1*4bdc9457SAndroid Build Coastguard Worker // Auto-generated file. Do not edit!
2*4bdc9457SAndroid Build Coastguard Worker // Template: src/qs8-gemm/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/gemm.h>
15*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack/intrinsics-polyfill.h>
16*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack/math.h>
17*4bdc9457SAndroid Build Coastguard Worker
18*4bdc9457SAndroid Build Coastguard Worker
xnn_qc8_gemm_minmax_fp32_ukernel_1x16c4__neondot(size_t mr,size_t nc,size_t kc,const int8_t * restrict a,size_t a_stride,const void * restrict w,int8_t * restrict c,size_t cm_stride,size_t cn_stride,const union xnn_qc8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS (1)])19*4bdc9457SAndroid Build Coastguard Worker void xnn_qc8_gemm_minmax_fp32_ukernel_1x16c4__neondot(
20*4bdc9457SAndroid Build Coastguard Worker size_t mr,
21*4bdc9457SAndroid Build Coastguard Worker size_t nc,
22*4bdc9457SAndroid Build Coastguard Worker size_t kc,
23*4bdc9457SAndroid Build Coastguard Worker const int8_t* restrict a,
24*4bdc9457SAndroid Build Coastguard Worker size_t a_stride,
25*4bdc9457SAndroid Build Coastguard Worker const void* restrict w,
26*4bdc9457SAndroid Build Coastguard Worker int8_t* restrict c,
27*4bdc9457SAndroid Build Coastguard Worker size_t cm_stride,
28*4bdc9457SAndroid Build Coastguard Worker size_t cn_stride,
29*4bdc9457SAndroid Build Coastguard Worker const union xnn_qc8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
30*4bdc9457SAndroid Build Coastguard Worker {
31*4bdc9457SAndroid Build Coastguard Worker assert(mr != 0);
32*4bdc9457SAndroid Build Coastguard Worker assert(mr <= 1);
33*4bdc9457SAndroid Build Coastguard Worker assert(nc != 0);
34*4bdc9457SAndroid Build Coastguard Worker assert(kc != 0);
35*4bdc9457SAndroid Build Coastguard Worker assert(kc % sizeof(int8_t) == 0);
36*4bdc9457SAndroid Build Coastguard Worker assert(a != NULL);
37*4bdc9457SAndroid Build Coastguard Worker assert(w != NULL);
38*4bdc9457SAndroid Build Coastguard Worker assert(c != NULL);
39*4bdc9457SAndroid Build Coastguard Worker
40*4bdc9457SAndroid Build Coastguard Worker kc = round_up_po2(kc, 4 * sizeof(int8_t));
41*4bdc9457SAndroid Build Coastguard Worker const int8_t* a0 = a;
42*4bdc9457SAndroid Build Coastguard Worker int8_t* c0 = c;
43*4bdc9457SAndroid Build Coastguard Worker
44*4bdc9457SAndroid Build Coastguard Worker // Loop over groups of 16 columns.
45*4bdc9457SAndroid Build Coastguard Worker do {
46*4bdc9457SAndroid Build Coastguard Worker // Initialize accumulators with bias. 16 bias values are loaded from the
47*4bdc9457SAndroid Build Coastguard Worker // weight matrix, at the start of the group of 16 columns.
48*4bdc9457SAndroid Build Coastguard Worker int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
49*4bdc9457SAndroid Build Coastguard Worker int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
50*4bdc9457SAndroid Build Coastguard Worker int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
51*4bdc9457SAndroid Build Coastguard Worker int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
52*4bdc9457SAndroid Build Coastguard Worker
53*4bdc9457SAndroid Build Coastguard Worker // Inner accumulation loop along the 16 columns.
54*4bdc9457SAndroid Build Coastguard Worker size_t k = kc;
55*4bdc9457SAndroid Build Coastguard Worker // 2x partial unrolled loop to load 8 bytes at a time.
56*4bdc9457SAndroid Build Coastguard Worker while (k >= 8 * sizeof(int8_t)) {
57*4bdc9457SAndroid Build Coastguard Worker // Load a 1x8 block of activations.
58*4bdc9457SAndroid Build Coastguard Worker const int8x8_t va0x01234567 = vld1_s8(a0); a0 += 8;
59*4bdc9457SAndroid Build Coastguard Worker
60*4bdc9457SAndroid Build Coastguard Worker // Load a 8x16 block of weights.
61*4bdc9457SAndroid Build Coastguard Worker const int8x16_t vb0123x0123 = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
62*4bdc9457SAndroid Build Coastguard Worker const int8x16_t vb0123x4567 = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
63*4bdc9457SAndroid Build Coastguard Worker const int8x16_t vb0123x89AB = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
64*4bdc9457SAndroid Build Coastguard Worker const int8x16_t vb0123xCDEF = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
65*4bdc9457SAndroid Build Coastguard Worker const int8x16_t vb4567x0123 = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
66*4bdc9457SAndroid Build Coastguard Worker const int8x16_t vb4567x4567 = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
67*4bdc9457SAndroid Build Coastguard Worker const int8x16_t vb4567x89AB = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
68*4bdc9457SAndroid Build Coastguard Worker const int8x16_t vb4567xCDEF = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
69*4bdc9457SAndroid Build Coastguard Worker
70*4bdc9457SAndroid Build Coastguard Worker // Multiply-accumulate: 1x8 * 8x16 --> 1x16.
71*4bdc9457SAndroid Build Coastguard Worker vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb0123x0123, va0x01234567, 0);
72*4bdc9457SAndroid Build Coastguard Worker vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb0123x4567, va0x01234567, 0);
73*4bdc9457SAndroid Build Coastguard Worker vacc0x89AB = vdotq_lane_s32(vacc0x89AB, vb0123x89AB, va0x01234567, 0);
74*4bdc9457SAndroid Build Coastguard Worker vacc0xCDEF = vdotq_lane_s32(vacc0xCDEF, vb0123xCDEF, va0x01234567, 0);
75*4bdc9457SAndroid Build Coastguard Worker vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb4567x0123, va0x01234567, 1);
76*4bdc9457SAndroid Build Coastguard Worker vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb4567x4567, va0x01234567, 1);
77*4bdc9457SAndroid Build Coastguard Worker vacc0x89AB = vdotq_lane_s32(vacc0x89AB, vb4567x89AB, va0x01234567, 1);
78*4bdc9457SAndroid Build Coastguard Worker vacc0xCDEF = vdotq_lane_s32(vacc0xCDEF, vb4567xCDEF, va0x01234567, 1);
79*4bdc9457SAndroid Build Coastguard Worker
80*4bdc9457SAndroid Build Coastguard Worker k -= 8 * sizeof(int8_t);
81*4bdc9457SAndroid Build Coastguard Worker }
82*4bdc9457SAndroid Build Coastguard Worker // Handle up to 4 final positions of `k`
83*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(k != 0) {
84*4bdc9457SAndroid Build Coastguard Worker // Load a 1x4 block of activations.
85*4bdc9457SAndroid Build Coastguard Worker const int8x8_t va0x01234567 = vld1_s8(a0); a0 += 4;
86*4bdc9457SAndroid Build Coastguard Worker
87*4bdc9457SAndroid Build Coastguard Worker // Load a 4x16 block of weights.
88*4bdc9457SAndroid Build Coastguard Worker const int8x16_t vb0123x0123 = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
89*4bdc9457SAndroid Build Coastguard Worker const int8x16_t vb0123x4567 = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
90*4bdc9457SAndroid Build Coastguard Worker const int8x16_t vb0123x89AB = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
91*4bdc9457SAndroid Build Coastguard Worker const int8x16_t vb0123xCDEF = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
92*4bdc9457SAndroid Build Coastguard Worker
93*4bdc9457SAndroid Build Coastguard Worker // Multiply-accumulate: 1x4 * 4x16 --> 1x16.
94*4bdc9457SAndroid Build Coastguard Worker vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb0123x0123, va0x01234567, 0);
95*4bdc9457SAndroid Build Coastguard Worker vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb0123x4567, va0x01234567, 0);
96*4bdc9457SAndroid Build Coastguard Worker vacc0x89AB = vdotq_lane_s32(vacc0x89AB, vb0123x89AB, va0x01234567, 0);
97*4bdc9457SAndroid Build Coastguard Worker vacc0xCDEF = vdotq_lane_s32(vacc0xCDEF, vb0123xCDEF, va0x01234567, 0);
98*4bdc9457SAndroid Build Coastguard Worker }
99*4bdc9457SAndroid Build Coastguard Worker
100*4bdc9457SAndroid Build Coastguard Worker float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
101*4bdc9457SAndroid Build Coastguard Worker float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
102*4bdc9457SAndroid Build Coastguard Worker float32x4_t vfpacc0x89AB = vcvtq_f32_s32(vacc0x89AB);
103*4bdc9457SAndroid Build Coastguard Worker float32x4_t vfpacc0xCDEF = vcvtq_f32_s32(vacc0xCDEF);
104*4bdc9457SAndroid Build Coastguard Worker
105*4bdc9457SAndroid Build Coastguard Worker const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
106*4bdc9457SAndroid Build Coastguard Worker vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
107*4bdc9457SAndroid Build Coastguard Worker const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
108*4bdc9457SAndroid Build Coastguard Worker vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
109*4bdc9457SAndroid Build Coastguard Worker const float32x4_t vscale89AB = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
110*4bdc9457SAndroid Build Coastguard Worker vfpacc0x89AB = vmulq_f32(vfpacc0x89AB, vscale89AB);
111*4bdc9457SAndroid Build Coastguard Worker const float32x4_t vscaleCDEF = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
112*4bdc9457SAndroid Build Coastguard Worker vfpacc0xCDEF = vmulq_f32(vfpacc0xCDEF, vscaleCDEF);
113*4bdc9457SAndroid Build Coastguard Worker
114*4bdc9457SAndroid Build Coastguard Worker vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
115*4bdc9457SAndroid Build Coastguard Worker vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
116*4bdc9457SAndroid Build Coastguard Worker vacc0x89AB = vcvtnq_s32_f32(vfpacc0x89AB);
117*4bdc9457SAndroid Build Coastguard Worker vacc0xCDEF = vcvtnq_s32_f32(vfpacc0xCDEF);
118*4bdc9457SAndroid Build Coastguard Worker
119*4bdc9457SAndroid Build Coastguard Worker const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->fp32_neonv8.output_zero_point);
120*4bdc9457SAndroid Build Coastguard Worker #if XNN_ARCH_ARM64
121*4bdc9457SAndroid Build Coastguard Worker const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
122*4bdc9457SAndroid Build Coastguard Worker const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
123*4bdc9457SAndroid Build Coastguard Worker
124*4bdc9457SAndroid Build Coastguard Worker int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
125*4bdc9457SAndroid Build Coastguard Worker #else
126*4bdc9457SAndroid Build Coastguard Worker const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
127*4bdc9457SAndroid Build Coastguard Worker const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
128*4bdc9457SAndroid Build Coastguard Worker
129*4bdc9457SAndroid Build Coastguard Worker int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
130*4bdc9457SAndroid Build Coastguard Worker #endif
131*4bdc9457SAndroid Build Coastguard Worker const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neonv8.output_min);
132*4bdc9457SAndroid Build Coastguard Worker const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neonv8.output_max);
133*4bdc9457SAndroid Build Coastguard Worker
134*4bdc9457SAndroid Build Coastguard Worker vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
135*4bdc9457SAndroid Build Coastguard Worker
136*4bdc9457SAndroid Build Coastguard Worker vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
137*4bdc9457SAndroid Build Coastguard Worker
138*4bdc9457SAndroid Build Coastguard Worker if (nc >= 16) {
139*4bdc9457SAndroid Build Coastguard Worker // Main case where there the 16 columns fit in the destination.
140*4bdc9457SAndroid Build Coastguard Worker vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
141*4bdc9457SAndroid Build Coastguard Worker
142*4bdc9457SAndroid Build Coastguard Worker // Advance to the next 16 columns.
143*4bdc9457SAndroid Build Coastguard Worker c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
144*4bdc9457SAndroid Build Coastguard Worker
145*4bdc9457SAndroid Build Coastguard Worker a0 = (const int8_t*) ((uintptr_t) a0 - kc);
146*4bdc9457SAndroid Build Coastguard Worker
147*4bdc9457SAndroid Build Coastguard Worker nc -= 16;
148*4bdc9457SAndroid Build Coastguard Worker } else {
149*4bdc9457SAndroid Build Coastguard Worker // Final case where not all of the 16 columns fit in the destination.
150*4bdc9457SAndroid Build Coastguard Worker int8x8_t vout0x01234567 = vget_low_s8(vout0x0123456789ABCDEF);
151*4bdc9457SAndroid Build Coastguard Worker if (nc & 8) {
152*4bdc9457SAndroid Build Coastguard Worker vst1_s8(c0, vout0x01234567); c0 += 8;
153*4bdc9457SAndroid Build Coastguard Worker vout0x01234567 = vget_high_s8(vout0x0123456789ABCDEF);
154*4bdc9457SAndroid Build Coastguard Worker }
155*4bdc9457SAndroid Build Coastguard Worker if (nc & 4) {
156*4bdc9457SAndroid Build Coastguard Worker vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4;
157*4bdc9457SAndroid Build Coastguard Worker vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4);
158*4bdc9457SAndroid Build Coastguard Worker }
159*4bdc9457SAndroid Build Coastguard Worker if (nc & 2) {
160*4bdc9457SAndroid Build Coastguard Worker vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2;
161*4bdc9457SAndroid Build Coastguard Worker vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2);
162*4bdc9457SAndroid Build Coastguard Worker }
163*4bdc9457SAndroid Build Coastguard Worker if (nc & 1) {
164*4bdc9457SAndroid Build Coastguard Worker vst1_lane_s8(c0, vout0x01234567, 0);
165*4bdc9457SAndroid Build Coastguard Worker }
166*4bdc9457SAndroid Build Coastguard Worker
167*4bdc9457SAndroid Build Coastguard Worker nc = 0;
168*4bdc9457SAndroid Build Coastguard Worker }
169*4bdc9457SAndroid Build Coastguard Worker } while (nc != 0);
170*4bdc9457SAndroid Build Coastguard Worker }
171