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Diffstat (limited to 'src/runtime/cpu/operators/CpuScale.cpp')
| -rw-r--r-- | src/runtime/cpu/operators/CpuScale.cpp | 254 |
1 files changed, 0 insertions, 254 deletions
diff --git a/src/runtime/cpu/operators/CpuScale.cpp b/src/runtime/cpu/operators/CpuScale.cpp deleted file mode 100644 index 681a15e26c..0000000000 --- a/src/runtime/cpu/operators/CpuScale.cpp +++ /dev/null @@ -1,254 +0,0 @@ -/* - * Copyright (c) 2021 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 "src/runtime/cpu/operators/CpuScale.h" - -#include "arm_compute/core/Helpers.h" -#include "arm_compute/core/TensorInfo.h" -#include "arm_compute/core/Validate.h" -#include "arm_compute/runtime/NEON/NEScheduler.h" -#include "src/core/cpu/kernels/CpuScaleKernel.h" -#include "src/core/utils/ScaleUtils.h" -#include "support/Rounding.h" - -namespace arm_compute -{ -namespace cpu -{ -namespace -{ -void precompute_dx_dy_offsets(ITensor *dx, ITensor *dy, ITensor *offsets, float wr, float hr, SamplingPolicy sampling_policy, bool align_corners) -{ - ARM_COMPUTE_ERROR_ON(offsets == nullptr); - float sampling_offset = 0.0f; - if(sampling_policy == SamplingPolicy::CENTER) - { - sampling_offset = 0.5f; - } - - Window win; - win.set(Window::DimX, Window::Dimension(0, offsets->info()->dimension(0), 1)); - win.set(Window::DimY, Window::Dimension(0, offsets->info()->dimension(1), 1)); - - if(dx != nullptr && dy != nullptr) - { - // Pre-compute the offset and pixel's distance for BILINEAR interpolation - Iterator offsets_it(offsets, win); - Iterator dx_it(dx, win); - Iterator dy_it(dy, win); - - execute_window_loop(win, [&](const Coordinates & id) - { - const float in_x = (id.x() + sampling_offset) * wr - sampling_offset; - const float in_y = (id.y() + sampling_offset) * hr - sampling_offset; - const int in_xi = std::floor(in_x); - const int in_yi = std::floor(in_y); - - *reinterpret_cast<int32_t *>(offsets_it.ptr()) = in_xi; - *reinterpret_cast<float *>(dx_it.ptr()) = in_x - in_xi; - *reinterpret_cast<float *>(dy_it.ptr()) = in_y - in_yi; - }, - offsets_it, dx_it, dy_it); - } - else - { - // Pre-compute the offset for NEAREST interpolation - Iterator offsets_it(offsets, win); - - execute_window_loop(win, [&](const Coordinates & id) - { - const float float_in_xi = (id.x() + sampling_offset) * wr; - const auto in_xi = static_cast<size_t>(align_corners ? arm_compute::utils::rounding::round_half_away_from_zero(float_in_xi) : std::floor(float_in_xi)); - *reinterpret_cast<int32_t *>(offsets_it.ptr()) = in_xi; - }, - offsets_it); - } -} -} // namespace - -CpuScale::CpuScale() - : _scale_info(InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED), _data_layout(DataLayout::UNKNOWN), _is_prepared(false) -{ -} - -void CpuScale::configure(ITensorInfo *src, ITensorInfo *dst, const ScaleKernelInfo &info) -{ - ARM_COMPUTE_ERROR_ON_NULLPTR(src, dst); - ARM_COMPUTE_ERROR_THROW_ON(CpuScale::validate(src, dst, info)); - - _scale_info = info; - - // Get data layout and width/height indices - _data_layout = _scale_info.data_layout == DataLayout::UNKNOWN ? src->data_layout() : _scale_info.data_layout; - const int idx_width = get_data_layout_dimension_index(_data_layout, DataLayoutDimension::WIDTH); - const int idx_height = get_data_layout_dimension_index(_data_layout, DataLayoutDimension::HEIGHT); - - // Compute the ratio between source width/height and destination width/height - const bool is_align_corners_used = _scale_info.align_corners && arm_compute::scale_utils::is_align_corners_allowed_sampling_policy(_scale_info.sampling_policy); - const auto wr = arm_compute::scale_utils::calculate_resize_ratio(src->dimension(idx_width), dst->dimension(idx_width), is_align_corners_used); - const auto hr = arm_compute::scale_utils::calculate_resize_ratio(src->dimension(idx_height), dst->dimension(idx_height), is_align_corners_used); - - // Area interpolation behaves as Nearest Neighbour in case of up-sampling - InterpolationPolicy policy_to_use = (_scale_info.interpolation_policy == InterpolationPolicy::AREA && wr <= 1.f - && hr <= 1.f) ? - InterpolationPolicy::NEAREST_NEIGHBOR : - _scale_info.interpolation_policy; - - // Get the tensor shape - TensorShape shape(dst->dimension(idx_width)); - shape.set(1, dst->dimension(idx_height), false); - - TensorInfo tensor_info_offsets(shape, Format::S32); - TensorInfo tensor_info_dxdy(shape, Format::F32); - - auto dx = std::make_unique<TensorInfo>(tensor_info_dxdy); - auto dy = std::make_unique<TensorInfo>(tensor_info_dxdy); - auto offsets = std::make_unique<TensorInfo>(tensor_info_offsets); - auto scale_kernel = std::make_unique<kernels::CpuScaleKernel>(); - switch(policy_to_use) - { - case InterpolationPolicy::NEAREST_NEIGHBOR: - { - scale_kernel->configure(src, nullptr, nullptr, offsets.get(), dst, info); - break; - } - case InterpolationPolicy::BILINEAR: - { - scale_kernel->configure(src, dx.get(), dy.get(), offsets.get(), dst, info); - break; - } - case InterpolationPolicy::AREA: - { - scale_kernel->configure(src, nullptr, nullptr, nullptr, dst, info); - break; - } - default: - ARM_COMPUTE_ERROR("Unsupported interpolation mode"); - } - _kernel = std::move(scale_kernel); -} - -Status CpuScale::validate(const ITensorInfo *src, const ITensorInfo *dst, const ScaleKernelInfo &info) -{ - ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src, dst); - ARM_COMPUTE_RETURN_ERROR_ON(info.sampling_policy != SamplingPolicy::CENTER && info.sampling_policy != SamplingPolicy::TOP_LEFT); - - ITensorInfo *offsets = nullptr; - ITensorInfo *dx = nullptr; - ITensorInfo *dy = nullptr; - - // Get data layout and width/height indices - const DataLayout data_layout = info.data_layout == DataLayout::UNKNOWN ? src->data_layout() : info.data_layout; - const int idx_width = get_data_layout_dimension_index(data_layout, DataLayoutDimension::WIDTH); - const int idx_height = get_data_layout_dimension_index(data_layout, DataLayoutDimension::HEIGHT); - - // Compute the ratio between source width/height and destination width/height - const bool is_align_corners_used = info.align_corners && arm_compute::scale_utils::is_align_corners_allowed_sampling_policy(info.sampling_policy); - const auto wr = arm_compute::scale_utils::calculate_resize_ratio(src->dimension(idx_width), dst->dimension(idx_width), is_align_corners_used); - const auto hr = arm_compute::scale_utils::calculate_resize_ratio(src->dimension(idx_height), dst->dimension(idx_height), is_align_corners_used); - - // Area interpolation behaves as Nearest Neighbour in case of up-sampling - InterpolationPolicy policy_to_use = (info.interpolation_policy == InterpolationPolicy::AREA && wr <= 1.f && hr <= 1.f) ? InterpolationPolicy::NEAREST_NEIGHBOR : info.interpolation_policy; - - // Get the tensor shape of auxilary buffers - const TensorShape shape(dst->dimension(idx_width), dst->dimension(idx_height)); - TensorInfo tensor_info_offsets(shape, Format::S32); - TensorInfo tensor_info_dx(shape, Format::F32); - TensorInfo tensor_info_dy(shape, Format::F32); - switch(policy_to_use) - { - case InterpolationPolicy::NEAREST_NEIGHBOR: - offsets = &tensor_info_offsets; - break; - case InterpolationPolicy::BILINEAR: - offsets = &tensor_info_offsets; - dx = &tensor_info_dx; - dy = &tensor_info_dy; - break; - default: - break; - } - - ARM_COMPUTE_RETURN_ON_ERROR(kernels::CpuScaleKernel::validate(src->clone().get(), dx, dy, offsets, dst->clone().get(), info)); - return Status{}; -} - -void CpuScale::prepare(ITensorPack &tensors) -{ - if(!_is_prepared) - { - _is_prepared = true; - const auto src = tensors.get_const_tensor(TensorType::ACL_SRC); - auto dst = tensors.get_tensor(TensorType::ACL_DST); - auto dx = tensors.get_tensor(TensorType::ACL_INT_0); - auto dy = tensors.get_tensor(TensorType::ACL_INT_1); - auto offsets = tensors.get_tensor(TensorType::ACL_INT_2); - - // Get data layout and width/height indices - const int idx_width = get_data_layout_dimension_index(_data_layout, DataLayoutDimension::WIDTH); - const int idx_height = get_data_layout_dimension_index(_data_layout, DataLayoutDimension::HEIGHT); - - // Compute the ratio between source width/height and destination width/height - const bool is_align_corners_used = _scale_info.align_corners && arm_compute::scale_utils::is_align_corners_allowed_sampling_policy(_scale_info.sampling_policy); - const auto wr = arm_compute::scale_utils::calculate_resize_ratio(src->info()->dimension(idx_width), dst->info()->dimension(idx_width), is_align_corners_used); - const auto hr = arm_compute::scale_utils::calculate_resize_ratio(src->info()->dimension(idx_height), dst->info()->dimension(idx_height), is_align_corners_used); - - // Area interpolation behaves as Nearest Neighbour in case of up-sampling - InterpolationPolicy policy_to_use = (_scale_info.interpolation_policy == InterpolationPolicy::AREA && wr <= 1.f - && hr <= 1.f) ? - InterpolationPolicy::NEAREST_NEIGHBOR : - _scale_info.interpolation_policy; - const SamplingPolicy sampling_policy = _scale_info.sampling_policy; - - switch(policy_to_use) - { - case InterpolationPolicy::NEAREST_NEIGHBOR: - { - // Pre-compute offsets for nearest interpolation - precompute_dx_dy_offsets(nullptr, nullptr, offsets, wr, hr, sampling_policy, is_align_corners_used); - break; - } - case InterpolationPolicy::BILINEAR: - { - // Pre-compute dx, dy and offsets for bilinear interpolation - precompute_dx_dy_offsets(dx, dy, offsets, wr, hr, sampling_policy, is_align_corners_used); - break; - } - case InterpolationPolicy::AREA: - { - break; - } - default: - ARM_COMPUTE_ERROR("Unsupported interpolation mode"); - } - } -} - -void CpuScale::run(ITensorPack &tensors) -{ - ARM_COMPUTE_ERROR_ON_MSG(tensors.empty(), "No inputs provided"); - prepare(tensors); - NEScheduler::get().schedule_op(_kernel.get(), Window::DimY, _kernel->window(), tensors); -} -} // namespace cpu -} // namespace arm_compute |