/* * Copyright (c) 2019 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. */ #include "arm_compute/runtime/NEON/functions/NEFuseBatchNormalization.h" #include "tests/Globals.h" #include "tests/NEON/Accessor.h" #include "tests/datasets/ShapeDatasets.h" #include "tests/framework/Macros.h" #include "tests/framework/datasets/Datasets.h" #include "tests/validation/Validation.h" #include "tests/validation/fixtures/FuseBatchNormalizationFixture.h" namespace arm_compute { namespace test { namespace validation { namespace { AbsoluteTolerance absolute_tolerance_f32(0.001f); #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC AbsoluteTolerance absolute_tolerance_f16(0.2f); #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ } // namespace template using NEFuseBatchNormalizationConvFixture = FuseBatchNormalizationFixture; template using NEFuseBatchNormalizationDWCFixture = FuseBatchNormalizationFixture; // *INDENT-OFF* // clang-format off /** Shapes to test - Precommit */ const auto shape_conv_values_precommit = concat(datasets::Small4DShapes(), datasets::Small3DShapes()); /** Shapes to test - Nightly */ const auto shape_conv_values_nightly = concat(datasets::Large4DShapes(), datasets::Large3DShapes()); /** Data layout to test */ const auto data_layout_values = framework::dataset::make("DataLayout", { DataLayout::NHWC, DataLayout::NCHW }); /** In-place flags to test */ const auto in_place_values = framework::dataset::make("InPlace", { true, false }); /** With bias flags to test */ const auto with_bias_values = framework::dataset::make("WithBias", { true, false }); /** With gamma flags to test */ const auto with_gamma_values = framework::dataset::make("WithGamma", { true, false }); /** With beta flags to test */ const auto with_beta_values = framework::dataset::make("WithBeta", { true, false }); TEST_SUITE(NEON) TEST_SUITE(FuseBatchNormalization) TEST_SUITE(Convolution) TEST_SUITE(Float) TEST_SUITE(FP32) FIXTURE_DATA_TEST_CASE(RunSmall, NEFuseBatchNormalizationConvFixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(combine( shape_conv_values_precommit, framework::dataset::make("DataType", { DataType::F32 })), data_layout_values), in_place_values), with_bias_values), with_gamma_values), with_beta_values)) { // Validate outputs validate(Accessor(_target_w), _reference_w, absolute_tolerance_f32); validate(Accessor(_target_b), _reference_b, absolute_tolerance_f32); } FIXTURE_DATA_TEST_CASE(RunLarge, NEFuseBatchNormalizationConvFixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(combine(combine( shape_conv_values_nightly, framework::dataset::make("DataType", { DataType::F32 })), data_layout_values), in_place_values), with_bias_values), with_gamma_values), with_beta_values)) { // Validate outputs validate(Accessor(_target_w), _reference_w, absolute_tolerance_f32); validate(Accessor(_target_b), _reference_b, absolute_tolerance_f32); } TEST_SUITE_END() // FP32 #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC TEST_SUITE(FP16) FIXTURE_DATA_TEST_CASE(RunSmall, NEFuseBatchNormalizationConvFixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(combine( shape_conv_values_precommit, framework::dataset::make("DataType", { DataType::F16 })), data_layout_values), in_place_values), with_bias_values), with_gamma_values), with_beta_values)) { // Validate outputs validate(Accessor(_target_w), _reference_w, absolute_tolerance_f16); validate(Accessor(_target_b), _reference_b, absolute_tolerance_f16); } FIXTURE_DATA_TEST_CASE(RunLarge, NEFuseBatchNormalizationConvFixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(combine(combine( shape_conv_values_nightly, framework::dataset::make("DataType", { DataType::F16 })), data_layout_values), in_place_values), with_bias_values), with_gamma_values), with_beta_values)) { // Validate outputs validate(Accessor(_target_w), _reference_w, absolute_tolerance_f16); validate(Accessor(_target_b), _reference_b, absolute_tolerance_f16); } TEST_SUITE_END() // FP16 #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ TEST_SUITE_END() // Float TEST_SUITE_END() // Convolution TEST_SUITE(DepthwiseConvolution) TEST_SUITE(Float) TEST_SUITE(FP32) FIXTURE_DATA_TEST_CASE(RunSmall, NEFuseBatchNormalizationDWCFixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(combine( datasets::Small3DShapes(), framework::dataset::make("DataType", { DataType::F32 })), data_layout_values), in_place_values), with_bias_values), with_gamma_values), with_beta_values)) { // Validate outputs validate(Accessor(_target_w), _reference_w, absolute_tolerance_f32); validate(Accessor(_target_b), _reference_b, absolute_tolerance_f32); } FIXTURE_DATA_TEST_CASE(RunLarge, NEFuseBatchNormalizationDWCFixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(combine(combine( datasets::Large3DShapes(), framework::dataset::make("DataType", { DataType::F32 })), data_layout_values), in_place_values), with_bias_values), with_gamma_values), with_beta_values)) { // Validate outputs validate(Accessor(_target_w), _reference_w, absolute_tolerance_f32); validate(Accessor(_target_b), _reference_b, absolute_tolerance_f32); } TEST_SUITE_END() // FP32 #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC TEST_SUITE(FP16) FIXTURE_DATA_TEST_CASE(RunSmall, NEFuseBatchNormalizationDWCFixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(combine( datasets::Small3DShapes(), framework::dataset::make("DataType", { DataType::F16 })), data_layout_values), in_place_values), with_bias_values), with_gamma_values), with_beta_values)) { // Validate outputs validate(Accessor(_target_w), _reference_w, absolute_tolerance_f16); validate(Accessor(_target_b), _reference_b, absolute_tolerance_f16); } FIXTURE_DATA_TEST_CASE(RunLarge, NEFuseBatchNormalizationDWCFixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(combine(combine( datasets::Large3DShapes(), framework::dataset::make("DataType", { DataType::F16 })), data_layout_values), in_place_values), with_bias_values), with_gamma_values), with_beta_values)) { // Validate outputs validate(Accessor(_target_w), _reference_w, absolute_tolerance_f16); validate(Accessor(_target_b), _reference_b, absolute_tolerance_f16); } TEST_SUITE_END() // FP16 #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ TEST_SUITE_END() // Float TEST_SUITE_END() // DepthwiseConvolution TEST_SUITE_END() // FuseBatchNormalization TEST_SUITE_END() // NEON } // namespace validation } // namespace test } // namespace arm_compute