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Anthony Barbier6ff3b192017-09-04 18:44:23 +01001/*
2 * Copyright (c) 2017 ARM Limited.
3 *
4 * SPDX-License-Identifier: MIT
5 *
6 * Permission is hereby granted, free of charge, to any person obtaining a copy
7 * of this software and associated documentation files (the "Software"), to
8 * deal in the Software without restriction, including without limitation the
9 * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
10 * sell copies of the Software, and to permit persons to whom the Software is
11 * furnished to do so, subject to the following conditions:
12 *
13 * The above copyright notice and this permission notice shall be included in all
14 * copies or substantial portions of the Software.
15 *
16 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
17 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
18 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
19 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
20 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
21 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
22 * SOFTWARE.
23 */
24#include "arm_compute/core/NEON/kernels/NERemapKernel.h"
25
26#include "arm_compute/core/AccessWindowStatic.h"
27#include "arm_compute/core/Error.h"
28#include "arm_compute/core/Helpers.h"
29#include "arm_compute/core/ITensor.h"
30#include "arm_compute/core/TensorInfo.h"
31#include "arm_compute/core/Validate.h"
32#include "arm_compute/core/Window.h"
33
34#include <arm_neon.h>
35#include <cstddef>
36#include <cstdint>
37
38using namespace arm_compute;
39
40namespace arm_compute
41{
42class Coordinates;
43} // namespace arm_compute
44
45namespace
46{
47inline int32x4_t offset_nearest_interpolation(const float *mapx_ptr, const float *mapy_ptr, const float32x4_t &width, const float32x4_t &height, const int32x4_t &stride)
48{
49 static const float32x4_t lowerxy = vdupq_n_f32(-1.0f);
50
51 float32x4_t x = vld1q_f32(mapx_ptr);
52 float32x4_t y = vld1q_f32(mapy_ptr);
53
54 // Clamp x coordinates
55 x = vmaxq_f32(lowerxy, vminq_f32(x, width));
56 y = vmaxq_f32(lowerxy, vminq_f32(y, height));
57
58 const int32x4_t x_s32 = vcvtq_s32_f32(x);
59 const int32x4_t y_s32 = vcvtq_s32_f32(y);
60
61 return vmlaq_s32(x_s32, y_s32, stride);
62}
63
64} // namespace
65
66NERemapKernel::NERemapKernel()
67 : _func(nullptr), _input(nullptr), _output(nullptr), _map_x(nullptr), _map_y(nullptr)
68{
69}
70
Sanghoon Leefc35b512017-10-18 12:09:04 +010071BorderSize NERemapKernel::border_size() const
72{
73 return BorderSize(1);
74}
75
Anthony Barbier6ff3b192017-09-04 18:44:23 +010076void NERemapKernel::configure(const ITensor *input, const ITensor *map_x, const ITensor *map_y, ITensor *output, InterpolationPolicy policy)
77{
78 ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::U8);
79 ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(output, 1, DataType::U8);
80 ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(map_x, 1, DataType::F32);
81 ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(map_y, 1, DataType::F32);
82
83 _input = input;
84 _output = output;
85 _map_x = map_x;
86 _map_y = map_y;
87
88 switch(policy)
89 {
90 case InterpolationPolicy::NEAREST_NEIGHBOR:
91 {
92 _func = &NERemapKernel::remap_nearest;
93 break;
94 }
95 case InterpolationPolicy::BILINEAR:
96 {
97 _func = &NERemapKernel::remap_bilinear;
98 break;
99 }
100 default:
101 ARM_COMPUTE_ERROR("Unsupported interpolation mode");
102 break;
103 }
104
105 constexpr unsigned int num_elems_processed_per_iteration = 16;
106
107 // Configure kernel window
108 Window win = calculate_max_window(*output->info(), Steps(num_elems_processed_per_iteration));
109
Sanghoon Leefc35b512017-10-18 12:09:04 +0100110 const int total_right = ceil_to_multiple(input->info()->dimension(0), num_elems_processed_per_iteration);
111 const int access_right = total_right + (((total_right - input->info()->dimension(0)) == 0) ? border_size().right : 0);
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100112
Sanghoon Leefc35b512017-10-18 12:09:04 +0100113 AccessWindowStatic input_access(input->info(), -border_size().left, -border_size().top, access_right, input->info()->dimension(1) + border_size().bottom);
114
115 AccessWindowHorizontal output_access(output->info(), 0, num_elems_processed_per_iteration);
116
117 update_window_and_padding(win, input_access,
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100118 AccessWindowRectangle(map_x->info(), 0, 0, num_elems_processed_per_iteration, 1),
119 AccessWindowRectangle(map_y->info(), 0, 0, num_elems_processed_per_iteration, 1),
120 output_access);
121
Sanghoon Leefc35b512017-10-18 12:09:04 +0100122 output_access.set_valid_region(win, ValidRegion(Coordinates(), output->info()->tensor_shape()));
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100123
124 INEKernel::configure(win);
125}
126
127void NERemapKernel::remap_nearest(const Window &window)
128{
129 // Don't increment in X and Y direction for the input tensor
130 // A pointer to the start of this plane is needed as base for the precomputed offsets
131 Window win_in(window);
132 win_in.set(Window::DimX, Window::Dimension(0, 0, 0));
133 win_in.set(Window::DimY, Window::Dimension(0, 0, 0));
134
135 Iterator in(_input, win_in);
136 Iterator out(_output, window);
137 Iterator mapx(_map_x, window);
138 Iterator mapy(_map_y, window);
139
140 const float32x4_t width = vdupq_n_f32(static_cast<float>(_input->info()->dimension(0)));
141 const float32x4_t height = vdupq_n_f32(static_cast<float>(_input->info()->dimension(1)));
142 const int32x4_t in_stride = vdupq_n_s32(static_cast<int32_t>(_input->info()->strides_in_bytes()[1]));
143
144 execute_window_loop(window, [&](const Coordinates & id)
145 {
146 const auto mapx_ptr = reinterpret_cast<const float *>(mapx.ptr());
147 const auto mapy_ptr = reinterpret_cast<const float *>(mapy.ptr());
148 const uint8_t *in_ptr = in.ptr();
149
150 const int32x4_t offset0 = offset_nearest_interpolation(mapx_ptr + 0, mapy_ptr + 0, width, height, in_stride);
151 const int32x4_t offset1 = offset_nearest_interpolation(mapx_ptr + 4, mapy_ptr + 4, width, height, in_stride);
152 const int32x4_t offset2 = offset_nearest_interpolation(mapx_ptr + 8, mapy_ptr + 8, width, height, in_stride);
153 const int32x4_t offset3 = offset_nearest_interpolation(mapx_ptr + 12, mapy_ptr + 12, width, height, in_stride);
154
155 uint8x8_t tmp0 = vdup_n_u8(0);
156 tmp0 = vset_lane_u8(in_ptr[vgetq_lane_s32(offset0, 0)], tmp0, 0);
157 tmp0 = vset_lane_u8(in_ptr[vgetq_lane_s32(offset0, 1)], tmp0, 1);
158 tmp0 = vset_lane_u8(in_ptr[vgetq_lane_s32(offset0, 2)], tmp0, 2);
159 tmp0 = vset_lane_u8(in_ptr[vgetq_lane_s32(offset0, 3)], tmp0, 3);
160 tmp0 = vset_lane_u8(in_ptr[vgetq_lane_s32(offset1, 0)], tmp0, 4);
161 tmp0 = vset_lane_u8(in_ptr[vgetq_lane_s32(offset1, 1)], tmp0, 5);
162 tmp0 = vset_lane_u8(in_ptr[vgetq_lane_s32(offset1, 2)], tmp0, 6);
163 tmp0 = vset_lane_u8(in_ptr[vgetq_lane_s32(offset1, 3)], tmp0, 7);
164
165 uint8x8_t tmp1 = vdup_n_u8(0);
166 tmp1 = vset_lane_u8(in_ptr[vgetq_lane_s32(offset2, 0)], tmp1, 0);
167 tmp1 = vset_lane_u8(in_ptr[vgetq_lane_s32(offset2, 1)], tmp1, 1);
168 tmp1 = vset_lane_u8(in_ptr[vgetq_lane_s32(offset2, 2)], tmp1, 2);
169 tmp1 = vset_lane_u8(in_ptr[vgetq_lane_s32(offset2, 3)], tmp1, 3);
170 tmp1 = vset_lane_u8(in_ptr[vgetq_lane_s32(offset3, 0)], tmp1, 4);
171 tmp1 = vset_lane_u8(in_ptr[vgetq_lane_s32(offset3, 1)], tmp1, 5);
172 tmp1 = vset_lane_u8(in_ptr[vgetq_lane_s32(offset3, 2)], tmp1, 6);
173 tmp1 = vset_lane_u8(in_ptr[vgetq_lane_s32(offset3, 3)], tmp1, 7);
174
175 vst1q_u8(out.ptr(), vcombine_u8(tmp0, tmp1));
176 },
177 in, out, mapx, mapy);
178}
179
180void NERemapKernel::remap_bilinear(const Window &window)
181{
182 // Don't increment in X and Y direction for the input tensor
183 // A pointer to the start of this plane is needed as base for the precomputed offsets
184 Window win_in(window);
185 win_in.set(Window::DimX, Window::Dimension(0, 0, 0));
186 win_in.set(Window::DimY, Window::Dimension(0, 0, 0));
187
188 Iterator in(_input, win_in);
189 Iterator out(_output, window);
190 Iterator mapx(_map_x, window);
191 Iterator mapy(_map_y, window);
192
193 const size_t width = _input->info()->dimension(0);
194 const size_t height = _input->info()->dimension(1);
195 const size_t in_stride = _input->info()->strides_in_bytes()[1];
196
197 execute_window_loop(window, [&](const Coordinates & id)
198 {
199 const auto mapx_ptr = reinterpret_cast<float *>(mapx.ptr());
200 const auto mapy_ptr = reinterpret_cast<float *>(mapy.ptr());
201 const uint8_t *in_ptr = in.ptr();
202
203 uint8x8_t tmp0 = vdup_n_u8(0);
Georgios Pinitas583137c2017-08-31 18:12:42 +0100204 tmp0 = vset_lane_u8(pixel_bilinear_c1_clamp(in_ptr, in_stride, width, height, mapx_ptr[0], mapy_ptr[0]), tmp0, 0);
205 tmp0 = vset_lane_u8(pixel_bilinear_c1_clamp(in_ptr, in_stride, width, height, mapx_ptr[1], mapy_ptr[1]), tmp0, 1);
206 tmp0 = vset_lane_u8(pixel_bilinear_c1_clamp(in_ptr, in_stride, width, height, mapx_ptr[2], mapy_ptr[2]), tmp0, 2);
207 tmp0 = vset_lane_u8(pixel_bilinear_c1_clamp(in_ptr, in_stride, width, height, mapx_ptr[3], mapy_ptr[3]), tmp0, 3);
208 tmp0 = vset_lane_u8(pixel_bilinear_c1_clamp(in_ptr, in_stride, width, height, mapx_ptr[4], mapy_ptr[4]), tmp0, 4);
209 tmp0 = vset_lane_u8(pixel_bilinear_c1_clamp(in_ptr, in_stride, width, height, mapx_ptr[5], mapy_ptr[5]), tmp0, 5);
210 tmp0 = vset_lane_u8(pixel_bilinear_c1_clamp(in_ptr, in_stride, width, height, mapx_ptr[6], mapy_ptr[6]), tmp0, 6);
211 tmp0 = vset_lane_u8(pixel_bilinear_c1_clamp(in_ptr, in_stride, width, height, mapx_ptr[7], mapy_ptr[7]), tmp0, 7);
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100212
213 uint8x8_t tmp1 = vdup_n_u8(0);
Georgios Pinitas583137c2017-08-31 18:12:42 +0100214 tmp1 = vset_lane_u8(pixel_bilinear_c1_clamp(in_ptr, in_stride, width, height, mapx_ptr[8], mapy_ptr[8]), tmp1, 0);
215 tmp1 = vset_lane_u8(pixel_bilinear_c1_clamp(in_ptr, in_stride, width, height, mapx_ptr[9], mapy_ptr[9]), tmp1, 1);
216 tmp1 = vset_lane_u8(pixel_bilinear_c1_clamp(in_ptr, in_stride, width, height, mapx_ptr[10], mapy_ptr[10]), tmp1, 2);
217 tmp1 = vset_lane_u8(pixel_bilinear_c1_clamp(in_ptr, in_stride, width, height, mapx_ptr[11], mapy_ptr[11]), tmp1, 3);
218 tmp1 = vset_lane_u8(pixel_bilinear_c1_clamp(in_ptr, in_stride, width, height, mapx_ptr[12], mapy_ptr[12]), tmp1, 4);
219 tmp1 = vset_lane_u8(pixel_bilinear_c1_clamp(in_ptr, in_stride, width, height, mapx_ptr[13], mapy_ptr[13]), tmp1, 5);
220 tmp1 = vset_lane_u8(pixel_bilinear_c1_clamp(in_ptr, in_stride, width, height, mapx_ptr[14], mapy_ptr[14]), tmp1, 6);
221 tmp1 = vset_lane_u8(pixel_bilinear_c1_clamp(in_ptr, in_stride, width, height, mapx_ptr[15], mapy_ptr[15]), tmp1, 7);
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100222
223 vst1q_u8(out.ptr(), vcombine_u8(tmp0, tmp1));
224 },
225 in, out, mapx, mapy);
226}
227
Moritz Pflanzerc186b572017-09-07 09:48:04 +0100228void NERemapKernel::run(const Window &window, const ThreadInfo &info)
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100229{
Moritz Pflanzerc186b572017-09-07 09:48:04 +0100230 ARM_COMPUTE_UNUSED(info);
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100231 ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
232 ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(INEKernel::window(), window);
233 ARM_COMPUTE_ERROR_ON(_func == nullptr);
234
235 (this->*_func)(window);
236}