/* * Copyright (c) 2017-2021, 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. */ #ifndef ARM_COMPUTE_TEST_POOLING_LAYER_FIXTURE #define ARM_COMPUTE_TEST_POOLING_LAYER_FIXTURE #include "arm_compute/core/TensorShape.h" #include "arm_compute/core/Types.h" #include "arm_compute/core/utils/misc/ShapeCalculator.h" #include "arm_compute/runtime/Tensor.h" #include "tests/AssetsLibrary.h" #include "tests/Globals.h" #include "tests/IAccessor.h" #include "tests/framework/Asserts.h" #include "tests/framework/Fixture.h" #include "tests/validation/reference/PoolingLayer.h" #include namespace arm_compute { namespace test { namespace validation { template class PoolingLayerValidationGenericFixture : public framework::Fixture { public: void setup(TensorShape shape, PoolingLayerInfo pool_info, DataType data_type, DataLayout data_layout, bool indices = false, QuantizationInfo input_qinfo = QuantizationInfo(), QuantizationInfo output_qinfo = QuantizationInfo(), bool mixed_layout = false) { _mixed_layout = mixed_layout; _pool_info = pool_info; _target = compute_target(shape, pool_info, data_type, data_layout, input_qinfo, output_qinfo, indices); _reference = compute_reference(shape, pool_info, data_type, data_layout, input_qinfo, output_qinfo, indices); } protected: void mix_layout(FunctionType &layer, TensorType &src, TensorType &dst) { const DataLayout data_layout = src.info()->data_layout(); // Test Multi DataLayout graph cases, when the data layout changes after configure src.info()->set_data_layout(data_layout == DataLayout::NCHW ? DataLayout::NHWC : DataLayout::NCHW); dst.info()->set_data_layout(data_layout == DataLayout::NCHW ? DataLayout::NHWC : DataLayout::NCHW); // Compute Convolution function layer.run(); // Reinstating original data layout for the test suite to properly check the values src.info()->set_data_layout(data_layout); dst.info()->set_data_layout(data_layout); } template void fill(U &&tensor) { if(tensor.data_type() == DataType::F32) { std::uniform_real_distribution distribution(-1.0f, 1.0f); library->fill(tensor, distribution, 0); } else if(tensor.data_type() == DataType::F16) { arm_compute::utils::uniform_real_distribution_16bit distribution{ -1.0f, 1.0f }; library->fill(tensor, distribution, 0); } else // data type is quantized_asymmetric { library->fill_tensor_uniform(tensor, 0); } } TensorType compute_target(TensorShape shape, PoolingLayerInfo info, DataType data_type, DataLayout data_layout, QuantizationInfo input_qinfo, QuantizationInfo output_qinfo, bool indices) { // Change shape in case of NHWC. if(data_layout == DataLayout::NHWC) { permute(shape, PermutationVector(2U, 0U, 1U)); } // Create tensors TensorType src = create_tensor(shape, data_type, 1, input_qinfo, data_layout); const TensorShape dst_shape = misc::shape_calculator::compute_pool_shape(*(src.info()), info); TensorType dst = create_tensor(dst_shape, data_type, 1, output_qinfo, data_layout); _target_indices = create_tensor(dst_shape, DataType::U32, 1, output_qinfo, data_layout); // Create and configure function FunctionType pool_layer; pool_layer.configure(&src, &dst, info, (indices) ? &_target_indices : nullptr); ARM_COMPUTE_ASSERT(src.info()->is_resizable()); ARM_COMPUTE_ASSERT(dst.info()->is_resizable()); ARM_COMPUTE_ASSERT(_target_indices.info()->is_resizable()); add_padding_x({ &src, &dst, &_target_indices }, data_layout); // Allocate tensors src.allocator()->allocate(); dst.allocator()->allocate(); _target_indices.allocator()->allocate(); ARM_COMPUTE_ASSERT(!src.info()->is_resizable()); ARM_COMPUTE_ASSERT(!dst.info()->is_resizable()); ARM_COMPUTE_ASSERT(!_target_indices.info()->is_resizable()); // Fill tensors fill(AccessorType(src)); if(_mixed_layout) { mix_layout(pool_layer, src, dst); } else { // Compute function pool_layer.run(); } return dst; } SimpleTensor compute_reference(TensorShape shape, PoolingLayerInfo info, DataType data_type, DataLayout data_layout, QuantizationInfo input_qinfo, QuantizationInfo output_qinfo, bool indices) { // Create reference SimpleTensor src(shape, data_type, 1, input_qinfo); // Fill reference fill(src); return reference::pooling_layer(src, info, output_qinfo, indices ? &_ref_indices : nullptr, data_layout); } TensorType _target{}; SimpleTensor _reference{}; PoolingLayerInfo _pool_info{}; bool _mixed_layout{ false }; TensorType _target_indices{}; SimpleTensor _ref_indices{}; }; template class PoolingLayerIndicesValidationFixture : public PoolingLayerValidationGenericFixture { public: void setup(TensorShape shape, PoolingType pool_type, Size2D pool_size, PadStrideInfo pad_stride_info, bool exclude_padding, DataType data_type, DataLayout data_layout, bool use_kernel_indices) { PoolingLayerValidationGenericFixture::setup(shape, PoolingLayerInfo(pool_type, pool_size, data_layout, pad_stride_info, exclude_padding, false, true, use_kernel_indices), data_type, data_layout, true); } }; template class PoolingLayerValidationFixture : public PoolingLayerValidationGenericFixture { public: void setup(TensorShape shape, PoolingType pool_type, Size2D pool_size, PadStrideInfo pad_stride_info, bool exclude_padding, DataType data_type, DataLayout data_layout) { PoolingLayerValidationGenericFixture::setup(shape, PoolingLayerInfo(pool_type, pool_size, data_layout, pad_stride_info, exclude_padding), data_type, data_layout, false, mixed_layout); } }; template class PoolingLayerValidationMixedPrecisionFixture : public PoolingLayerValidationGenericFixture { public: void setup(TensorShape shape, PoolingType pool_type, Size2D pool_size, PadStrideInfo pad_stride_info, bool exclude_padding, DataType data_type, DataLayout data_layout, bool fp_mixed_precision = false) { PoolingLayerValidationGenericFixture::setup(shape, PoolingLayerInfo(pool_type, pool_size, data_layout, pad_stride_info, exclude_padding, fp_mixed_precision), data_type, data_layout); } }; template class PoolingLayerValidationQuantizedFixture : public PoolingLayerValidationGenericFixture { public: void setup(TensorShape shape, PoolingType pool_type, Size2D pool_size, PadStrideInfo pad_stride_info, bool exclude_padding, DataType data_type, DataLayout data_layout = DataLayout::NCHW, QuantizationInfo input_qinfo = QuantizationInfo(), QuantizationInfo output_qinfo = QuantizationInfo()) { PoolingLayerValidationGenericFixture::setup(shape, PoolingLayerInfo(pool_type, pool_size, data_layout, pad_stride_info, exclude_padding), data_type, data_layout, false, input_qinfo, output_qinfo, mixed_layout); } }; template class SpecialPoolingLayerValidationFixture : public PoolingLayerValidationGenericFixture { public: void setup(TensorShape src_shape, PoolingLayerInfo pool_info, DataType data_type) { PoolingLayerValidationGenericFixture::setup(src_shape, pool_info, data_type, pool_info.data_layout); } }; template class GlobalPoolingLayerValidationFixture : public PoolingLayerValidationGenericFixture { public: void setup(TensorShape shape, PoolingType pool_type, DataType data_type, DataLayout data_layout = DataLayout::NCHW) { PoolingLayerValidationGenericFixture::setup(shape, PoolingLayerInfo(pool_type, data_layout), data_type, data_layout); } }; } // namespace validation } // namespace test } // namespace arm_compute #endif /* ARM_COMPUTE_TEST_POOLING_LAYER_FIXTURE */