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author | ramelg01 <ramy.elgammal@arm.com> | 2022-02-26 22:06:20 +0000 |
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committer | Ramy Elgammal <ramy.elgammal@arm.com> | 2022-03-15 16:18:13 +0000 |
commit | 375156937a0783432c5d18e199b5d8d2b3ec33f7 (patch) | |
tree | 4c755770ac569c286179e5ce40df1c820baa73d8 /tests/validation/fixtures | |
parent | 4e66d707a292b90a344e32c59eb1dacb67a0e4c1 (diff) | |
download | ComputeLibrary-375156937a0783432c5d18e199b5d8d2b3ec33f7.tar.gz |
Implementation of ClPooling3d
- For NDHWC layout
- For F16 and F32 data types
- Mixed Precision stil not supported
Resolves: COMPMID-4670
Signed-off-by: ramy.elgammal@arm.com
Change-Id: I0e14a13e4625569e8e5ee67e6033bd1efe0da469
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7262
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: SiCong Li <sicong.li@arm.com>
Reviewed-by: Gunes Bayir <gunes.bayir@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'tests/validation/fixtures')
-rw-r--r-- | tests/validation/fixtures/Pooling3dLayerFixture.h | 156 |
1 files changed, 156 insertions, 0 deletions
diff --git a/tests/validation/fixtures/Pooling3dLayerFixture.h b/tests/validation/fixtures/Pooling3dLayerFixture.h new file mode 100644 index 0000000000..c1b3519e80 --- /dev/null +++ b/tests/validation/fixtures/Pooling3dLayerFixture.h @@ -0,0 +1,156 @@ +/* + * Copyright (c) 2022 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_3D_LAYER_FIXTURE +#define ARM_COMPUTE_TEST_POOLING_3D_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/Pooling3dLayer.h" +#include <random> +namespace arm_compute +{ +namespace test +{ +namespace validation +{ +template <typename TensorType, typename AccessorType, typename FunctionType, typename T> +class Pooling3dLayerValidationGenericFixture : public framework::Fixture +{ +public: + template <typename...> + void setup(TensorShape shape, Pooling3dLayerInfo pool_info, DataType data_type) + { + _target = compute_target(shape, pool_info, data_type); + _reference = compute_reference(shape, pool_info, data_type); + } + +protected: + template <typename U> + void fill(U &&tensor) + { + if(tensor.data_type() == DataType::F32) + { + std::uniform_real_distribution<float> distribution(-1.0f, 1.0f); + library->fill(tensor, distribution, 0); + } + else if(tensor.data_type() == DataType::F16) + { + arm_compute::utils::uniform_real_distribution_16bit<half> distribution{ -1.0f, 1.0f }; + library->fill(tensor, distribution, 0); + } + else // data type is quantized_asymmetric + { + ARM_COMPUTE_ERROR("Passed Type Not Supported"); + } + } + + TensorType compute_target(TensorShape shape, Pooling3dLayerInfo info, + DataType data_type) + { + // Create tensors + TensorType src = create_tensor<TensorType>(shape, data_type, 1, QuantizationInfo(), DataLayout::NDHWC); + const TensorShape dst_shape = misc::shape_calculator::compute_pool3d_shape((src.info()->tensor_shape()), info); + TensorType dst = create_tensor<TensorType>(dst_shape, data_type, 1, QuantizationInfo(), DataLayout::NDHWC); + + // Create and configure function + FunctionType pool_layer; + pool_layer.validate(src.info(), dst.info(), info); + pool_layer.configure(&src, &dst, info); + + ARM_COMPUTE_ASSERT(src.info()->is_resizable()); + ARM_COMPUTE_ASSERT(dst.info()->is_resizable()); + + // Allocate tensors + src.allocator()->allocate(); + dst.allocator()->allocate(); + + ARM_COMPUTE_ASSERT(!src.info()->is_resizable()); + ARM_COMPUTE_ASSERT(!dst.info()->is_resizable()); + + // Fill tensors + fill(AccessorType(src)); + + // Compute function + pool_layer.run(); + return dst; + } + + SimpleTensor<T> compute_reference(TensorShape shape, Pooling3dLayerInfo info, DataType data_type) + { + // Create reference + SimpleTensor<T> src(shape, data_type, 1, QuantizationInfo(), DataLayout::NDHWC); + // Fill reference + fill(src); + return reference::pooling_3d_layer<T>(src, info); + } + + TensorType _target{}; + SimpleTensor<T> _reference{}; +}; + +template <typename TensorType, typename AccessorType, typename FunctionType, typename T> +class Pooling3dLayerValidationFixture : public Pooling3dLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T> +{ +public: + template <typename...> + void setup(TensorShape shape, PoolingType pool_type, Size3D pool_size, Size3D stride, Padding3D padding, bool exclude_padding, DataType data_type) + { + Pooling3dLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T>::setup(shape, Pooling3dLayerInfo(pool_type, pool_size, stride, padding, exclude_padding), + data_type); + } +}; + +template <typename TensorType, typename AccessorType, typename FunctionType, typename T> +class Pooling3dLayerGlobalValidationFixture : public Pooling3dLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T> +{ +public: + template <typename...> + void setup(TensorShape shape, PoolingType pool_type, DataType data_type) + { + Pooling3dLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T>::setup(shape, Pooling3dLayerInfo(pool_type), data_type); + } +}; + +template <typename TensorType, typename AccessorType, typename FunctionType, typename T> +class SpecialPooling3dLayerValidationFixture : public Pooling3dLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T> +{ +public: + template <typename...> + void setup(TensorShape src_shape, Pooling3dLayerInfo pool_info, DataType data_type) + { + Pooling3dLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T>::setup(src_shape, pool_info, data_type); + } +}; + +} // namespace validation +} // namespace test +} // namespace arm_compute +#endif /* ARM_COMPUTE_TEST_POOLING_3D_LAYER_FIXTURE */ |