input2_qinfo_set), qasymm8_signed_bn_mul_qinfo_set), qasymm8_signed_bn_add_qinfo_set), qasymm8_signed_add_output_qinfo_set), qasymm8_signed_final_output_qinfo_set)) { // Validate outputs validate(Accessor(_interm_target), _interm_reference, tolerance_quant); validate(Accessor(_target), _reference, tolerance_quant); } FIXTURE_DATA_TEST_CASE(RunLarge, NEAddMulQuantizedFixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(combine(combine(combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)), ActivationFunctionsDataset), qasymm8_signed_input1_qinfo_set), qasymm8_signed_input2_qinfo_set), qasymm8_signed_bn_mul_qinfo_set), qasymm8_signed_bn_add_qinfo_set), qasymm8_signed_add_output_qinfo_set), qasymm8_signed_final_output_qinfo_set)) { // Validate outputs validate(Accessor(_interm_target), _interm_reference, tolerance_quant); validate(Accessor(_target), _reference, tolerance_quant); } TEST_SUITE_END() // QASYMM8_SIGNED TEST_SUITE_END() // Quantized TEST_SUITE_END() // AddMulAdd TEST_SUITE_END() // NEON } // namespace validation } // namespace test } // namespace arm_compute #endif // __aarch64__