/* * Copyright (c) 2016-2019 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/NEON/kernels/NESobel5x5Kernel.h" #include "arm_compute/core/Coordinates.h" #include "arm_compute/core/Error.h" #include "arm_compute/core/Helpers.h" #include "arm_compute/core/ITensor.h" #include "arm_compute/core/Types.h" #include "arm_compute/core/Validate.h" #include "arm_compute/core/Window.h" #include #include #include using namespace arm_compute; NESobel5x5HorKernel::NESobel5x5HorKernel() : _input(nullptr), _output_x(nullptr), _output_y(nullptr), _run_sobel_x(false), _run_sobel_y(false), _border_size(0) { } BorderSize NESobel5x5HorKernel::border_size() const { return _border_size; } void NESobel5x5HorKernel::configure(const ITensor *input, ITensor *output_x, ITensor *output_y, bool border_undefined) { ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::U8); ARM_COMPUTE_ERROR_ON((output_x == nullptr) && (output_y == nullptr)); _run_sobel_x = output_x != nullptr; _run_sobel_y = output_y != nullptr; if(_run_sobel_x) { ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(output_x, 1, DataType::S16); } if(_run_sobel_y) { ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(output_y, 1, DataType::S16); } _input = input; _output_x = output_x; _output_y = output_y; _border_size = BorderSize(border_undefined ? 0 : 2, 2); // Configure kernel window constexpr unsigned int num_elems_processed_per_iteration = 8; constexpr unsigned int num_elems_read_per_iteration = 16; constexpr unsigned int num_elems_written_per_iteration = 8; Window win = calculate_max_window_horizontal(*input->info(), Steps(num_elems_processed_per_iteration), border_undefined, border_size()); AccessWindowHorizontal output_x_access(output_x == nullptr ? nullptr : output_x->info(), 0, num_elems_written_per_iteration); AccessWindowHorizontal output_y_access(output_y == nullptr ? nullptr : output_y->info(), 0, num_elems_written_per_iteration); update_window_and_padding(win, AccessWindowHorizontal(input->info(), -border_size().left, num_elems_read_per_iteration), output_x_access, output_y_access); output_x_access.set_valid_region(win, input->info()->valid_region(), border_undefined, border_size()); output_y_access.set_valid_region(win, input->info()->valid_region(), border_undefined, border_size()); INEKernel::configure(win); } void NESobel5x5HorKernel::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); Window win_in(window); win_in.shift(Window::DimX, -2); Iterator input(_input, win_in); Iterator output_x; Iterator output_y; if(_run_sobel_x) { output_x = Iterator(_output_x, window); } if(_run_sobel_y) { output_y = Iterator(_output_y, window); } if(_run_sobel_y && _run_sobel_x) { static const int16x8_t six = vdupq_n_s16(6); static const int16x8_t four = vdupq_n_s16(4); static const int16x8_t two = vdupq_n_s16(2); static const int16x8_t minustwo = vdupq_n_s16(-2); execute_window_loop(window, [&](const Coordinates &) { const uint8x16_t data = vld1q_u8(input.ptr()); const int16x8x2_t data_s16 = { { vreinterpretq_s16_u16(vmovl_u8(vget_low_u8(data))), vreinterpretq_s16_u16(vmovl_u8(vget_high_u8(data))) } }; int16x8_t out_y = data_s16.val[0]; out_y = vmlaq_s16(out_y, vextq_s16(data_s16.val[0], data_s16.val[1], 1), four); out_y = vmlaq_s16(out_y, vextq_s16(data_s16.val[0], data_s16.val[1], 2), six); out_y = vmlaq_s16(out_y, vextq_s16(data_s16.val[0], data_s16.val[1], 3), four); out_y = vaddq_s16(out_y, vextq_s16(data_s16.val[0], data_s16.val[1], 4)); vst1q_s16(reinterpret_cast(output_y.ptr()), out_y); int16x8_t out_x = vnegq_s16(data_s16.val[0]); out_x = vmlaq_s16(out_x, vextq_s16(data_s16.val[0], data_s16.val[1], 1), minustwo); out_x = vmlaq_s16(out_x, vextq_s16(data_s16.val[0], data_s16.val[1], 3), two); out_x = vaddq_s16(out_x, vextq_s16(data_s16.val[0], data_s16.val[1], 4)); vst1q_s16(reinterpret_cast(output_x.ptr()), out_x); }, input, output_x, output_y); } else if(_run_sobel_x) { static const int16x8_t two = vdupq_n_s16(2); static const int16x8_t minustwo = vdupq_n_s16(-2); execute_window_loop(window, [&](const Coordinates &) { const uint8x16_t data = vld1q_u8(input.ptr()); const int16x8x2_t data_s16 = { { vreinterpretq_s16_u16(vmovl_u8(vget_low_u8(data))), vreinterpretq_s16_u16(vmovl_u8(vget_high_u8(data))) } }; int16x8_t out = vnegq_s16(data_s16.val[0]); out = vmlaq_s16(out, vextq_s16(data_s16.val[0], data_s16.val[1], 1), minustwo); out = vmlaq_s16(out, vextq_s16(data_s16.val[0], data_s16.val[1], 3), two); out = vaddq_s16(out, vextq_s16(data_s16.val[0], data_s16.val[1], 4)); vst1q_s16(reinterpret_cast(output_x.ptr()), out); }, input, output_x); } else if(_run_sobel_y) { static const int16x8_t six = vdupq_n_s16(6); static const int16x8_t four = vdupq_n_s16(4); execute_window_loop(window, [&](const Coordinates &) { const uint8x16_t data = vld1q_u8(input.ptr()); const int16x8x2_t data_s16 = { { vreinterpretq_s16_u16(vmovl_u8(vget_low_u8(data))), vreinterpretq_s16_u16(vmovl_u8(vget_high_u8(data))) } }; int16x8_t out = data_s16.val[0]; out = vmlaq_s16(out, vextq_s16(data_s16.val[0], data_s16.val[1], 1), four); out = vmlaq_s16(out, vextq_s16(data_s16.val[0], data_s16.val[1], 2), six); out = vmlaq_s16(out, vextq_s16(data_s16.val[0], data_s16.val[1], 3), four); out = vaddq_s16(out, vextq_s16(data_s16.val[0], data_s16.val[1], 4)); vst1q_s16(reinterpret_cast(output_y.ptr()), out); }, input, output_y); } } NESobel5x5VertKernel::NESobel5x5VertKernel() : _input_x(nullptr), _input_y(nullptr), _output_x(nullptr), _output_y(nullptr), _run_sobel_x(false), _run_sobel_y(false) { } BorderSize NESobel5x5VertKernel::border_size() const { return BorderSize{ 2, 0 }; } void NESobel5x5VertKernel::configure(ITensor *input_x, ITensor *input_y, ITensor *output_x, ITensor *output_y, bool border_undefined) { ARM_COMPUTE_ERROR_ON((output_x == nullptr) && (output_y == nullptr)); _run_sobel_x = output_x != nullptr; _run_sobel_y = output_y != nullptr; if(_run_sobel_x) { ARM_COMPUTE_ERROR_ON_FORMAT_NOT_IN(input_x, Format::S16); ARM_COMPUTE_ERROR_ON_FORMAT_NOT_IN(output_x, Format::S16); } if(_run_sobel_y) { ARM_COMPUTE_ERROR_ON_FORMAT_NOT_IN(input_y, Format::S16); ARM_COMPUTE_ERROR_ON_FORMAT_NOT_IN(output_y, Format::S16); } _input_x = input_x; _input_y = input_y; _output_x = output_x; _output_y = output_y; const ITensor *const input = _run_sobel_x ? input_x : input_y; // Configure kernel window constexpr unsigned int num_elems_processed_per_iteration = 16; constexpr unsigned int num_elems_read_per_iteration = 16; constexpr unsigned int num_elems_written_per_iteration = 16; constexpr unsigned int num_rows_read_per_iteration = 5; Window win = calculate_max_window(*input->info(), Steps(num_elems_processed_per_iteration), border_undefined, border_size()); AccessWindowHorizontal output_x_access(output_x == nullptr ? nullptr : output_x->info(), 0, num_elems_written_per_iteration); AccessWindowHorizontal output_y_access(output_y == nullptr ? nullptr : output_y->info(), 0, num_elems_written_per_iteration); update_window_and_padding(win, AccessWindowRectangle(input_x == nullptr ? nullptr : input_x->info(), 0, -border_size().top, num_elems_read_per_iteration, num_rows_read_per_iteration), AccessWindowRectangle(input_y == nullptr ? nullptr : input_y->info(), 0, -border_size().top, num_elems_read_per_iteration, num_rows_read_per_iteration), output_x_access, output_y_access); output_x_access.set_valid_region(win, input->info()->valid_region(), border_undefined, border_size()); output_y_access.set_valid_region(win, input->info()->valid_region(), border_undefined, border_size()); INEKernel::configure(win); } void NESobel5x5VertKernel::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); Iterator input_x; Iterator input_y; Iterator output_x; Iterator output_y; const int16_t *input_x_low2_ptr = nullptr; const int16_t *input_x_low_ptr = nullptr; const int16_t *input_x_mid_ptr = nullptr; const int16_t *input_x_top_ptr = nullptr; const int16_t *input_x_top2_ptr = nullptr; const int16_t *input_y_low2_ptr = nullptr; const int16_t *input_y_low_ptr = nullptr; const int16_t *input_y_top_ptr = nullptr; const int16_t *input_y_top2_ptr = nullptr; if(_run_sobel_x) { input_x = Iterator(_input_x, window); output_x = Iterator(_output_x, window); input_x_top2_ptr = reinterpret_cast(_input_x->ptr_to_element(Coordinates(0, -2))); input_x_top_ptr = reinterpret_cast(_input_x->ptr_to_element(Coordinates(0, -1))); input_x_mid_ptr = reinterpret_cast(_input_x->ptr_to_element(Coordinates(0, 0))); input_x_low_ptr = reinterpret_cast(_input_x->ptr_to_element(Coordinates(0, 1))); input_x_low2_ptr = reinterpret_cast(_input_x->ptr_to_element(Coordinates(0, 2))); } if(_run_sobel_y) { input_y = Iterator(_input_y, window); output_y = Iterator(_output_y, window); input_y_top2_ptr = reinterpret_cast(_input_y->ptr_to_element(Coordinates(0, -2))); input_y_top_ptr = reinterpret_cast(_input_y->ptr_to_element(Coordinates(0, -1))); input_y_low_ptr = reinterpret_cast(_input_y->ptr_to_element(Coordinates(0, 1))); input_y_low2_ptr = reinterpret_cast(_input_y->ptr_to_element(Coordinates(0, 2))); } static const int16x8_t six = vdupq_n_s16(6); static const int16x8_t four = vdupq_n_s16(4); static const int16x8_t two = vdupq_n_s16(2); static const int16x8_t minustwo = vdupq_n_s16(-2); if(_run_sobel_x) { execute_window_loop(window, [&](const Coordinates &) { // Convert offset from uint8_t* to uint16_t* const size_t input_offset_high_s16 = input_x.offset() / 2; const size_t input_offset_low_s16 = input_offset_high_s16 + 8; //HIGH DATA //top2 int16x8_t data_high = vld1q_s16(input_x_top2_ptr + input_offset_high_s16); int16x8_t out_high = data_high; //top data_high = vld1q_s16(input_x_top_ptr + input_offset_high_s16); out_high = vmlaq_s16(out_high, data_high, four); //mid data_high = vld1q_s16(input_x_mid_ptr + input_offset_high_s16); out_high = vmlaq_s16(out_high, data_high, six); //low data_high = vld1q_s16(input_x_low_ptr + input_offset_high_s16); out_high = vmlaq_s16(out_high, data_high, four); //low2 data_high = vld1q_s16(input_x_low2_ptr + input_offset_high_s16); out_high = vaddq_s16(out_high, data_high); vst1q_s16((reinterpret_cast(output_x.ptr())), out_high); //LOW DATA //top2 int16x8_t data_low = vld1q_s16(input_x_top2_ptr + input_offset_low_s16); int16x8_t out_low = data_low; //top data_low = vld1q_s16(input_x_top_ptr + input_offset_low_s16); out_low = vmlaq_s16(out_low, data_low, four); //mid data_low = vld1q_s16(input_x_mid_ptr + input_offset_low_s16); out_low = vmlaq_s16(out_low, data_low, six); //low data_low = vld1q_s16(input_x_low_ptr + input_offset_low_s16); out_low = vmlaq_s16(out_low, data_low, four); //low2 data_low = vld1q_s16(input_x_low2_ptr + input_offset_low_s16); out_low = vaddq_s16(out_low, data_low); vst1q_s16((reinterpret_cast(output_x.ptr())) + 8, out_low); }, input_x, output_x); } if(_run_sobel_y) { execute_window_loop(window, [&](const Coordinates &) { // Convert offset from uint8_t* to uint16_t* const size_t input_offset_high_s16 = input_y.offset() / 2; const size_t input_offset_low_s16 = input_offset_high_s16 + 8; //HIGH DATA //top2 int16x8_t data_high = vld1q_s16(input_y_top2_ptr + input_offset_high_s16); int16x8_t out_high = vnegq_s16(data_high); //top data_high = vld1q_s16(input_y_top_ptr + input_offset_high_s16); out_high = vmlaq_s16(out_high, data_high, minustwo); //low data_high = vld1q_s16(input_y_low_ptr + input_offset_high_s16); out_high = vmlaq_s16(out_high, data_high, two); //low2 data_high = vld1q_s16(input_y_low2_ptr + input_offset_high_s16); out_high = vaddq_s16(out_high, data_high); vst1q_s16((reinterpret_cast(output_y.ptr())), out_high); //LOW DATA //top2 int16x8_t data_low = vld1q_s16(input_y_top2_ptr + input_offset_low_s16); int16x8_t out_low = vnegq_s16(data_low); //top data_low = vld1q_s16(input_y_top_ptr + input_offset_low_s16); out_low = vmlaq_s16(out_low, data_low, minustwo); //low data_low = vld1q_s16(input_y_low_ptr + input_offset_low_s16); out_low = vmlaq_s16(out_low, data_low, two); //low2 data_low = vld1q_s16(input_y_low2_ptr + input_offset_low_s16); out_low = vaddq_s16(out_low, data_low); vst1q_s16((reinterpret_cast(output_y.ptr())) + 8, out_low); }, input_y, output_y); } }