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Erich Elsen38709a62019-11-08 11:58:45 -08001// Copyright 2019 Google LLC
2//
3// This source code is licensed under the BSD-style license found in the
4// LICENSE file in the root directory of this source tree.
5
6#include <assert.h>
7
8#include <xnnpack/dwconv.h>
9#include <xnnpack/math.h>
10
11
Marat Dukhan1f29b802020-05-15 23:46:39 -070012void xnn_f32_dwconv_chw_ukernel_5x5p2__scalar(
Erich Elseneda9c112020-05-11 04:40:25 -070013 size_t input_height,
14 size_t input_width,
Erich Elsen38709a62019-11-08 11:58:45 -080015 const float* input,
16 const float* weights,
Erich Elsen4e5db3d2020-05-07 08:57:47 -070017 const float* zero,
Erich Elsen38709a62019-11-08 11:58:45 -080018 float* output,
Erich Elsen4e5db3d2020-05-07 08:57:47 -070019 uint32_t padding_top,
Erich Elsen38709a62019-11-08 11:58:45 -080020 size_t input_tuple_stride,
21 size_t output_tuple_stride,
22 size_t input_width_stride,
23 size_t output_width_stride,
Marat Dukhan1f29b802020-05-15 23:46:39 -070024 const union xnn_f32_chw_params params[restrict XNN_MIN_ELEMENTS(1)])
Erich Elsen38709a62019-11-08 11:58:45 -080025{
Erich Elseneda9c112020-05-11 04:40:25 -070026 assert(input_width != 0);
27 assert(input_height != 0);
Erich Elsen4e5db3d2020-05-07 08:57:47 -070028 assert(padding_top == 2);
Erich Elsen38709a62019-11-08 11:58:45 -080029
Erich Elseneda9c112020-05-11 04:40:25 -070030 const size_t padded_input_height = input_height + padding_top + 2 /* padding_bottom */;
31 const size_t output_height = padded_input_height - 5 + 1;
32
Erich Elsen38709a62019-11-08 11:58:45 -080033 const float params_max = params->scalar.max;
34 const float params_min = params->scalar.min;
35
Erich Elseneda9c112020-05-11 04:40:25 -070036 const size_t input_width_decrement_single = input_width * input_tuple_stride;
Erich Elsen4e5db3d2020-05-07 08:57:47 -070037 const size_t input_width_increment_single = input_width_stride - input_width_decrement_single;;
Erich Elseneda9c112020-05-11 04:40:25 -070038 const size_t output_width_increment_single = output_width_stride - (input_width - 1) * output_tuple_stride;
Erich Elsen38709a62019-11-08 11:58:45 -080039
Erich Elsen4e5db3d2020-05-07 08:57:47 -070040 const float* i0 = zero;
41 const float* i1 = zero;;
42 const float* i2 = input;
Erich Elsen38709a62019-11-08 11:58:45 -080043 const float* i3 = (const float*) ((uintptr_t) i2 + input_width_stride);
44 const float* i4 = (const float*) ((uintptr_t) i3 + input_width_stride);
Erich Elseneda9c112020-05-11 04:40:25 -070045 if (input_height <= 2) {
Erich Elsen4e5db3d2020-05-07 08:57:47 -070046 i4 = zero;
47 }
Erich Elseneda9c112020-05-11 04:40:25 -070048 if (input_height == 1) {
49 i3 = zero;
50 }
Erich Elsen38709a62019-11-08 11:58:45 -080051
52 float* output0 = output;
53
54 // this almost certainly will use too many scalar registers
55 // hope the compiler is good at spilling...
56 const float vw0 = weights[0];
57 const float vw1 = weights[1];
58 const float vw2 = weights[2];
59 const float vw3 = weights[3];
60 const float vw4 = weights[4];
61 const float vw5 = weights[5];
62 const float vw6 = weights[6];
63 const float vw7 = weights[7];
64 const float vw8 = weights[8];
65 const float vw9 = weights[9];
66 const float vw10 = weights[10];
67 const float vw11 = weights[11];
68 const float vw12 = weights[12];
69 const float vw13 = weights[13];
70 const float vw14 = weights[14];
71 const float vw15 = weights[15];
72 const float vw16 = weights[16];
73 const float vw17 = weights[17];
74 const float vw18 = weights[18];
75 const float vw19 = weights[19];
76 const float vw20 = weights[20];
77 const float vw21 = weights[21];
78 const float vw22 = weights[22];
79 const float vw23 = weights[23];
80 const float vw24 = weights[24];
81 const float vw25 = weights[25];
82
Erich Elseneda9c112020-05-11 04:40:25 -070083 size_t m = output_height;
Erich Elsen38709a62019-11-08 11:58:45 -080084 do {
85 float vi0x0 = 0.0f;
86 float vi1x0 = 0.0f;
87 float vi2x0 = 0.0f;
88 float vi3x0 = 0.0f;
89 float vi4x0 = 0.0f;
90 float vi0x1 = 0.0f;
91 float vi1x1 = 0.0f;
92 float vi2x1 = 0.0f;
93 float vi3x1 = 0.0f;
94 float vi4x1 = 0.0f;
95 float vi0x2 = *i0; i0 = (const float*) ((uintptr_t) i0 + input_tuple_stride);
96 float vi1x2 = *i1; i1 = (const float*) ((uintptr_t) i1 + input_tuple_stride);
97 float vi2x2 = *i2; i2 = (const float*) ((uintptr_t) i2 + input_tuple_stride);
98 float vi3x2 = *i3; i3 = (const float*) ((uintptr_t) i3 + input_tuple_stride);
99 float vi4x2 = *i4; i4 = (const float*) ((uintptr_t) i4 + input_tuple_stride);
100
101 float vi0x3;
102 float vi1x3;
103 float vi2x3;
104 float vi3x3;
105 float vi4x3;
Erich Elseneda9c112020-05-11 04:40:25 -0700106 if XNN_LIKELY(input_width > 1) {
Erich Elsen38709a62019-11-08 11:58:45 -0800107 vi0x3 = *i0; i0 = (const float*) ((uintptr_t) i0 + input_tuple_stride);
108 vi1x3 = *i1; i1 = (const float*) ((uintptr_t) i1 + input_tuple_stride);
109 vi2x3 = *i2; i2 = (const float*) ((uintptr_t) i2 + input_tuple_stride);
110 vi3x3 = *i3; i3 = (const float*) ((uintptr_t) i3 + input_tuple_stride);
111 vi4x3 = *i4; i4 = (const float*) ((uintptr_t) i4 + input_tuple_stride);
112 }
113
Erich Elseneda9c112020-05-11 04:40:25 -0700114 size_t k = input_width;
Erich Elsen38709a62019-11-08 11:58:45 -0800115 for (; k > 2; k -= 1) {
116 const float vi0x4 = *i0; i0 = (const float*) ((uintptr_t) i0 + input_tuple_stride);
117 const float vi1x4 = *i1; i1 = (const float*) ((uintptr_t) i1 + input_tuple_stride);
118 const float vi2x4 = *i2; i2 = (const float*) ((uintptr_t) i2 + input_tuple_stride);
119 const float vi3x4 = *i3; i3 = (const float*) ((uintptr_t) i3 + input_tuple_stride);
120 const float vi4x4 = *i4; i4 = (const float*) ((uintptr_t) i4 + input_tuple_stride);
121
122 const float vrow0_accum = vw1 * vi0x0 + vw2 * vi0x1 + vw3 * vi0x2 + vw4 * vi0x3 + vw5 * vi0x4;
123 vi0x0 = vi0x1;
124 vi0x1 = vi0x2;
125 vi0x2 = vi0x3;
126 vi0x3 = vi0x4;
127 const float vrow1_accum = vw6 * vi1x0 + vw7 * vi1x1 + vw8 * vi1x2 + vw9 * vi1x3 + vw10 * vi1x4;
128 vi1x0 = vi1x1;
129 vi1x1 = vi1x2;
130 vi1x2 = vi1x3;
131 vi1x3 = vi1x4;
132 const float vrow2_accum = vw11 * vi2x0 + vw12 * vi2x1 + vw13 * vi2x2 + vw14 * vi2x3 + vw15 * vi2x4;
133 vi2x0 = vi2x1;
134 vi2x1 = vi2x2;
135 vi2x2 = vi2x3;
136 vi2x3 = vi2x4;
137 const float vrow3_accum = vw16 * vi3x0 + vw17 * vi3x1 + vw18 * vi3x2 + vw19 * vi3x3 + vw20 * vi3x4;
138 vi3x0 = vi3x1;
139 vi3x1 = vi3x2;
140 vi3x2 = vi3x3;
141 vi3x3 = vi3x4;
142 const float vrow4_accum = vw21 * vi4x0 + vw22 * vi4x1 + vw23 * vi4x2 + vw24 * vi4x3 + vw25 * vi4x4;
143 vi4x0 = vi4x1;
144 vi4x1 = vi4x2;
145 vi4x2 = vi4x3;
146 vi4x3 = vi4x4;
147
148 float voutput = (vw0 + vrow0_accum) + (vrow1_accum + vrow2_accum) + (vrow3_accum + vrow4_accum);
149
150 voutput = math_max_f32(voutput, params_min);
151 voutput = math_min_f32(voutput, params_max);
152
153 *output0 = voutput; output0 = (float*) ((uintptr_t) output0 + output_tuple_stride);
154 }
155 if XNN_LIKELY(k > 1) {
156 const float vrow0_accum = vw1 * vi0x0 + vw2 * vi0x1 + vw3 * vi0x2 + vw4 * vi0x3;
157 vi0x0 = vi0x1;
158 vi0x1 = vi0x2;
159 vi0x2 = vi0x3;
160 const float vrow1_accum = vw6 * vi1x0 + vw7 * vi1x1 + vw8 * vi1x2 + vw9 * vi1x3;
161 vi1x0 = vi1x1;
162 vi1x1 = vi1x2;
163 vi1x2 = vi1x3;
164 const float vrow2_accum = vw11 * vi2x0 + vw12 * vi2x1 + vw13 * vi2x2 + vw14 * vi2x3;
165 vi2x0 = vi2x1;
166 vi2x1 = vi2x2;
167 vi2x2 = vi2x3;
168 const float vrow3_accum = vw16 * vi3x0 + vw17 * vi3x1 + vw18 * vi3x2 + vw19 * vi3x3;
169 vi3x0 = vi3x1;
170 vi3x1 = vi3x2;
171 vi3x2 = vi3x3;
172 const float vrow4_accum = vw21 * vi4x0 + vw22 * vi4x1 + vw23 * vi4x2 + vw24 * vi4x3;
173 vi4x0 = vi4x1;
174 vi4x1 = vi4x2;
175 vi4x2 = vi4x3;
176
177 float voutput = (vw0 + vrow0_accum) + (vrow1_accum + vrow2_accum) + (vrow3_accum + vrow4_accum);
178
179 voutput = math_max_f32(voutput, params_min);
180 voutput = math_min_f32(voutput, params_max);
181
182 *output0 = voutput; output0 = (float*) ((uintptr_t) output0 + output_tuple_stride);
183 k -= 1;
184 }
185 assert(k == 1);
186 {
187 const float vrow0_accum = vw1 * vi0x0 + vw2 * vi0x1 + vw3 * vi0x2;
188 const float vrow1_accum = vw6 * vi1x0 + vw7 * vi1x1 + vw8 * vi1x2;
189 const float vrow2_accum = vw11 * vi2x0 + vw12 * vi2x1 + vw13 * vi2x2;
190 const float vrow3_accum = vw16 * vi3x0 + vw17 * vi3x1 + vw18 * vi3x2;
191 const float vrow4_accum = vw21 * vi4x0 + vw22 * vi4x1 + vw23 * vi4x2;
192
193 float voutput = (vw0 + vrow0_accum) + (vrow1_accum + vrow2_accum) + (vrow3_accum + vrow4_accum);
194
195 voutput = math_max_f32(voutput, params_min);
196 voutput = math_min_f32(voutput, params_max);
197
198 *output0 = voutput;;
199 }
200
Erich Elsen4e5db3d2020-05-07 08:57:47 -0700201 i0 = (const float*) ((uintptr_t) i1 - input_width_decrement_single);
202 i1 = (const float*) ((uintptr_t) i2 - input_width_decrement_single);
Erich Elsen38709a62019-11-08 11:58:45 -0800203 i2 = (const float*) ((uintptr_t) i2 + input_width_increment_single);
204 i3 = (const float*) ((uintptr_t) i3 + input_width_increment_single);
205 i4 = (const float*) ((uintptr_t) i4 + input_width_increment_single);
206 output0 = (float*) ((uintptr_t) output0 + output_width_increment_single);
207 m -= 1;
Erich Elseneda9c112020-05-11 04:40:25 -0700208 if (m <= 2) {
Erich Elsen4e5db3d2020-05-07 08:57:47 -0700209 i4 = zero;
Erich Elseneda9c112020-05-11 04:40:25 -0700210 }
211 if (m == 1) {
212 i3 = zero;
Erich Elsen4e5db3d2020-05-07 08:57:47 -0700213 }
Erich Elsen38709a62019-11-08 11:58:45 -0800214 } while (m > 0);
215}