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authorManuel Bottini <manuel.bottini@arm.com>2021-02-19 18:16:44 +0000
committerSheri Zhang <sheri.zhang@arm.com>2021-03-16 11:11:04 +0000
commit10b3826723e1e2f62a4e635801128ddf4438e50c (patch)
treea4e187c2b82f0d5ca4e93ae70babfbfd45d087b2 /src/core/NEON
parent42bd26560daa799dbb825a7c6aade61c7ca132a2 (diff)
downloadComputeLibrary-10b3826723e1e2f62a4e635801128ddf4438e50c.tar.gz
Port Arm(R) Neon(TM) Scale to new API
Partially resolves: COMPMID-4190 Change-Id: I0c1e32ff6176775c9b7bf547899a791fd318ba0a Signed-off-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5192 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: TeresaARM <teresa.charlinreyes@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-by: Sheri Zhang <sheri.zhang@arm.com>
Diffstat (limited to 'src/core/NEON')
-rw-r--r--src/core/NEON/NEKernels.h1
-rw-r--r--src/core/NEON/kernels/NEScaleKernel.cpp597
-rw-r--r--src/core/NEON/kernels/NEScaleKernel.h122
-rw-r--r--src/core/NEON/kernels/scale/impl/NEON/fp16.cpp174
-rw-r--r--src/core/NEON/kernels/scale/impl/NEON/integer.cpp293
-rw-r--r--src/core/NEON/kernels/scale/impl/NEON/list.h185
-rw-r--r--src/core/NEON/kernels/scale/impl/NEON/qasymm8.cpp149
-rw-r--r--src/core/NEON/kernels/scale/impl/NEON/qasymm8_signed.cpp149
-rw-r--r--src/core/NEON/kernels/scale/impl/SVE/fp16.cpp176
-rw-r--r--src/core/NEON/kernels/scale/impl/SVE/fp32.cpp174
-rw-r--r--src/core/NEON/kernels/scale/impl/SVE/integer.cpp301
-rw-r--r--src/core/NEON/kernels/scale/impl/SVE/list.h47
-rw-r--r--src/core/NEON/kernels/scale/impl/SVE/qasymm8.cpp209
-rw-r--r--src/core/NEON/kernels/scale/impl/SVE/qasymm8_signed.cpp209
14 files changed, 0 insertions, 2786 deletions
diff --git a/src/core/NEON/NEKernels.h b/src/core/NEON/NEKernels.h
index 6a7e856d8b..973c0f2d31 100644
--- a/src/core/NEON/NEKernels.h
+++ b/src/core/NEON/NEKernels.h
@@ -82,7 +82,6 @@
#include "src/core/NEON/kernels/NERemapKernel.h"
#include "src/core/NEON/kernels/NEReorgLayerKernel.h"
#include "src/core/NEON/kernels/NEReverseKernel.h"
-#include "src/core/NEON/kernels/NEScaleKernel.h"
#include "src/core/NEON/kernels/NESelectKernel.h"
#include "src/core/NEON/kernels/NESpaceToBatchLayerKernel.h"
#include "src/core/NEON/kernels/NESpaceToDepthLayerKernel.h"
diff --git a/src/core/NEON/kernels/NEScaleKernel.cpp b/src/core/NEON/kernels/NEScaleKernel.cpp
deleted file mode 100644
index 6b9aa51aaa..0000000000
--- a/src/core/NEON/kernels/NEScaleKernel.cpp
+++ /dev/null
@@ -1,597 +0,0 @@
-/*
- * Copyright (c) 2016-2021 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/core/NEON/kernels/NEScaleKernel.h"
-
-#include "arm_compute/core/Helpers.h"
-#include "arm_compute/core/Window.h"
-#include "arm_compute/core/utils/misc/Utility.h"
-#include "src/core/AccessWindowStatic.h"
-#include "src/core/CPP/Validate.h"
-#include "src/core/NEON/kernels/scale/impl/NEON/list.h"
-#include "src/core/NEON/kernels/scale/impl/SVE/list.h"
-#include "src/core/NEON/wrapper/wrapper.h"
-#include "src/core/common/Registrars.h"
-#include "src/core/helpers/AutoConfiguration.h"
-#include "src/core/helpers/ScaleHelpers.h"
-#include "src/core/helpers/WindowHelpers.h"
-#include "src/core/utils/ScaleUtils.h"
-#include "support/Rounding.h"
-#include <arm_neon.h>
-#include <map>
-
-namespace arm_compute
-{
-namespace
-{
-struct ScaleSelectorData
-{
- DataType dt;
-};
-using ScaleSelectorPtr = std::add_pointer<bool(const ScaleSelectorData &data)>::type;
-using ScaleKernelPtr = std::add_pointer<void(const ITensor *, ITensor *, const ITensor *, const ITensor *, const ITensor *,
- InterpolationPolicy, BorderMode, PixelValue, float, bool, const Window &)>::type;
-struct ScaleKernel
-{
- const char *name;
- const ScaleSelectorPtr is_selected;
- ScaleKernelPtr ukernel;
-};
-
-static const ScaleKernel available_kernels[] =
-{
-#if defined(__ARM_FEATURE_SVE)
- {
- "fp16_sve_scale",
- [](const ScaleSelectorData & data) { return data.dt == DataType::F16; },
- REGISTER_FP16_NEON(arm_compute::cpu::fp16_sve_scale)
- },
- {
- "f32_sve_scale",
- [](const ScaleSelectorData & data) { return data.dt == DataType::F32; },
- REGISTER_FP32_NEON(arm_compute::cpu::fp32_sve_scale)
- },
- {
- "qasymm8_sve_scale",
- [](const ScaleSelectorData & data) { return data.dt == DataType::QASYMM8; },
- REGISTER_QASYMM8_NEON(arm_compute::cpu::qasymm8_sve_scale)
- },
- {
- "qasymm8_signed_sve_scale",
- [](const ScaleSelectorData & data) { return data.dt == DataType::QASYMM8_SIGNED; },
- REGISTER_QASYMM8_SIGNED_NEON(arm_compute::cpu::qasymm8_signed_sve_scale)
- },
- {
- "u8_sve_scale",
- [](const ScaleSelectorData & data) { return data.dt == DataType::U8; },
- REGISTER_INTEGER_NEON(arm_compute::cpu::u8_sve_scale)
- },
- {
- "s16_sve_scale",
- [](const ScaleSelectorData & data) { return data.dt == DataType::S16; },
- REGISTER_INTEGER_NEON(arm_compute::cpu::s16_sve_scale)
- },
-#else /* !defined(__ARM_FEATURE_SVE) */
-#if defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC)
- {
- "common_neon_scale",
- [](const ScaleSelectorData & data) { return data.dt == DataType::F16; },
- REGISTER_FP16_NEON(arm_compute::cpu::common_neon_scale<float16_t>)
- },
-#endif /* !defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC) */
- {
- "common_neon_scale",
- [](const ScaleSelectorData & data) { return data.dt == DataType::F32; },
- REGISTER_FP32_NEON(arm_compute::cpu::common_neon_scale<float>)
- },
- {
- "qasymm8_neon_scale",
- [](const ScaleSelectorData & data) { return data.dt == DataType::QASYMM8; },
- REGISTER_QASYMM8_NEON(arm_compute::cpu::qasymm8_neon_scale)
- },
- {
- "qasymm8_signed_neon_scale",
- [](const ScaleSelectorData & data) { return data.dt == DataType::QASYMM8_SIGNED; },
- REGISTER_QASYMM8_SIGNED_NEON(arm_compute::cpu::qasymm8_signed_neon_scale)
- },
- {
- "common_neon_scale",
- [](const ScaleSelectorData & data) { return data.dt == DataType::U8; },
- REGISTER_INTEGER_NEON(arm_compute::cpu::common_neon_scale<uint8_t>)
- },
- {
- "common_neon_scale",
- [](const ScaleSelectorData & data) { return data.dt == DataType::S16; },
- REGISTER_INTEGER_NEON(arm_compute::cpu::common_neon_scale<int16_t>)
- },
-#endif /* !defined(__ARM_FEATURE_SVE) */
-};
-
-/** Micro-kernel selector
- *
- * @param[in] data Selection data passed to help pick the appropriate micro-kernel
- *
- * @return A matching micro-kernel else nullptr
- */
-const ScaleKernel *get_implementation(const ScaleSelectorData &data)
-{
- for(const auto &uk : available_kernels)
- {
- if(uk.is_selected(data))
- {
- return &uk;
- }
- }
- return nullptr;
-}
-
-Status validate_arguments(const ITensorInfo *input, const ITensorInfo *dx, const ITensorInfo *dy,
- const ITensorInfo *offsets, ITensorInfo *output, const ScaleKernelInfo &info)
-{
- const auto *uk = get_implementation(ScaleSelectorData{ input->data_type() });
- ARM_COMPUTE_RETURN_ERROR_ON(uk == nullptr || uk->ukernel == nullptr);
-
- ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(output);
- ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input, output);
- ARM_COMPUTE_RETURN_ERROR_ON(output == input);
- ARM_COMPUTE_RETURN_ERROR_ON(info.sampling_policy != SamplingPolicy::CENTER && info.sampling_policy != SamplingPolicy::TOP_LEFT);
- ARM_COMPUTE_UNUSED(info.constant_border_value);
- ARM_COMPUTE_RETURN_ERROR_ON_MSG(info.use_padding, "Padding is not supported");
-
- const DataLayout data_layout = info.data_layout == DataLayout::UNKNOWN ? input->data_layout() : info.data_layout;
- const auto width_index = get_data_layout_dimension_index(data_layout, DataLayoutDimension::WIDTH);
- const auto height_index = get_data_layout_dimension_index(data_layout, DataLayoutDimension::HEIGHT);
- const auto output_width = output->dimension(width_index);
- const auto output_height = output->dimension(height_index);
- ARM_COMPUTE_RETURN_ERROR_ON(output_width == 0);
- ARM_COMPUTE_RETURN_ERROR_ON(output_height == 0);
-
- if(info.interpolation_policy == InterpolationPolicy::NEAREST_NEIGHBOR)
- {
- ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(offsets, 1, DataType::S32);
- }
-
- if(info.interpolation_policy == InterpolationPolicy::BILINEAR)
- {
- ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(offsets, 1, DataType::S32);
- ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(dx, 1, DataType::F32);
- ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(dy, 1, DataType::F32);
- }
-
- ARM_COMPUTE_RETURN_ERROR_ON(info.align_corners && !scale_utils::is_align_corners_allowed_sampling_policy(info.sampling_policy));
-
- if(info.interpolation_policy == InterpolationPolicy::AREA)
- {
- ARM_COMPUTE_RETURN_ERROR_ON(data_layout != DataLayout::NCHW);
- ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::U8);
- }
-
- return Status{};
-}
-} // namespace
-
-NEScaleKernel::NEScaleKernel()
- : _func(nullptr), _offsets(nullptr), _dx(nullptr), _dy(nullptr), _input(nullptr), _output(nullptr), _policy(), _border_mode(), _constant_border_value(PixelValue()), _sampling_offset(0),
- _align_corners(false), _data_layout(DataLayout::UNKNOWN)
-{
-}
-
-void NEScaleKernel::configure(const ITensor *input, const ITensor *dx, const ITensor *dy, const ITensor *offsets,
- ITensor *output, const ScaleKernelInfo &info)
-{
- ARM_COMPUTE_ERROR_ON_NULLPTR(input, output);
- // Perform validation step
- ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(input->info(),
- dx != nullptr ? dx->info() : nullptr,
- dy != nullptr ? dy->info() : nullptr,
- offsets != nullptr ? offsets->info() : nullptr,
- output->info(),
- info));
-
- // Get data layout and width/height indices
- _data_layout = info.data_layout == DataLayout::UNKNOWN ? input->info()->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);
-
- _input = input;
- _output = output;
- _offsets = offsets;
- _dx = dx;
- _dy = dy;
- _policy = info.interpolation_policy;
- _border_mode = info.border_mode;
- _constant_border_value = info.constant_border_value;
- _align_corners = info.align_corners;
-
- if(info.sampling_policy == SamplingPolicy::CENTER)
- {
- _sampling_offset = 0.5f;
- }
-
- // Compute the ratio between source width/height and destination width/height
- const auto wr = scale_utils::calculate_resize_ratio(input->info()->dimension(idx_width), output->info()->dimension(idx_width), _align_corners);
- const auto hr = scale_utils::calculate_resize_ratio(input->info()->dimension(idx_height), output->info()->dimension(idx_height), _align_corners);
-
- // Area interpolation behaves as Nearest Neighbour in case of up-sampling
- _policy = (_policy == InterpolationPolicy::AREA && wr <= 1.f && hr <= 1.f) ? InterpolationPolicy::NEAREST_NEIGHBOR : _policy;
-
- if(_border_mode == BorderMode::UNDEFINED)
- {
- _border_mode = BorderMode::CONSTANT;
- _constant_border_value = PixelValue();
- }
-
- // Configure scale function to run
- if(_data_layout == DataLayout::NCHW)
- {
- std::string function_to_call("scale_");
- function_to_call += string_from_data_type(_input->info()->data_type()) + "_";
- function_to_call += string_from_data_layout(_data_layout) + "_";
- function_to_call += string_from_interpolation_policy(_policy);
-
- static std::map<std::string, ScaleFunctionPtr> map_function =
- {
- { "scale_U8_NCHW_AREA_CONSTANT", &NEScaleKernel::scale_area_nchw_u8 },
-
- { "scale_U8_NCHW_BILINEAR", &NEScaleKernel::scale_bilinear_nchw<uint8_t> },
- { "scale_U8_NCHW_NEAREST_NEIGHBOUR", &NEScaleKernel::scale_nearest_nchw<uint8_t> },
-
- { "scale_QASYMM8_NCHW_BILINEAR", &NEScaleKernel::scale_bilinear_qasymm<uint8_t> },
- { "scale_QASYMM8_NCHW_NEAREST_NEIGHBOUR", &NEScaleKernel::scale_nearest_nchw<uint8_t> },
-
- { "scale_QASYMM8_SIGNED_NCHW_BILINEAR", &NEScaleKernel::scale_bilinear_qasymm<int8_t> },
- { "scale_QASYMM8_SIGNED_NCHW_NEAREST_NEIGHBOUR", &NEScaleKernel::scale_nearest_nchw<int8_t> },
-
- { "scale_S16_NCHW_BILINEAR", &NEScaleKernel::scale_bilinear_nchw<int16_t> },
- { "scale_S16_NCHW_NEAREST_NEIGHBOUR", &NEScaleKernel::scale_nearest_nchw<int16_t> },
-
-#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
- { "scale_F16_NCHW_BILINEAR", &NEScaleKernel::scale_bilinear_nchw<float16_t> },
- { "scale_F16_NCHW_NEAREST_NEIGHBOUR", &NEScaleKernel::scale_nearest_nchw<float16_t> },
-#endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
-
- { "scale_F32_NCHW_BILINEAR", &NEScaleKernel::scale_bilinear_nchw<float> },
- { "scale_F32_NCHW_NEAREST_NEIGHBOUR", &NEScaleKernel::scale_nearest_nchw<float> },
- };
- auto it = map_function.find(function_to_call);
- if(it != map_function.end())
- {
- _func = it->second;
- }
- }
-
- // Configure window
- Window win = calculate_max_window(*output->info(), Steps());
- INEKernel::configure(win);
-}
-
-template <typename T>
-void NEScaleKernel::scale_nearest_nchw(const Window &window)
-{
- const size_t in_stride_x = _input->info()->dimension(0) + _input->info()->padding().left + _input->info()->padding().right;
-
- // Compute the ratio between source height and destination height
- const auto hr = scale_utils::calculate_resize_ratio(_input->info()->dimension(1), _output->info()->dimension(1), _align_corners);
-
- // Don't increment in X and Y direction for the input tensor
- // A pointer to the start of this plane is needed as base for the precomputed offsets
- Window win_in(window);
- win_in.set(Window::DimX, Window::Dimension(0, 0, 0));
- win_in.set(Window::DimY, Window::Dimension(0, 0, 0));
-
- // Set offsets window
- Window win_off;
- win_off.set(Window::DimX, window[Window::DimX]);
- win_off.set(Window::DimY, window[Window::DimY]);
- for(size_t d = Window::DimZ; d < _offsets->info()->num_dimensions(); ++d)
- {
- win_off.set(d, Window::Dimension(0, 0, 0));
- }
-
- // Create iterators
- Iterator in(_input, win_in);
- Iterator out(_output, window);
- Iterator offsets(_offsets, win_off);
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const auto offsets_ptr = reinterpret_cast<const int32_t *>(offsets.ptr());
- const auto in_yi = static_cast<int32_t>(_align_corners ? utils::rounding::round_half_away_from_zero((id.y() + _sampling_offset) * hr) : std::floor((id.y() + _sampling_offset) * hr));
- const int32_t offset_row = in_yi * in_stride_x;
- *reinterpret_cast<T *>(out.ptr()) = *(reinterpret_cast<const T *>(in.ptr()) + offsets_ptr[0] + offset_row);
- },
- in, offsets, out);
-}
-
-template <typename T>
-void NEScaleKernel::scale_bilinear_nchw(const Window &window)
-{
- // Compute the ratio between source height and destination height
- const auto hr = scale_utils::calculate_resize_ratio(_input->info()->dimension(1), _output->info()->dimension(1), _align_corners);
- Window win_off;
- win_off.set(Window::DimX, window.x());
- win_off.set(Window::DimY, window.y());
-
- // Don't increment in X and Y direction for the input tensor
- // A pointer to the start of this plane is needed as base for the precomputed offsets
- Window win_in(window);
- win_in.set(Window::DimX, Window::Dimension(0, 0, 0));
- win_in.set(Window::DimY, Window::Dimension(0, 0, 0));
-
- for(size_t d = Window::DimZ; d < _offsets->info()->num_dimensions(); ++d)
- {
- win_off.set(d, Window::Dimension(0, 0, 0));
- }
-
- Iterator in(_input, win_in);
- Iterator out(_output, window);
- Iterator offsets(_offsets, win_off);
- Iterator dx(_dx, win_off);
- Iterator dy(_dy, win_off);
-
- const int32_t in_dim_w = _input->info()->dimension(0);
- const int32_t in_dim_h = _input->info()->dimension(1);
- const int32_t in_stride_w = in_dim_w + _input->info()->padding().left + _input->info()->padding().right;
-
- if(_border_mode == BorderMode::CONSTANT)
- {
-#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
- using ConstType = typename std::conditional<std::is_same<T, float16_t>::value, half, T>::type;
-#else /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
- using ConstType = T;
-#endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
- const T const_border_value = static_cast<T>(_constant_border_value.get<ConstType>());
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const int32_t index_h = std::floor((id.y() + _sampling_offset) * hr - _sampling_offset);
- const auto index_w = *(reinterpret_cast<const int32_t *>(offsets.ptr()));
- const auto dx_val = *(reinterpret_cast<const float *>(dx.ptr()));
- const auto dy_val = *(reinterpret_cast<const float *>(dy.ptr()));
- const auto pixel_row_ptr = reinterpret_cast<const T *>(in.ptr());
-
- const auto a00 = (0 <= index_w && index_w < in_dim_w && 0 <= index_h && index_h < in_dim_h) ? (*(pixel_row_ptr + index_w + index_h * in_stride_w)) : const_border_value;
- const auto a01 = (-1 <= index_w && index_w < in_dim_w - 1 && 0 <= index_h && index_h < in_dim_h) ? (*(pixel_row_ptr + index_w + 1 + index_h * in_stride_w)) : const_border_value;
- const auto a10 = (0 <= index_w && index_w < in_dim_w && -1 <= index_h
- && index_h < in_dim_h - 1) ?
- (*(pixel_row_ptr + index_w + index_h * in_stride_w + in_stride_w)) :
- const_border_value;
- const auto a11 = (-1 <= index_w && index_w < in_dim_w - 1 && -1 <= index_h
- && index_h < in_dim_h - 1) ?
- (*(pixel_row_ptr + index_w + 1 + index_h * in_stride_w + in_stride_w)) :
- const_border_value;
-
- *reinterpret_cast<T *>(out.ptr()) = static_cast<T>(scale_helpers::delta_bilinear(a00, a01, a10, a11, dx_val, dy_val));
- },
- in, offsets, dx, dy, out);
- }
- else if(_border_mode == BorderMode::REPLICATE)
- {
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const int index_h = std::floor((id.y() + _sampling_offset) * hr - _sampling_offset);
- const auto index_w = *(reinterpret_cast<const int32_t *>(offsets.ptr()));
- const auto dx_val = *(reinterpret_cast<const float *>(dx.ptr()));
- const auto dy_val = *(reinterpret_cast<const float *>(dy.ptr()));
- const auto pixel_row_ptr = reinterpret_cast<const T *>(in.ptr());
-
- auto clamped_x = utility::clamp<int>(index_w, 0, in_dim_w - 1);
- auto clamped_x1 = utility::clamp<int>(index_w + 1, 0, in_dim_w - 1);
- auto clamped_y = utility::clamp<int>(index_h, 0, in_dim_h - 1);
- auto clamped_y1 = utility::clamp<int>(index_h + 1, 0, in_dim_h - 1);
-
- const auto a00 = *(pixel_row_ptr + clamped_x + clamped_y * in_stride_w);
- const auto a01 = *(pixel_row_ptr + clamped_x1 + clamped_y * in_stride_w);
- const auto a10 = *(pixel_row_ptr + clamped_x + clamped_y1 * in_stride_w);
- const auto a11 = *(pixel_row_ptr + clamped_x1 + clamped_y1 * in_stride_w);
-
- *reinterpret_cast<T *>(out.ptr()) = static_cast<T>(scale_helpers::delta_bilinear(a00, a01, a10, a11, dx_val, dy_val));
- },
- in, offsets, dx, dy, out);
- }
- else
- {
- ARM_COMPUTE_ERROR("Not implemented");
- }
-}
-
-void NEScaleKernel::scale_area_nchw_u8(const Window &window)
-{
- using namespace scale_helpers;
-
- ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(_input, 1, DataType::U8);
-
- // Don't increment in width/height/channels for the input tensor
- // A pointer to the start of this plane is needed as base for the precomputed offsets
- Window win_in(window);
- win_in.set(Window::DimX, Window::Dimension(0, 0, 0));
- win_in.set(Window::DimY, Window::Dimension(0, 0, 0));
- win_in.set(Window::DimZ, Window::Dimension(0, 0, 0));
-
- Iterator in(_input, win_in);
- Iterator out(_output, window);
-
- const auto wr = scale_utils::calculate_resize_ratio(_input->info()->dimension(0), _output->info()->dimension(0), _align_corners);
- const auto hr = scale_utils::calculate_resize_ratio(_input->info()->dimension(1), _output->info()->dimension(1), _align_corners);
- const auto w = _input->info()->dimension(0);
- const auto h = _input->info()->dimension(1);
- const size_t in_stride = _input->info()->strides_in_bytes()[1];
-
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const auto in_ptr = reinterpret_cast<const uint8_t *>(in.ptr());
-
- uint8x8_t tmp0 = vdup_n_u8(0);
- tmp0 = vset_lane_u8(pixel_area_c1u8_clamp(in_ptr, in_stride, w, h, wr, hr, id.x(), id.y()), tmp0, 0);
- tmp0 = vset_lane_u8(pixel_area_c1u8_clamp(in_ptr, in_stride, w, h, wr, hr, id.x() + 1, id.y()), tmp0, 1);
- tmp0 = vset_lane_u8(pixel_area_c1u8_clamp(in_ptr, in_stride, w, h, wr, hr, id.x() + 2, id.y()), tmp0, 2);
- tmp0 = vset_lane_u8(pixel_area_c1u8_clamp(in_ptr, in_stride, w, h, wr, hr, id.x() + 3, id.y()), tmp0, 3);
- tmp0 = vset_lane_u8(pixel_area_c1u8_clamp(in_ptr, in_stride, w, h, wr, hr, id.x() + 4, id.y()), tmp0, 4);
- tmp0 = vset_lane_u8(pixel_area_c1u8_clamp(in_ptr, in_stride, w, h, wr, hr, id.x() + 5, id.y()), tmp0, 5);
- tmp0 = vset_lane_u8(pixel_area_c1u8_clamp(in_ptr, in_stride, w, h, wr, hr, id.x() + 6, id.y()), tmp0, 6);
- tmp0 = vset_lane_u8(pixel_area_c1u8_clamp(in_ptr, in_stride, w, h, wr, hr, id.x() + 7, id.y()), tmp0, 7);
-
- uint8x8_t tmp1 = vdup_n_u8(0);
- tmp1 = vset_lane_u8(pixel_area_c1u8_clamp(in_ptr, in_stride, w, h, wr, hr, id.x() + 8, id.y()), tmp1, 0);
- tmp1 = vset_lane_u8(pixel_area_c1u8_clamp(in_ptr, in_stride, w, h, wr, hr, id.x() + 9, id.y()), tmp1, 1);
- tmp1 = vset_lane_u8(pixel_area_c1u8_clamp(in_ptr, in_stride, w, h, wr, hr, id.x() + 10, id.y()), tmp1, 2);
- tmp1 = vset_lane_u8(pixel_area_c1u8_clamp(in_ptr, in_stride, w, h, wr, hr, id.x() + 11, id.y()), tmp1, 3);
- tmp1 = vset_lane_u8(pixel_area_c1u8_clamp(in_ptr, in_stride, w, h, wr, hr, id.x() + 12, id.y()), tmp1, 4);
- tmp1 = vset_lane_u8(pixel_area_c1u8_clamp(in_ptr, in_stride, w, h, wr, hr, id.x() + 13, id.y()), tmp1, 5);
- tmp1 = vset_lane_u8(pixel_area_c1u8_clamp(in_ptr, in_stride, w, h, wr, hr, id.x() + 14, id.y()), tmp1, 6);
- tmp1 = vset_lane_u8(pixel_area_c1u8_clamp(in_ptr, in_stride, w, h, wr, hr, id.x() + 15, id.y()), tmp1, 7);
-
- vst1q_u8(out.ptr(), vcombine_u8(tmp0, tmp1));
- },
- in, out);
-}
-
-template <typename T>
-void NEScaleKernel::scale_bilinear_qasymm(const Window &window)
-{
- // 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 height and destination height
- const auto hr = scale_utils::calculate_resize_ratio(_input->info()->dimension(idx_height), _output->info()->dimension(idx_height), _align_corners);
- Window win_off;
- win_off.set(Window::DimX, Window::Dimension(0, 0, 0));
- win_off.set(Window::DimY, Window::Dimension(0, 0, 0));
-
- // Don't increment in X and Y direction for the input tensor
- // A pointer to the start of this plane is needed as base for the precomputed offsets
- Window win_in(window);
- win_in.set(idx_width, Window::Dimension(0, 0, 0));
- win_in.set(idx_height, Window::Dimension(0, 0, 0));
-
- for(size_t d = Window::DimZ; d < _offsets->info()->num_dimensions(); ++d)
- {
- win_off.set(d, Window::Dimension(0, 0, 0));
- }
-
- Iterator in(_input, win_in);
- Iterator out(_output, window);
-
- const int32_t in_dim_w = _input->info()->dimension(idx_width);
- const int32_t in_dim_h = _input->info()->dimension(idx_height);
- const int32_t stride_w = _input->info()->strides_in_bytes()[idx_width];
- const int32_t stride_h = _input->info()->strides_in_bytes()[idx_height];
-
- const UniformQuantizationInfo iq_info = _input->info()->quantization_info().uniform();
- const UniformQuantizationInfo oq_info = _output->info()->quantization_info().uniform();
-
- if(_border_mode == BorderMode::CONSTANT)
- {
-#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
- using ConstType = typename std::conditional<std::is_same<T, float16_t>::value, half, T>::type;
-#else /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
- using ConstType = T;
-#endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
- const T const_border_value = static_cast<T>(_constant_border_value.get<ConstType>());
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const int32_t index_h = std::floor((id[idx_height] + _sampling_offset) * hr - _sampling_offset);
- const int32_t index_w = *(reinterpret_cast<const int32_t *>(_offsets->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto dx_val = *(reinterpret_cast<const float *>(_dx->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto dy_val = *(reinterpret_cast<const float *>(_dy->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto pixel_row_ptr = reinterpret_cast<const T *>(in.ptr());
-
- const auto a00 = (0 <= index_w && index_w < in_dim_w && 0 <= index_h && index_h < in_dim_h) ?
- (*(pixel_row_ptr + index_w * stride_w + index_h * stride_h)) :
- const_border_value;
- const auto a01 = (-1 <= index_w && index_w < in_dim_w - 1 && 0 <= index_h && index_h < in_dim_h) ?
- (*(pixel_row_ptr + (index_w + 1) * stride_w + index_h * stride_h)) :
- const_border_value;
- const auto a10 = (0 <= index_w && index_w < in_dim_w && -1 <= index_h && index_h < in_dim_h - 1) ?
- (*(pixel_row_ptr + index_w * stride_w + (index_h + 1) * stride_h)) :
- const_border_value;
- const auto a11 = (-1 <= index_w && index_w < in_dim_w - 1 && -1 <= index_h && index_h < in_dim_h - 1) ?
- (*(pixel_row_ptr + (index_w + 1) * stride_w + (index_h + 1) * stride_h)) :
- const_border_value;
-
- const float inp00 = Qasymm8QuantizationHelper<T>::dequantize(a00, iq_info);
- const float inp01 = Qasymm8QuantizationHelper<T>::dequantize(a01, iq_info);
- const float inp10 = Qasymm8QuantizationHelper<T>::dequantize(a10, iq_info);
- const float inp11 = Qasymm8QuantizationHelper<T>::dequantize(a11, iq_info);
- *reinterpret_cast<T *>(out.ptr()) = Qasymm8QuantizationHelper<T>::quantize(scale_helpers::delta_bilinear(inp00, inp01, inp10, inp11, dx_val, dy_val), oq_info);
- },
- in, out);
- }
- else if(_border_mode == BorderMode::REPLICATE)
- {
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const int index_h = std::floor((id[idx_height] + _sampling_offset) * hr - _sampling_offset);
- const int32_t index_w = *(reinterpret_cast<const int32_t *>(_offsets->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto dx_val = *(reinterpret_cast<const float *>(_dx->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto dy_val = *(reinterpret_cast<const float *>(_dy->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto pixel_row_ptr = reinterpret_cast<const T *>(in.ptr());
-
- auto clamped_w = utility::clamp<int>(index_w, 0, in_dim_w - 1);
- auto clamped_w1 = utility::clamp<int>(index_w + 1, 0, in_dim_w - 1);
- auto clamped_h = utility::clamp<int>(index_h, 0, in_dim_h - 1);
- auto clamped_h1 = utility::clamp<int>(index_h + 1, 0, in_dim_h - 1);
-
- const auto a00 = *(pixel_row_ptr + clamped_w * stride_w + clamped_h * stride_h);
- const auto a01 = *(pixel_row_ptr + clamped_w1 * stride_w + clamped_h * stride_h);
- const auto a10 = *(pixel_row_ptr + clamped_w * stride_w + clamped_h1 * stride_h);
- const auto a11 = *(pixel_row_ptr + clamped_w1 * stride_w + clamped_h1 * stride_h);
-
- const float inp00 = Qasymm8QuantizationHelper<T>::dequantize(a00, iq_info);
- const float inp01 = Qasymm8QuantizationHelper<T>::dequantize(a01, iq_info);
- const float inp10 = Qasymm8QuantizationHelper<T>::dequantize(a10, iq_info);
- const float inp11 = Qasymm8QuantizationHelper<T>::dequantize(a11, iq_info);
- *reinterpret_cast<T *>(out.ptr()) = Qasymm8QuantizationHelper<T>::quantize(scale_helpers::delta_bilinear(inp00, inp01, inp10, inp11, dx_val, dy_val), oq_info);
- },
- in, out);
- }
- else
- {
- ARM_COMPUTE_ERROR("Not implemented");
- }
-}
-
-Status NEScaleKernel::validate(const ITensorInfo *input, const ITensorInfo *dx, const ITensorInfo *dy,
- const ITensorInfo *offsets, ITensorInfo *output, const ScaleKernelInfo &info)
-{
- ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(input, dx, dy, offsets, output, info));
- return Status{};
-}
-
-void NEScaleKernel::run(const Window &window, const ThreadInfo &info)
-{
- ARM_COMPUTE_UNUSED(info);
- ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
- ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(INEKernel::window(), window);
- ARM_COMPUTE_ERROR_ON(_func == nullptr && _data_layout == DataLayout::NCHW);
-
- if(_data_layout == DataLayout::NCHW)
- {
- (this->*_func)(window);
- }
- else
- {
- const auto *uk = get_implementation(ScaleSelectorData{ _input->info()->data_type() });
- uk->ukernel(_input, _output, _offsets, _dx, _dy, _policy, _border_mode, _constant_border_value, _sampling_offset, _align_corners, window);
- }
-}
-} // namespace arm_compute
diff --git a/src/core/NEON/kernels/NEScaleKernel.h b/src/core/NEON/kernels/NEScaleKernel.h
deleted file mode 100644
index 32fa8d7fb2..0000000000
--- a/src/core/NEON/kernels/NEScaleKernel.h
+++ /dev/null
@@ -1,122 +0,0 @@
-/*
- * Copyright (c) 2016-2021 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.
- */
-#ifndef ARM_COMPUTE_NESCALEKERNEL_H
-#define ARM_COMPUTE_NESCALEKERNEL_H
-
-#include "arm_compute/core/KernelDescriptors.h"
-#include "src/core/NEON/INEKernel.h"
-
-namespace arm_compute
-{
-class ITensor;
-
-/** Neon kernel to perform scaling on a tensor */
-class NEScaleKernel : public INEKernel
-{
-public:
- const char *name() const override
- {
- return "NEScaleKernel";
- }
- /** Default constructor */
- NEScaleKernel();
- /** Prevent instances of this class from being copied (As this class contains pointers) */
- NEScaleKernel(const NEScaleKernel &) = delete;
- /** Prevent instances of this class from being copied (As this class contains pointers) */
- NEScaleKernel &operator=(const NEScaleKernel &) = delete;
- /** Allow instances of this class to be moved */
- NEScaleKernel(NEScaleKernel &&) = default;
- /** Allow instances of this class to be moved */
- NEScaleKernel &operator=(NEScaleKernel &&) = default;
- /** Default destructor */
- ~NEScaleKernel() = default;
-
- /** Initialise the kernel's inputs, output and interpolation policy
- *
- * @note dx, dy and offsets have the same dimensions (width and height) of the output tensor
- * @note Using @p policy Area only supports data layout NCHW and input data type U8.
- *
- * @param[in] input Source tensor. Data types supported: QASYMM8/QASYMM8_SIGNED/U8/S16/F16/F32.
- * @param[in] dx Pixel's distance between the X real coordinate and the smallest X following integer. Data type supported: F32
- * @param[in] dy Pixel's distance between the Y real coordinate and the smallest Y following integer. Data type supported: F32
- * @param[in] offsets Offset to access the pixel with NEAREST interpolation or the top-left pixel with BILINEAR interpolation in the input tensor. Data type supported: S32.
- * @param[out] output Destination tensor. Data types supported: Same as @p input. All but the lowest two dimensions must be the same size as in the input tensor, i.e. scaling is only performed within the XY-plane.
- * @param[in] info @ref ScaleKernelInfo to use for configuration
- */
- void configure(const ITensor *input, const ITensor *dx, const ITensor *dy, const ITensor *offsets, ITensor *output,
- const ScaleKernelInfo &info);
- /** Static function to check if given info will lead to a valid configuration of @ref NEScaleKernel
- *
- * @note dx, dy and offsets have the same dimensions (width and height) of the output tensor
- * @note Using @p policy Area only supports data layout NCHW and input data type U8.
- *
- * @param[in] input Source tensor. Data types supported: QASYMM8/QASYMM8_SIGNED/U8/S16/F16/F32.
- * @param[in] dx Pixel's distance between the X real coordinate and the smallest X following integer. Data type supported: F32
- * @param[in] dy Pixel's distance between the Y real coordinate and the smallest Y following integer. Data type supported: F32
- * @param[in] offsets Offset to access the pixel with NEAREST interpolation or the top-left pixel with BILINEAR interpolation in the input tensor. Data type supported: S32.
- * @param[in] output Destination tensor. Data types supported: Same as @p input. All but the lowest two dimensions must be the same size as in the input tensor, i.e. scaling is only performed within the XY-plane.
- * @param[in] info @ref ScaleKernelInfo to use for validation
- */
- static Status validate(const ITensorInfo *input, const ITensorInfo *dx, const ITensorInfo *dy, const ITensorInfo *offsets, ITensorInfo *output,
- const ScaleKernelInfo &info);
-
- // Inherited methods overridden:
- void run(const Window &window, const ThreadInfo &info) override;
-
-private:
- /** function to perform scale using area interpolation on the given window
- *
- * @note Used only in case down-sampling.
- */
- void scale_area_nchw_u8(const Window &window);
-
- /** function to perform scale using bilinear interpolation on the given window */
- template <typename T>
- void scale_bilinear_nchw(const Window &window);
- /** function to perform scale using bilinear interpolation on the given window */
- template <typename T>
- void scale_bilinear_qasymm(const Window &window);
-
- /** function to perform scale using nearest neighbour on the given window */
- template <typename T>
- void scale_nearest_nchw(const Window &window);
-
- /** Scale function to use for the particular function to use */
- using ScaleFunctionPtr = void (NEScaleKernel::*)(const Window &window);
-
- ScaleFunctionPtr _func;
- const ITensor *_offsets;
- const ITensor *_dx;
- const ITensor *_dy;
- const ITensor *_input;
- ITensor *_output;
- InterpolationPolicy _policy;
- BorderMode _border_mode;
- PixelValue _constant_border_value;
- float _sampling_offset;
- bool _align_corners;
- DataLayout _data_layout;
-};
-} // namespace arm_compute
-#endif /*ARM_COMPUTE_NESCALEKERNEL_H */
diff --git a/src/core/NEON/kernels/scale/impl/NEON/fp16.cpp b/src/core/NEON/kernels/scale/impl/NEON/fp16.cpp
deleted file mode 100644
index 0ad66cab1c..0000000000
--- a/src/core/NEON/kernels/scale/impl/NEON/fp16.cpp
+++ /dev/null
@@ -1,174 +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 "arm_compute/core/Helpers.h"
-#include "arm_compute/core/ITensorPack.h"
-#include "arm_compute/core/Window.h"
-#include "src/core/NEON/NEMath.h"
-#include "src/core/NEON/wrapper/wrapper.h"
-#include "src/core/helpers/ScaleHelpers.h"
-#include "src/core/utils/ScaleUtils.h"
-#include "support/Rounding.h"
-
-#include <arm_neon.h>
-#include <cmath>
-#include <cstddef>
-
-#if defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC) && defined(ENABLE_FP16_KERNELS)
-
-namespace arm_compute
-{
-namespace
-{
-void fp16_neon_scale_nearest(const ITensor *src, ITensor *dst, const ITensor *offsets,
- float sampling_offset, bool align_corners, const Window &window)
-{
- const size_t in_stride_c = src->info()->dimension(0) + src->info()->padding().left + src->info()->padding().right;
- const size_t in_stride_w = src->info()->dimension(1) + src->info()->padding().top + src->info()->padding().bottom;
- const size_t in_stride_wc = in_stride_w * in_stride_c;
- const size_t in_dim_h = src->info()->dimension(2);
-
- // Compute the ratio between source height and destination height
- const auto hr = scale_utils::calculate_resize_ratio(in_dim_h, dst->info()->dimension(2), align_corners);
- const auto window_start_x = static_cast<int32_t>(window.x().start());
- const auto window_end_x = static_cast<int32_t>(window.x().end());
- const int window_step_x = 8;
-
- Window win(window);
- win.set(Window::DimX, Window::Dimension(0, 1, 1));
- Iterator out(dst, win);
-
- const uint8_t *in_ptr_start = src->buffer() + src->info()->offset_first_element_in_bytes();
- const unsigned int in_stride_bytes_hwc = src->info()->strides_in_bytes()[3];
-
- execute_window_loop(win, [&](const Coordinates & id)
- {
- const int32_t offset = *reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id.y(), id.z()))) * in_stride_c;
- const auto in_hi = static_cast<int>(align_corners ? utils::rounding::round_half_away_from_zero((id.z() + sampling_offset) * hr) : std::floor((id.z() + sampling_offset) * hr));
- const int offset_row = in_hi * in_stride_wc;
- int32_t x = window_start_x;
- const float16_t *in_ptr = reinterpret_cast<const float16_t *>(in_ptr_start + in_stride_bytes_hwc * id[3]);
-
- for(; x <= window_end_x - window_step_x; x += window_step_x)
- {
- wrapper::vstore(reinterpret_cast<float16_t *>(out.ptr()) + x,
- wrapper::vloadq(in_ptr + offset + offset_row + x));
- }
- for(; x < window_end_x; ++x)
- {
- *(reinterpret_cast<float16_t *>(out.ptr()) + x) = *(in_ptr + offset + offset_row + x);
- }
- },
- out);
-}
-
-void fp16_neon_scale_bilinear(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy,
- BorderMode border_mode, PixelValue constant_border_value, float sampling_offset,
- bool align_corners, const Window &window)
-{
- // Compute the ratio between source height and destination height
- const auto hr = scale_utils::calculate_resize_ratio(src->info()->dimension(2), dst->info()->dimension(2), align_corners);
-
- Iterator out(dst, window);
- const int in_stride_c = src->info()->dimension(0) + src->info()->padding().left + src->info()->padding().right;
- const int in_dim_w = src->info()->dimension(1);
- const int in_dim_h = src->info()->dimension(2);
- const int in_stride_wc = in_stride_c * (in_dim_w + src->info()->padding().top + src->info()->padding().bottom);
-
- // Don't increment in Y and Z direction for the input tensor
- // A pointer to the start of this plane is needed as base for the precomputed offsets
- Window win_in(window);
- win_in.set(Window::DimY, Window::Dimension(0, 0, 0));
- win_in.set(Window::DimZ, Window::Dimension(0, 0, 0));
- Iterator in(src, win_in);
-
- if(border_mode == BorderMode::CONSTANT)
- {
- using ConstType = typename std::conditional<std::is_same<float16_t, float16_t>::value, half, float16_t>::type;
-
- const float16_t const_border_value = static_cast<float16_t>(constant_border_value.get<ConstType>());
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const auto offset = *reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dx_val = *reinterpret_cast<const float *>(dx->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dy_val = *reinterpret_cast<const float *>(dy->ptr_to_element(Coordinates(id.y(), id.z())));
- const int32_t in_hi = std::floor((id.z() + sampling_offset) * hr - sampling_offset);
- const float16_t *in_ptr = reinterpret_cast<const float16_t *>(in.ptr()) + offset * in_stride_c + in_hi * in_stride_wc;
-
- const auto a00 = (0 <= offset && offset < in_dim_w && 0 <= in_hi && in_hi < in_dim_h) ? *in_ptr : const_border_value;
- const auto a01 = (-1 <= offset && offset < in_dim_w - 1 && 0 <= in_hi && in_hi < in_dim_h) ? *(in_ptr + in_stride_c) : const_border_value;
- const auto a10 = (0 <= offset && offset < in_dim_w && -1 <= in_hi && in_hi < in_dim_h - 1) ? *(in_ptr + in_stride_wc) : const_border_value;
- const auto a11 = (-1 <= offset && offset < in_dim_w - 1 && -1 <= in_hi && in_hi < in_dim_h - 1) ? *(in_ptr + in_stride_c + in_stride_wc) : const_border_value;
-
- *reinterpret_cast<float16_t *>(out.ptr()) = static_cast<float16_t>(scale_helpers::delta_bilinear(a00, a01, a10, a11, dx_val, dy_val));
- },
- in, out);
- }
- else if(border_mode == BorderMode::REPLICATE)
- {
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const auto offset = *reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dx_val = *reinterpret_cast<const float *>(dx->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dy_val = *reinterpret_cast<const float *>(dy->ptr_to_element(Coordinates(id.y(), id.z())));
- const int in_hi = std::floor((id.z() + sampling_offset) * hr - sampling_offset);
-
- auto clamped_w = utility::clamp<int>(offset, 0, in_dim_w - 1);
- auto clamped_w1 = utility::clamp<int>(offset + 1, 0, in_dim_w - 1);
- auto clamped_h = utility::clamp<int>(in_hi, 0, in_dim_h - 1);
- auto clamped_h1 = utility::clamp<int>(in_hi + 1, 0, in_dim_h - 1);
-
- const auto a00 = *(reinterpret_cast<const float16_t *>(in.ptr()) + clamped_w * in_stride_c + clamped_h * in_stride_wc);
- const auto a01 = *(reinterpret_cast<const float16_t *>(in.ptr()) + clamped_w1 * in_stride_c + clamped_h * in_stride_wc);
- const auto a10 = *(reinterpret_cast<const float16_t *>(in.ptr()) + clamped_w * in_stride_c + clamped_h1 * in_stride_wc);
- const auto a11 = *(reinterpret_cast<const float16_t *>(in.ptr()) + clamped_w1 * in_stride_c + clamped_h1 * in_stride_wc);
-
- *reinterpret_cast<float16_t *>(out.ptr()) = static_cast<float16_t>(scale_helpers::delta_bilinear(a00, a01, a10, a11, dx_val, dy_val));
- },
- in, out);
- }
- else
- {
- ARM_COMPUTE_ERROR("Not implemented");
- }
-}
-}
-namespace cpu
-{
-void fp16_neon_scale(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy,
- InterpolationPolicy policy, BorderMode border_mode, PixelValue constant_border_value, float sampling_offset,
- bool align_corners, const Window &window)
-{
- if(policy == InterpolationPolicy::BILINEAR)
- {
- fp16_neon_scale_bilinear(src, dst, offsets, dx, dy, border_mode, constant_border_value, sampling_offset, align_corners, window);
- }
- else if(policy == InterpolationPolicy::NEAREST_NEIGHBOR)
- {
- fp16_neon_scale_nearest(src, dst, offsets, sampling_offset, align_corners, window);
- }
-}
-} // namespace cpu
-} // namespace arm_compute
-
-#endif /* defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC) && defined(ENABLE_FP16_KERNELS) */ \ No newline at end of file
diff --git a/src/core/NEON/kernels/scale/impl/NEON/integer.cpp b/src/core/NEON/kernels/scale/impl/NEON/integer.cpp
deleted file mode 100644
index a2359aac94..0000000000
--- a/src/core/NEON/kernels/scale/impl/NEON/integer.cpp
+++ /dev/null
@@ -1,293 +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 "arm_compute/core/Helpers.h"
-#include "arm_compute/core/ITensorPack.h"
-#include "arm_compute/core/Window.h"
-#include "src/core/NEON/NEMath.h"
-#include "src/core/NEON/wrapper/wrapper.h"
-#include "src/core/helpers/ScaleHelpers.h"
-#include "src/core/utils/ScaleUtils.h"
-#include "support/Rounding.h"
-
-#include <arm_neon.h>
-#include <cmath>
-#include <cstddef>
-
-namespace arm_compute
-{
-namespace
-{
-void u8_neon_scale_nearest(const ITensor *src, ITensor *dst, const ITensor *offsets,
- float sampling_offset, bool align_corners, const Window &window)
-{
- const size_t in_stride_c = src->info()->dimension(0) + src->info()->padding().left + src->info()->padding().right;
- const size_t in_stride_w = src->info()->dimension(1) + src->info()->padding().top + src->info()->padding().bottom;
- const size_t in_stride_wc = in_stride_w * in_stride_c;
- const size_t in_dim_h = src->info()->dimension(2);
-
- // Compute the ratio between source height and destination height
- const auto hr = scale_utils::calculate_resize_ratio(in_dim_h, dst->info()->dimension(2), align_corners);
- const auto window_start_x = static_cast<int32_t>(window.x().start());
- const auto window_end_x = static_cast<int32_t>(window.x().end());
- const int window_step_x = 16;
-
- Window win(window);
- win.set(Window::DimX, Window::Dimension(0, 1, 1));
- Iterator out(dst, win);
-
- const uint8_t *in_ptr_start = src->buffer() + src->info()->offset_first_element_in_bytes();
- const unsigned int in_stride_bytes_hwc = src->info()->strides_in_bytes()[3];
-
- execute_window_loop(win, [&](const Coordinates & id)
- {
- const int32_t offset = *reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id.y(), id.z()))) * in_stride_c;
- const auto in_hi = static_cast<int>(align_corners ? utils::rounding::round_half_away_from_zero((id.z() + sampling_offset) * hr) : std::floor((id.z() + sampling_offset) * hr));
- const int offset_row = in_hi * in_stride_wc;
- int32_t x = window_start_x;
- const uint8_t *in_ptr = reinterpret_cast<const uint8_t *>(in_ptr_start + in_stride_bytes_hwc * id[3]);
-
- for(; x <= window_end_x - window_step_x; x += window_step_x)
- {
- wrapper::vstore(reinterpret_cast<uint8_t *>(out.ptr()) + x,
- wrapper::vloadq(in_ptr + offset + offset_row + x));
- }
- for(; x < window_end_x; ++x)
- {
- *(reinterpret_cast<uint8_t *>(out.ptr()) + x) = *(in_ptr + offset + offset_row + x);
- }
- },
- out);
-}
-
-void u8_neon_scale_bilinear(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy,
- BorderMode border_mode, PixelValue constant_border_value, float sampling_offset,
- bool align_corners, const Window &window)
-{
- // Compute the ratio between source height and destination height
- const auto hr = scale_utils::calculate_resize_ratio(src->info()->dimension(2), dst->info()->dimension(2), align_corners);
-
- Iterator out(dst, window);
- const int in_stride_c = src->info()->dimension(0) + src->info()->padding().left + src->info()->padding().right;
- const int in_dim_w = src->info()->dimension(1);
- const int in_dim_h = src->info()->dimension(2);
- const int in_stride_wc = in_stride_c * (in_dim_w + src->info()->padding().top + src->info()->padding().bottom);
-
- // Don't increment in Y and Z direction for the input tensor
- // A pointer to the start of this plane is needed as base for the precomputed offsets
- Window win_in(window);
- win_in.set(Window::DimY, Window::Dimension(0, 0, 0));
- win_in.set(Window::DimZ, Window::Dimension(0, 0, 0));
- Iterator in(src, win_in);
-
- if(border_mode == BorderMode::CONSTANT)
- {
- const uint8_t const_border_value = static_cast<uint8_t>(constant_border_value.get<uint8_t>());
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const auto offset = *reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dx_val = *reinterpret_cast<const float *>(dx->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dy_val = *reinterpret_cast<const float *>(dy->ptr_to_element(Coordinates(id.y(), id.z())));
- const int32_t in_hi = std::floor((id.z() + sampling_offset) * hr - sampling_offset);
- const uint8_t *in_ptr = reinterpret_cast<const uint8_t *>(in.ptr()) + offset * in_stride_c + in_hi * in_stride_wc;
-
- const auto a00 = (0 <= offset && offset < in_dim_w && 0 <= in_hi && in_hi < in_dim_h) ? *in_ptr : const_border_value;
- const auto a01 = (-1 <= offset && offset < in_dim_w - 1 && 0 <= in_hi && in_hi < in_dim_h) ? *(in_ptr + in_stride_c) : const_border_value;
- const auto a10 = (0 <= offset && offset < in_dim_w && -1 <= in_hi && in_hi < in_dim_h - 1) ? *(in_ptr + in_stride_wc) : const_border_value;
- const auto a11 = (-1 <= offset && offset < in_dim_w - 1 && -1 <= in_hi && in_hi < in_dim_h - 1) ? *(in_ptr + in_stride_c + in_stride_wc) : const_border_value;
-
- *reinterpret_cast<uint8_t *>(out.ptr()) = static_cast<uint8_t>(scale_helpers::delta_bilinear(a00, a01, a10, a11, dx_val, dy_val));
- },
- in, out);
- }
- else if(border_mode == BorderMode::REPLICATE)
- {
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const auto offset = *reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dx_val = *reinterpret_cast<const float *>(dx->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dy_val = *reinterpret_cast<const float *>(dy->ptr_to_element(Coordinates(id.y(), id.z())));
- const int in_hi = std::floor((id.z() + sampling_offset) * hr - sampling_offset);
-
- auto clamped_w = utility::clamp<int>(offset, 0, in_dim_w - 1);
- auto clamped_w1 = utility::clamp<int>(offset + 1, 0, in_dim_w - 1);
- auto clamped_h = utility::clamp<int>(in_hi, 0, in_dim_h - 1);
- auto clamped_h1 = utility::clamp<int>(in_hi + 1, 0, in_dim_h - 1);
-
- const auto a00 = *(reinterpret_cast<const uint8_t *>(in.ptr()) + clamped_w * in_stride_c + clamped_h * in_stride_wc);
- const auto a01 = *(reinterpret_cast<const uint8_t *>(in.ptr()) + clamped_w1 * in_stride_c + clamped_h * in_stride_wc);
- const auto a10 = *(reinterpret_cast<const uint8_t *>(in.ptr()) + clamped_w * in_stride_c + clamped_h1 * in_stride_wc);
- const auto a11 = *(reinterpret_cast<const uint8_t *>(in.ptr()) + clamped_w1 * in_stride_c + clamped_h1 * in_stride_wc);
-
- *reinterpret_cast<uint8_t *>(out.ptr()) = static_cast<uint8_t>(scale_helpers::delta_bilinear(a00, a01, a10, a11, dx_val, dy_val));
- },
- in, out);
- }
- else
- {
- ARM_COMPUTE_ERROR("Not implemented");
- }
-}
-
-void s16_neon_scale_nearest(const ITensor *src, ITensor *dst, const ITensor *offsets,
- float sampling_offset, bool align_corners, const Window &window)
-{
- const size_t in_stride_c = src->info()->dimension(0) + src->info()->padding().left + src->info()->padding().right;
- const size_t in_stride_w = src->info()->dimension(1) + src->info()->padding().top + src->info()->padding().bottom;
- const size_t in_stride_wc = in_stride_w * in_stride_c;
- const size_t in_dim_h = src->info()->dimension(2);
-
- // Compute the ratio between source height and destination height
- const auto hr = scale_utils::calculate_resize_ratio(in_dim_h, dst->info()->dimension(2), align_corners);
- const auto window_start_x = static_cast<int32_t>(window.x().start());
- const auto window_end_x = static_cast<int32_t>(window.x().end());
- const int window_step_x = 8;
-
- Window win(window);
- win.set(Window::DimX, Window::Dimension(0, 1, 1));
- Iterator out(dst, win);
-
- const uint8_t *in_ptr_start = src->buffer() + src->info()->offset_first_element_in_bytes();
- const unsigned int in_stride_bytes_hwc = src->info()->strides_in_bytes()[3];
-
- execute_window_loop(win, [&](const Coordinates & id)
- {
- const int32_t offset = *reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id.y(), id.z()))) * in_stride_c;
- const auto in_hi = static_cast<int>(align_corners ? utils::rounding::round_half_away_from_zero((id.z() + sampling_offset) * hr) : std::floor((id.z() + sampling_offset) * hr));
- const int offset_row = in_hi * in_stride_wc;
- int32_t x = window_start_x;
- const int16_t *in_ptr = reinterpret_cast<const int16_t *>(in_ptr_start + in_stride_bytes_hwc * id[3]);
-
- for(; x <= window_end_x - window_step_x; x += window_step_x)
- {
- wrapper::vstore(reinterpret_cast<int16_t *>(out.ptr()) + x,
- wrapper::vloadq(in_ptr + offset + offset_row + x));
- }
- for(; x < window_end_x; ++x)
- {
- *(reinterpret_cast<int16_t *>(out.ptr()) + x) = *(in_ptr + offset + offset_row + x);
- }
- },
- out);
-}
-
-void s16_neon_scale_bilinear(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy,
- BorderMode border_mode, PixelValue constant_border_value, float sampling_offset,
- bool align_corners, const Window &window)
-{
- // Compute the ratio between source height and destination height
- const auto hr = scale_utils::calculate_resize_ratio(src->info()->dimension(2), dst->info()->dimension(2), align_corners);
-
- Iterator out(dst, window);
- const int in_stride_c = src->info()->dimension(0) + src->info()->padding().left + src->info()->padding().right;
- const int in_dim_w = src->info()->dimension(1);
- const int in_dim_h = src->info()->dimension(2);
- const int in_stride_wc = in_stride_c * (in_dim_w + src->info()->padding().top + src->info()->padding().bottom);
-
- // Don't increment in Y and Z direction for the input tensor
- // A pointer to the start of this plane is needed as base for the precomputed offsets
- Window win_in(window);
- win_in.set(Window::DimY, Window::Dimension(0, 0, 0));
- win_in.set(Window::DimZ, Window::Dimension(0, 0, 0));
- Iterator in(src, win_in);
-
- if(border_mode == BorderMode::CONSTANT)
- {
- const int16_t const_border_value = static_cast<int16_t>(constant_border_value.get<int16_t>());
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const auto offset = *reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dx_val = *reinterpret_cast<const float *>(dx->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dy_val = *reinterpret_cast<const float *>(dy->ptr_to_element(Coordinates(id.y(), id.z())));
- const int32_t in_hi = std::floor((id.z() + sampling_offset) * hr - sampling_offset);
- const int16_t *in_ptr = reinterpret_cast<const int16_t *>(in.ptr()) + offset * in_stride_c + in_hi * in_stride_wc;
-
- const auto a00 = (0 <= offset && offset < in_dim_w && 0 <= in_hi && in_hi < in_dim_h) ? *in_ptr : const_border_value;
- const auto a01 = (-1 <= offset && offset < in_dim_w - 1 && 0 <= in_hi && in_hi < in_dim_h) ? *(in_ptr + in_stride_c) : const_border_value;
- const auto a10 = (0 <= offset && offset < in_dim_w && -1 <= in_hi && in_hi < in_dim_h - 1) ? *(in_ptr + in_stride_wc) : const_border_value;
- const auto a11 = (-1 <= offset && offset < in_dim_w - 1 && -1 <= in_hi && in_hi < in_dim_h - 1) ? *(in_ptr + in_stride_c + in_stride_wc) : const_border_value;
-
- *reinterpret_cast<int16_t *>(out.ptr()) = static_cast<int16_t>(scale_helpers::delta_bilinear(a00, a01, a10, a11, dx_val, dy_val));
- },
- in, out);
- }
- else if(border_mode == BorderMode::REPLICATE)
- {
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const auto offset = *reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dx_val = *reinterpret_cast<const float *>(dx->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dy_val = *reinterpret_cast<const float *>(dy->ptr_to_element(Coordinates(id.y(), id.z())));
- const int in_hi = std::floor((id.z() + sampling_offset) * hr - sampling_offset);
-
- auto clamped_w = utility::clamp<int>(offset, 0, in_dim_w - 1);
- auto clamped_w1 = utility::clamp<int>(offset + 1, 0, in_dim_w - 1);
- auto clamped_h = utility::clamp<int>(in_hi, 0, in_dim_h - 1);
- auto clamped_h1 = utility::clamp<int>(in_hi + 1, 0, in_dim_h - 1);
-
- const auto a00 = *(reinterpret_cast<const int16_t *>(in.ptr()) + clamped_w * in_stride_c + clamped_h * in_stride_wc);
- const auto a01 = *(reinterpret_cast<const int16_t *>(in.ptr()) + clamped_w1 * in_stride_c + clamped_h * in_stride_wc);
- const auto a10 = *(reinterpret_cast<const int16_t *>(in.ptr()) + clamped_w * in_stride_c + clamped_h1 * in_stride_wc);
- const auto a11 = *(reinterpret_cast<const int16_t *>(in.ptr()) + clamped_w1 * in_stride_c + clamped_h1 * in_stride_wc);
-
- *reinterpret_cast<int16_t *>(out.ptr()) = static_cast<int16_t>(scale_helpers::delta_bilinear(a00, a01, a10, a11, dx_val, dy_val));
- },
- in, out);
- }
- else
- {
- ARM_COMPUTE_ERROR("Not implemented");
- }
-}
-}
-namespace cpu
-{
-void u8_neon_scale(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy,
- InterpolationPolicy policy, BorderMode border_mode, PixelValue constant_border_value, float sampling_offset,
- bool align_corners, const Window &window)
-{
- if(policy == InterpolationPolicy::BILINEAR)
- {
- u8_neon_scale_bilinear(src, dst, offsets, dx, dy, border_mode, constant_border_value, sampling_offset, align_corners, window);
- }
- else if(policy == InterpolationPolicy::NEAREST_NEIGHBOR)
- {
- u8_neon_scale_nearest(src, dst, offsets, sampling_offset, align_corners, window);
- }
-}
-
-void s16_neon_scale(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy,
- InterpolationPolicy policy, BorderMode border_mode, PixelValue constant_border_value, float sampling_offset,
- bool align_corners, const Window &window)
-{
- if(policy == InterpolationPolicy::BILINEAR)
- {
- s16_neon_scale_bilinear(src, dst, offsets, dx, dy, border_mode, constant_border_value, sampling_offset, align_corners, window);
- }
- else if(policy == InterpolationPolicy::NEAREST_NEIGHBOR)
- {
- s16_neon_scale_nearest(src, dst, offsets, sampling_offset, align_corners, window);
- }
-}
-} // namespace cpu
-} // namespace arm_compute \ No newline at end of file
diff --git a/src/core/NEON/kernels/scale/impl/NEON/list.h b/src/core/NEON/kernels/scale/impl/NEON/list.h
deleted file mode 100644
index c91242f5b2..0000000000
--- a/src/core/NEON/kernels/scale/impl/NEON/list.h
+++ /dev/null
@@ -1,185 +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.
- */
-#ifndef SRC_CORE_NEON_KERNELS_SCALE_LIST_H
-#define SRC_CORE_NEON_KERNELS_SCALE_LIST_H
-
-#include "arm_compute/core/Helpers.h"
-#include "arm_compute/core/ITensorPack.h"
-#include "arm_compute/core/Window.h"
-#include "src/core/NEON/NEMath.h"
-#include "src/core/NEON/wrapper/wrapper.h"
-#include "src/core/helpers/ScaleHelpers.h"
-#include "src/core/utils/ScaleUtils.h"
-#include "support/Rounding.h"
-
-namespace arm_compute
-{
-namespace cpu
-{
-#define DECLARE_SCALE_KERNEL(func_name) \
- void func_name(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy, \
- InterpolationPolicy policy, BorderMode border_mode, PixelValue constant_border_value, float sampling_offset, \
- bool align_corners, const Window &window)
-
-DECLARE_SCALE_KERNEL(qasymm8_neon_scale);
-DECLARE_SCALE_KERNEL(qasymm8_signed_neon_scale);
-
-#undef DECLARE_SCALE_KERNEL
-
-template <typename T>
-void nearest_neon_scale(const ITensor *src, ITensor *dst, const ITensor *offsets, float sampling_offset,
- bool align_corners, const Window &window)
-{
- const size_t in_stride_c = src->info()->dimension(0) + src->info()->padding().left + src->info()->padding().right;
- const size_t in_stride_w = src->info()->dimension(1) + src->info()->padding().top + src->info()->padding().bottom;
- const size_t in_stride_wc = in_stride_w * in_stride_c;
- const size_t in_dim_h = src->info()->dimension(2);
-
- // Compute the ratio between source height and destination height
- const auto hr = scale_utils::calculate_resize_ratio(in_dim_h, dst->info()->dimension(2), align_corners);
- const auto window_start_x = static_cast<int32_t>(window.x().start());
- const auto window_end_x = static_cast<int32_t>(window.x().end());
- const int window_step_x = 16 / sizeof(T);
-
- Window win(window);
- win.set(Window::DimX, Window::Dimension(0, 1, 1));
- Iterator out(dst, win);
-
- const uint8_t *in_ptr_start = src->buffer() + src->info()->offset_first_element_in_bytes();
- const unsigned int in_stride_bytes_hwc = src->info()->strides_in_bytes()[3];
-
- execute_window_loop(win, [&](const Coordinates & id)
- {
- const int32_t offset = *reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id.y(), id.z()))) * in_stride_c;
- const auto in_hi = static_cast<int>(align_corners ? utils::rounding::round_half_away_from_zero((id.z() + sampling_offset) * hr) : std::floor((id.z() + sampling_offset) * hr));
- const int offset_row = in_hi * in_stride_wc;
- int32_t x = window_start_x;
- const T *in_ptr = reinterpret_cast<const T *>(in_ptr_start + in_stride_bytes_hwc * id[3]);
-
- for(; x <= window_end_x - window_step_x; x += window_step_x)
- {
- wrapper::vstore(reinterpret_cast<T *>(out.ptr()) + x,
- wrapper::vloadq(in_ptr + offset + offset_row + x));
- }
- for(; x < window_end_x; ++x)
- {
- *(reinterpret_cast<T *>(out.ptr()) + x) = *(in_ptr + offset + offset_row + x);
- }
- },
- out);
-}
-
-template <typename T>
-void bilinear_neon_scale(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy,
- BorderMode border_mode, PixelValue constant_border_value, float sampling_offset,
- bool align_corners, const Window &window)
-{
- // Compute the ratio between source height and destination height
- const auto hr = scale_utils::calculate_resize_ratio(src->info()->dimension(2), dst->info()->dimension(2), align_corners);
-
- Iterator out(dst, window);
- const int in_stride_c = src->info()->dimension(0) + src->info()->padding().left + src->info()->padding().right;
- const int in_dim_w = src->info()->dimension(1);
- const int in_dim_h = src->info()->dimension(2);
- const int in_stride_wc = in_stride_c * (in_dim_w + src->info()->padding().top + src->info()->padding().bottom);
-
- // Don't increment in Y and Z direction for the input tensor
- // A pointer to the start of this plane is needed as base for the precomputed offsets
- Window win_in(window);
- win_in.set(Window::DimY, Window::Dimension(0, 0, 0));
- win_in.set(Window::DimZ, Window::Dimension(0, 0, 0));
- Iterator in(src, win_in);
-
- if(border_mode == BorderMode::CONSTANT)
- {
-#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
- using ConstType = typename std::conditional<std::is_same<T, float16_t>::value, half, T>::type;
-#else /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
- using ConstType = T;
-#endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
- const T const_border_value = static_cast<T>(constant_border_value.get<ConstType>());
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const auto offset = *reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dx_val = *reinterpret_cast<const float *>(dx->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dy_val = *reinterpret_cast<const float *>(dy->ptr_to_element(Coordinates(id.y(), id.z())));
- const int32_t in_hi = std::floor((id.z() + sampling_offset) * hr - sampling_offset);
- const T *in_ptr = reinterpret_cast<const T *>(in.ptr()) + offset * in_stride_c + in_hi * in_stride_wc;
-
- const auto a00 = (0 <= offset && offset < in_dim_w && 0 <= in_hi && in_hi < in_dim_h) ? *in_ptr : const_border_value;
- const auto a01 = (-1 <= offset && offset < in_dim_w - 1 && 0 <= in_hi && in_hi < in_dim_h) ? *(in_ptr + in_stride_c) : const_border_value;
- const auto a10 = (0 <= offset && offset < in_dim_w && -1 <= in_hi && in_hi < in_dim_h - 1) ? *(in_ptr + in_stride_wc) : const_border_value;
- const auto a11 = (-1 <= offset && offset < in_dim_w - 1 && -1 <= in_hi && in_hi < in_dim_h - 1) ? *(in_ptr + in_stride_c + in_stride_wc) : const_border_value;
-
- *reinterpret_cast<T *>(out.ptr()) = static_cast<T>(scale_helpers::delta_bilinear(a00, a01, a10, a11, dx_val, dy_val));
- },
- in, out);
- }
- else if(border_mode == BorderMode::REPLICATE)
- {
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const auto offset = *reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dx_val = *reinterpret_cast<const float *>(dx->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dy_val = *reinterpret_cast<const float *>(dy->ptr_to_element(Coordinates(id.y(), id.z())));
- const int in_hi = std::floor((id.z() + sampling_offset) * hr - sampling_offset);
-
- auto clamped_w = utility::clamp<int>(offset, 0, in_dim_w - 1);
- auto clamped_w1 = utility::clamp<int>(offset + 1, 0, in_dim_w - 1);
- auto clamped_h = utility::clamp<int>(in_hi, 0, in_dim_h - 1);
- auto clamped_h1 = utility::clamp<int>(in_hi + 1, 0, in_dim_h - 1);
-
- const auto a00 = *(reinterpret_cast<const T *>(in.ptr()) + clamped_w * in_stride_c + clamped_h * in_stride_wc);
- const auto a01 = *(reinterpret_cast<const T *>(in.ptr()) + clamped_w1 * in_stride_c + clamped_h * in_stride_wc);
- const auto a10 = *(reinterpret_cast<const T *>(in.ptr()) + clamped_w * in_stride_c + clamped_h1 * in_stride_wc);
- const auto a11 = *(reinterpret_cast<const T *>(in.ptr()) + clamped_w1 * in_stride_c + clamped_h1 * in_stride_wc);
-
- *reinterpret_cast<T *>(out.ptr()) = static_cast<T>(scale_helpers::delta_bilinear(a00, a01, a10, a11, dx_val, dy_val));
- },
- in, out);
- }
- else
- {
- ARM_COMPUTE_ERROR("Not implemented");
- }
-}
-
-template <typename T>
-void common_neon_scale(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy,
- InterpolationPolicy policy, BorderMode border_mode, PixelValue constant_border_value, float sampling_offset,
- bool align_corners, const Window &window)
-{
- if(policy == InterpolationPolicy::BILINEAR)
- {
- bilinear_neon_scale<T>(src, dst, offsets, dx, dy, border_mode, constant_border_value, sampling_offset, align_corners, window);
- }
- else if(policy == InterpolationPolicy::NEAREST_NEIGHBOR)
- {
- nearest_neon_scale<T>(src, dst, offsets, sampling_offset, align_corners, window);
- }
-}
-} // namespace cpu
-} // namespace arm_compute
-
-#endif /* SRC_CORE_NEON_KERNELS_SCALE_LIST_H */
diff --git a/src/core/NEON/kernels/scale/impl/NEON/qasymm8.cpp b/src/core/NEON/kernels/scale/impl/NEON/qasymm8.cpp
deleted file mode 100644
index 536ad2cd17..0000000000
--- a/src/core/NEON/kernels/scale/impl/NEON/qasymm8.cpp
+++ /dev/null
@@ -1,149 +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/core/NEON/kernels/scale/impl/NEON/list.h"
-
-namespace arm_compute
-{
-namespace
-{
-void qasymm8_neon_scale_bilinear(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy,
- BorderMode border_mode, PixelValue constant_border_value, float sampling_offset,
- bool align_corners, const Window &window)
-{
- // Get data layout and width/height indices
- const DataLayout data_layout = src->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 height and destination height
- const auto hr = scale_utils::calculate_resize_ratio(src->info()->dimension(idx_height), dst->info()->dimension(idx_height), align_corners);
- Window win_off;
- win_off.set(Window::DimX, Window::Dimension(0, 0, 0));
- win_off.set(Window::DimY, Window::Dimension(0, 0, 0));
-
- // Don't increment in X and Y direction for the input tensor
- // A pointer to the start of this plane is needed as base for the precomputed offsets
- Window win_in(window);
- win_in.set(idx_width, Window::Dimension(0, 0, 0));
- win_in.set(idx_height, Window::Dimension(0, 0, 0));
-
- for(size_t d = Window::DimZ; d < offsets->info()->num_dimensions(); ++d)
- {
- win_off.set(d, Window::Dimension(0, 0, 0));
- }
-
- Iterator in(src, win_in);
- Iterator out(dst, window);
-
- const int32_t in_dim_w = src->info()->dimension(idx_width);
- const int32_t in_dim_h = src->info()->dimension(idx_height);
- const int32_t stride_w = src->info()->strides_in_bytes()[idx_width];
- const int32_t stride_h = src->info()->strides_in_bytes()[idx_height];
-
- const UniformQuantizationInfo iq_info = src->info()->quantization_info().uniform();
- const UniformQuantizationInfo oq_info = dst->info()->quantization_info().uniform();
-
- if(border_mode == BorderMode::CONSTANT)
- {
- const uint8_t const_border_value = static_cast<uint8_t>(constant_border_value.get<uint8_t>());
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const int32_t index_h = std::floor((id[idx_height] + sampling_offset) * hr - sampling_offset);
- const int32_t index_w = *(reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto dx_val = *(reinterpret_cast<const float *>(dx->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto dy_val = *(reinterpret_cast<const float *>(dy->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto pixel_row_ptr = reinterpret_cast<const uint8_t *>(in.ptr());
-
- const auto a00 = (0 <= index_w && index_w < in_dim_w && 0 <= index_h && index_h < in_dim_h) ?
- (*(pixel_row_ptr + index_w * stride_w + index_h * stride_h)) :
- const_border_value;
- const auto a01 = (-1 <= index_w && index_w < in_dim_w - 1 && 0 <= index_h && index_h < in_dim_h) ?
- (*(pixel_row_ptr + (index_w + 1) * stride_w + index_h * stride_h)) :
- const_border_value;
- const auto a10 = (0 <= index_w && index_w < in_dim_w && -1 <= index_h && index_h < in_dim_h - 1) ?
- (*(pixel_row_ptr + index_w * stride_w + (index_h + 1) * stride_h)) :
- const_border_value;
- const auto a11 = (-1 <= index_w && index_w < in_dim_w - 1 && -1 <= index_h && index_h < in_dim_h - 1) ?
- (*(pixel_row_ptr + (index_w + 1) * stride_w + (index_h + 1) * stride_h)) :
- const_border_value;
-
- const float inp00 = Qasymm8QuantizationHelper<uint8_t>::dequantize(a00, iq_info);
- const float inp01 = Qasymm8QuantizationHelper<uint8_t>::dequantize(a01, iq_info);
- const float inp10 = Qasymm8QuantizationHelper<uint8_t>::dequantize(a10, iq_info);
- const float inp11 = Qasymm8QuantizationHelper<uint8_t>::dequantize(a11, iq_info);
- *reinterpret_cast<uint8_t *>(out.ptr()) = Qasymm8QuantizationHelper<uint8_t>::quantize(scale_helpers::delta_bilinear(inp00, inp01, inp10, inp11, dx_val, dy_val), oq_info);
- },
- in, out);
- }
- else if(border_mode == BorderMode::REPLICATE)
- {
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const int index_h = std::floor((id[idx_height] + sampling_offset) * hr - sampling_offset);
- const int32_t index_w = *(reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto dx_val = *(reinterpret_cast<const float *>(dx->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto dy_val = *(reinterpret_cast<const float *>(dy->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto pixel_row_ptr = reinterpret_cast<const uint8_t *>(in.ptr());
-
- auto clamped_w = utility::clamp<int>(index_w, 0, in_dim_w - 1);
- auto clamped_w1 = utility::clamp<int>(index_w + 1, 0, in_dim_w - 1);
- auto clamped_h = utility::clamp<int>(index_h, 0, in_dim_h - 1);
- auto clamped_h1 = utility::clamp<int>(index_h + 1, 0, in_dim_h - 1);
-
- const auto a00 = *(pixel_row_ptr + clamped_w * stride_w + clamped_h * stride_h);
- const auto a01 = *(pixel_row_ptr + clamped_w1 * stride_w + clamped_h * stride_h);
- const auto a10 = *(pixel_row_ptr + clamped_w * stride_w + clamped_h1 * stride_h);
- const auto a11 = *(pixel_row_ptr + clamped_w1 * stride_w + clamped_h1 * stride_h);
-
- const float inp00 = Qasymm8QuantizationHelper<uint8_t>::dequantize(a00, iq_info);
- const float inp01 = Qasymm8QuantizationHelper<uint8_t>::dequantize(a01, iq_info);
- const float inp10 = Qasymm8QuantizationHelper<uint8_t>::dequantize(a10, iq_info);
- const float inp11 = Qasymm8QuantizationHelper<uint8_t>::dequantize(a11, iq_info);
- *reinterpret_cast<uint8_t *>(out.ptr()) = Qasymm8QuantizationHelper<uint8_t>::quantize(scale_helpers::delta_bilinear(inp00, inp01, inp10, inp11, dx_val, dy_val), oq_info);
- },
- in, out);
- }
- else
- {
- ARM_COMPUTE_ERROR("Not implemented");
- }
-}
-}
-namespace cpu
-{
-void qasymm8_neon_scale(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy,
- InterpolationPolicy policy, BorderMode border_mode, PixelValue constant_border_value, float sampling_offset,
- bool align_corners, const Window &window)
-{
- if(policy == InterpolationPolicy::BILINEAR)
- {
- qasymm8_neon_scale_bilinear(src, dst, offsets, dx, dy, border_mode, constant_border_value, sampling_offset, align_corners, window);
- }
- else if(policy == InterpolationPolicy::NEAREST_NEIGHBOR)
- {
- nearest_neon_scale<uint8_t>(src, dst, offsets, sampling_offset, align_corners, window);
- }
-}
-} // namespace cpu
-} // namespace arm_compute \ No newline at end of file
diff --git a/src/core/NEON/kernels/scale/impl/NEON/qasymm8_signed.cpp b/src/core/NEON/kernels/scale/impl/NEON/qasymm8_signed.cpp
deleted file mode 100644
index 149cdf478f..0000000000
--- a/src/core/NEON/kernels/scale/impl/NEON/qasymm8_signed.cpp
+++ /dev/null
@@ -1,149 +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/core/NEON/kernels/scale/impl/NEON/list.h"
-
-namespace arm_compute
-{
-namespace
-{
-void qasymm8_signed_neon_scale_bilinear(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy,
- BorderMode border_mode, PixelValue constant_border_value, float sampling_offset,
- bool align_corners, const Window &window)
-{
- // Get data layout and width/height indices
- const DataLayout data_layout = src->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 height and destination height
- const auto hr = scale_utils::calculate_resize_ratio(src->info()->dimension(idx_height), dst->info()->dimension(idx_height), align_corners);
- Window win_off;
- win_off.set(Window::DimX, Window::Dimension(0, 0, 0));
- win_off.set(Window::DimY, Window::Dimension(0, 0, 0));
-
- // Don't increment in X and Y direction for the input tensor
- // A pointer to the start of this plane is needed as base for the precomputed offsets
- Window win_in(window);
- win_in.set(idx_width, Window::Dimension(0, 0, 0));
- win_in.set(idx_height, Window::Dimension(0, 0, 0));
-
- for(size_t d = Window::DimZ; d < offsets->info()->num_dimensions(); ++d)
- {
- win_off.set(d, Window::Dimension(0, 0, 0));
- }
-
- Iterator in(src, win_in);
- Iterator out(dst, window);
-
- const int32_t in_dim_w = src->info()->dimension(idx_width);
- const int32_t in_dim_h = src->info()->dimension(idx_height);
- const int32_t stride_w = src->info()->strides_in_bytes()[idx_width];
- const int32_t stride_h = src->info()->strides_in_bytes()[idx_height];
-
- const UniformQuantizationInfo iq_info = src->info()->quantization_info().uniform();
- const UniformQuantizationInfo oq_info = dst->info()->quantization_info().uniform();
-
- if(border_mode == BorderMode::CONSTANT)
- {
- const int8_t const_border_value = static_cast<int8_t>(constant_border_value.get<int8_t>());
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const int32_t index_h = std::floor((id[idx_height] + sampling_offset) * hr - sampling_offset);
- const int32_t index_w = *(reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto dx_val = *(reinterpret_cast<const float *>(dx->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto dy_val = *(reinterpret_cast<const float *>(dy->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto pixel_row_ptr = reinterpret_cast<const int8_t *>(in.ptr());
-
- const auto a00 = (0 <= index_w && index_w < in_dim_w && 0 <= index_h && index_h < in_dim_h) ?
- (*(pixel_row_ptr + index_w * stride_w + index_h * stride_h)) :
- const_border_value;
- const auto a01 = (-1 <= index_w && index_w < in_dim_w - 1 && 0 <= index_h && index_h < in_dim_h) ?
- (*(pixel_row_ptr + (index_w + 1) * stride_w + index_h * stride_h)) :
- const_border_value;
- const auto a10 = (0 <= index_w && index_w < in_dim_w && -1 <= index_h && index_h < in_dim_h - 1) ?
- (*(pixel_row_ptr + index_w * stride_w + (index_h + 1) * stride_h)) :
- const_border_value;
- const auto a11 = (-1 <= index_w && index_w < in_dim_w - 1 && -1 <= index_h && index_h < in_dim_h - 1) ?
- (*(pixel_row_ptr + (index_w + 1) * stride_w + (index_h + 1) * stride_h)) :
- const_border_value;
-
- const float inp00 = Qasymm8QuantizationHelper<int8_t>::dequantize(a00, iq_info);
- const float inp01 = Qasymm8QuantizationHelper<int8_t>::dequantize(a01, iq_info);
- const float inp10 = Qasymm8QuantizationHelper<int8_t>::dequantize(a10, iq_info);
- const float inp11 = Qasymm8QuantizationHelper<int8_t>::dequantize(a11, iq_info);
- *reinterpret_cast<int8_t *>(out.ptr()) = Qasymm8QuantizationHelper<int8_t>::quantize(scale_helpers::delta_bilinear(inp00, inp01, inp10, inp11, dx_val, dy_val), oq_info);
- },
- in, out);
- }
- else if(border_mode == BorderMode::REPLICATE)
- {
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const int index_h = std::floor((id[idx_height] + sampling_offset) * hr - sampling_offset);
- const int32_t index_w = *(reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto dx_val = *(reinterpret_cast<const float *>(dx->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto dy_val = *(reinterpret_cast<const float *>(dy->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto pixel_row_ptr = reinterpret_cast<const int8_t *>(in.ptr());
-
- auto clamped_w = utility::clamp<int>(index_w, 0, in_dim_w - 1);
- auto clamped_w1 = utility::clamp<int>(index_w + 1, 0, in_dim_w - 1);
- auto clamped_h = utility::clamp<int>(index_h, 0, in_dim_h - 1);
- auto clamped_h1 = utility::clamp<int>(index_h + 1, 0, in_dim_h - 1);
-
- const auto a00 = *(pixel_row_ptr + clamped_w * stride_w + clamped_h * stride_h);
- const auto a01 = *(pixel_row_ptr + clamped_w1 * stride_w + clamped_h * stride_h);
- const auto a10 = *(pixel_row_ptr + clamped_w * stride_w + clamped_h1 * stride_h);
- const auto a11 = *(pixel_row_ptr + clamped_w1 * stride_w + clamped_h1 * stride_h);
-
- const float inp00 = Qasymm8QuantizationHelper<int8_t>::dequantize(a00, iq_info);
- const float inp01 = Qasymm8QuantizationHelper<int8_t>::dequantize(a01, iq_info);
- const float inp10 = Qasymm8QuantizationHelper<int8_t>::dequantize(a10, iq_info);
- const float inp11 = Qasymm8QuantizationHelper<int8_t>::dequantize(a11, iq_info);
- *reinterpret_cast<int8_t *>(out.ptr()) = Qasymm8QuantizationHelper<int8_t>::quantize(scale_helpers::delta_bilinear(inp00, inp01, inp10, inp11, dx_val, dy_val), oq_info);
- },
- in, out);
- }
- else
- {
- ARM_COMPUTE_ERROR("Not implemented");
- }
-}
-}
-namespace cpu
-{
-void qasymm8_signed_neon_scale(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy,
- InterpolationPolicy policy, BorderMode border_mode, PixelValue constant_border_value, float sampling_offset,
- bool align_corners, const Window &window)
-{
- if(policy == InterpolationPolicy::BILINEAR)
- {
- qasymm8_signed_neon_scale_bilinear(src, dst, offsets, dx, dy, border_mode, constant_border_value, sampling_offset, align_corners, window);
- }
- else if(policy == InterpolationPolicy::NEAREST_NEIGHBOR)
- {
- nearest_neon_scale<int8_t>(src, dst, offsets, sampling_offset, align_corners, window);
- }
-}
-} // namespace cpu
-} // namespace arm_compute \ No newline at end of file
diff --git a/src/core/NEON/kernels/scale/impl/SVE/fp16.cpp b/src/core/NEON/kernels/scale/impl/SVE/fp16.cpp
deleted file mode 100644
index 99f08dbdf9..0000000000
--- a/src/core/NEON/kernels/scale/impl/SVE/fp16.cpp
+++ /dev/null
@@ -1,176 +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 "arm_compute/core/Helpers.h"
-#include "arm_compute/core/ITensorPack.h"
-#include "arm_compute/core/Window.h"
-#include "src/core/NEON/NEMath.h"
-#include "src/core/NEON/wrapper/wrapper.h"
-#include "src/core/helpers/ScaleHelpers.h"
-#include "src/core/utils/ScaleUtils.h"
-#include "support/Rounding.h"
-
-#include <cmath>
-#include <cstddef>
-
-#if defined(__ARM_FEATURE_SVE)
-#include <arm_sve.h>
-
-namespace arm_compute
-{
-namespace
-{
-void fp16_sve_scale_nearest(const ITensor *src, ITensor *dst, const ITensor *offsets,
- float sampling_offset, bool align_corners, const Window &window)
-{
- const size_t in_stride_c = src->info()->dimension(0) + src->info()->padding().left + src->info()->padding().right;
- const size_t in_stride_w = src->info()->dimension(1) + src->info()->padding().top + src->info()->padding().bottom;
- const size_t in_stride_wc = in_stride_w * in_stride_c;
- const size_t in_dim_h = src->info()->dimension(2);
-
- // Compute the ratio between source height and destination height
- const auto hr = scale_utils::calculate_resize_ratio(in_dim_h, dst->info()->dimension(2), align_corners);
- const auto window_start_x = static_cast<int32_t>(window.x().start());
- const auto window_end_x = static_cast<int32_t>(window.x().end());
-
- Window win(window);
- win.set(Window::DimX, Window::Dimension(0, 1, 1));
- Iterator out(dst, win);
-
- const uint8_t *in_ptr_start = src->buffer() + src->info()->offset_first_element_in_bytes();
- const unsigned int in_stride_bytes_hwc = src->info()->strides_in_bytes()[3];
-
- execute_window_loop(win, [&](const Coordinates & id)
- {
- const int32_t offset = *reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id.y(), id.z()))) * in_stride_c;
- const auto in_hi = static_cast<int>(align_corners ? utils::rounding::round_half_away_from_zero((id.z() + sampling_offset) * hr) : std::floor((id.z() + sampling_offset) * hr));
- const int offset_row = in_hi * in_stride_wc;
- const auto in_ptr = reinterpret_cast<const float16_t *>(in_ptr_start + in_stride_bytes_hwc * id[3]);
- const auto out_ptr = reinterpret_cast<float16_t *>(out.ptr());
-
- // Compute S elements per iteration
- int x = window_start_x;
- svbool_t pg = svwhilelt_b16(x, window_end_x);
- do
- {
- // Store results
- svst1_f16(pg, out_ptr + x, svld1_f16(pg, in_ptr + offset + offset_row + x));
-
- x += svcntw();
- pg = svwhilelt_b16(x, window_end_x);
- }
- while(svptest_any(svptrue_b16(), pg));
- },
- out);
-}
-
-void fp16_sve_scale_bilinear(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy,
- BorderMode border_mode, PixelValue constant_border_value, float sampling_offset,
- bool align_corners, const Window &window)
-{
- // Compute the ratio between source height and destination height
- const auto hr = scale_utils::calculate_resize_ratio(src->info()->dimension(2), dst->info()->dimension(2), align_corners);
-
- Iterator out(dst, window);
- const int in_stride_c = src->info()->dimension(0) + src->info()->padding().left + src->info()->padding().right;
- const int in_dim_w = src->info()->dimension(1);
- const int in_dim_h = src->info()->dimension(2);
- const int in_stride_wc = in_stride_c * (in_dim_w + src->info()->padding().top + src->info()->padding().bottom);
-
- // Don't increment in Y and Z direction for the input tensor
- // A pointer to the start of this plane is needed as base for the precomputed offsets
- Window win_in(window);
- win_in.set(Window::DimY, Window::Dimension(0, 0, 0));
- win_in.set(Window::DimZ, Window::Dimension(0, 0, 0));
- Iterator in(src, win_in);
-
- if(border_mode == BorderMode::CONSTANT)
- {
- using ConstType = typename std::conditional<std::is_same<float16_t, float16_t>::value, half, float16_t>::type;
-
- const float16_t const_border_value = static_cast<float16_t>(constant_border_value.get<ConstType>());
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const auto offset = *reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dx_val = *reinterpret_cast<const float *>(dx->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dy_val = *reinterpret_cast<const float *>(dy->ptr_to_element(Coordinates(id.y(), id.z())));
- const int32_t in_hi = std::floor((id.z() + sampling_offset) * hr - sampling_offset);
- const float16_t *in_ptr = reinterpret_cast<const float16_t *>(in.ptr()) + offset * in_stride_c + in_hi * in_stride_wc;
-
- const auto a00 = (0 <= offset && offset < in_dim_w && 0 <= in_hi && in_hi < in_dim_h) ? *in_ptr : const_border_value;
- const auto a01 = (-1 <= offset && offset < in_dim_w - 1 && 0 <= in_hi && in_hi < in_dim_h) ? *(in_ptr + in_stride_c) : const_border_value;
- const auto a10 = (0 <= offset && offset < in_dim_w && -1 <= in_hi && in_hi < in_dim_h - 1) ? *(in_ptr + in_stride_wc) : const_border_value;
- const auto a11 = (-1 <= offset && offset < in_dim_w - 1 && -1 <= in_hi && in_hi < in_dim_h - 1) ? *(in_ptr + in_stride_c + in_stride_wc) : const_border_value;
-
- *reinterpret_cast<float16_t *>(out.ptr()) = static_cast<float16_t>(scale_helpers::delta_bilinear(a00, a01, a10, a11, dx_val, dy_val));
- },
- in, out);
- }
- else if(border_mode == BorderMode::REPLICATE)
- {
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const auto offset = *reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dx_val = *reinterpret_cast<const float *>(dx->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dy_val = *reinterpret_cast<const float *>(dy->ptr_to_element(Coordinates(id.y(), id.z())));
- const int in_hi = std::floor((id.z() + sampling_offset) * hr - sampling_offset);
-
- auto clamped_w = utility::clamp<int>(offset, 0, in_dim_w - 1);
- auto clamped_w1 = utility::clamp<int>(offset + 1, 0, in_dim_w - 1);
- auto clamped_h = utility::clamp<int>(in_hi, 0, in_dim_h - 1);
- auto clamped_h1 = utility::clamp<int>(in_hi + 1, 0, in_dim_h - 1);
-
- const auto a00 = *(reinterpret_cast<const float16_t *>(in.ptr()) + clamped_w * in_stride_c + clamped_h * in_stride_wc);
- const auto a01 = *(reinterpret_cast<const float16_t *>(in.ptr()) + clamped_w1 * in_stride_c + clamped_h * in_stride_wc);
- const auto a10 = *(reinterpret_cast<const float16_t *>(in.ptr()) + clamped_w * in_stride_c + clamped_h1 * in_stride_wc);
- const auto a11 = *(reinterpret_cast<const float16_t *>(in.ptr()) + clamped_w1 * in_stride_c + clamped_h1 * in_stride_wc);
-
- *reinterpret_cast<float16_t *>(out.ptr()) = static_cast<float16_t>(scale_helpers::delta_bilinear(a00, a01, a10, a11, dx_val, dy_val));
- },
- in, out);
- }
- else
- {
- ARM_COMPUTE_ERROR("Not implemented");
- }
-}
-}
-namespace cpu
-{
-void fp16_sve_scale(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy,
- InterpolationPolicy policy, BorderMode border_mode, PixelValue constant_border_value, float sampling_offset,
- bool align_corners, const Window &window)
-{
- if(policy == InterpolationPolicy::BILINEAR)
- {
- fp16_sve_scale_bilinear(src, dst, offsets, dx, dy, border_mode, constant_border_value, sampling_offset, align_corners, window);
- }
- else if(policy == InterpolationPolicy::NEAREST_NEIGHBOR)
- {
- fp16_sve_scale_nearest(src, dst, offsets, sampling_offset, align_corners, window);
- }
-}
-} // namespace cpu
-} // namespace arm_compute
-
-#endif // __ARM_FEATURE_SVE \ No newline at end of file
diff --git a/src/core/NEON/kernels/scale/impl/SVE/fp32.cpp b/src/core/NEON/kernels/scale/impl/SVE/fp32.cpp
deleted file mode 100644
index 94055ae953..0000000000
--- a/src/core/NEON/kernels/scale/impl/SVE/fp32.cpp
+++ /dev/null
@@ -1,174 +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 "arm_compute/core/Helpers.h"
-#include "arm_compute/core/ITensorPack.h"
-#include "arm_compute/core/Window.h"
-#include "src/core/NEON/NEMath.h"
-#include "src/core/NEON/wrapper/wrapper.h"
-#include "src/core/helpers/ScaleHelpers.h"
-#include "src/core/utils/ScaleUtils.h"
-#include "support/Rounding.h"
-
-#include <cmath>
-#include <cstddef>
-
-#if defined(__ARM_FEATURE_SVE)
-#include <arm_sve.h>
-
-namespace arm_compute
-{
-namespace
-{
-void fp32_sve_scale_nearest(const ITensor *src, ITensor *dst, const ITensor *offsets,
- float sampling_offset, bool align_corners, const Window &window)
-{
- const size_t in_stride_c = src->info()->dimension(0) + src->info()->padding().left + src->info()->padding().right;
- const size_t in_stride_w = src->info()->dimension(1) + src->info()->padding().top + src->info()->padding().bottom;
- const size_t in_stride_wc = in_stride_w * in_stride_c;
- const size_t in_dim_h = src->info()->dimension(2);
-
- // Compute the ratio between source height and destination height
- const auto hr = scale_utils::calculate_resize_ratio(in_dim_h, dst->info()->dimension(2), align_corners);
- const auto window_start_x = static_cast<int32_t>(window.x().start());
- const auto window_end_x = static_cast<int32_t>(window.x().end());
-
- Window win(window);
- win.set(Window::DimX, Window::Dimension(0, 1, 1));
- Iterator out(dst, win);
-
- const uint8_t *in_ptr_start = src->buffer() + src->info()->offset_first_element_in_bytes();
- const unsigned int in_stride_bytes_hwc = src->info()->strides_in_bytes()[3];
-
- execute_window_loop(win, [&](const Coordinates & id)
- {
- const int32_t offset = *reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id.y(), id.z()))) * in_stride_c;
- const auto in_hi = static_cast<int>(align_corners ? utils::rounding::round_half_away_from_zero((id.z() + sampling_offset) * hr) : std::floor((id.z() + sampling_offset) * hr));
- const int offset_row = in_hi * in_stride_wc;
- const auto in_ptr = reinterpret_cast<const float *>(in_ptr_start + in_stride_bytes_hwc * id[3]);
- const auto out_ptr = reinterpret_cast<float *>(out.ptr());
-
- // Compute S elements per iteration
- int x = window_start_x;
- svbool_t pg = svwhilelt_b32(x, window_end_x);
- do
- {
- // Store results
- svst1_f32(pg, out_ptr + x, svld1_f32(pg, in_ptr + offset + offset_row + x));
-
- x += svcntw();
- pg = svwhilelt_b32(x, window_end_x);
- }
- while(svptest_any(svptrue_b32(), pg));
- },
- out);
-}
-
-void fp32_sve_scale_bilinear(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy,
- BorderMode border_mode, PixelValue constant_border_value, float sampling_offset,
- bool align_corners, const Window &window)
-{
- // Compute the ratio between source height and destination height
- const auto hr = scale_utils::calculate_resize_ratio(src->info()->dimension(2), dst->info()->dimension(2), align_corners);
-
- Iterator out(dst, window);
- const int in_stride_c = src->info()->dimension(0) + src->info()->padding().left + src->info()->padding().right;
- const int in_dim_w = src->info()->dimension(1);
- const int in_dim_h = src->info()->dimension(2);
- const int in_stride_wc = in_stride_c * (in_dim_w + src->info()->padding().top + src->info()->padding().bottom);
-
- // Don't increment in Y and Z direction for the input tensor
- // A pointer to the start of this plane is needed as base for the precomputed offsets
- Window win_in(window);
- win_in.set(Window::DimY, Window::Dimension(0, 0, 0));
- win_in.set(Window::DimZ, Window::Dimension(0, 0, 0));
- Iterator in(src, win_in);
-
- if(border_mode == BorderMode::CONSTANT)
- {
- const float const_border_value = static_cast<float>(constant_border_value.get<float>());
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const auto offset = *reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dx_val = *reinterpret_cast<const float *>(dx->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dy_val = *reinterpret_cast<const float *>(dy->ptr_to_element(Coordinates(id.y(), id.z())));
- const int32_t in_hi = std::floor((id.z() + sampling_offset) * hr - sampling_offset);
- const float *in_ptr = reinterpret_cast<const float *>(in.ptr()) + offset * in_stride_c + in_hi * in_stride_wc;
-
- const auto a00 = (0 <= offset && offset < in_dim_w && 0 <= in_hi && in_hi < in_dim_h) ? *in_ptr : const_border_value;
- const auto a01 = (-1 <= offset && offset < in_dim_w - 1 && 0 <= in_hi && in_hi < in_dim_h) ? *(in_ptr + in_stride_c) : const_border_value;
- const auto a10 = (0 <= offset && offset < in_dim_w && -1 <= in_hi && in_hi < in_dim_h - 1) ? *(in_ptr + in_stride_wc) : const_border_value;
- const auto a11 = (-1 <= offset && offset < in_dim_w - 1 && -1 <= in_hi && in_hi < in_dim_h - 1) ? *(in_ptr + in_stride_c + in_stride_wc) : const_border_value;
-
- *reinterpret_cast<float *>(out.ptr()) = static_cast<float>(scale_helpers::delta_bilinear(a00, a01, a10, a11, dx_val, dy_val));
- },
- in, out);
- }
- else if(border_mode == BorderMode::REPLICATE)
- {
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const auto offset = *reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dx_val = *reinterpret_cast<const float *>(dx->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dy_val = *reinterpret_cast<const float *>(dy->ptr_to_element(Coordinates(id.y(), id.z())));
- const int in_hi = std::floor((id.z() + sampling_offset) * hr - sampling_offset);
-
- auto clamped_w = utility::clamp<int>(offset, 0, in_dim_w - 1);
- auto clamped_w1 = utility::clamp<int>(offset + 1, 0, in_dim_w - 1);
- auto clamped_h = utility::clamp<int>(in_hi, 0, in_dim_h - 1);
- auto clamped_h1 = utility::clamp<int>(in_hi + 1, 0, in_dim_h - 1);
-
- const auto a00 = *(reinterpret_cast<const float *>(in.ptr()) + clamped_w * in_stride_c + clamped_h * in_stride_wc);
- const auto a01 = *(reinterpret_cast<const float *>(in.ptr()) + clamped_w1 * in_stride_c + clamped_h * in_stride_wc);
- const auto a10 = *(reinterpret_cast<const float *>(in.ptr()) + clamped_w * in_stride_c + clamped_h1 * in_stride_wc);
- const auto a11 = *(reinterpret_cast<const float *>(in.ptr()) + clamped_w1 * in_stride_c + clamped_h1 * in_stride_wc);
-
- *reinterpret_cast<float *>(out.ptr()) = static_cast<float>(scale_helpers::delta_bilinear(a00, a01, a10, a11, dx_val, dy_val));
- },
- in, out);
- }
- else
- {
- ARM_COMPUTE_ERROR("Not implemented");
- }
-}
-}
-namespace cpu
-{
-void fp32_sve_scale(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy,
- InterpolationPolicy policy, BorderMode border_mode, PixelValue constant_border_value, float sampling_offset,
- bool align_corners, const Window &window)
-{
- if(policy == InterpolationPolicy::BILINEAR)
- {
- fp32_sve_scale_bilinear(src, dst, offsets, dx, dy, border_mode, constant_border_value, sampling_offset, align_corners, window);
- }
- else if(policy == InterpolationPolicy::NEAREST_NEIGHBOR)
- {
- fp32_sve_scale_nearest(src, dst, offsets, sampling_offset, align_corners, window);
- }
-}
-} // namespace cpu
-} // namespace arm_compute
-
-#endif // __ARM_FEATURE_SVE \ No newline at end of file
diff --git a/src/core/NEON/kernels/scale/impl/SVE/integer.cpp b/src/core/NEON/kernels/scale/impl/SVE/integer.cpp
deleted file mode 100644
index 2a724ece31..0000000000
--- a/src/core/NEON/kernels/scale/impl/SVE/integer.cpp
+++ /dev/null
@@ -1,301 +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 "arm_compute/core/Helpers.h"
-#include "arm_compute/core/ITensorPack.h"
-#include "arm_compute/core/Window.h"
-#include "src/core/NEON/NEMath.h"
-#include "src/core/NEON/wrapper/wrapper.h"
-#include "src/core/helpers/ScaleHelpers.h"
-#include "src/core/utils/ScaleUtils.h"
-#include "support/Rounding.h"
-
-#include <cmath>
-#include <cstddef>
-
-#if defined(__ARM_FEATURE_SVE)
-#include <arm_sve.h>
-
-namespace arm_compute
-{
-namespace
-{
-void u8_sve_scale_nearest(const ITensor *src, ITensor *dst, const ITensor *offsets,
- float sampling_offset, bool align_corners, const Window &window)
-{
- const size_t in_stride_c = src->info()->dimension(0) + src->info()->padding().left + src->info()->padding().right;
- const size_t in_stride_w = src->info()->dimension(1) + src->info()->padding().top + src->info()->padding().bottom;
- const size_t in_stride_wc = in_stride_w * in_stride_c;
- const size_t in_dim_h = src->info()->dimension(2);
-
- // Compute the ratio between source height and destination height
- const auto hr = scale_utils::calculate_resize_ratio(in_dim_h, dst->info()->dimension(2), align_corners);
- const auto window_start_x = static_cast<int32_t>(window.x().start());
- const auto window_end_x = static_cast<int32_t>(window.x().end());
-
- Window win(window);
- win.set(Window::DimX, Window::Dimension(0, 1, 1));
- Iterator out(dst, win);
-
- const uint8_t *in_ptr_start = src->buffer() + src->info()->offset_first_element_in_bytes();
- const unsigned int in_stride_bytes_hwc = src->info()->strides_in_bytes()[3];
-
- execute_window_loop(win, [&](const Coordinates & id)
- {
- const int32_t offset = *reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id.y(), id.z()))) * in_stride_c;
- const auto in_hi = static_cast<int>(align_corners ? utils::rounding::round_half_away_from_zero((id.z() + sampling_offset) * hr) : std::floor((id.z() + sampling_offset) * hr));
- const int offset_row = in_hi * in_stride_wc;
- const auto in_ptr = reinterpret_cast<const uint8_t *>(in_ptr_start + in_stride_bytes_hwc * id[3]);
- const auto out_ptr = reinterpret_cast<uint8_t *>(out.ptr());
-
- // Compute S elements per iteration
- int x = window_start_x;
- svbool_t pg = svwhilelt_b8(x, window_end_x);
- do
- {
- // Store results
- svst1_u8(pg, out_ptr + x, svld1_u8(pg, in_ptr + offset + offset_row + x));
-
- x += svcntw();
- pg = svwhilelt_b8(x, window_end_x);
- }
- while(svptest_any(svptrue_b8(), pg));
- },
- out);
-}
-
-void u8_sve_scale_bilinear(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy,
- BorderMode border_mode, PixelValue constant_border_value, float sampling_offset,
- bool align_corners, const Window &window)
-{
- // Compute the ratio between source height and destination height
- const auto hr = scale_utils::calculate_resize_ratio(src->info()->dimension(2), dst->info()->dimension(2), align_corners);
-
- Iterator out(dst, window);
- const int in_stride_c = src->info()->dimension(0) + src->info()->padding().left + src->info()->padding().right;
- const int in_dim_w = src->info()->dimension(1);
- const int in_dim_h = src->info()->dimension(2);
- const int in_stride_wc = in_stride_c * (in_dim_w + src->info()->padding().top + src->info()->padding().bottom);
-
- // Don't increment in Y and Z direction for the input tensor
- // A pointer to the start of this plane is needed as base for the precomputed offsets
- Window win_in(window);
- win_in.set(Window::DimY, Window::Dimension(0, 0, 0));
- win_in.set(Window::DimZ, Window::Dimension(0, 0, 0));
- Iterator in(src, win_in);
-
- if(border_mode == BorderMode::CONSTANT)
- {
- const uint8_t const_border_value = static_cast<uint8_t>(constant_border_value.get<uint8_t>());
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const auto offset = *reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dx_val = *reinterpret_cast<const float *>(dx->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dy_val = *reinterpret_cast<const float *>(dy->ptr_to_element(Coordinates(id.y(), id.z())));
- const int32_t in_hi = std::floor((id.z() + sampling_offset) * hr - sampling_offset);
- const uint8_t *in_ptr = reinterpret_cast<const uint8_t *>(in.ptr()) + offset * in_stride_c + in_hi * in_stride_wc;
-
- const auto a00 = (0 <= offset && offset < in_dim_w && 0 <= in_hi && in_hi < in_dim_h) ? *in_ptr : const_border_value;
- const auto a01 = (-1 <= offset && offset < in_dim_w - 1 && 0 <= in_hi && in_hi < in_dim_h) ? *(in_ptr + in_stride_c) : const_border_value;
- const auto a10 = (0 <= offset && offset < in_dim_w && -1 <= in_hi && in_hi < in_dim_h - 1) ? *(in_ptr + in_stride_wc) : const_border_value;
- const auto a11 = (-1 <= offset && offset < in_dim_w - 1 && -1 <= in_hi && in_hi < in_dim_h - 1) ? *(in_ptr + in_stride_c + in_stride_wc) : const_border_value;
-
- *reinterpret_cast<uint8_t *>(out.ptr()) = static_cast<uint8_t>(scale_helpers::delta_bilinear(a00, a01, a10, a11, dx_val, dy_val));
- },
- in, out);
- }
- else if(border_mode == BorderMode::REPLICATE)
- {
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const auto offset = *reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dx_val = *reinterpret_cast<const float *>(dx->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dy_val = *reinterpret_cast<const float *>(dy->ptr_to_element(Coordinates(id.y(), id.z())));
- const int in_hi = std::floor((id.z() + sampling_offset) * hr - sampling_offset);
-
- auto clamped_w = utility::clamp<int>(offset, 0, in_dim_w - 1);
- auto clamped_w1 = utility::clamp<int>(offset + 1, 0, in_dim_w - 1);
- auto clamped_h = utility::clamp<int>(in_hi, 0, in_dim_h - 1);
- auto clamped_h1 = utility::clamp<int>(in_hi + 1, 0, in_dim_h - 1);
-
- const auto a00 = *(reinterpret_cast<const uint8_t *>(in.ptr()) + clamped_w * in_stride_c + clamped_h * in_stride_wc);
- const auto a01 = *(reinterpret_cast<const uint8_t *>(in.ptr()) + clamped_w1 * in_stride_c + clamped_h * in_stride_wc);
- const auto a10 = *(reinterpret_cast<const uint8_t *>(in.ptr()) + clamped_w * in_stride_c + clamped_h1 * in_stride_wc);
- const auto a11 = *(reinterpret_cast<const uint8_t *>(in.ptr()) + clamped_w1 * in_stride_c + clamped_h1 * in_stride_wc);
-
- *reinterpret_cast<uint8_t *>(out.ptr()) = static_cast<uint8_t>(scale_helpers::delta_bilinear(a00, a01, a10, a11, dx_val, dy_val));
- },
- in, out);
- }
- else
- {
- ARM_COMPUTE_ERROR("Not implemented");
- }
-}
-
-void s16_sve_scale_nearest(const ITensor *src, ITensor *dst, const ITensor *offsets,
- float sampling_offset, bool align_corners, const Window &window)
-{
- const size_t in_stride_c = src->info()->dimension(0) + src->info()->padding().left + src->info()->padding().right;
- const size_t in_stride_w = src->info()->dimension(1) + src->info()->padding().top + src->info()->padding().bottom;
- const size_t in_stride_wc = in_stride_w * in_stride_c;
- const size_t in_dim_h = src->info()->dimension(2);
-
- // Compute the ratio between source height and destination height
- const auto hr = scale_utils::calculate_resize_ratio(in_dim_h, dst->info()->dimension(2), align_corners);
- const auto window_start_x = static_cast<int32_t>(window.x().start());
- const auto window_end_x = static_cast<int32_t>(window.x().end());
-
- Window win(window);
- win.set(Window::DimX, Window::Dimension(0, 1, 1));
- Iterator out(dst, win);
-
- const uint8_t *in_ptr_start = src->buffer() + src->info()->offset_first_element_in_bytes();
- const unsigned int in_stride_bytes_hwc = src->info()->strides_in_bytes()[3];
-
- execute_window_loop(win, [&](const Coordinates & id)
- {
- const int32_t offset = *reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id.y(), id.z()))) * in_stride_c;
- const auto in_hi = static_cast<int>(align_corners ? utils::rounding::round_half_away_from_zero((id.z() + sampling_offset) * hr) : std::floor((id.z() + sampling_offset) * hr));
- const int offset_row = in_hi * in_stride_wc;
- const auto in_ptr = reinterpret_cast<const int16_t *>(in_ptr_start + in_stride_bytes_hwc * id[3]);
- const auto out_ptr = reinterpret_cast<int16_t *>(out.ptr());
-
- // Compute S elements per iteration
- int x = window_start_x;
- svbool_t pg = svwhilelt_b16(x, window_end_x);
- do
- {
- // Store results
- svst1_s16(pg, out_ptr + x, svld1_s16(pg, in_ptr + offset + offset_row + x));
-
- x += svcntw();
- pg = svwhilelt_b16(x, window_end_x);
- }
- while(svptest_any(svptrue_b16(), pg));
- },
- out);
-}
-
-void s16_sve_scale_bilinear(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy,
- BorderMode border_mode, PixelValue constant_border_value, float sampling_offset,
- bool align_corners, const Window &window)
-{
- // Compute the ratio between source height and destination height
- const auto hr = scale_utils::calculate_resize_ratio(src->info()->dimension(2), dst->info()->dimension(2), align_corners);
-
- Iterator out(dst, window);
- const int in_stride_c = src->info()->dimension(0) + src->info()->padding().left + src->info()->padding().right;
- const int in_dim_w = src->info()->dimension(1);
- const int in_dim_h = src->info()->dimension(2);
- const int in_stride_wc = in_stride_c * (in_dim_w + src->info()->padding().top + src->info()->padding().bottom);
-
- // Don't increment in Y and Z direction for the input tensor
- // A pointer to the start of this plane is needed as base for the precomputed offsets
- Window win_in(window);
- win_in.set(Window::DimY, Window::Dimension(0, 0, 0));
- win_in.set(Window::DimZ, Window::Dimension(0, 0, 0));
- Iterator in(src, win_in);
-
- if(border_mode == BorderMode::CONSTANT)
- {
- const int16_t const_border_value = static_cast<int16_t>(constant_border_value.get<int16_t>());
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const auto offset = *reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dx_val = *reinterpret_cast<const float *>(dx->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dy_val = *reinterpret_cast<const float *>(dy->ptr_to_element(Coordinates(id.y(), id.z())));
- const int32_t in_hi = std::floor((id.z() + sampling_offset) * hr - sampling_offset);
- const int16_t *in_ptr = reinterpret_cast<const int16_t *>(in.ptr()) + offset * in_stride_c + in_hi * in_stride_wc;
-
- const auto a00 = (0 <= offset && offset < in_dim_w && 0 <= in_hi && in_hi < in_dim_h) ? *in_ptr : const_border_value;
- const auto a01 = (-1 <= offset && offset < in_dim_w - 1 && 0 <= in_hi && in_hi < in_dim_h) ? *(in_ptr + in_stride_c) : const_border_value;
- const auto a10 = (0 <= offset && offset < in_dim_w && -1 <= in_hi && in_hi < in_dim_h - 1) ? *(in_ptr + in_stride_wc) : const_border_value;
- const auto a11 = (-1 <= offset && offset < in_dim_w - 1 && -1 <= in_hi && in_hi < in_dim_h - 1) ? *(in_ptr + in_stride_c + in_stride_wc) : const_border_value;
-
- *reinterpret_cast<int16_t *>(out.ptr()) = static_cast<int16_t>(scale_helpers::delta_bilinear(a00, a01, a10, a11, dx_val, dy_val));
- },
- in, out);
- }
- else if(border_mode == BorderMode::REPLICATE)
- {
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const auto offset = *reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dx_val = *reinterpret_cast<const float *>(dx->ptr_to_element(Coordinates(id.y(), id.z())));
- const auto dy_val = *reinterpret_cast<const float *>(dy->ptr_to_element(Coordinates(id.y(), id.z())));
- const int in_hi = std::floor((id.z() + sampling_offset) * hr - sampling_offset);
-
- auto clamped_w = utility::clamp<int>(offset, 0, in_dim_w - 1);
- auto clamped_w1 = utility::clamp<int>(offset + 1, 0, in_dim_w - 1);
- auto clamped_h = utility::clamp<int>(in_hi, 0, in_dim_h - 1);
- auto clamped_h1 = utility::clamp<int>(in_hi + 1, 0, in_dim_h - 1);
-
- const auto a00 = *(reinterpret_cast<const int16_t *>(in.ptr()) + clamped_w * in_stride_c + clamped_h * in_stride_wc);
- const auto a01 = *(reinterpret_cast<const int16_t *>(in.ptr()) + clamped_w1 * in_stride_c + clamped_h * in_stride_wc);
- const auto a10 = *(reinterpret_cast<const int16_t *>(in.ptr()) + clamped_w * in_stride_c + clamped_h1 * in_stride_wc);
- const auto a11 = *(reinterpret_cast<const int16_t *>(in.ptr()) + clamped_w1 * in_stride_c + clamped_h1 * in_stride_wc);
-
- *reinterpret_cast<int16_t *>(out.ptr()) = static_cast<int16_t>(scale_helpers::delta_bilinear(a00, a01, a10, a11, dx_val, dy_val));
- },
- in, out);
- }
- else
- {
- ARM_COMPUTE_ERROR("Not implemented");
- }
-}
-}
-namespace cpu
-{
-void u8_sve_scale(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy,
- InterpolationPolicy policy, BorderMode border_mode, PixelValue constant_border_value, float sampling_offset,
- bool align_corners, const Window &window)
-{
- if(policy == InterpolationPolicy::BILINEAR)
- {
- u8_sve_scale_bilinear(src, dst, offsets, dx, dy, border_mode, constant_border_value, sampling_offset, align_corners, window);
- }
- else if(policy == InterpolationPolicy::NEAREST_NEIGHBOR)
- {
- u8_sve_scale_nearest(src, dst, offsets, sampling_offset, align_corners, window);
- }
-}
-
-void s16_sve_scale(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy,
- InterpolationPolicy policy, BorderMode border_mode, PixelValue constant_border_value, float sampling_offset,
- bool align_corners, const Window &window)
-{
- if(policy == InterpolationPolicy::BILINEAR)
- {
- s16_sve_scale_bilinear(src, dst, offsets, dx, dy, border_mode, constant_border_value, sampling_offset, align_corners, window);
- }
- else if(policy == InterpolationPolicy::NEAREST_NEIGHBOR)
- {
- s16_sve_scale_nearest(src, dst, offsets, sampling_offset, align_corners, window);
- }
-}
-} // namespace cpu
-} // namespace arm_compute
-
-#endif // __ARM_FEATURE_SVE \ No newline at end of file
diff --git a/src/core/NEON/kernels/scale/impl/SVE/list.h b/src/core/NEON/kernels/scale/impl/SVE/list.h
deleted file mode 100644
index b9c3a10a78..0000000000
--- a/src/core/NEON/kernels/scale/impl/SVE/list.h
+++ /dev/null
@@ -1,47 +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.
- */
-#ifndef SRC_CORE_SVE_KERNELS_SCALE_LIST_H
-#define SRC_CORE_SVE_KERNELS_SCALE_LIST_H
-
-namespace arm_compute
-{
-namespace cpu
-{
-#define DECLARE_SCALE_KERNEL(func_name) \
- void func_name(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy, \
- InterpolationPolicy policy, BorderMode border_mode, PixelValue constant_border_value, float sampling_offset, \
- bool align_corners, const Window &window)
-
-DECLARE_SCALE_KERNEL(fp16_sve_scale);
-DECLARE_SCALE_KERNEL(fp32_sve_scale);
-DECLARE_SCALE_KERNEL(s16_sve_scale);
-DECLARE_SCALE_KERNEL(u8_sve_scale);
-DECLARE_SCALE_KERNEL(qasymm8_sve_scale);
-DECLARE_SCALE_KERNEL(qasymm8_signed_sve_scale);
-
-#undef DECLARE_SCALE_KERNEL
-} // namespace cpu
-} // namespace arm_compute
-
-#endif /* SRC_CORE_SVE_KERNELS_SCALE_LIST_H */
diff --git a/src/core/NEON/kernels/scale/impl/SVE/qasymm8.cpp b/src/core/NEON/kernels/scale/impl/SVE/qasymm8.cpp
deleted file mode 100644
index c475ad615c..0000000000
--- a/src/core/NEON/kernels/scale/impl/SVE/qasymm8.cpp
+++ /dev/null
@@ -1,209 +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 "arm_compute/core/Helpers.h"
-#include "arm_compute/core/ITensorPack.h"
-#include "arm_compute/core/Window.h"
-#include "src/core/NEON/NEMath.h"
-#include "src/core/NEON/wrapper/wrapper.h"
-#include "src/core/helpers/ScaleHelpers.h"
-#include "src/core/helpers/ScaleHelpers.h"
-#include "src/core/utils/ScaleUtils.h"
-#include "support/Rounding.h"
-
-#include <cmath>
-#include <cstddef>
-
-#if defined(__ARM_FEATURE_SVE)
-#include <arm_sve.h>
-
-namespace arm_compute
-{
-namespace
-{
-void qasymm8_sve_scale_nearest(const ITensor *src, ITensor *dst, const ITensor *offsets,
- float sampling_offset, bool align_corners, const Window &window)
-{
- const size_t in_stride_c = src->info()->dimension(0) + src->info()->padding().left + src->info()->padding().right;
- const size_t in_stride_w = src->info()->dimension(1) + src->info()->padding().top + src->info()->padding().bottom;
- const size_t in_stride_wc = in_stride_w * in_stride_c;
- const size_t in_dim_h = src->info()->dimension(2);
-
- // Compute the ratio between source height and destination height
- const auto hr = scale_utils::calculate_resize_ratio(in_dim_h, dst->info()->dimension(2), align_corners);
- const auto window_start_x = static_cast<int32_t>(window.x().start());
- const auto window_end_x = static_cast<int32_t>(window.x().end());
-
- Window win(window);
- win.set(Window::DimX, Window::Dimension(0, 1, 1));
- Iterator out(dst, win);
-
- const uint8_t *in_ptr_start = src->buffer() + src->info()->offset_first_element_in_bytes();
- const unsigned int in_stride_bytes_hwc = src->info()->strides_in_bytes()[3];
-
- execute_window_loop(win, [&](const Coordinates & id)
- {
- const int32_t offset = *reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id.y(), id.z()))) * in_stride_c;
- const auto in_hi = static_cast<int>(align_corners ? utils::rounding::round_half_away_from_zero((id.z() + sampling_offset) * hr) : std::floor((id.z() + sampling_offset) * hr));
- const int offset_row = in_hi * in_stride_wc;
- const auto in_ptr = reinterpret_cast<const uint8_t *>(in_ptr_start + in_stride_bytes_hwc * id[3]);
- const auto out_ptr = reinterpret_cast<uint8_t *>(out.ptr());
-
- // Compute S elements per iteration
- int x = window_start_x;
- svbool_t pg = svwhilelt_b8(x, window_end_x);
- do
- {
- // Store results
- svst1_u8(pg, out_ptr + x, svld1_u8(pg, in_ptr + offset + offset_row + x));
-
- x += svcntw();
- pg = svwhilelt_b8(x, window_end_x);
- }
- while(svptest_any(svptrue_b8(), pg));
- },
- out);
-}
-
-void qasymm8_sve_scale_bilinear(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy,
- BorderMode border_mode, PixelValue constant_border_value, float sampling_offset,
- bool align_corners, const Window &window)
-{
- // Get data layout and width/height indices
- const DataLayout data_layout = src->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 height and destination height
- const auto hr = scale_utils::calculate_resize_ratio(src->info()->dimension(idx_height), dst->info()->dimension(idx_height), align_corners);
- Window win_off;
- win_off.set(Window::DimX, Window::Dimension(0, 0, 0));
- win_off.set(Window::DimY, Window::Dimension(0, 0, 0));
-
- // Don't increment in X and Y direction for the input tensor
- // A pointer to the start of this plane is needed as base for the precomputed offsets
- Window win_in(window);
- win_in.set(idx_width, Window::Dimension(0, 0, 0));
- win_in.set(idx_height, Window::Dimension(0, 0, 0));
-
- for(size_t d = Window::DimZ; d < offsets->info()->num_dimensions(); ++d)
- {
- win_off.set(d, Window::Dimension(0, 0, 0));
- }
-
- Iterator in(src, win_in);
- Iterator out(dst, window);
-
- const int32_t in_dim_w = src->info()->dimension(idx_width);
- const int32_t in_dim_h = src->info()->dimension(idx_height);
- const int32_t stride_w = src->info()->strides_in_bytes()[idx_width];
- const int32_t stride_h = src->info()->strides_in_bytes()[idx_height];
-
- const UniformQuantizationInfo iq_info = src->info()->quantization_info().uniform();
- const UniformQuantizationInfo oq_info = dst->info()->quantization_info().uniform();
-
- if(border_mode == BorderMode::CONSTANT)
- {
- const uint8_t const_border_value = static_cast<uint8_t>(constant_border_value.get<uint8_t>());
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const int32_t index_h = std::floor((id[idx_height] + sampling_offset) * hr - sampling_offset);
- const int32_t index_w = *(reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto dx_val = *(reinterpret_cast<const float *>(dx->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto dy_val = *(reinterpret_cast<const float *>(dy->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto pixel_row_ptr = reinterpret_cast<const uint8_t *>(in.ptr());
-
- const auto a00 = (0 <= index_w && index_w < in_dim_w && 0 <= index_h && index_h < in_dim_h) ?
- (*(pixel_row_ptr + index_w * stride_w + index_h * stride_h)) :
- const_border_value;
- const auto a01 = (-1 <= index_w && index_w < in_dim_w - 1 && 0 <= index_h && index_h < in_dim_h) ?
- (*(pixel_row_ptr + (index_w + 1) * stride_w + index_h * stride_h)) :
- const_border_value;
- const auto a10 = (0 <= index_w && index_w < in_dim_w && -1 <= index_h && index_h < in_dim_h - 1) ?
- (*(pixel_row_ptr + index_w * stride_w + (index_h + 1) * stride_h)) :
- const_border_value;
- const auto a11 = (-1 <= index_w && index_w < in_dim_w - 1 && -1 <= index_h && index_h < in_dim_h - 1) ?
- (*(pixel_row_ptr + (index_w + 1) * stride_w + (index_h + 1) * stride_h)) :
- const_border_value;
-
- const float inp00 = Qasymm8QuantizationHelper<uint8_t>::dequantize(a00, iq_info);
- const float inp01 = Qasymm8QuantizationHelper<uint8_t>::dequantize(a01, iq_info);
- const float inp10 = Qasymm8QuantizationHelper<uint8_t>::dequantize(a10, iq_info);
- const float inp11 = Qasymm8QuantizationHelper<uint8_t>::dequantize(a11, iq_info);
- *reinterpret_cast<uint8_t *>(out.ptr()) = Qasymm8QuantizationHelper<uint8_t>::quantize(scale_helpers::delta_bilinear(inp00, inp01, inp10, inp11, dx_val, dy_val), oq_info);
- },
- in, out);
- }
- else if(border_mode == BorderMode::REPLICATE)
- {
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const int index_h = std::floor((id[idx_height] + sampling_offset) * hr - sampling_offset);
- const int32_t index_w = *(reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto dx_val = *(reinterpret_cast<const float *>(dx->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto dy_val = *(reinterpret_cast<const float *>(dy->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto pixel_row_ptr = reinterpret_cast<const uint8_t *>(in.ptr());
-
- auto clamped_w = utility::clamp<int>(index_w, 0, in_dim_w - 1);
- auto clamped_w1 = utility::clamp<int>(index_w + 1, 0, in_dim_w - 1);
- auto clamped_h = utility::clamp<int>(index_h, 0, in_dim_h - 1);
- auto clamped_h1 = utility::clamp<int>(index_h + 1, 0, in_dim_h - 1);
-
- const auto a00 = *(pixel_row_ptr + clamped_w * stride_w + clamped_h * stride_h);
- const auto a01 = *(pixel_row_ptr + clamped_w1 * stride_w + clamped_h * stride_h);
- const auto a10 = *(pixel_row_ptr + clamped_w * stride_w + clamped_h1 * stride_h);
- const auto a11 = *(pixel_row_ptr + clamped_w1 * stride_w + clamped_h1 * stride_h);
-
- const float inp00 = Qasymm8QuantizationHelper<uint8_t>::dequantize(a00, iq_info);
- const float inp01 = Qasymm8QuantizationHelper<uint8_t>::dequantize(a01, iq_info);
- const float inp10 = Qasymm8QuantizationHelper<uint8_t>::dequantize(a10, iq_info);
- const float inp11 = Qasymm8QuantizationHelper<uint8_t>::dequantize(a11, iq_info);
- *reinterpret_cast<uint8_t *>(out.ptr()) = Qasymm8QuantizationHelper<uint8_t>::quantize(scale_helpers::delta_bilinear(inp00, inp01, inp10, inp11, dx_val, dy_val), oq_info);
- },
- in, out);
- }
- else
- {
- ARM_COMPUTE_ERROR("Not implemented");
- }
-}
-}
-namespace cpu
-{
-void qasymm8_sve_scale(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy,
- InterpolationPolicy policy, BorderMode border_mode, PixelValue constant_border_value, float sampling_offset,
- bool align_corners, const Window &window)
-{
- if(policy == InterpolationPolicy::BILINEAR)
- {
- qasymm8_sve_scale_bilinear(src, dst, offsets, dx, dy, border_mode, constant_border_value, sampling_offset, align_corners, window);
- }
- else if(policy == InterpolationPolicy::NEAREST_NEIGHBOR)
- {
- qasymm8_sve_scale_nearest(src, dst, offsets, sampling_offset, align_corners, window);
- }
-}
-} // namespace cpu
-} // namespace arm_compute
-
-#endif // __ARM_FEATURE_SVE \ No newline at end of file
diff --git a/src/core/NEON/kernels/scale/impl/SVE/qasymm8_signed.cpp b/src/core/NEON/kernels/scale/impl/SVE/qasymm8_signed.cpp
deleted file mode 100644
index b39b75abba..0000000000
--- a/src/core/NEON/kernels/scale/impl/SVE/qasymm8_signed.cpp
+++ /dev/null
@@ -1,209 +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 "arm_compute/core/Helpers.h"
-#include "arm_compute/core/ITensorPack.h"
-#include "arm_compute/core/Window.h"
-#include "src/core/NEON/NEMath.h"
-#include "src/core/NEON/wrapper/wrapper.h"
-#include "src/core/helpers/ScaleHelpers.h"
-#include "src/core/helpers/ScaleHelpers.h"
-#include "src/core/utils/ScaleUtils.h"
-#include "support/Rounding.h"
-
-#include <cmath>
-#include <cstddef>
-
-#if defined(__ARM_FEATURE_SVE)
-#include <arm_sve.h>
-
-namespace arm_compute
-{
-namespace
-{
-void qasymm8_signed_sve_scale_nearest(const ITensor *src, ITensor *dst, const ITensor *offsets,
- float sampling_offset, bool align_corners, const Window &window)
-{
- const size_t in_stride_c = src->info()->dimension(0) + src->info()->padding().left + src->info()->padding().right;
- const size_t in_stride_w = src->info()->dimension(1) + src->info()->padding().top + src->info()->padding().bottom;
- const size_t in_stride_wc = in_stride_w * in_stride_c;
- const size_t in_dim_h = src->info()->dimension(2);
-
- // Compute the ratio between source height and destination height
- const auto hr = scale_utils::calculate_resize_ratio(in_dim_h, dst->info()->dimension(2), align_corners);
- const auto window_start_x = static_cast<int32_t>(window.x().start());
- const auto window_end_x = static_cast<int32_t>(window.x().end());
-
- Window win(window);
- win.set(Window::DimX, Window::Dimension(0, 1, 1));
- Iterator out(dst, win);
-
- const uint8_t *in_ptr_start = src->buffer() + src->info()->offset_first_element_in_bytes();
- const unsigned int in_stride_bytes_hwc = src->info()->strides_in_bytes()[3];
-
- execute_window_loop(win, [&](const Coordinates & id)
- {
- const int32_t offset = *reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id.y(), id.z()))) * in_stride_c;
- const auto in_hi = static_cast<int>(align_corners ? utils::rounding::round_half_away_from_zero((id.z() + sampling_offset) * hr) : std::floor((id.z() + sampling_offset) * hr));
- const int offset_row = in_hi * in_stride_wc;
- const auto in_ptr = reinterpret_cast<const int8_t *>(in_ptr_start + in_stride_bytes_hwc * id[3]);
- const auto out_ptr = reinterpret_cast<int8_t *>(out.ptr());
-
- // Compute S elements per iteration
- int x = window_start_x;
- svbool_t pg = svwhilelt_b8(x, window_end_x);
- do
- {
- // Store results
- svst1_s8(pg, out_ptr + x, svld1_s8(pg, in_ptr + offset + offset_row + x));
-
- x += svcntw();
- pg = svwhilelt_b8(x, window_end_x);
- }
- while(svptest_any(svptrue_b8(), pg));
- },
- out);
-}
-
-void qasymm8_signed_sve_scale_bilinear(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy,
- BorderMode border_mode, PixelValue constant_border_value, float sampling_offset,
- bool align_corners, const Window &window)
-{
- // Get data layout and width/height indices
- const DataLayout data_layout = src->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 height and destination height
- const auto hr = scale_utils::calculate_resize_ratio(src->info()->dimension(idx_height), dst->info()->dimension(idx_height), align_corners);
- Window win_off;
- win_off.set(Window::DimX, Window::Dimension(0, 0, 0));
- win_off.set(Window::DimY, Window::Dimension(0, 0, 0));
-
- // Don't increment in X and Y direction for the input tensor
- // A pointer to the start of this plane is needed as base for the precomputed offsets
- Window win_in(window);
- win_in.set(idx_width, Window::Dimension(0, 0, 0));
- win_in.set(idx_height, Window::Dimension(0, 0, 0));
-
- for(size_t d = Window::DimZ; d < offsets->info()->num_dimensions(); ++d)
- {
- win_off.set(d, Window::Dimension(0, 0, 0));
- }
-
- Iterator in(src, win_in);
- Iterator out(dst, window);
-
- const int32_t in_dim_w = src->info()->dimension(idx_width);
- const int32_t in_dim_h = src->info()->dimension(idx_height);
- const int32_t stride_w = src->info()->strides_in_bytes()[idx_width];
- const int32_t stride_h = src->info()->strides_in_bytes()[idx_height];
-
- const UniformQuantizationInfo iq_info = src->info()->quantization_info().uniform();
- const UniformQuantizationInfo oq_info = dst->info()->quantization_info().uniform();
-
- if(border_mode == BorderMode::CONSTANT)
- {
- const int8_t const_border_value = static_cast<int8_t>(constant_border_value.get<int8_t>());
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const int32_t index_h = std::floor((id[idx_height] + sampling_offset) * hr - sampling_offset);
- const int32_t index_w = *(reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto dx_val = *(reinterpret_cast<const float *>(dx->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto dy_val = *(reinterpret_cast<const float *>(dy->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto pixel_row_ptr = reinterpret_cast<const int8_t *>(in.ptr());
-
- const auto a00 = (0 <= index_w && index_w < in_dim_w && 0 <= index_h && index_h < in_dim_h) ?
- (*(pixel_row_ptr + index_w * stride_w + index_h * stride_h)) :
- const_border_value;
- const auto a01 = (-1 <= index_w && index_w < in_dim_w - 1 && 0 <= index_h && index_h < in_dim_h) ?
- (*(pixel_row_ptr + (index_w + 1) * stride_w + index_h * stride_h)) :
- const_border_value;
- const auto a10 = (0 <= index_w && index_w < in_dim_w && -1 <= index_h && index_h < in_dim_h - 1) ?
- (*(pixel_row_ptr + index_w * stride_w + (index_h + 1) * stride_h)) :
- const_border_value;
- const auto a11 = (-1 <= index_w && index_w < in_dim_w - 1 && -1 <= index_h && index_h < in_dim_h - 1) ?
- (*(pixel_row_ptr + (index_w + 1) * stride_w + (index_h + 1) * stride_h)) :
- const_border_value;
-
- const float inp00 = Qasymm8QuantizationHelper<int8_t>::dequantize(a00, iq_info);
- const float inp01 = Qasymm8QuantizationHelper<int8_t>::dequantize(a01, iq_info);
- const float inp10 = Qasymm8QuantizationHelper<int8_t>::dequantize(a10, iq_info);
- const float inp11 = Qasymm8QuantizationHelper<int8_t>::dequantize(a11, iq_info);
- *reinterpret_cast<int8_t *>(out.ptr()) = Qasymm8QuantizationHelper<int8_t>::quantize(scale_helpers::delta_bilinear(inp00, inp01, inp10, inp11, dx_val, dy_val), oq_info);
- },
- in, out);
- }
- else if(border_mode == BorderMode::REPLICATE)
- {
- execute_window_loop(window, [&](const Coordinates & id)
- {
- const int index_h = std::floor((id[idx_height] + sampling_offset) * hr - sampling_offset);
- const int32_t index_w = *(reinterpret_cast<const int32_t *>(offsets->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto dx_val = *(reinterpret_cast<const float *>(dx->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto dy_val = *(reinterpret_cast<const float *>(dy->ptr_to_element(Coordinates(id[idx_width], id[idx_height]))));
- const auto pixel_row_ptr = reinterpret_cast<const int8_t *>(in.ptr());
-
- auto clamped_w = utility::clamp<int>(index_w, 0, in_dim_w - 1);
- auto clamped_w1 = utility::clamp<int>(index_w + 1, 0, in_dim_w - 1);
- auto clamped_h = utility::clamp<int>(index_h, 0, in_dim_h - 1);
- auto clamped_h1 = utility::clamp<int>(index_h + 1, 0, in_dim_h - 1);
-
- const auto a00 = *(pixel_row_ptr + clamped_w * stride_w + clamped_h * stride_h);
- const auto a01 = *(pixel_row_ptr + clamped_w1 * stride_w + clamped_h * stride_h);
- const auto a10 = *(pixel_row_ptr + clamped_w * stride_w + clamped_h1 * stride_h);
- const auto a11 = *(pixel_row_ptr + clamped_w1 * stride_w + clamped_h1 * stride_h);
-
- const float inp00 = Qasymm8QuantizationHelper<int8_t>::dequantize(a00, iq_info);
- const float inp01 = Qasymm8QuantizationHelper<int8_t>::dequantize(a01, iq_info);
- const float inp10 = Qasymm8QuantizationHelper<int8_t>::dequantize(a10, iq_info);
- const float inp11 = Qasymm8QuantizationHelper<int8_t>::dequantize(a11, iq_info);
- *reinterpret_cast<int8_t *>(out.ptr()) = Qasymm8QuantizationHelper<int8_t>::quantize(scale_helpers::delta_bilinear(inp00, inp01, inp10, inp11, dx_val, dy_val), oq_info);
- },
- in, out);
- }
- else
- {
- ARM_COMPUTE_ERROR("Not implemented");
- }
-}
-}
-namespace cpu
-{
-void qasymm8_signed_sve_scale(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy,
- InterpolationPolicy policy, BorderMode border_mode, PixelValue constant_border_value, float sampling_offset,
- bool align_corners, const Window &window)
-{
- if(policy == InterpolationPolicy::BILINEAR)
- {
- qasymm8_signed_sve_scale_bilinear(src, dst, offsets, dx, dy, border_mode, constant_border_value, sampling_offset, align_corners, window);
- }
- else if(policy == InterpolationPolicy::NEAREST_NEIGHBOR)
- {
- qasymm8_signed_sve_scale_nearest(src, dst, offsets, sampling_offset, align_corners, window);
- }
-}
-} // namespace cpu
-} // namespace arm_compute
-
-#endif // __ARM_FEATURE_SVE \ No newline at end of file