1 // Auto-generated file. Do not edit!
2 // Template: src/qs8-dwconv/unipass-neon-mul8.c.in
3 // Generator: tools/xngen
4 //
5 // Copyright 2020 Google LLC
6 //
7 // This source code is licensed under the BSD-style license found in the
8 // LICENSE file in the root directory of this source tree.
9
10 #include <assert.h>
11
12 #include <arm_neon.h>
13
14 #include <xnnpack/dwconv.h>
15
16
xnn_qc8_dwconv_minmax_fp32_ukernel_up16x9__neon_mla8_ld64(size_t channels,size_t output_width,const int8_t ** input,const void * weights,int8_t * output,size_t input_stride,size_t output_increment,size_t input_offset,const int8_t * zero,const union xnn_qc8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS (1)])17 void xnn_qc8_dwconv_minmax_fp32_ukernel_up16x9__neon_mla8_ld64(
18 size_t channels,
19 size_t output_width,
20 const int8_t** input,
21 const void* weights,
22 int8_t* output,
23 size_t input_stride,
24 size_t output_increment,
25 size_t input_offset,
26 const int8_t* zero,
27 const union xnn_qc8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
28 {
29 assert(channels != 0);
30 assert(output_width != 0);
31
32 const float32x4_t vmagic_bias = vld1q_dup_f32(¶ms->fp32_neon.magic_bias);
33 const int32x4_t vmagic_bias_less_output_zero_point = vld1q_dup_s32(¶ms->fp32_neon.magic_bias_less_output_zero_point);
34 const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neon.output_min);
35 const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neon.output_max);
36 do {
37 const int8_t* i0 = input[0];
38 assert(i0 != NULL);
39 if XNN_UNPREDICTABLE(i0 != zero) {
40 i0 = (const int8_t*) ((uintptr_t) i0 + input_offset);
41 }
42 const int8_t* i1 = input[1];
43 assert(i1 != NULL);
44 if XNN_UNPREDICTABLE(i1 != zero) {
45 i1 = (const int8_t*) ((uintptr_t) i1 + input_offset);
46 }
47 const int8_t* i2 = input[2];
48 assert(i2 != NULL);
49 if XNN_UNPREDICTABLE(i2 != zero) {
50 i2 = (const int8_t*) ((uintptr_t) i2 + input_offset);
51 }
52 const int8_t* i3 = input[3];
53 assert(i3 != NULL);
54 if XNN_UNPREDICTABLE(i3 != zero) {
55 i3 = (const int8_t*) ((uintptr_t) i3 + input_offset);
56 }
57 const int8_t* i4 = input[4];
58 assert(i4 != NULL);
59 if XNN_UNPREDICTABLE(i4 != zero) {
60 i4 = (const int8_t*) ((uintptr_t) i4 + input_offset);
61 }
62 const int8_t* i5 = input[5];
63 assert(i5 != NULL);
64 if XNN_UNPREDICTABLE(i5 != zero) {
65 i5 = (const int8_t*) ((uintptr_t) i5 + input_offset);
66 }
67 const int8_t* i6 = input[6];
68 assert(i6 != NULL);
69 if XNN_UNPREDICTABLE(i6 != zero) {
70 i6 = (const int8_t*) ((uintptr_t) i6 + input_offset);
71 }
72 const int8_t* i7 = input[7];
73 assert(i7 != NULL);
74 if XNN_UNPREDICTABLE(i7 != zero) {
75 i7 = (const int8_t*) ((uintptr_t) i7 + input_offset);
76 }
77 const int8_t* i8 = input[8];
78 assert(i8 != NULL);
79 if XNN_UNPREDICTABLE(i8 != zero) {
80 i8 = (const int8_t*) ((uintptr_t) i8 + input_offset);
81 }
82 input = (const int8_t**) ((uintptr_t) input + input_stride);
83
84 size_t c = channels;
85 const void* w = weights;
86 for (; c >= 16; c -= 16) {
87 int32x4_t vacc0123 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
88 int32x4_t vacc4567 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
89 int32x4_t vacc89AB = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
90 int32x4_t vaccCDEF = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
91
92 const int8x8_t vi0x01234567 = vld1_s8(i0); i0 += 8;
93 const int8x8_t vk0x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
94 const int8x8_t vi0x89ABCDEF = vld1_s8(i0); i0 += 8;
95 const int8x8_t vk0x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
96
97 int16x8_t vprod01234567 = vmull_s8(vi0x01234567, vk0x01234567);
98 int16x8_t vprod89ABCDEF = vmull_s8(vi0x89ABCDEF, vk0x89ABCDEF);
99
100 const int8x8_t vi1x01234567 = vld1_s8(i1); i1 += 8;
101 const int8x8_t vk1x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
102 const int8x8_t vi1x89ABCDEF = vld1_s8(i1); i1 += 8;
103 const int8x8_t vk1x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
104
105 vprod01234567 = vmlal_s8(vprod01234567, vi1x01234567, vk1x01234567);
106 vprod89ABCDEF = vmlal_s8(vprod89ABCDEF, vi1x89ABCDEF, vk1x89ABCDEF);
107
108 vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
109 vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
110 vacc89AB = vaddw_s16(vacc89AB, vget_low_s16(vprod89ABCDEF));
111 vaccCDEF = vaddw_s16(vaccCDEF, vget_high_s16(vprod89ABCDEF));
112 const int8x8_t vi2x01234567 = vld1_s8(i2); i2 += 8;
113 const int8x8_t vk2x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
114 const int8x8_t vi2x89ABCDEF = vld1_s8(i2); i2 += 8;
115 const int8x8_t vk2x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
116
117 vprod01234567 = vmull_s8(vi2x01234567, vk2x01234567);
118 vprod89ABCDEF = vmull_s8(vi2x89ABCDEF, vk2x89ABCDEF);
119
120 const int8x8_t vi3x01234567 = vld1_s8(i3); i3 += 8;
121 const int8x8_t vk3x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
122 const int8x8_t vi3x89ABCDEF = vld1_s8(i3); i3 += 8;
123 const int8x8_t vk3x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
124
125 vprod01234567 = vmlal_s8(vprod01234567, vi3x01234567, vk3x01234567);
126 vprod89ABCDEF = vmlal_s8(vprod89ABCDEF, vi3x89ABCDEF, vk3x89ABCDEF);
127
128 vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
129 vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
130 vacc89AB = vaddw_s16(vacc89AB, vget_low_s16(vprod89ABCDEF));
131 vaccCDEF = vaddw_s16(vaccCDEF, vget_high_s16(vprod89ABCDEF));
132 const int8x8_t vi4x01234567 = vld1_s8(i4); i4 += 8;
133 const int8x8_t vk4x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
134 const int8x8_t vi4x89ABCDEF = vld1_s8(i4); i4 += 8;
135 const int8x8_t vk4x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
136
137 vprod01234567 = vmull_s8(vi4x01234567, vk4x01234567);
138 vprod89ABCDEF = vmull_s8(vi4x89ABCDEF, vk4x89ABCDEF);
139
140 const int8x8_t vi5x01234567 = vld1_s8(i5); i5 += 8;
141 const int8x8_t vk5x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
142 const int8x8_t vi5x89ABCDEF = vld1_s8(i5); i5 += 8;
143 const int8x8_t vk5x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
144
145 vprod01234567 = vmlal_s8(vprod01234567, vi5x01234567, vk5x01234567);
146 vprod89ABCDEF = vmlal_s8(vprod89ABCDEF, vi5x89ABCDEF, vk5x89ABCDEF);
147
148 vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
149 vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
150 vacc89AB = vaddw_s16(vacc89AB, vget_low_s16(vprod89ABCDEF));
151 vaccCDEF = vaddw_s16(vaccCDEF, vget_high_s16(vprod89ABCDEF));
152 const int8x8_t vi6x01234567 = vld1_s8(i6); i6 += 8;
153 const int8x8_t vk6x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
154 const int8x8_t vi6x89ABCDEF = vld1_s8(i6); i6 += 8;
155 const int8x8_t vk6x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
156
157 vprod01234567 = vmull_s8(vi6x01234567, vk6x01234567);
158 vprod89ABCDEF = vmull_s8(vi6x89ABCDEF, vk6x89ABCDEF);
159
160 const int8x8_t vi7x01234567 = vld1_s8(i7); i7 += 8;
161 const int8x8_t vk7x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
162 const int8x8_t vi7x89ABCDEF = vld1_s8(i7); i7 += 8;
163 const int8x8_t vk7x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
164
165 vprod01234567 = vmlal_s8(vprod01234567, vi7x01234567, vk7x01234567);
166 vprod89ABCDEF = vmlal_s8(vprod89ABCDEF, vi7x89ABCDEF, vk7x89ABCDEF);
167
168 vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
169 vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
170 vacc89AB = vaddw_s16(vacc89AB, vget_low_s16(vprod89ABCDEF));
171 vaccCDEF = vaddw_s16(vaccCDEF, vget_high_s16(vprod89ABCDEF));
172 const int8x8_t vi8x01234567 = vld1_s8(i8); i8 += 8;
173 const int8x8_t vk8x01234567 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
174 const int8x8_t vi8x89ABCDEF = vld1_s8(i8); i8 += 8;
175 const int8x8_t vk8x89ABCDEF = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8);
176
177 vprod01234567 = vmull_s8(vi8x01234567, vk8x01234567);
178 vprod89ABCDEF = vmull_s8(vi8x89ABCDEF, vk8x89ABCDEF);
179
180 vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
181 vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
182 vacc89AB = vaddw_s16(vacc89AB, vget_low_s16(vprod89ABCDEF));
183 vaccCDEF = vaddw_s16(vaccCDEF, vget_high_s16(vprod89ABCDEF));
184
185 float32x4_t vfpacc0123 = vcvtq_f32_s32(vacc0123);
186 float32x4_t vfpacc4567 = vcvtq_f32_s32(vacc4567);
187 float32x4_t vfpacc89AB = vcvtq_f32_s32(vacc89AB);
188 float32x4_t vfpaccCDEF = vcvtq_f32_s32(vaccCDEF);
189
190 const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
191 const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
192 const float32x4_t vscale89AB = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
193 const float32x4_t vscaleCDEF = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
194
195 vfpacc0123 = vmulq_f32(vfpacc0123, vscale0123);
196 vfpacc4567 = vmulq_f32(vfpacc4567, vscale4567);
197 vfpacc89AB = vmulq_f32(vfpacc89AB, vscale89AB);
198 vfpaccCDEF = vmulq_f32(vfpaccCDEF, vscaleCDEF);
199
200 vacc0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0123, vmagic_bias));
201 vacc4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc4567, vmagic_bias));
202 vacc89AB = vreinterpretq_s32_f32(vaddq_f32(vfpacc89AB, vmagic_bias));
203 vaccCDEF = vreinterpretq_s32_f32(vaddq_f32(vfpaccCDEF, vmagic_bias));
204
205 vacc0123 = vqsubq_s32(vacc0123, vmagic_bias_less_output_zero_point);
206 vacc4567 = vqsubq_s32(vacc4567, vmagic_bias_less_output_zero_point);
207 vacc89AB = vqsubq_s32(vacc89AB, vmagic_bias_less_output_zero_point);
208 vaccCDEF = vqsubq_s32(vaccCDEF, vmagic_bias_less_output_zero_point);
209
210 #if XNN_ARCH_ARM64
211 int16x8_t vacc01234567 = vqmovn_high_s32(vqmovn_s32(vacc0123), vacc4567);
212 int16x8_t vacc89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc89AB), vaccCDEF);
213
214
215 int8x16_t vout0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc01234567), vacc89ABCDEF);
216 #else // !XNN_ARCH_ARM64
217 int16x8_t vacc01234567 = vcombine_s16(vqmovn_s32(vacc0123), vqmovn_s32(vacc4567));
218 int16x8_t vacc89ABCDEF = vcombine_s16(vqmovn_s32(vacc89AB), vqmovn_s32(vaccCDEF));
219
220
221 int8x16_t vout0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc01234567), vqmovn_s16(vacc89ABCDEF));
222 #endif // !XNN_ARCH_ARM64
223
224 vout0123456789ABCDEF = vmaxq_s8(vout0123456789ABCDEF, voutput_min);
225
226 vout0123456789ABCDEF = vminq_s8(vout0123456789ABCDEF, voutput_max);
227
228 vst1q_s8(output, vout0123456789ABCDEF); output += 16;
229 }
230 if XNN_UNLIKELY(c != 0) {
231 const int8_t* k = (const int8_t*) ((const int32_t*) w + 16);
232 do {
233 int32x4_t vacc0123 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
234 int32x4_t vacc4567 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
235
236 const int8x8_t vi0x01234567 = vld1_s8(i0); i0 += 8;
237 const int8x8_t vk0x01234567 = vld1_s8(k); k += 8;
238
239 int16x8_t vprod01234567 = vmull_s8(vi0x01234567, vk0x01234567);
240
241 const int8x8_t vi1x01234567 = vld1_s8(i1); i1 += 8;
242 const int8x8_t vk1x01234567 = vld1_s8((const void*) (k + 8));
243
244 vprod01234567 = vmlal_s8(vprod01234567, vi1x01234567, vk1x01234567);
245
246 vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
247 vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
248 const int8x8_t vi2x01234567 = vld1_s8(i2); i2 += 8;
249 const int8x8_t vk2x01234567 = vld1_s8((const void*) (k + 24));
250
251 vprod01234567 = vmull_s8(vi2x01234567, vk2x01234567);
252
253 const int8x8_t vi3x01234567 = vld1_s8(i3); i3 += 8;
254 const int8x8_t vk3x01234567 = vld1_s8((const void*) (k + 40));
255
256 vprod01234567 = vmlal_s8(vprod01234567, vi3x01234567, vk3x01234567);
257
258 vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
259 vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
260 const int8x8_t vi4x01234567 = vld1_s8(i4); i4 += 8;
261 const int8x8_t vk4x01234567 = vld1_s8((const void*) (k + 56));
262
263 vprod01234567 = vmull_s8(vi4x01234567, vk4x01234567);
264
265 const int8x8_t vi5x01234567 = vld1_s8(i5); i5 += 8;
266 const int8x8_t vk5x01234567 = vld1_s8((const void*) (k + 72));
267
268 vprod01234567 = vmlal_s8(vprod01234567, vi5x01234567, vk5x01234567);
269
270 vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
271 vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
272 const int8x8_t vi6x01234567 = vld1_s8(i6); i6 += 8;
273 const int8x8_t vk6x01234567 = vld1_s8((const void*) (k + 88));
274
275 vprod01234567 = vmull_s8(vi6x01234567, vk6x01234567);
276
277 const int8x8_t vi7x01234567 = vld1_s8(i7); i7 += 8;
278 const int8x8_t vk7x01234567 = vld1_s8((const void*) (k + 104));
279
280 vprod01234567 = vmlal_s8(vprod01234567, vi7x01234567, vk7x01234567);
281
282 vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
283 vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
284 const int8x8_t vi8x01234567 = vld1_s8(i8); i8 += 8;
285 const int8x8_t vk8x01234567 = vld1_s8((const void*) (k + 120));
286
287 vprod01234567 = vmull_s8(vi8x01234567, vk8x01234567);
288
289 vacc0123 = vaddw_s16(vacc0123, vget_low_s16(vprod01234567));
290 vacc4567 = vaddw_s16(vacc4567, vget_high_s16(vprod01234567));
291
292 float32x4_t vfpacc0123 = vcvtq_f32_s32(vacc0123);
293 float32x4_t vfpacc4567 = vcvtq_f32_s32(vacc4567);
294
295 const float32x4_t vscale0123 = vld1q_f32((const float*) ((uintptr_t) w + 8 * sizeof(int32_t) + 144 * sizeof(int8_t)));
296 const float32x4_t vscale4567 = vld1q_f32((const float*) ((uintptr_t) w + 8 * sizeof(int32_t) + 144 * sizeof(int8_t) + 4 * sizeof(float)));
297 vfpacc0123 = vmulq_f32(vfpacc0123, vscale0123);
298 vfpacc4567 = vmulq_f32(vfpacc4567, vscale4567);
299
300 vacc0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0123, vmagic_bias));
301 vacc4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc4567, vmagic_bias));
302
303 vacc0123 = vqsubq_s32(vacc0123, vmagic_bias_less_output_zero_point);
304 vacc4567 = vqsubq_s32(vacc4567, vmagic_bias_less_output_zero_point);
305
306 #if XNN_ARCH_ARM64
307 int16x8_t vacc01234567 = vqmovn_high_s32(vqmovn_s32(vacc0123), vacc4567);
308 #else
309 int16x8_t vacc01234567 = vcombine_s16(vqmovn_s32(vacc0123), vqmovn_s32(vacc4567));
310 #endif
311
312 int8x8_t vout01234567 = vqmovn_s16(vacc01234567);
313 vout01234567 = vmax_s8(vout01234567, vget_low_s8(voutput_min));
314 vout01234567 = vmin_s8(vout01234567, vget_low_s8(voutput_max));
315
316 if XNN_LIKELY(c >= 8) {
317 vst1_s8(output, vout01234567); output += 8;
318 c -= 8;
319 } else {
320 if (c & 4) {
321 vst1_lane_u32((void*) output, vreinterpret_u32_s8(vout01234567), 0); output += 4;
322 vout01234567 = vext_s8(vout01234567, vout01234567, 4);
323 }
324 if (c & 2) {
325 vst1_lane_u16((void*) output, vreinterpret_u16_s8(vout01234567), 0); output += 2;
326 vout01234567 = vext_s8(vout01234567, vout01234567, 2);
327 }
328 if (c & 1) {
329 vst1_lane_s8(output, vout01234567, 0); output += 1;
330 }
331 c = 0;
332 }
333 } while (c != 0);
334 }
335
336 output = (int8_t*) ((uintptr_t) output + output_increment);
337 } while (--output_width != 0);
338 }
339