xref: /aosp_15_r20/external/XNNPACK/src/qc8-gemm/gen/4x16c4-minmax-fp32-neondot.c (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
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_4x16c4__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_4x16c4__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 <= 4);
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   const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
44*4bdc9457SAndroid Build Coastguard Worker   int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
45*4bdc9457SAndroid Build Coastguard Worker   if XNN_UNPREDICTABLE(mr < 2) {
46*4bdc9457SAndroid Build Coastguard Worker     a1 = a0;
47*4bdc9457SAndroid Build Coastguard Worker     c1 = c0;
48*4bdc9457SAndroid Build Coastguard Worker   }
49*4bdc9457SAndroid Build Coastguard Worker   const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
50*4bdc9457SAndroid Build Coastguard Worker   int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
51*4bdc9457SAndroid Build Coastguard Worker   if XNN_UNPREDICTABLE(mr <= 2) {
52*4bdc9457SAndroid Build Coastguard Worker     a2 = a1;
53*4bdc9457SAndroid Build Coastguard Worker     c2 = c1;
54*4bdc9457SAndroid Build Coastguard Worker   }
55*4bdc9457SAndroid Build Coastguard Worker   const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
56*4bdc9457SAndroid Build Coastguard Worker   int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
57*4bdc9457SAndroid Build Coastguard Worker   if XNN_UNPREDICTABLE(mr != 4) {
58*4bdc9457SAndroid Build Coastguard Worker     a3 = a2;
59*4bdc9457SAndroid Build Coastguard Worker     c3 = c2;
60*4bdc9457SAndroid Build Coastguard Worker   }
61*4bdc9457SAndroid Build Coastguard Worker 
62*4bdc9457SAndroid Build Coastguard Worker   // Loop over groups of 16 columns.
63*4bdc9457SAndroid Build Coastguard Worker   do {
64*4bdc9457SAndroid Build Coastguard Worker     // Initialize accumulators with bias. 16 bias values are loaded from the
65*4bdc9457SAndroid Build Coastguard Worker     // weight matrix, at the start of the group of 16 columns.
66*4bdc9457SAndroid Build Coastguard Worker     int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
67*4bdc9457SAndroid Build Coastguard Worker     int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
68*4bdc9457SAndroid Build Coastguard Worker     int32x4_t vacc0x89AB = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
69*4bdc9457SAndroid Build Coastguard Worker     int32x4_t vacc0xCDEF = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4);
70*4bdc9457SAndroid Build Coastguard Worker     int32x4_t vacc1x0123 = vacc0x0123;
71*4bdc9457SAndroid Build Coastguard Worker     int32x4_t vacc1x4567 = vacc0x4567;
72*4bdc9457SAndroid Build Coastguard Worker     int32x4_t vacc1x89AB = vacc0x89AB;
73*4bdc9457SAndroid Build Coastguard Worker     int32x4_t vacc1xCDEF = vacc0xCDEF;
74*4bdc9457SAndroid Build Coastguard Worker     int32x4_t vacc2x0123 = vacc0x0123;
75*4bdc9457SAndroid Build Coastguard Worker     int32x4_t vacc2x4567 = vacc0x4567;
76*4bdc9457SAndroid Build Coastguard Worker     int32x4_t vacc2x89AB = vacc0x89AB;
77*4bdc9457SAndroid Build Coastguard Worker     int32x4_t vacc2xCDEF = vacc0xCDEF;
78*4bdc9457SAndroid Build Coastguard Worker     int32x4_t vacc3x0123 = vacc0x0123;
79*4bdc9457SAndroid Build Coastguard Worker     int32x4_t vacc3x4567 = vacc0x4567;
80*4bdc9457SAndroid Build Coastguard Worker     int32x4_t vacc3x89AB = vacc0x89AB;
81*4bdc9457SAndroid Build Coastguard Worker     int32x4_t vacc3xCDEF = vacc0xCDEF;
82*4bdc9457SAndroid Build Coastguard Worker 
83*4bdc9457SAndroid Build Coastguard Worker     // Inner accumulation loop along the 16 columns.
84*4bdc9457SAndroid Build Coastguard Worker     size_t k = kc;
85*4bdc9457SAndroid Build Coastguard Worker     // 2x partial unrolled loop to load 8 bytes at a time.
86*4bdc9457SAndroid Build Coastguard Worker     while (k >= 8 * sizeof(int8_t)) {
87*4bdc9457SAndroid Build Coastguard Worker       // Load a 4x8 block of activations.
88*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va0x01234567 = vld1_s8(a0); a0 += 8;
89*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va1x01234567 = vld1_s8(a1); a1 += 8;
90*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va2x01234567 = vld1_s8(a2); a2 += 8;
91*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va3x01234567 = vld1_s8(a3); a3 += 8;
92*4bdc9457SAndroid Build Coastguard Worker 
93*4bdc9457SAndroid Build Coastguard Worker       // Load a 8x16 block of weights.
94*4bdc9457SAndroid Build Coastguard Worker       const int8x16_t vb0123x0123 = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
95*4bdc9457SAndroid Build Coastguard Worker       const int8x16_t vb0123x4567 = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
96*4bdc9457SAndroid Build Coastguard Worker       const int8x16_t vb0123x89AB = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
97*4bdc9457SAndroid Build Coastguard Worker       const int8x16_t vb0123xCDEF = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
98*4bdc9457SAndroid Build Coastguard Worker       const int8x16_t vb4567x0123 = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
99*4bdc9457SAndroid Build Coastguard Worker       const int8x16_t vb4567x4567 = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
100*4bdc9457SAndroid Build Coastguard Worker       const int8x16_t vb4567x89AB = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
101*4bdc9457SAndroid Build Coastguard Worker       const int8x16_t vb4567xCDEF = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
102*4bdc9457SAndroid Build Coastguard Worker 
103*4bdc9457SAndroid Build Coastguard Worker       // Multiply-accumulate: 4x8 * 8x16 --> 4x16.
104*4bdc9457SAndroid Build Coastguard Worker       vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb0123x0123, va0x01234567, 0);
105*4bdc9457SAndroid Build Coastguard Worker       vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb0123x4567, va0x01234567, 0);
106*4bdc9457SAndroid Build Coastguard Worker       vacc0x89AB = vdotq_lane_s32(vacc0x89AB, vb0123x89AB, va0x01234567, 0);
107*4bdc9457SAndroid Build Coastguard Worker       vacc0xCDEF = vdotq_lane_s32(vacc0xCDEF, vb0123xCDEF, va0x01234567, 0);
108*4bdc9457SAndroid Build Coastguard Worker       vacc1x0123 = vdotq_lane_s32(vacc1x0123, vb0123x0123, va1x01234567, 0);
109*4bdc9457SAndroid Build Coastguard Worker       vacc1x4567 = vdotq_lane_s32(vacc1x4567, vb0123x4567, va1x01234567, 0);
110*4bdc9457SAndroid Build Coastguard Worker       vacc1x89AB = vdotq_lane_s32(vacc1x89AB, vb0123x89AB, va1x01234567, 0);
111*4bdc9457SAndroid Build Coastguard Worker       vacc1xCDEF = vdotq_lane_s32(vacc1xCDEF, vb0123xCDEF, va1x01234567, 0);
112*4bdc9457SAndroid Build Coastguard Worker       vacc2x0123 = vdotq_lane_s32(vacc2x0123, vb0123x0123, va2x01234567, 0);
113*4bdc9457SAndroid Build Coastguard Worker       vacc2x4567 = vdotq_lane_s32(vacc2x4567, vb0123x4567, va2x01234567, 0);
114*4bdc9457SAndroid Build Coastguard Worker       vacc2x89AB = vdotq_lane_s32(vacc2x89AB, vb0123x89AB, va2x01234567, 0);
115*4bdc9457SAndroid Build Coastguard Worker       vacc2xCDEF = vdotq_lane_s32(vacc2xCDEF, vb0123xCDEF, va2x01234567, 0);
116*4bdc9457SAndroid Build Coastguard Worker       vacc3x0123 = vdotq_lane_s32(vacc3x0123, vb0123x0123, va3x01234567, 0);
117*4bdc9457SAndroid Build Coastguard Worker       vacc3x4567 = vdotq_lane_s32(vacc3x4567, vb0123x4567, va3x01234567, 0);
118*4bdc9457SAndroid Build Coastguard Worker       vacc3x89AB = vdotq_lane_s32(vacc3x89AB, vb0123x89AB, va3x01234567, 0);
119*4bdc9457SAndroid Build Coastguard Worker       vacc3xCDEF = vdotq_lane_s32(vacc3xCDEF, vb0123xCDEF, va3x01234567, 0);
120*4bdc9457SAndroid Build Coastguard Worker       vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb4567x0123, va0x01234567, 1);
121*4bdc9457SAndroid Build Coastguard Worker       vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb4567x4567, va0x01234567, 1);
122*4bdc9457SAndroid Build Coastguard Worker       vacc0x89AB = vdotq_lane_s32(vacc0x89AB, vb4567x89AB, va0x01234567, 1);
123*4bdc9457SAndroid Build Coastguard Worker       vacc0xCDEF = vdotq_lane_s32(vacc0xCDEF, vb4567xCDEF, va0x01234567, 1);
124*4bdc9457SAndroid Build Coastguard Worker       vacc1x0123 = vdotq_lane_s32(vacc1x0123, vb4567x0123, va1x01234567, 1);
125*4bdc9457SAndroid Build Coastguard Worker       vacc1x4567 = vdotq_lane_s32(vacc1x4567, vb4567x4567, va1x01234567, 1);
126*4bdc9457SAndroid Build Coastguard Worker       vacc1x89AB = vdotq_lane_s32(vacc1x89AB, vb4567x89AB, va1x01234567, 1);
127*4bdc9457SAndroid Build Coastguard Worker       vacc1xCDEF = vdotq_lane_s32(vacc1xCDEF, vb4567xCDEF, va1x01234567, 1);
128*4bdc9457SAndroid Build Coastguard Worker       vacc2x0123 = vdotq_lane_s32(vacc2x0123, vb4567x0123, va2x01234567, 1);
129*4bdc9457SAndroid Build Coastguard Worker       vacc2x4567 = vdotq_lane_s32(vacc2x4567, vb4567x4567, va2x01234567, 1);
130*4bdc9457SAndroid Build Coastguard Worker       vacc2x89AB = vdotq_lane_s32(vacc2x89AB, vb4567x89AB, va2x01234567, 1);
131*4bdc9457SAndroid Build Coastguard Worker       vacc2xCDEF = vdotq_lane_s32(vacc2xCDEF, vb4567xCDEF, va2x01234567, 1);
132*4bdc9457SAndroid Build Coastguard Worker       vacc3x0123 = vdotq_lane_s32(vacc3x0123, vb4567x0123, va3x01234567, 1);
133*4bdc9457SAndroid Build Coastguard Worker       vacc3x4567 = vdotq_lane_s32(vacc3x4567, vb4567x4567, va3x01234567, 1);
134*4bdc9457SAndroid Build Coastguard Worker       vacc3x89AB = vdotq_lane_s32(vacc3x89AB, vb4567x89AB, va3x01234567, 1);
135*4bdc9457SAndroid Build Coastguard Worker       vacc3xCDEF = vdotq_lane_s32(vacc3xCDEF, vb4567xCDEF, va3x01234567, 1);
136*4bdc9457SAndroid Build Coastguard Worker 
137*4bdc9457SAndroid Build Coastguard Worker       k -= 8 * sizeof(int8_t);
138*4bdc9457SAndroid Build Coastguard Worker     }
139*4bdc9457SAndroid Build Coastguard Worker     // Handle up to 4 final positions of `k`
140*4bdc9457SAndroid Build Coastguard Worker     if XNN_UNLIKELY(k != 0) {
141*4bdc9457SAndroid Build Coastguard Worker       // Load a 4x4 block of activations.
142*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va0x01234567 = vld1_s8(a0); a0 += 4;
143*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va1x01234567 = vld1_s8(a1); a1 += 4;
144*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va2x01234567 = vld1_s8(a2); a2 += 4;
145*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va3x01234567 = vld1_s8(a3); a3 += 4;
146*4bdc9457SAndroid Build Coastguard Worker 
147*4bdc9457SAndroid Build Coastguard Worker       // Load a 4x16 block of weights.
148*4bdc9457SAndroid Build Coastguard Worker       const int8x16_t vb0123x0123 = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
149*4bdc9457SAndroid Build Coastguard Worker       const int8x16_t vb0123x4567 = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
150*4bdc9457SAndroid Build Coastguard Worker       const int8x16_t vb0123x89AB = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
151*4bdc9457SAndroid Build Coastguard Worker       const int8x16_t vb0123xCDEF = vld1q_s8(w); w = (const void*) ((const int8_t*) w + 16);
152*4bdc9457SAndroid Build Coastguard Worker 
153*4bdc9457SAndroid Build Coastguard Worker       // Multiply-accumulate: 4x4 * 4x16 --> 4x16.
154*4bdc9457SAndroid Build Coastguard Worker       vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb0123x0123, va0x01234567, 0);
155*4bdc9457SAndroid Build Coastguard Worker       vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb0123x4567, va0x01234567, 0);
156*4bdc9457SAndroid Build Coastguard Worker       vacc0x89AB = vdotq_lane_s32(vacc0x89AB, vb0123x89AB, va0x01234567, 0);
157*4bdc9457SAndroid Build Coastguard Worker       vacc0xCDEF = vdotq_lane_s32(vacc0xCDEF, vb0123xCDEF, va0x01234567, 0);
158*4bdc9457SAndroid Build Coastguard Worker       vacc1x0123 = vdotq_lane_s32(vacc1x0123, vb0123x0123, va1x01234567, 0);
159*4bdc9457SAndroid Build Coastguard Worker       vacc1x4567 = vdotq_lane_s32(vacc1x4567, vb0123x4567, va1x01234567, 0);
160*4bdc9457SAndroid Build Coastguard Worker       vacc1x89AB = vdotq_lane_s32(vacc1x89AB, vb0123x89AB, va1x01234567, 0);
161*4bdc9457SAndroid Build Coastguard Worker       vacc1xCDEF = vdotq_lane_s32(vacc1xCDEF, vb0123xCDEF, va1x01234567, 0);
162*4bdc9457SAndroid Build Coastguard Worker       vacc2x0123 = vdotq_lane_s32(vacc2x0123, vb0123x0123, va2x01234567, 0);
163*4bdc9457SAndroid Build Coastguard Worker       vacc2x4567 = vdotq_lane_s32(vacc2x4567, vb0123x4567, va2x01234567, 0);
164*4bdc9457SAndroid Build Coastguard Worker       vacc2x89AB = vdotq_lane_s32(vacc2x89AB, vb0123x89AB, va2x01234567, 0);
165*4bdc9457SAndroid Build Coastguard Worker       vacc2xCDEF = vdotq_lane_s32(vacc2xCDEF, vb0123xCDEF, va2x01234567, 0);
166*4bdc9457SAndroid Build Coastguard Worker       vacc3x0123 = vdotq_lane_s32(vacc3x0123, vb0123x0123, va3x01234567, 0);
167*4bdc9457SAndroid Build Coastguard Worker       vacc3x4567 = vdotq_lane_s32(vacc3x4567, vb0123x4567, va3x01234567, 0);
168*4bdc9457SAndroid Build Coastguard Worker       vacc3x89AB = vdotq_lane_s32(vacc3x89AB, vb0123x89AB, va3x01234567, 0);
169*4bdc9457SAndroid Build Coastguard Worker       vacc3xCDEF = vdotq_lane_s32(vacc3xCDEF, vb0123xCDEF, va3x01234567, 0);
170*4bdc9457SAndroid Build Coastguard Worker     }
171*4bdc9457SAndroid Build Coastguard Worker 
172*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
173*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
174*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vfpacc0x89AB = vcvtq_f32_s32(vacc0x89AB);
175*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vfpacc0xCDEF = vcvtq_f32_s32(vacc0xCDEF);
176*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
177*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
178*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vfpacc1x89AB = vcvtq_f32_s32(vacc1x89AB);
179*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vfpacc1xCDEF = vcvtq_f32_s32(vacc1xCDEF);
180*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vfpacc2x0123 = vcvtq_f32_s32(vacc2x0123);
181*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vfpacc2x4567 = vcvtq_f32_s32(vacc2x4567);
182*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vfpacc2x89AB = vcvtq_f32_s32(vacc2x89AB);
183*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vfpacc2xCDEF = vcvtq_f32_s32(vacc2xCDEF);
184*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vfpacc3x0123 = vcvtq_f32_s32(vacc3x0123);
185*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vfpacc3x4567 = vcvtq_f32_s32(vacc3x4567);
186*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vfpacc3x89AB = vcvtq_f32_s32(vacc3x89AB);
187*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vfpacc3xCDEF = vcvtq_f32_s32(vacc3xCDEF);
188*4bdc9457SAndroid Build Coastguard Worker 
189*4bdc9457SAndroid Build Coastguard Worker     const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
190*4bdc9457SAndroid Build Coastguard Worker     vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
191*4bdc9457SAndroid Build Coastguard Worker     vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123);
192*4bdc9457SAndroid Build Coastguard Worker     vfpacc2x0123 = vmulq_f32(vfpacc2x0123, vscale0123);
193*4bdc9457SAndroid Build Coastguard Worker     vfpacc3x0123 = vmulq_f32(vfpacc3x0123, vscale0123);
194*4bdc9457SAndroid Build Coastguard Worker     const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
195*4bdc9457SAndroid Build Coastguard Worker     vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
196*4bdc9457SAndroid Build Coastguard Worker     vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567);
197*4bdc9457SAndroid Build Coastguard Worker     vfpacc2x4567 = vmulq_f32(vfpacc2x4567, vscale4567);
198*4bdc9457SAndroid Build Coastguard Worker     vfpacc3x4567 = vmulq_f32(vfpacc3x4567, vscale4567);
199*4bdc9457SAndroid Build Coastguard Worker     const float32x4_t vscale89AB = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
200*4bdc9457SAndroid Build Coastguard Worker     vfpacc0x89AB = vmulq_f32(vfpacc0x89AB, vscale89AB);
201*4bdc9457SAndroid Build Coastguard Worker     vfpacc1x89AB = vmulq_f32(vfpacc1x89AB, vscale89AB);
202*4bdc9457SAndroid Build Coastguard Worker     vfpacc2x89AB = vmulq_f32(vfpacc2x89AB, vscale89AB);
203*4bdc9457SAndroid Build Coastguard Worker     vfpacc3x89AB = vmulq_f32(vfpacc3x89AB, vscale89AB);
204*4bdc9457SAndroid Build Coastguard Worker     const float32x4_t vscaleCDEF = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
205*4bdc9457SAndroid Build Coastguard Worker     vfpacc0xCDEF = vmulq_f32(vfpacc0xCDEF, vscaleCDEF);
206*4bdc9457SAndroid Build Coastguard Worker     vfpacc1xCDEF = vmulq_f32(vfpacc1xCDEF, vscaleCDEF);
207*4bdc9457SAndroid Build Coastguard Worker     vfpacc2xCDEF = vmulq_f32(vfpacc2xCDEF, vscaleCDEF);
208*4bdc9457SAndroid Build Coastguard Worker     vfpacc3xCDEF = vmulq_f32(vfpacc3xCDEF, vscaleCDEF);
209*4bdc9457SAndroid Build Coastguard Worker 
210*4bdc9457SAndroid Build Coastguard Worker     vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
211*4bdc9457SAndroid Build Coastguard Worker     vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
212*4bdc9457SAndroid Build Coastguard Worker     vacc0x89AB = vcvtnq_s32_f32(vfpacc0x89AB);
213*4bdc9457SAndroid Build Coastguard Worker     vacc0xCDEF = vcvtnq_s32_f32(vfpacc0xCDEF);
214*4bdc9457SAndroid Build Coastguard Worker     vacc1x0123 = vcvtnq_s32_f32(vfpacc1x0123);
215*4bdc9457SAndroid Build Coastguard Worker     vacc1x4567 = vcvtnq_s32_f32(vfpacc1x4567);
216*4bdc9457SAndroid Build Coastguard Worker     vacc1x89AB = vcvtnq_s32_f32(vfpacc1x89AB);
217*4bdc9457SAndroid Build Coastguard Worker     vacc1xCDEF = vcvtnq_s32_f32(vfpacc1xCDEF);
218*4bdc9457SAndroid Build Coastguard Worker     vacc2x0123 = vcvtnq_s32_f32(vfpacc2x0123);
219*4bdc9457SAndroid Build Coastguard Worker     vacc2x4567 = vcvtnq_s32_f32(vfpacc2x4567);
220*4bdc9457SAndroid Build Coastguard Worker     vacc2x89AB = vcvtnq_s32_f32(vfpacc2x89AB);
221*4bdc9457SAndroid Build Coastguard Worker     vacc2xCDEF = vcvtnq_s32_f32(vfpacc2xCDEF);
222*4bdc9457SAndroid Build Coastguard Worker     vacc3x0123 = vcvtnq_s32_f32(vfpacc3x0123);
223*4bdc9457SAndroid Build Coastguard Worker     vacc3x4567 = vcvtnq_s32_f32(vfpacc3x4567);
224*4bdc9457SAndroid Build Coastguard Worker     vacc3x89AB = vcvtnq_s32_f32(vfpacc3x89AB);
225*4bdc9457SAndroid Build Coastguard Worker     vacc3xCDEF = vcvtnq_s32_f32(vfpacc3xCDEF);
226*4bdc9457SAndroid Build Coastguard Worker 
227*4bdc9457SAndroid Build Coastguard Worker     const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->fp32_neonv8.output_zero_point);
228*4bdc9457SAndroid Build Coastguard Worker #if XNN_ARCH_ARM64
229*4bdc9457SAndroid Build Coastguard Worker     const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point);
230*4bdc9457SAndroid Build Coastguard Worker     const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point);
231*4bdc9457SAndroid Build Coastguard Worker     const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point);
232*4bdc9457SAndroid Build Coastguard Worker     const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF), voutput_zero_point);
233*4bdc9457SAndroid Build Coastguard Worker     const int16x8_t vacc2x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567), voutput_zero_point);
234*4bdc9457SAndroid Build Coastguard Worker     const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc2x89AB), vacc2xCDEF), voutput_zero_point);
235*4bdc9457SAndroid Build Coastguard Worker     const int16x8_t vacc3x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x0123), vacc3x4567), voutput_zero_point);
236*4bdc9457SAndroid Build Coastguard Worker     const int16x8_t vacc3x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc3x89AB), vacc3xCDEF), voutput_zero_point);
237*4bdc9457SAndroid Build Coastguard Worker 
238*4bdc9457SAndroid Build Coastguard Worker     int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF);
239*4bdc9457SAndroid Build Coastguard Worker     int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF);
240*4bdc9457SAndroid Build Coastguard Worker     int8x16_t vout2x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc2x01234567), vacc2x89ABCDEF);
241*4bdc9457SAndroid Build Coastguard Worker     int8x16_t vout3x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc3x01234567), vacc3x89ABCDEF);
242*4bdc9457SAndroid Build Coastguard Worker #else
243*4bdc9457SAndroid Build Coastguard Worker     const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point);
244*4bdc9457SAndroid Build Coastguard Worker     const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point);
245*4bdc9457SAndroid Build Coastguard Worker     const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point);
246*4bdc9457SAndroid Build Coastguard Worker     const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF)), voutput_zero_point);
247*4bdc9457SAndroid Build Coastguard Worker     const int16x8_t vacc2x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567)), voutput_zero_point);
248*4bdc9457SAndroid Build Coastguard Worker     const int16x8_t vacc2x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc2x89AB), vqmovn_s32(vacc2xCDEF)), voutput_zero_point);
249*4bdc9457SAndroid Build Coastguard Worker     const int16x8_t vacc3x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x0123), vqmovn_s32(vacc3x4567)), voutput_zero_point);
250*4bdc9457SAndroid Build Coastguard Worker     const int16x8_t vacc3x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc3x89AB), vqmovn_s32(vacc3xCDEF)), voutput_zero_point);
251*4bdc9457SAndroid Build Coastguard Worker 
252*4bdc9457SAndroid Build Coastguard Worker     int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF));
253*4bdc9457SAndroid Build Coastguard Worker     int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF));
254*4bdc9457SAndroid Build Coastguard Worker     int8x16_t vout2x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc2x01234567), vqmovn_s16(vacc2x89ABCDEF));
255*4bdc9457SAndroid Build Coastguard Worker     int8x16_t vout3x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc3x01234567), vqmovn_s16(vacc3x89ABCDEF));
256*4bdc9457SAndroid Build Coastguard Worker #endif
257*4bdc9457SAndroid Build Coastguard Worker     const int8x16_t voutput_min = vld1q_dup_s8(&params->fp32_neonv8.output_min);
258*4bdc9457SAndroid Build Coastguard Worker     const int8x16_t voutput_max = vld1q_dup_s8(&params->fp32_neonv8.output_max);
259*4bdc9457SAndroid Build Coastguard Worker 
260*4bdc9457SAndroid Build Coastguard Worker     vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min);
261*4bdc9457SAndroid Build Coastguard Worker     vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min);
262*4bdc9457SAndroid Build Coastguard Worker     vout2x0123456789ABCDEF = vmaxq_s8(vout2x0123456789ABCDEF, voutput_min);
263*4bdc9457SAndroid Build Coastguard Worker     vout3x0123456789ABCDEF = vmaxq_s8(vout3x0123456789ABCDEF, voutput_min);
264*4bdc9457SAndroid Build Coastguard Worker 
265*4bdc9457SAndroid Build Coastguard Worker     vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max);
266*4bdc9457SAndroid Build Coastguard Worker     vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max);
267*4bdc9457SAndroid Build Coastguard Worker     vout2x0123456789ABCDEF = vminq_s8(vout2x0123456789ABCDEF, voutput_max);
268*4bdc9457SAndroid Build Coastguard Worker     vout3x0123456789ABCDEF = vminq_s8(vout3x0123456789ABCDEF, voutput_max);
269*4bdc9457SAndroid Build Coastguard Worker 
270*4bdc9457SAndroid Build Coastguard Worker     if (nc >= 16) {
271*4bdc9457SAndroid Build Coastguard Worker       // Main case where there the 16 columns fit in the destination.
272*4bdc9457SAndroid Build Coastguard Worker       vst1q_s8(c0 + 0, vout0x0123456789ABCDEF);
273*4bdc9457SAndroid Build Coastguard Worker       vst1q_s8(c1 + 0, vout1x0123456789ABCDEF);
274*4bdc9457SAndroid Build Coastguard Worker       vst1q_s8(c2 + 0, vout2x0123456789ABCDEF);
275*4bdc9457SAndroid Build Coastguard Worker       vst1q_s8(c3 + 0, vout3x0123456789ABCDEF);
276*4bdc9457SAndroid Build Coastguard Worker 
277*4bdc9457SAndroid Build Coastguard Worker       // Advance to the next 16 columns.
278*4bdc9457SAndroid Build Coastguard Worker       c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
279*4bdc9457SAndroid Build Coastguard Worker       c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
280*4bdc9457SAndroid Build Coastguard Worker       c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
281*4bdc9457SAndroid Build Coastguard Worker       c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
282*4bdc9457SAndroid Build Coastguard Worker 
283*4bdc9457SAndroid Build Coastguard Worker       a0 = (const int8_t*) ((uintptr_t) a0 - kc);
284*4bdc9457SAndroid Build Coastguard Worker       a1 = (const int8_t*) ((uintptr_t) a1 - kc);
285*4bdc9457SAndroid Build Coastguard Worker       a2 = (const int8_t*) ((uintptr_t) a2 - kc);
286*4bdc9457SAndroid Build Coastguard Worker       a3 = (const int8_t*) ((uintptr_t) a3 - kc);
287*4bdc9457SAndroid Build Coastguard Worker 
288*4bdc9457SAndroid Build Coastguard Worker       nc -= 16;
289*4bdc9457SAndroid Build Coastguard Worker     } else {
290*4bdc9457SAndroid Build Coastguard Worker       // Final case where not all of the 16 columns fit in the destination.
291*4bdc9457SAndroid Build Coastguard Worker       int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF));
292*4bdc9457SAndroid Build Coastguard Worker       int8x16_t vout2x01234567_3x01234567 = vcombine_s8(vget_low_s8(vout2x0123456789ABCDEF), vget_low_s8(vout3x0123456789ABCDEF));
293*4bdc9457SAndroid Build Coastguard Worker       if (nc & 8) {
294*4bdc9457SAndroid Build Coastguard Worker         vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8;
295*4bdc9457SAndroid Build Coastguard Worker         vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8;
296*4bdc9457SAndroid Build Coastguard Worker         vst1_s8(c2, vget_low_s8(vout2x01234567_3x01234567)); c2 += 8;
297*4bdc9457SAndroid Build Coastguard Worker         vst1_s8(c3, vget_high_s8(vout2x01234567_3x01234567)); c3 += 8;
298*4bdc9457SAndroid Build Coastguard Worker         vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF));
299*4bdc9457SAndroid Build Coastguard Worker         vout2x01234567_3x01234567 = vcombine_s8(vget_high_s8(vout2x0123456789ABCDEF), vget_high_s8(vout3x0123456789ABCDEF));
300*4bdc9457SAndroid Build Coastguard Worker       }
301*4bdc9457SAndroid Build Coastguard Worker       if (nc & 4) {
302*4bdc9457SAndroid Build Coastguard Worker         vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
303*4bdc9457SAndroid Build Coastguard Worker         vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
304*4bdc9457SAndroid Build Coastguard Worker         vst1q_lane_u32((void*) c2, vreinterpretq_u32_s8(vout2x01234567_3x01234567), 0); c2 += 4;
305*4bdc9457SAndroid Build Coastguard Worker         vst1q_lane_u32((void*) c3, vreinterpretq_u32_s8(vout2x01234567_3x01234567), 2); c3 += 4;
306*4bdc9457SAndroid Build Coastguard Worker         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
307*4bdc9457SAndroid Build Coastguard Worker         vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 4);
308*4bdc9457SAndroid Build Coastguard Worker       }
309*4bdc9457SAndroid Build Coastguard Worker       if (nc & 2) {
310*4bdc9457SAndroid Build Coastguard Worker         vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
311*4bdc9457SAndroid Build Coastguard Worker         vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
312*4bdc9457SAndroid Build Coastguard Worker         vst1q_lane_u16((void*) c2, vreinterpretq_u16_s8(vout2x01234567_3x01234567), 0); c2 += 2;
313*4bdc9457SAndroid Build Coastguard Worker         vst1q_lane_u16((void*) c3, vreinterpretq_u16_s8(vout2x01234567_3x01234567), 4); c3 += 2;
314*4bdc9457SAndroid Build Coastguard Worker         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
315*4bdc9457SAndroid Build Coastguard Worker         vout2x01234567_3x01234567 = vextq_s8(vout2x01234567_3x01234567, vout2x01234567_3x01234567, 2);
316*4bdc9457SAndroid Build Coastguard Worker       }
317*4bdc9457SAndroid Build Coastguard Worker       if (nc & 1) {
318*4bdc9457SAndroid Build Coastguard Worker         vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
319*4bdc9457SAndroid Build Coastguard Worker         vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
320*4bdc9457SAndroid Build Coastguard Worker         vst1q_lane_s8(c2, vout2x01234567_3x01234567, 0);
321*4bdc9457SAndroid Build Coastguard Worker         vst1q_lane_s8(c3, vout2x01234567_3x01234567, 8);
322*4bdc9457SAndroid Build Coastguard Worker       }
323*4bdc9457SAndroid Build Coastguard Worker 
324*4bdc9457SAndroid Build Coastguard Worker       nc = 0;
325*4bdc9457SAndroid Build Coastguard Worker     }
326*4bdc9457SAndroid Build Coastguard Worker   } while (nc != 0);
327*4bdc9457SAndroid Build Coastguard Worker }
328