| /* |
| * 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/CL/functions/CLFuseBatchNormalization.h" |
| #include "tests/CL/CLAccessor.h" |
| #include "tests/Globals.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<float> absolute_tolerance_f32(0.001f); |
| AbsoluteTolerance<float> absolute_tolerance_f16(0.2f); |
| } // namespace |
| |
| template <typename T> |
| using CLFuseBatchNormalizationConvFixture = FuseBatchNormalizationFixture<CLTensor, CLAccessor, CLFuseBatchNormalization, 4, T>; |
| template <typename T> |
| using CLFuseBatchNormalizationDWCFixture = FuseBatchNormalizationFixture<CLTensor, CLAccessor, CLFuseBatchNormalization, 3, T>; |
| |
| // *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(CL) |
| TEST_SUITE(FuseBatchNormalization) |
| TEST_SUITE(Convolution) |
| TEST_SUITE(Float) |
| TEST_SUITE(FP32) |
| FIXTURE_DATA_TEST_CASE(RunSmall, CLFuseBatchNormalizationConvFixture<float>, 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(CLAccessor(_target_w), _reference_w, absolute_tolerance_f32); |
| validate(CLAccessor(_target_b), _reference_b, absolute_tolerance_f32); |
| } |
| |
| FIXTURE_DATA_TEST_CASE(RunLarge, CLFuseBatchNormalizationConvFixture<float>, 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(CLAccessor(_target_w), _reference_w, absolute_tolerance_f32); |
| validate(CLAccessor(_target_b), _reference_b, absolute_tolerance_f32); |
| } |
| |
| TEST_SUITE_END() // FP32 |
| |
| TEST_SUITE(FP16) |
| FIXTURE_DATA_TEST_CASE(RunSmall, CLFuseBatchNormalizationConvFixture<half>, 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(CLAccessor(_target_w), _reference_w, absolute_tolerance_f16); |
| validate(CLAccessor(_target_b), _reference_b, absolute_tolerance_f16); |
| } |
| |
| FIXTURE_DATA_TEST_CASE(RunLarge, CLFuseBatchNormalizationConvFixture<half>, 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(CLAccessor(_target_w), _reference_w, absolute_tolerance_f16); |
| validate(CLAccessor(_target_b), _reference_b, absolute_tolerance_f16); |
| } |
| |
| TEST_SUITE_END() // FP16 |
| TEST_SUITE_END() // Float |
| TEST_SUITE_END() // Convolution |
| |
| TEST_SUITE(DepthwiseConvolution) |
| TEST_SUITE(Float) |
| TEST_SUITE(FP32) |
| FIXTURE_DATA_TEST_CASE(RunSmall, CLFuseBatchNormalizationDWCFixture<float>, 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(CLAccessor(_target_w), _reference_w, absolute_tolerance_f32); |
| validate(CLAccessor(_target_b), _reference_b, absolute_tolerance_f32); |
| } |
| |
| FIXTURE_DATA_TEST_CASE(RunLarge, CLFuseBatchNormalizationDWCFixture<float>, 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(CLAccessor(_target_w), _reference_w, absolute_tolerance_f32); |
| validate(CLAccessor(_target_b), _reference_b, absolute_tolerance_f32); |
| } |
| |
| TEST_SUITE_END() // FP32 |
| |
| TEST_SUITE(FP16) |
| FIXTURE_DATA_TEST_CASE(RunSmall, CLFuseBatchNormalizationDWCFixture<half>, 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(CLAccessor(_target_w), _reference_w, absolute_tolerance_f16); |
| validate(CLAccessor(_target_b), _reference_b, absolute_tolerance_f16); |
| } |
| |
| FIXTURE_DATA_TEST_CASE(RunLarge, CLFuseBatchNormalizationDWCFixture<half>, 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(CLAccessor(_target_w), _reference_w, absolute_tolerance_f16); |
| validate(CLAccessor(_target_b), _reference_b, absolute_tolerance_f16); |
| } |
| |
| TEST_SUITE_END() // FP16 |
| TEST_SUITE_END() // Float |
| TEST_SUITE_END() // DepthwiseConvolution |
| |
| TEST_SUITE_END() // FuseBatchNormalization |
| TEST_SUITE_END() // CL |
| } // namespace validation |
| } // namespace test |
| } // namespace arm_compute |