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_1x8c4__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_1x8c4__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 <= 1);
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 % (1 * 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
46*4bdc9457SAndroid Build Coastguard Worker const uint8x8_t va_zero_point = vld1_dup_u8(¶ms->rndnu_neon.kernel_zero_point[0]);
47*4bdc9457SAndroid Build Coastguard Worker
48*4bdc9457SAndroid Build Coastguard Worker do {
49*4bdc9457SAndroid Build Coastguard Worker // Initialize accumulators with bias. 8 bias values are loaded from the
50*4bdc9457SAndroid Build Coastguard Worker // weight matrix, at the start of the group of 8 columns.
51*4bdc9457SAndroid Build Coastguard Worker uint32x4_t vpacc0x0123 = vld1q_u32(w); w = (const void*) ((const uint32_t*) w + 4);
52*4bdc9457SAndroid Build Coastguard Worker uint32x4_t vpacc0x4567 = vld1q_u32(w); w = (const void*) ((const uint32_t*) w + 4);
53*4bdc9457SAndroid Build Coastguard Worker uint32x2_t vnacc0 = vmov_n_u32(0);
54*4bdc9457SAndroid Build Coastguard Worker
55*4bdc9457SAndroid Build Coastguard Worker size_t p = ks;
56*4bdc9457SAndroid Build Coastguard Worker do {
57*4bdc9457SAndroid Build Coastguard Worker const uint8_t* restrict a0 = a[0];
58*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(a0 != zero) {
59*4bdc9457SAndroid Build Coastguard Worker a0 = (const uint8_t*) ((uintptr_t) a0 + a_offset);
60*4bdc9457SAndroid Build Coastguard Worker }
61*4bdc9457SAndroid Build Coastguard Worker a += 1;
62*4bdc9457SAndroid Build Coastguard Worker
63*4bdc9457SAndroid Build Coastguard Worker // Inner accumulation loop along the 8 columns.
64*4bdc9457SAndroid Build Coastguard Worker size_t k = kc;
65*4bdc9457SAndroid Build Coastguard Worker // 2x partial unrolled loop to load 8 bytes at a time.
66*4bdc9457SAndroid Build Coastguard Worker while (k >= 8 * sizeof(uint8_t)) {
67*4bdc9457SAndroid Build Coastguard Worker // Load a 1x8 block of activations.
68*4bdc9457SAndroid Build Coastguard Worker const uint8x8_t va0x01234567 = vld1_u8(a0); a0 += 8;
69*4bdc9457SAndroid Build Coastguard Worker
70*4bdc9457SAndroid Build Coastguard Worker // Load a 8x8 block of weights.
71*4bdc9457SAndroid Build Coastguard Worker const uint8x16_t vb0123x0123 = vld1q_u8(w); w = (const void*) ((const uint8_t*) w + 16);
72*4bdc9457SAndroid Build Coastguard Worker const uint8x16_t vb0123x4567 = vld1q_u8(w); w = (const void*) ((const uint8_t*) w + 16);
73*4bdc9457SAndroid Build Coastguard Worker const uint8x16_t vb4567x0123 = vld1q_u8(w); w = (const void*) ((const uint8_t*) w + 16);
74*4bdc9457SAndroid Build Coastguard Worker const uint8x16_t vb4567x4567 = vld1q_u8(w); w = (const void*) ((const uint8_t*) w + 16);
75*4bdc9457SAndroid Build Coastguard Worker
76*4bdc9457SAndroid Build Coastguard Worker // Multiply-accumulate: 1x8 * 8x8 --> 1x8.
77*4bdc9457SAndroid Build Coastguard Worker vnacc0 = vdot_u32(vnacc0, va_zero_point, va0x01234567);
78*4bdc9457SAndroid Build Coastguard Worker vpacc0x0123 = vdotq_lane_u32(vpacc0x0123, vb0123x0123, va0x01234567, 0);
79*4bdc9457SAndroid Build Coastguard Worker vpacc0x4567 = vdotq_lane_u32(vpacc0x4567, vb0123x4567, va0x01234567, 0);
80*4bdc9457SAndroid Build Coastguard Worker vpacc0x0123 = vdotq_lane_u32(vpacc0x0123, vb4567x0123, va0x01234567, 1);
81*4bdc9457SAndroid Build Coastguard Worker vpacc0x4567 = vdotq_lane_u32(vpacc0x4567, vb4567x4567, va0x01234567, 1);
82*4bdc9457SAndroid Build Coastguard Worker
83*4bdc9457SAndroid Build Coastguard Worker k -= 8 * sizeof(uint8_t);
84*4bdc9457SAndroid Build Coastguard Worker }
85*4bdc9457SAndroid Build Coastguard Worker // Handle up to 4 final positions of `k`
86*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(k != 0) {
87*4bdc9457SAndroid Build Coastguard Worker // Load a 1x4 block of activations.
88*4bdc9457SAndroid Build Coastguard Worker const uint8x8_t va0x01234567 = vreinterpret_u8_u32(vld1_lane_u32((const void*) a0, vmov_n_u32(0), 0)); a0 += 4;
89*4bdc9457SAndroid Build Coastguard Worker
90*4bdc9457SAndroid Build Coastguard Worker // Load a 4x8 block of weights.
91*4bdc9457SAndroid Build Coastguard Worker const uint8x16_t vb0123x0123 = vld1q_u8(w); w = (const void*) ((const uint8_t*) w + 16);
92*4bdc9457SAndroid Build Coastguard Worker const uint8x16_t vb0123x4567 = vld1q_u8(w); w = (const void*) ((const uint8_t*) w + 16);
93*4bdc9457SAndroid Build Coastguard Worker
94*4bdc9457SAndroid Build Coastguard Worker // Multiply-accumulate: 1x4 * 4x8 --> 1x8.
95*4bdc9457SAndroid Build Coastguard Worker vnacc0 = vdot_u32(vnacc0, va_zero_point, va0x01234567);
96*4bdc9457SAndroid Build Coastguard Worker vpacc0x0123 = vdotq_lane_u32(vpacc0x0123, vb0123x0123, va0x01234567, 0);
97*4bdc9457SAndroid Build Coastguard Worker vpacc0x4567 = vdotq_lane_u32(vpacc0x4567, vb0123x4567, va0x01234567, 0);
98*4bdc9457SAndroid Build Coastguard Worker }
99*4bdc9457SAndroid Build Coastguard Worker p -= 1 * sizeof(void*);
100*4bdc9457SAndroid Build Coastguard Worker } while (p != 0);
101*4bdc9457SAndroid Build Coastguard Worker
102*4bdc9457SAndroid Build Coastguard Worker // Subtract zero point from accumulators.
103*4bdc9457SAndroid Build Coastguard Worker vnacc0 = vpadd_u32(vnacc0, vnacc0);
104*4bdc9457SAndroid Build Coastguard Worker const uint32x4_t vnacc0x0123 = vcombine_u32(vnacc0, vnacc0);
105*4bdc9457SAndroid Build Coastguard Worker int32x4_t vacc0x0123 = vreinterpretq_s32_u32(vsubq_u32(vpacc0x0123, vnacc0x0123));
106*4bdc9457SAndroid Build Coastguard Worker int32x4_t vacc0x4567 = vreinterpretq_s32_u32(vsubq_u32(vpacc0x4567, vnacc0x0123));
107*4bdc9457SAndroid Build Coastguard Worker
108*4bdc9457SAndroid Build Coastguard Worker const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_pre_shift);
109*4bdc9457SAndroid Build Coastguard Worker const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier);
110*4bdc9457SAndroid Build Coastguard Worker const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.right_post_shift);
111*4bdc9457SAndroid Build Coastguard Worker
112*4bdc9457SAndroid Build Coastguard Worker vacc0x0123 = vshlq_s32(vacc0x0123, vright_pre_shift);
113*4bdc9457SAndroid Build Coastguard Worker vacc0x4567 = vshlq_s32(vacc0x4567, vright_pre_shift);
114*4bdc9457SAndroid Build Coastguard Worker
115*4bdc9457SAndroid Build Coastguard Worker vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
116*4bdc9457SAndroid Build Coastguard Worker vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
117*4bdc9457SAndroid Build Coastguard Worker
118*4bdc9457SAndroid Build Coastguard Worker vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
119*4bdc9457SAndroid Build Coastguard Worker vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
120*4bdc9457SAndroid Build Coastguard Worker
121*4bdc9457SAndroid Build Coastguard Worker const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point);
122*4bdc9457SAndroid Build Coastguard Worker #if XNN_ARCH_ARM64
123*4bdc9457SAndroid Build Coastguard Worker const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
124*4bdc9457SAndroid Build Coastguard Worker
125*4bdc9457SAndroid Build Coastguard Worker uint8x8_t vout0x01234567 = vqmovun_s16(vacc0x01234567);
126*4bdc9457SAndroid Build Coastguard Worker #else
127*4bdc9457SAndroid Build Coastguard Worker const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
128*4bdc9457SAndroid Build Coastguard Worker
129*4bdc9457SAndroid Build Coastguard Worker uint8x8_t vout0x01234567 = vqmovun_s16(vacc0x01234567);
130*4bdc9457SAndroid Build Coastguard Worker #endif
131*4bdc9457SAndroid Build Coastguard Worker const uint8x8_t voutput_min = vld1_dup_u8(¶ms->rndnu_neon.output_min);
132*4bdc9457SAndroid Build Coastguard Worker const uint8x8_t voutput_max = vld1_dup_u8(¶ms->rndnu_neon.output_max);
133*4bdc9457SAndroid Build Coastguard Worker
134*4bdc9457SAndroid Build Coastguard Worker vout0x01234567 = vmax_u8(vout0x01234567, voutput_min);
135*4bdc9457SAndroid Build Coastguard Worker
136*4bdc9457SAndroid Build Coastguard Worker vout0x01234567 = vmin_u8(vout0x01234567, voutput_max);
137*4bdc9457SAndroid Build Coastguard Worker
138*4bdc9457SAndroid Build Coastguard Worker if (nc >= 8) {
139*4bdc9457SAndroid Build Coastguard Worker vst1_u8(c0 + 0, vout0x01234567);
140*4bdc9457SAndroid Build Coastguard Worker
141*4bdc9457SAndroid Build Coastguard Worker c0 = (uint8_t*) ((uintptr_t) c0 + cn_stride);
142*4bdc9457SAndroid Build Coastguard Worker
143*4bdc9457SAndroid Build Coastguard Worker a = (const uint8_t**restrict) ((uintptr_t) a - ks);
144*4bdc9457SAndroid Build Coastguard Worker
145*4bdc9457SAndroid Build Coastguard Worker nc -= 8;
146*4bdc9457SAndroid Build Coastguard Worker } else {
147*4bdc9457SAndroid Build Coastguard Worker if (nc & 4) {
148*4bdc9457SAndroid Build Coastguard Worker vst1_lane_u32((void*) c0, vreinterpret_u32_u8(vout0x01234567), 0); c0 += 4;
149*4bdc9457SAndroid Build Coastguard Worker vout0x01234567 = vext_u8(vout0x01234567, vout0x01234567, 4);
150*4bdc9457SAndroid Build Coastguard Worker }
151*4bdc9457SAndroid Build Coastguard Worker if (nc & 2) {
152*4bdc9457SAndroid Build Coastguard Worker vst1_lane_u16((void*) c0, vreinterpret_u16_u8(vout0x01234567), 0); c0 += 2;
153*4bdc9457SAndroid Build Coastguard Worker vout0x01234567 = vext_u8(vout0x01234567, vout0x01234567, 2);
154*4bdc9457SAndroid Build Coastguard Worker }
155*4bdc9457SAndroid Build Coastguard Worker if (nc & 1) {
156*4bdc9457SAndroid Build Coastguard Worker vst1_lane_u8(c0, vout0x01234567, 0);
157*4bdc9457SAndroid Build Coastguard Worker }
158*4bdc9457SAndroid Build Coastguard Worker
159*4bdc9457SAndroid Build Coastguard Worker nc = 0;
160*4bdc9457SAndroid Build Coastguard Worker }
161*4bdc9457SAndroid Build Coastguard Worker } while (nc != 0);
162*4bdc9457SAndroid Build Coastguard Worker }
163