220 lines
11 KiB
C++
220 lines
11 KiB
C++
/*
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* Copyright (c) 2019-2020 Arm Limited.
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*
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* SPDX-License-Identifier: MIT
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*
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* Permission is hereby granted, free of charge, to any person obtaining a copy
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* of this software and associated documentation files (the "Software"), to
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* deal in the Software without restriction, including without limitation the
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* rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
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* sell copies of the Software, and to permit persons to whom the Software is
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* furnished to do so, subject to the following conditions:
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*
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* The above copyright notice and this permission notice shall be included in all
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* copies or substantial portions of the Software.
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*
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* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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* SOFTWARE.
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*/
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#include "arm_compute/runtime/CL/functions/CLFuseBatchNormalization.h"
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#include "tests/CL/CLAccessor.h"
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#include "tests/Globals.h"
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#include "tests/datasets/ShapeDatasets.h"
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#include "tests/framework/Macros.h"
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#include "tests/framework/datasets/Datasets.h"
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#include "tests/validation/Validation.h"
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#include "tests/validation/fixtures/FuseBatchNormalizationFixture.h"
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namespace arm_compute
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{
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namespace test
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{
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namespace validation
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{
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namespace
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{
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AbsoluteTolerance<float> absolute_tolerance_f32(0.001f);
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AbsoluteTolerance<float> absolute_tolerance_f16(0.2f);
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} // namespace
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template <typename T>
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using CLFuseBatchNormalizationConvFixture = FuseBatchNormalizationFixture<CLTensor, CLAccessor, CLFuseBatchNormalization, 4, T>;
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template <typename T>
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using CLFuseBatchNormalizationDWCFixture = FuseBatchNormalizationFixture<CLTensor, CLAccessor, CLFuseBatchNormalization, 3, T>;
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// *INDENT-OFF*
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// clang-format off
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/** Shapes to test - Precommit */
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const auto shape_conv_values_precommit = concat(datasets::Small4DShapes(), datasets::Small3DShapes());
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/** Shapes to test - Nightly */
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const auto shape_conv_values_nightly = concat(datasets::Large4DShapes(), datasets::Large3DShapes());
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/** Data layout to test */
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const auto data_layout_values = framework::dataset::make("DataLayout", { DataLayout::NHWC, DataLayout::NCHW });
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/** In-place flags to test */
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const auto in_place_values = framework::dataset::make("InPlace", { true, false });
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/** With bias flags to test */
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const auto with_bias_values = framework::dataset::make("WithBias", { true, false });
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/** With gamma flags to test */
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const auto with_gamma_values = framework::dataset::make("WithGamma", { true, false });
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/** With beta flags to test */
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const auto with_beta_values = framework::dataset::make("WithBeta", { true, false });
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TEST_SUITE(CL)
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TEST_SUITE(FuseBatchNormalization)
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TEST_SUITE(Convolution)
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TEST_SUITE(Float)
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TEST_SUITE(FP32)
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FIXTURE_DATA_TEST_CASE(RunSmall, CLFuseBatchNormalizationConvFixture<float>, framework::DatasetMode::PRECOMMIT,
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combine(combine(combine(combine(combine(combine(
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shape_conv_values_precommit,
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framework::dataset::make("DataType", { DataType::F32 })),
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data_layout_values),
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in_place_values),
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with_bias_values),
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with_gamma_values),
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with_beta_values))
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{
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// Validate outputs
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validate(CLAccessor(_target_w), _reference_w, absolute_tolerance_f32);
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validate(CLAccessor(_target_b), _reference_b, absolute_tolerance_f32);
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}
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FIXTURE_DATA_TEST_CASE(RunLarge, CLFuseBatchNormalizationConvFixture<float>, framework::DatasetMode::NIGHTLY,
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combine(combine(combine(combine(combine(combine(
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shape_conv_values_nightly,
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framework::dataset::make("DataType", { DataType::F32 })),
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data_layout_values),
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in_place_values),
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with_bias_values),
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with_gamma_values),
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with_beta_values))
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{
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// Validate outputs
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validate(CLAccessor(_target_w), _reference_w, absolute_tolerance_f32);
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validate(CLAccessor(_target_b), _reference_b, absolute_tolerance_f32);
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}
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TEST_SUITE_END() // FP32
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TEST_SUITE(FP16)
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FIXTURE_DATA_TEST_CASE(RunSmall, CLFuseBatchNormalizationConvFixture<half>, framework::DatasetMode::PRECOMMIT,
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combine(combine(combine(combine(combine(combine(
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shape_conv_values_precommit,
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framework::dataset::make("DataType", { DataType::F16 })),
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data_layout_values),
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in_place_values),
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with_bias_values),
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with_gamma_values),
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with_beta_values))
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{
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// Validate outputs
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validate(CLAccessor(_target_w), _reference_w, absolute_tolerance_f16);
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validate(CLAccessor(_target_b), _reference_b, absolute_tolerance_f16);
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}
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FIXTURE_DATA_TEST_CASE(RunLarge, CLFuseBatchNormalizationConvFixture<half>, framework::DatasetMode::NIGHTLY,
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combine(combine(combine(combine(combine(combine(
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shape_conv_values_nightly,
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framework::dataset::make("DataType", { DataType::F16 })),
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data_layout_values),
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in_place_values),
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with_bias_values),
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with_gamma_values),
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with_beta_values))
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{
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// Validate outputs
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validate(CLAccessor(_target_w), _reference_w, absolute_tolerance_f16);
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validate(CLAccessor(_target_b), _reference_b, absolute_tolerance_f16);
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}
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TEST_SUITE_END() // FP16
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TEST_SUITE_END() // Float
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TEST_SUITE_END() // Convolution
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TEST_SUITE(DepthwiseConvolution)
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TEST_SUITE(Float)
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TEST_SUITE(FP32)
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FIXTURE_DATA_TEST_CASE(RunSmall, CLFuseBatchNormalizationDWCFixture<float>, framework::DatasetMode::PRECOMMIT,
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combine(combine(combine(combine(combine(combine(
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datasets::Small3DShapes(),
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framework::dataset::make("DataType", { DataType::F32 })),
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data_layout_values),
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in_place_values),
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with_bias_values),
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with_gamma_values),
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with_beta_values))
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{
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// Validate outputs
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validate(CLAccessor(_target_w), _reference_w, absolute_tolerance_f32);
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validate(CLAccessor(_target_b), _reference_b, absolute_tolerance_f32);
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}
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FIXTURE_DATA_TEST_CASE(RunLarge, CLFuseBatchNormalizationDWCFixture<float>, framework::DatasetMode::NIGHTLY,
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combine(combine(combine(combine(combine(combine(
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datasets::Large3DShapes(),
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framework::dataset::make("DataType", { DataType::F32 })),
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data_layout_values),
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in_place_values),
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with_bias_values),
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with_gamma_values),
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with_beta_values))
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{
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// Validate outputs
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validate(CLAccessor(_target_w), _reference_w, absolute_tolerance_f32);
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validate(CLAccessor(_target_b), _reference_b, absolute_tolerance_f32);
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}
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TEST_SUITE_END() // FP32
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TEST_SUITE(FP16)
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FIXTURE_DATA_TEST_CASE(RunSmall, CLFuseBatchNormalizationDWCFixture<half>, framework::DatasetMode::PRECOMMIT,
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combine(combine(combine(combine(combine(combine(
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datasets::Small3DShapes(),
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framework::dataset::make("DataType", { DataType::F16 })),
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data_layout_values),
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in_place_values),
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with_bias_values),
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with_gamma_values),
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with_beta_values))
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{
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// Validate outputs
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validate(CLAccessor(_target_w), _reference_w, absolute_tolerance_f16);
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validate(CLAccessor(_target_b), _reference_b, absolute_tolerance_f16);
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}
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FIXTURE_DATA_TEST_CASE(RunLarge, CLFuseBatchNormalizationDWCFixture<half>, framework::DatasetMode::NIGHTLY,
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combine(combine(combine(combine(combine(combine(
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datasets::Large3DShapes(),
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framework::dataset::make("DataType", { DataType::F16 })),
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data_layout_values),
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in_place_values),
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with_bias_values),
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with_gamma_values),
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with_beta_values))
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{
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// Validate outputs
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validate(CLAccessor(_target_w), _reference_w, absolute_tolerance_f16);
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validate(CLAccessor(_target_b), _reference_b, absolute_tolerance_f16);
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}
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TEST_SUITE_END() // FP16
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TEST_SUITE_END() // Float
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TEST_SUITE_END() // DepthwiseConvolution
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TEST_SUITE_END() // FuseBatchNormalization
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TEST_SUITE_END() // CL
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} // namespace validation
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} // namespace test
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} // namespace arm_compute
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