/* * 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/NESobel7x7Kernel.h" #include "arm_compute/core/Error.h" #include "arm_compute/core/Helpers.h" #include "arm_compute/core/ITensor.h" #include "arm_compute/core/TensorInfo.h" #include "arm_compute/core/Types.h" #include "arm_compute/core/Utils.h" #include "arm_compute/core/Validate.h" #include #include using namespace arm_compute; namespace arm_compute { class Coordinates; } // namespace arm_compute namespace { const int32x4_t minusfour = vdupq_n_s32(-4); const int32x4_t minusfive = vdupq_n_s32(-5); const int32x4_t four = vdupq_n_s32(4); const int32x4_t five = vdupq_n_s32(5); const int32x4_t six = vdupq_n_s32(6); const int32x4_t fifteen = vdupq_n_s32(15); const int32x4_t twenty = vdupq_n_s32(20); inline int32x4x2_t compute_hor_sobel_x(const int32x4x4_t &data) { int32x4x2_t out = { { vnegq_s32(data.val[0]), vnegq_s32(data.val[1]) } }; out.val[0] = vmlaq_s32(out.val[0], vextq_s32(data.val[0], data.val[1], 1), minusfour); out.val[0] = vmlaq_s32(out.val[0], vextq_s32(data.val[0], data.val[1], 2), minusfive); out.val[0] = vmlaq_s32(out.val[0], data.val[1], five); out.val[0] = vmlaq_s32(out.val[0], vextq_s32(data.val[1], data.val[2], 1), four); out.val[0] = vaddq_s32(out.val[0], vextq_s32(data.val[1], data.val[2], 2)); out.val[1] = vmlaq_s32(out.val[1], vextq_s32(data.val[1], data.val[2], 1), minusfour); out.val[1] = vmlaq_s32(out.val[1], vextq_s32(data.val[1], data.val[2], 2), minusfive); out.val[1] = vmlaq_s32(out.val[1], data.val[2], five); out.val[1] = vmlaq_s32(out.val[1], vextq_s32(data.val[2], data.val[3], 1), four); out.val[1] = vaddq_s32(out.val[1], vextq_s32(data.val[2], data.val[3], 2)); return out; } inline int32x4x2_t compute_hor_sobel_y(const int32x4x4_t &data) { int32x4x2_t out = { { data.val[0], data.val[1] } }; out.val[0] = vmlaq_s32(out.val[0], vextq_s32(data.val[0], data.val[1], 1), six); out.val[0] = vmlaq_s32(out.val[0], vextq_s32(data.val[0], data.val[1], 2), fifteen); out.val[0] = vmlaq_s32(out.val[0], vextq_s32(data.val[0], data.val[1], 3), twenty); out.val[0] = vmlaq_s32(out.val[0], data.val[1], fifteen); out.val[0] = vmlaq_s32(out.val[0], vextq_s32(data.val[1], data.val[2], 1), six); out.val[0] = vaddq_s32(out.val[0], vextq_s32(data.val[1], data.val[2], 2)); out.val[1] = vmlaq_s32(out.val[1], vextq_s32(data.val[1], data.val[2], 1), six); out.val[1] = vmlaq_s32(out.val[1], vextq_s32(data.val[1], data.val[2], 2), fifteen); out.val[1] = vmlaq_s32(out.val[1], vextq_s32(data.val[1], data.val[2], 3), twenty); out.val[1] = vmlaq_s32(out.val[1], data.val[2], fifteen); out.val[1] = vmlaq_s32(out.val[1], vextq_s32(data.val[2], data.val[3], 1), six); out.val[1] = vaddq_s32(out.val[1], vextq_s32(data.val[2], data.val[3], 2)); return out; } } // namespace NESobel7x7HorKernel::NESobel7x7HorKernel() : _input(nullptr), _output_x(nullptr), _output_y(nullptr), _run_sobel_x(false), _run_sobel_y(false), _border_size(0) { } BorderSize NESobel7x7HorKernel::border_size() const { return _border_size; } void NESobel7x7HorKernel::configure(const ITensor *input, ITensor *output_x, ITensor *output_y, bool border_undefined) { ARM_COMPUTE_ERROR_ON_FORMAT_NOT_IN(input, Format::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_FORMAT_NOT_IN(output_x, Format::S32); } if(_run_sobel_y) { ARM_COMPUTE_ERROR_ON_FORMAT_NOT_IN(output_y, Format::S32); } _input = input; _output_x = output_x; _output_y = output_y; _border_size = BorderSize(border_undefined ? 0 : 3, 3); // 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 NESobel7x7HorKernel::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(_input, window); 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) { execute_window_loop(window, [&](const Coordinates &) { const uint8x16_t data = vld1q_u8(input.ptr() - 3); const uint16x8_t tmp_low_u16 = vmovl_u8(vget_low_u8(data)); const uint16x8_t tmp_high_u16 = vmovl_u8(vget_high_u8(data)); const int32x4x4_t data_s32 = { { vreinterpretq_s32_u32(vmovl_u16(vget_low_u16(tmp_low_u16))), vreinterpretq_s32_u32(vmovl_u16(vget_high_u16(tmp_low_u16))), vreinterpretq_s32_u32(vmovl_u16(vget_low_u16(tmp_high_u16))), vreinterpretq_s32_u32(vmovl_u16(vget_high_u16(tmp_high_u16))) } }; const int32x4x2_t out_y = compute_hor_sobel_y(data_s32); vst1q_s32(reinterpret_cast(output_y.ptr()), out_y.val[0]); vst1q_s32(reinterpret_cast(output_y.ptr()) + 4, out_y.val[1]); const int32x4x2_t out_x = compute_hor_sobel_x(data_s32); vst1q_s32(reinterpret_cast(output_x.ptr()), out_x.val[0]); vst1q_s32(reinterpret_cast(output_x.ptr()) + 4, out_x.val[1]); }, input, output_x, output_y); } else if(_run_sobel_x) { execute_window_loop(window, [&](const Coordinates &) { const uint8x16_t data = vld1q_u8(input.ptr() - 3); const uint16x8_t tmp_low_u16 = vmovl_u8(vget_low_u8(data)); const uint16x8_t tmp_high_u16 = vmovl_u8(vget_high_u8(data)); const int32x4x4_t data_s32 = { { vreinterpretq_s32_u32(vmovl_u16(vget_low_u16(tmp_low_u16))), vreinterpretq_s32_u32(vmovl_u16(vget_high_u16(tmp_low_u16))), vreinterpretq_s32_u32(vmovl_u16(vget_low_u16(tmp_high_u16))), vreinterpretq_s32_u32(vmovl_u16(vget_high_u16(tmp_high_u16))) } }; const int32x4x2_t out = compute_hor_sobel_x(data_s32); vst1q_s32(reinterpret_cast(output_x.ptr()), out.val[0]); vst1q_s32(reinterpret_cast(output_x.ptr()) + 4, out.val[1]); }, input, output_x); } else if(_run_sobel_y) { execute_window_loop(window, [&](const Coordinates &) { const uint8x16_t data = vld1q_u8(input.ptr() - 3); const uint16x8_t tmp_low_u16 = vmovl_u8(vget_low_u8(data)); const uint16x8_t tmp_high_u16 = vmovl_u8(vget_high_u8(data)); const int32x4x4_t data_s32 = { { vreinterpretq_s32_u32(vmovl_u16(vget_low_u16(tmp_low_u16))), vreinterpretq_s32_u32(vmovl_u16(vget_high_u16(tmp_low_u16))), vreinterpretq_s32_u32(vmovl_u16(vget_low_u16(tmp_high_u16))), vreinterpretq_s32_u32(vmovl_u16(vget_high_u16(tmp_high_u16))) } }; const int32x4x2_t out = compute_hor_sobel_y(data_s32); vst1q_s32(reinterpret_cast(output_y.ptr()), out.val[0]); vst1q_s32(reinterpret_cast(output_y.ptr()) + 4, out.val[1]); }, input, output_y); } } NESobel7x7VertKernel::NESobel7x7VertKernel() : _input_x(nullptr), _input_y(nullptr), _output_x(nullptr), _output_y(nullptr), _run_sobel_x(false), _run_sobel_y(false) { } BorderSize NESobel7x7VertKernel::border_size() const { return BorderSize{ 3, 0 }; } void NESobel7x7VertKernel::configure(const ITensor *input_x, const 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::S32); ARM_COMPUTE_ERROR_ON_FORMAT_NOT_IN(output_x, Format::S32); } if(_run_sobel_y) { ARM_COMPUTE_ERROR_ON_FORMAT_NOT_IN(input_y, Format::S32); ARM_COMPUTE_ERROR_ON_FORMAT_NOT_IN(output_y, Format::S32); } _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 = 8; constexpr unsigned int num_elems_read_per_iteration = 8; constexpr unsigned int num_elems_written_per_iteration = 8; constexpr unsigned int num_rows_read_per_iteration = 7; 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 NESobel7x7VertKernel::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; int32_t in_x_stride = 0; int32_t in_y_stride = 0; if(_run_sobel_x) { input_x = Iterator(_input_x, window); output_x = Iterator(_output_x, window); in_x_stride = _input_x->info()->strides_in_bytes()[1] / pixel_size_from_format(_input_x->info()->format()); } if(_run_sobel_y) { input_y = Iterator(_input_y, window); output_y = Iterator(_output_y, window); in_y_stride = _input_y->info()->strides_in_bytes()[1] / pixel_size_from_format(_input_y->info()->format()); } if(_run_sobel_x) { execute_window_loop(window, [&](const Coordinates &) { auto in_ptr = reinterpret_cast(input_x.ptr()) - 3 * in_x_stride; //top3 int32x4x2_t data = { { vld1q_s32(in_ptr), vld1q_s32(in_ptr + 4) } }; int32x4x2_t out = data; //top2 in_ptr += in_x_stride; data.val[0] = vld1q_s32(in_ptr); out.val[0] = vmlaq_s32(out.val[0], data.val[0], six); data.val[1] = vld1q_s32(in_ptr + 4); out.val[1] = vmlaq_s32(out.val[1], data.val[1], six); //top in_ptr += in_x_stride; data.val[0] = vld1q_s32(in_ptr); out.val[0] = vmlaq_s32(out.val[0], data.val[0], fifteen); data.val[1] = vld1q_s32(in_ptr + 4); out.val[1] = vmlaq_s32(out.val[1], data.val[1], fifteen); //mid in_ptr += in_x_stride; data.val[0] = vld1q_s32(in_ptr); out.val[0] = vmlaq_s32(out.val[0], data.val[0], twenty); data.val[1] = vld1q_s32(in_ptr + 4); out.val[1] = vmlaq_s32(out.val[1], data.val[1], twenty); //low in_ptr += in_x_stride; data.val[0] = vld1q_s32(in_ptr); out.val[0] = vmlaq_s32(out.val[0], data.val[0], fifteen); data.val[1] = vld1q_s32(in_ptr + 4); out.val[1] = vmlaq_s32(out.val[1], data.val[1], fifteen); //low2 in_ptr += in_x_stride; data.val[0] = vld1q_s32(in_ptr); out.val[0] = vmlaq_s32(out.val[0], data.val[0], six); data.val[1] = vld1q_s32(in_ptr + 4); out.val[1] = vmlaq_s32(out.val[1], data.val[1], six); //low3 in_ptr += in_x_stride; data.val[0] = vld1q_s32(in_ptr); out.val[0] = vaddq_s32(out.val[0], data.val[0]); data.val[1] = vld1q_s32(in_ptr + 4); out.val[1] = vaddq_s32(out.val[1], data.val[1]); vst1q_s32(reinterpret_cast(output_x.ptr()) + 0, out.val[0]); vst1q_s32(reinterpret_cast(output_x.ptr()) + 4, out.val[1]); }, input_x, output_x); } if(_run_sobel_y) { execute_window_loop(window, [&](const Coordinates &) { auto in_ptr = reinterpret_cast(input_y.ptr()) - 3 * in_y_stride; //top3 int32x4x2_t data = { { vld1q_s32(in_ptr), vld1q_s32(in_ptr + 4) } }; int32x4x2_t out = { { vnegq_s32(data.val[0]), vnegq_s32(data.val[1]) } }; //top2 in_ptr += in_y_stride; data.val[0] = vld1q_s32(in_ptr); out.val[0] = vmlaq_s32(out.val[0], data.val[0], minusfour); data.val[1] = vld1q_s32(in_ptr + 4); out.val[1] = vmlaq_s32(out.val[1], data.val[1], minusfour); //top in_ptr += in_y_stride; data.val[0] = vld1q_s32(in_ptr); out.val[0] = vmlaq_s32(out.val[0], data.val[0], minusfive); data.val[1] = vld1q_s32(in_ptr + 4); out.val[1] = vmlaq_s32(out.val[1], data.val[1], minusfive); //low in_ptr += (2 * in_y_stride); data.val[0] = vld1q_s32(in_ptr); out.val[0] = vmlaq_s32(out.val[0], data.val[0], five); data.val[1] = vld1q_s32(in_ptr + 4); out.val[1] = vmlaq_s32(out.val[1], data.val[1], five); //low2 in_ptr += in_y_stride; data.val[0] = vld1q_s32(in_ptr); out.val[0] = vmlaq_s32(out.val[0], data.val[0], four); data.val[1] = vld1q_s32(in_ptr + 4); out.val[1] = vmlaq_s32(out.val[1], data.val[1], four); //low3 in_ptr += in_y_stride; data.val[0] = vld1q_s32(in_ptr); out.val[0] = vaddq_s32(out.val[0], data.val[0]); data.val[1] = vld1q_s32(in_ptr + 4); out.val[1] = vaddq_s32(out.val[1], data.val[1]); vst1q_s32(reinterpret_cast(output_y.ptr()) + 0, out.val[0]); vst1q_s32(reinterpret_cast(output_y.ptr()) + 4, out.val[1]); }, input_y, output_y); } }