1*4bdc9457SAndroid Build Coastguard Worker // Auto-generated file. Do not edit!
2*4bdc9457SAndroid Build Coastguard Worker // Template: src/qu8-igemm/c4-neondot.c.in
3*4bdc9457SAndroid Build Coastguard Worker // Generator: tools/xngen
4*4bdc9457SAndroid Build Coastguard Worker //
5*4bdc9457SAndroid Build Coastguard Worker // Copyright 2020 Google LLC
6*4bdc9457SAndroid Build Coastguard Worker //
7*4bdc9457SAndroid Build Coastguard Worker // This source code is licensed under the BSD-style license found in the
8*4bdc9457SAndroid Build Coastguard Worker // LICENSE file in the root directory of this source tree.
9*4bdc9457SAndroid Build Coastguard Worker
10*4bdc9457SAndroid Build Coastguard Worker #include <assert.h>
11*4bdc9457SAndroid Build Coastguard Worker
12*4bdc9457SAndroid Build Coastguard Worker #include <arm_neon.h>
13*4bdc9457SAndroid Build Coastguard Worker
14*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack/igemm.h>
15*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack/math.h>
16*4bdc9457SAndroid Build Coastguard Worker
17*4bdc9457SAndroid Build Coastguard Worker
xnn_qu8_igemm_minmax_rndnu_ukernel_2x8c4__neondot(size_t mr,size_t nc,size_t kc,size_t ks,const uint8_t ** restrict a,const void * restrict w,uint8_t * restrict c,size_t cm_stride,size_t cn_stride,size_t a_offset,const uint8_t * zero,const union xnn_qu8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS (1)])18*4bdc9457SAndroid Build Coastguard Worker void xnn_qu8_igemm_minmax_rndnu_ukernel_2x8c4__neondot(
19*4bdc9457SAndroid Build Coastguard Worker size_t mr,
20*4bdc9457SAndroid Build Coastguard Worker size_t nc,
21*4bdc9457SAndroid Build Coastguard Worker size_t kc,
22*4bdc9457SAndroid Build Coastguard Worker size_t ks,
23*4bdc9457SAndroid Build Coastguard Worker const uint8_t** restrict a,
24*4bdc9457SAndroid Build Coastguard Worker const void* restrict w,
25*4bdc9457SAndroid Build Coastguard Worker uint8_t* restrict c,
26*4bdc9457SAndroid Build Coastguard Worker size_t cm_stride,
27*4bdc9457SAndroid Build Coastguard Worker size_t cn_stride,
28*4bdc9457SAndroid Build Coastguard Worker size_t a_offset,
29*4bdc9457SAndroid Build Coastguard Worker const uint8_t* zero,
30*4bdc9457SAndroid Build Coastguard Worker const union xnn_qu8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
31*4bdc9457SAndroid Build Coastguard Worker {
32*4bdc9457SAndroid Build Coastguard Worker assert(mr != 0);
33*4bdc9457SAndroid Build Coastguard Worker assert(mr <= 2);
34*4bdc9457SAndroid Build Coastguard Worker assert(nc != 0);
35*4bdc9457SAndroid Build Coastguard Worker assert(kc != 0);
36*4bdc9457SAndroid Build Coastguard Worker assert(ks != 0);
37*4bdc9457SAndroid Build Coastguard Worker assert(ks % (2 * sizeof(void*)) == 0);
38*4bdc9457SAndroid Build Coastguard Worker assert(a_offset % sizeof(uint8_t) == 0);
39*4bdc9457SAndroid Build Coastguard Worker assert(a != NULL);
40*4bdc9457SAndroid Build Coastguard Worker assert(w != NULL);
41*4bdc9457SAndroid Build Coastguard Worker assert(c != NULL);
42*4bdc9457SAndroid Build Coastguard Worker
43*4bdc9457SAndroid Build Coastguard Worker kc = round_up_po2(kc, 4 * sizeof(uint8_t));
44*4bdc9457SAndroid Build Coastguard Worker uint8_t* c0 = c;
45*4bdc9457SAndroid Build Coastguard Worker uint8_t* c1 = (uint8_t*) ((uintptr_t) c0 + cm_stride);
46*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(mr != 2) {
47*4bdc9457SAndroid Build Coastguard Worker c1 = c0;
48*4bdc9457SAndroid Build Coastguard Worker }
49*4bdc9457SAndroid Build Coastguard Worker
50*4bdc9457SAndroid Build Coastguard Worker const uint8x8_t va_zero_point = vld1_dup_u8(¶ms->rndnu_neon.kernel_zero_point[0]);
51*4bdc9457SAndroid Build Coastguard Worker
52*4bdc9457SAndroid Build Coastguard Worker do {
53*4bdc9457SAndroid Build Coastguard Worker // Initialize accumulators with bias. 8 bias values are loaded from the
54*4bdc9457SAndroid Build Coastguard Worker // weight matrix, at the start of the group of 8 columns.
55*4bdc9457SAndroid Build Coastguard Worker uint32x4_t vpacc0x0123 = vld1q_u32(w); w = (const void*) ((const uint32_t*) w + 4);
56*4bdc9457SAndroid Build Coastguard Worker uint32x4_t vpacc0x4567 = vld1q_u32(w); w = (const void*) ((const uint32_t*) w + 4);
57*4bdc9457SAndroid Build Coastguard Worker uint32x4_t vpacc1x0123 = vpacc0x0123;
58*4bdc9457SAndroid Build Coastguard Worker uint32x4_t vpacc1x4567 = vpacc0x4567;
59*4bdc9457SAndroid Build Coastguard Worker uint32x2_t vnacc0 = vmov_n_u32(0);
60*4bdc9457SAndroid Build Coastguard Worker uint32x2_t vnacc1 = vmov_n_u32(0);
61*4bdc9457SAndroid Build Coastguard Worker
62*4bdc9457SAndroid Build Coastguard Worker size_t p = ks;
63*4bdc9457SAndroid Build Coastguard Worker do {
64*4bdc9457SAndroid Build Coastguard Worker const uint8_t* restrict a0 = a[0];
65*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(a0 != zero) {
66*4bdc9457SAndroid Build Coastguard Worker a0 = (const uint8_t*) ((uintptr_t) a0 + a_offset);
67*4bdc9457SAndroid Build Coastguard Worker }
68*4bdc9457SAndroid Build Coastguard Worker const uint8_t* restrict a1 = a[1];
69*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(a1 != zero) {
70*4bdc9457SAndroid Build Coastguard Worker a1 = (const uint8_t*) ((uintptr_t) a1 + a_offset);
71*4bdc9457SAndroid Build Coastguard Worker }
72*4bdc9457SAndroid Build Coastguard Worker a += 2;
73*4bdc9457SAndroid Build Coastguard Worker
74*4bdc9457SAndroid Build Coastguard Worker // Inner accumulation loop along the 8 columns.
75*4bdc9457SAndroid Build Coastguard Worker size_t k = kc;
76*4bdc9457SAndroid Build Coastguard Worker // 2x partial unrolled loop to load 8 bytes at a time.
77*4bdc9457SAndroid Build Coastguard Worker while (k >= 8 * sizeof(uint8_t)) {
78*4bdc9457SAndroid Build Coastguard Worker // Load a 2x8 block of activations.
79*4bdc9457SAndroid Build Coastguard Worker const uint8x8_t va0x01234567 = vld1_u8(a0); a0 += 8;
80*4bdc9457SAndroid Build Coastguard Worker const uint8x8_t va1x01234567 = vld1_u8(a1); a1 += 8;
81*4bdc9457SAndroid Build Coastguard Worker
82*4bdc9457SAndroid Build Coastguard Worker // Load a 8x8 block of weights.
83*4bdc9457SAndroid Build Coastguard Worker const uint8x16_t vb0123x0123 = vld1q_u8(w); w = (const void*) ((const uint8_t*) w + 16);
84*4bdc9457SAndroid Build Coastguard Worker const uint8x16_t vb0123x4567 = vld1q_u8(w); w = (const void*) ((const uint8_t*) w + 16);
85*4bdc9457SAndroid Build Coastguard Worker const uint8x16_t vb4567x0123 = vld1q_u8(w); w = (const void*) ((const uint8_t*) w + 16);
86*4bdc9457SAndroid Build Coastguard Worker const uint8x16_t vb4567x4567 = vld1q_u8(w); w = (const void*) ((const uint8_t*) w + 16);
87*4bdc9457SAndroid Build Coastguard Worker
88*4bdc9457SAndroid Build Coastguard Worker // Multiply-accumulate: 2x8 * 8x8 --> 2x8.
89*4bdc9457SAndroid Build Coastguard Worker vnacc0 = vdot_u32(vnacc0, va_zero_point, va0x01234567);
90*4bdc9457SAndroid Build Coastguard Worker vpacc0x0123 = vdotq_lane_u32(vpacc0x0123, vb0123x0123, va0x01234567, 0);
91*4bdc9457SAndroid Build Coastguard Worker vpacc0x4567 = vdotq_lane_u32(vpacc0x4567, vb0123x4567, va0x01234567, 0);
92*4bdc9457SAndroid Build Coastguard Worker vpacc0x0123 = vdotq_lane_u32(vpacc0x0123, vb4567x0123, va0x01234567, 1);
93*4bdc9457SAndroid Build Coastguard Worker vpacc0x4567 = vdotq_lane_u32(vpacc0x4567, vb4567x4567, va0x01234567, 1);
94*4bdc9457SAndroid Build Coastguard Worker vnacc1 = vdot_u32(vnacc1, va_zero_point, va1x01234567);
95*4bdc9457SAndroid Build Coastguard Worker vpacc1x0123 = vdotq_lane_u32(vpacc1x0123, vb0123x0123, va1x01234567, 0);
96*4bdc9457SAndroid Build Coastguard Worker vpacc1x4567 = vdotq_lane_u32(vpacc1x4567, vb0123x4567, va1x01234567, 0);
97*4bdc9457SAndroid Build Coastguard Worker vpacc1x0123 = vdotq_lane_u32(vpacc1x0123, vb4567x0123, va1x01234567, 1);
98*4bdc9457SAndroid Build Coastguard Worker vpacc1x4567 = vdotq_lane_u32(vpacc1x4567, vb4567x4567, va1x01234567, 1);
99*4bdc9457SAndroid Build Coastguard Worker
100*4bdc9457SAndroid Build Coastguard Worker k -= 8 * sizeof(uint8_t);
101*4bdc9457SAndroid Build Coastguard Worker }
102*4bdc9457SAndroid Build Coastguard Worker // Handle up to 4 final positions of `k`
103*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(k != 0) {
104*4bdc9457SAndroid Build Coastguard Worker // Load a 2x4 block of activations.
105*4bdc9457SAndroid Build Coastguard Worker const uint8x8_t va0x01234567 = vreinterpret_u8_u32(vld1_lane_u32((const void*) a0, vmov_n_u32(0), 0)); a0 += 4;
106*4bdc9457SAndroid Build Coastguard Worker const uint8x8_t va1x01234567 = vreinterpret_u8_u32(vld1_lane_u32((const void*) a1, vmov_n_u32(0), 0)); a1 += 4;
107*4bdc9457SAndroid Build Coastguard Worker
108*4bdc9457SAndroid Build Coastguard Worker // Load a 4x8 block of weights.
109*4bdc9457SAndroid Build Coastguard Worker const uint8x16_t vb0123x0123 = vld1q_u8(w); w = (const void*) ((const uint8_t*) w + 16);
110*4bdc9457SAndroid Build Coastguard Worker const uint8x16_t vb0123x4567 = vld1q_u8(w); w = (const void*) ((const uint8_t*) w + 16);
111*4bdc9457SAndroid Build Coastguard Worker
112*4bdc9457SAndroid Build Coastguard Worker // Multiply-accumulate: 2x4 * 4x8 --> 2x8.
113*4bdc9457SAndroid Build Coastguard Worker vnacc0 = vdot_u32(vnacc0, va_zero_point, va0x01234567);
114*4bdc9457SAndroid Build Coastguard Worker vpacc0x0123 = vdotq_lane_u32(vpacc0x0123, vb0123x0123, va0x01234567, 0);
115*4bdc9457SAndroid Build Coastguard Worker vpacc0x4567 = vdotq_lane_u32(vpacc0x4567, vb0123x4567, va0x01234567, 0);
116*4bdc9457SAndroid Build Coastguard Worker vnacc1 = vdot_u32(vnacc1, va_zero_point, va1x01234567);
117*4bdc9457SAndroid Build Coastguard Worker vpacc1x0123 = vdotq_lane_u32(vpacc1x0123, vb0123x0123, va1x01234567, 0);
118*4bdc9457SAndroid Build Coastguard Worker vpacc1x4567 = vdotq_lane_u32(vpacc1x4567, vb0123x4567, va1x01234567, 0);
119*4bdc9457SAndroid Build Coastguard Worker }
120*4bdc9457SAndroid Build Coastguard Worker p -= 2 * sizeof(void*);
121*4bdc9457SAndroid Build Coastguard Worker } while (p != 0);
122*4bdc9457SAndroid Build Coastguard Worker
123*4bdc9457SAndroid Build Coastguard Worker // Subtract zero point from accumulators.
124*4bdc9457SAndroid Build Coastguard Worker vnacc0 = vpadd_u32(vnacc0, vnacc0);
125*4bdc9457SAndroid Build Coastguard Worker const uint32x4_t vnacc0x0123 = vcombine_u32(vnacc0, vnacc0);
126*4bdc9457SAndroid Build Coastguard Worker int32x4_t vacc0x0123 = vreinterpretq_s32_u32(vsubq_u32(vpacc0x0123, vnacc0x0123));
127*4bdc9457SAndroid Build Coastguard Worker int32x4_t vacc0x4567 = vreinterpretq_s32_u32(vsubq_u32(vpacc0x4567, vnacc0x0123));
128*4bdc9457SAndroid Build Coastguard Worker vnacc1 = vpadd_u32(vnacc1, vnacc1);
129*4bdc9457SAndroid Build Coastguard Worker const uint32x4_t vnacc1x0123 = vcombine_u32(vnacc1, vnacc1);
130*4bdc9457SAndroid Build Coastguard Worker int32x4_t vacc1x0123 = vreinterpretq_s32_u32(vsubq_u32(vpacc1x0123, vnacc1x0123));
131*4bdc9457SAndroid Build Coastguard Worker int32x4_t vacc1x4567 = vreinterpretq_s32_u32(vsubq_u32(vpacc1x4567, vnacc1x0123));
132*4bdc9457SAndroid Build Coastguard Worker
133*4bdc9457SAndroid Build Coastguard Worker const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
134*4bdc9457SAndroid Build Coastguard Worker const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
135*4bdc9457SAndroid Build Coastguard Worker const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
136*4bdc9457SAndroid Build Coastguard Worker
137*4bdc9457SAndroid Build Coastguard Worker vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
138*4bdc9457SAndroid Build Coastguard Worker vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
139*4bdc9457SAndroid Build Coastguard Worker vacc1x0123 = vshlq_s32(vacc1x0123, vright_pre_shift);
140*4bdc9457SAndroid Build Coastguard Worker vacc1x4567 = vshlq_s32(vacc1x4567, vright_pre_shift);
141*4bdc9457SAndroid Build Coastguard Worker
142*4bdc9457SAndroid Build Coastguard Worker vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
143*4bdc9457SAndroid Build Coastguard Worker vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
144*4bdc9457SAndroid Build Coastguard Worker vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
145*4bdc9457SAndroid Build Coastguard Worker vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
146*4bdc9457SAndroid Build Coastguard Worker
147*4bdc9457SAndroid Build Coastguard Worker vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
148*4bdc9457SAndroid Build Coastguard Worker vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
149*4bdc9457SAndroid Build Coastguard Worker vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
150*4bdc9457SAndroid Build Coastguard Worker vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
151*4bdc9457SAndroid Build Coastguard Worker
152*4bdc9457SAndroid Build Coastguard Worker const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
153*4bdc9457SAndroid Build Coastguard Worker #if XNN_ARCH_ARM64
154*4bdc9457SAndroid Build Coastguard Worker const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
155*4bdc9457SAndroid Build Coastguard Worker const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
156*4bdc9457SAndroid Build Coastguard Worker
157*4bdc9457SAndroid Build Coastguard Worker uint8x16_t vout0x01234567_1x01234567 = vqmovun_high_s16(vqmovun_s16(vacc0x01234567), vacc1x01234567);
158*4bdc9457SAndroid Build Coastguard Worker #else
159*4bdc9457SAndroid Build Coastguard Worker const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
160*4bdc9457SAndroid Build Coastguard Worker const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
161*4bdc9457SAndroid Build Coastguard Worker
162*4bdc9457SAndroid Build Coastguard Worker uint8x16_t vout0x01234567_1x01234567 = vcombine_u8(vqmovun_s16(vacc0x01234567), vqmovun_s16(vacc1x01234567));
163*4bdc9457SAndroid Build Coastguard Worker #endif
164*4bdc9457SAndroid Build Coastguard Worker const uint8x16_t voutput_min = vld1q_dup_u8(¶ms->rndnu_neon.output_min);
165*4bdc9457SAndroid Build Coastguard Worker const uint8x16_t voutput_max = vld1q_dup_u8(¶ms->rndnu_neon.output_max);
166*4bdc9457SAndroid Build Coastguard Worker
167*4bdc9457SAndroid Build Coastguard Worker vout0x01234567_1x01234567 = vmaxq_u8(vout0x01234567_1x01234567, voutput_min);
168*4bdc9457SAndroid Build Coastguard Worker
169*4bdc9457SAndroid Build Coastguard Worker vout0x01234567_1x01234567 = vminq_u8(vout0x01234567_1x01234567, voutput_max);
170*4bdc9457SAndroid Build Coastguard Worker
171*4bdc9457SAndroid Build Coastguard Worker if (nc >= 8) {
172*4bdc9457SAndroid Build Coastguard Worker vst1_u8(c1 + 0, vget_high_u8(vout0x01234567_1x01234567));
173*4bdc9457SAndroid Build Coastguard Worker vst1_u8(c0 + 0, vget_low_u8(vout0x01234567_1x01234567));
174*4bdc9457SAndroid Build Coastguard Worker
175*4bdc9457SAndroid Build Coastguard Worker c1 = (uint8_t*) ((uintptr_t) c1 + cn_stride);
176*4bdc9457SAndroid Build Coastguard Worker c0 = (uint8_t*) ((uintptr_t) c0 + cn_stride);
177*4bdc9457SAndroid Build Coastguard Worker
178*4bdc9457SAndroid Build Coastguard Worker a = (const uint8_t**restrict) ((uintptr_t) a - ks);
179*4bdc9457SAndroid Build Coastguard Worker
180*4bdc9457SAndroid Build Coastguard Worker nc -= 8;
181*4bdc9457SAndroid Build Coastguard Worker } else {
182*4bdc9457SAndroid Build Coastguard Worker if (nc & 4) {
183*4bdc9457SAndroid Build Coastguard Worker vst1q_lane_u32((void*) c1, vreinterpretq_u32_u8(vout0x01234567_1x01234567), 2); c1 += 4;
184*4bdc9457SAndroid Build Coastguard Worker vst1q_lane_u32((void*) c0, vreinterpretq_u32_u8(vout0x01234567_1x01234567), 0); c0 += 4;
185*4bdc9457SAndroid Build Coastguard Worker vout0x01234567_1x01234567 = vextq_u8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
186*4bdc9457SAndroid Build Coastguard Worker }
187*4bdc9457SAndroid Build Coastguard Worker if (nc & 2) {
188*4bdc9457SAndroid Build Coastguard Worker vst1q_lane_u16((void*) c1, vreinterpretq_u16_u8(vout0x01234567_1x01234567), 4); c1 += 2;
189*4bdc9457SAndroid Build Coastguard Worker vst1q_lane_u16((void*) c0, vreinterpretq_u16_u8(vout0x01234567_1x01234567), 0); c0 += 2;
190*4bdc9457SAndroid Build Coastguard Worker vout0x01234567_1x01234567 = vextq_u8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
191*4bdc9457SAndroid Build Coastguard Worker }
192*4bdc9457SAndroid Build Coastguard Worker if (nc & 1) {
193*4bdc9457SAndroid Build Coastguard Worker vst1q_lane_u8(c1, vout0x01234567_1x01234567, 8);
194*4bdc9457SAndroid Build Coastguard Worker vst1q_lane_u8(c0, vout0x01234567_1x01234567, 0);
195*4bdc9457SAndroid Build Coastguard Worker }
196*4bdc9457SAndroid Build Coastguard Worker
197*4bdc9457SAndroid Build Coastguard Worker nc = 0;
198*4bdc9457SAndroid Build Coastguard Worker }
199*4bdc9457SAndroid Build Coastguard Worker } while (nc != 0);
200*4bdc9457SAndroid Build Coastguard Worker }
201