xref: /aosp_15_r20/external/XNNPACK/src/qc8-gemm/gen/2x8c2-minmax-fp32-neonv8-mlal-ld2r.c (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1*4bdc9457SAndroid Build Coastguard Worker // Auto-generated file. Do not edit!
2*4bdc9457SAndroid Build Coastguard Worker //   Template: src/qs8-gemm/c2-neon-mull-dup.c.in
3*4bdc9457SAndroid Build Coastguard Worker //   Generator: tools/xngen
4*4bdc9457SAndroid Build Coastguard Worker //
5*4bdc9457SAndroid Build Coastguard Worker // Copyright 2021 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 
xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r(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)])18*4bdc9457SAndroid Build Coastguard Worker void xnn_qc8_gemm_minmax_fp32_ukernel_2x8c2__neonv8_mlal_ld2r(
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     const int8_t* restrict a,
23*4bdc9457SAndroid Build Coastguard Worker     size_t a_stride,
24*4bdc9457SAndroid Build Coastguard Worker     const void* restrict w,
25*4bdc9457SAndroid Build Coastguard Worker     int8_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     const union xnn_qc8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
29*4bdc9457SAndroid Build Coastguard Worker {
30*4bdc9457SAndroid Build Coastguard Worker   assert(mr != 0);
31*4bdc9457SAndroid Build Coastguard Worker   assert(mr <= 2);
32*4bdc9457SAndroid Build Coastguard Worker   assert(nc != 0);
33*4bdc9457SAndroid Build Coastguard Worker   assert(kc != 0);
34*4bdc9457SAndroid Build Coastguard Worker   assert(kc % sizeof(int8_t) == 0);
35*4bdc9457SAndroid Build Coastguard Worker   assert(a != NULL);
36*4bdc9457SAndroid Build Coastguard Worker   assert(w != NULL);
37*4bdc9457SAndroid Build Coastguard Worker   assert(c != NULL);
38*4bdc9457SAndroid Build Coastguard Worker 
39*4bdc9457SAndroid Build Coastguard Worker   kc = round_up_po2(kc, 2 * sizeof(int8_t));
40*4bdc9457SAndroid Build Coastguard Worker   const int8_t* a0 = a;
41*4bdc9457SAndroid Build Coastguard Worker   int8_t* c0 = c;
42*4bdc9457SAndroid Build Coastguard Worker   const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
43*4bdc9457SAndroid Build Coastguard Worker   int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
44*4bdc9457SAndroid Build Coastguard Worker   if XNN_UNPREDICTABLE(mr != 2) {
45*4bdc9457SAndroid Build Coastguard Worker     a1 = a0;
46*4bdc9457SAndroid Build Coastguard Worker     c1 = c0;
47*4bdc9457SAndroid Build Coastguard Worker   }
48*4bdc9457SAndroid Build Coastguard Worker 
49*4bdc9457SAndroid Build Coastguard Worker   do {
50*4bdc9457SAndroid Build Coastguard Worker     int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
51*4bdc9457SAndroid Build Coastguard Worker     int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
52*4bdc9457SAndroid Build Coastguard Worker     int32x4_t vacc1x0123 = vacc0x0123;
53*4bdc9457SAndroid Build Coastguard Worker     int32x4_t vacc1x4567 = vacc0x4567;
54*4bdc9457SAndroid Build Coastguard Worker 
55*4bdc9457SAndroid Build Coastguard Worker     size_t k = kc;
56*4bdc9457SAndroid Build Coastguard Worker 
57*4bdc9457SAndroid Build Coastguard Worker     while (k >= 16 * sizeof(int8_t)) {
58*4bdc9457SAndroid Build Coastguard Worker       const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0);
59*4bdc9457SAndroid Build Coastguard Worker       const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
60*4bdc9457SAndroid Build Coastguard Worker       const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0);
61*4bdc9457SAndroid Build Coastguard Worker       const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
62*4bdc9457SAndroid Build Coastguard Worker       const int16x4x2_t va10x0 = vld2_dup_s16((const void*)a1);
63*4bdc9457SAndroid Build Coastguard Worker       const int16x4x2_t va11x0 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
64*4bdc9457SAndroid Build Coastguard Worker       const int16x4x2_t va10x1 = vld2_dup_s16((const void*)a1);
65*4bdc9457SAndroid Build Coastguard Worker       const int16x4x2_t va11x1 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
66*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
67*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
68*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
69*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
70*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
71*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
72*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
73*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
74*4bdc9457SAndroid Build Coastguard Worker 
75*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]);
76*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]);
77*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va1c0x0 = vreinterpret_s8_s16(va10x0.val[0]);
78*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va1c0x1 = vreinterpret_s8_s16(va10x1.val[0]);
79*4bdc9457SAndroid Build Coastguard Worker 
80*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0);
81*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0x0, va1c0x0);
82*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
83*4bdc9457SAndroid Build Coastguard Worker       vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1);
84*4bdc9457SAndroid Build Coastguard Worker       vprod1x0123c0 = vmlal_s8(vprod1x0123c0, vb0123c0x1, va1c0x1);
85*4bdc9457SAndroid Build Coastguard Worker       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
86*4bdc9457SAndroid Build Coastguard Worker       vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
87*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0);
88*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0x0, va1c0x0);
89*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
90*4bdc9457SAndroid Build Coastguard Worker       vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1);
91*4bdc9457SAndroid Build Coastguard Worker       vprod1x4567c0 = vmlal_s8(vprod1x4567c0, vb4567c0x1, va1c0x1);
92*4bdc9457SAndroid Build Coastguard Worker       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
93*4bdc9457SAndroid Build Coastguard Worker       vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
94*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]);
95*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]);
96*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va1c1x0 = vreinterpret_s8_s16(va10x0.val[1]);
97*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va1c1x1 = vreinterpret_s8_s16(va10x1.val[1]);
98*4bdc9457SAndroid Build Coastguard Worker 
99*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0);
100*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1x0, va1c1x0);
101*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
102*4bdc9457SAndroid Build Coastguard Worker       vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1);
103*4bdc9457SAndroid Build Coastguard Worker       vprod1x0123c1 = vmlal_s8(vprod1x0123c1, vb0123c1x1, va1c1x1);
104*4bdc9457SAndroid Build Coastguard Worker       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
105*4bdc9457SAndroid Build Coastguard Worker       vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
106*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0);
107*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1x0, va1c1x0);
108*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
109*4bdc9457SAndroid Build Coastguard Worker       vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1);
110*4bdc9457SAndroid Build Coastguard Worker       vprod1x4567c1 = vmlal_s8(vprod1x4567c1, vb4567c1x1, va1c1x1);
111*4bdc9457SAndroid Build Coastguard Worker       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
112*4bdc9457SAndroid Build Coastguard Worker       vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
113*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]);
114*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]);
115*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va1c2x0 = vreinterpret_s8_s16(va11x0.val[0]);
116*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va1c2x1 = vreinterpret_s8_s16(va11x1.val[0]);
117*4bdc9457SAndroid Build Coastguard Worker 
118*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0);
119*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2x0, va1c2x0);
120*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
121*4bdc9457SAndroid Build Coastguard Worker       vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1);
122*4bdc9457SAndroid Build Coastguard Worker       vprod1x0123c2 = vmlal_s8(vprod1x0123c2, vb0123c2x1, va1c2x1);
123*4bdc9457SAndroid Build Coastguard Worker       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
124*4bdc9457SAndroid Build Coastguard Worker       vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
125*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0);
126*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2x0, va1c2x0);
127*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
128*4bdc9457SAndroid Build Coastguard Worker       vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1);
129*4bdc9457SAndroid Build Coastguard Worker       vprod1x4567c2 = vmlal_s8(vprod1x4567c2, vb4567c2x1, va1c2x1);
130*4bdc9457SAndroid Build Coastguard Worker       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
131*4bdc9457SAndroid Build Coastguard Worker       vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
132*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]);
133*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]);
134*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va1c3x0 = vreinterpret_s8_s16(va11x0.val[1]);
135*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va1c3x1 = vreinterpret_s8_s16(va11x1.val[1]);
136*4bdc9457SAndroid Build Coastguard Worker 
137*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0);
138*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3x0, va1c3x0);
139*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
140*4bdc9457SAndroid Build Coastguard Worker       vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1);
141*4bdc9457SAndroid Build Coastguard Worker       vprod1x0123c3 = vmlal_s8(vprod1x0123c3, vb0123c3x1, va1c3x1);
142*4bdc9457SAndroid Build Coastguard Worker       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
143*4bdc9457SAndroid Build Coastguard Worker       vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
144*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0);
145*4bdc9457SAndroid Build Coastguard Worker       int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3x0, va1c3x0);
146*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
147*4bdc9457SAndroid Build Coastguard Worker       vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1);
148*4bdc9457SAndroid Build Coastguard Worker       vprod1x4567c3 = vmlal_s8(vprod1x4567c3, vb4567c3x1, va1c3x1);
149*4bdc9457SAndroid Build Coastguard Worker       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
150*4bdc9457SAndroid Build Coastguard Worker       vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
151*4bdc9457SAndroid Build Coastguard Worker 
152*4bdc9457SAndroid Build Coastguard Worker       k -= 16 * sizeof(int8_t);
153*4bdc9457SAndroid Build Coastguard Worker     }
154*4bdc9457SAndroid Build Coastguard Worker 
155*4bdc9457SAndroid Build Coastguard Worker     if (k >= 8 * sizeof(int8_t)) {
156*4bdc9457SAndroid Build Coastguard Worker       const int16x4x2_t va00 = vld2_dup_s16((const void*)a0);
157*4bdc9457SAndroid Build Coastguard Worker       const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8;
158*4bdc9457SAndroid Build Coastguard Worker       const int16x4x2_t va10 = vld2_dup_s16((const void*)a1);
159*4bdc9457SAndroid Build Coastguard Worker       const int16x4x2_t va11 = vld2_dup_s16((const void*)(a1 + 4)); a1 += 8;
160*4bdc9457SAndroid Build Coastguard Worker 
161*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
162*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
163*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
164*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
165*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
166*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
167*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
168*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
169*4bdc9457SAndroid Build Coastguard Worker 
170*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]);
171*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va1c0 = vreinterpret_s8_s16(va10.val[0]);
172*4bdc9457SAndroid Build Coastguard Worker 
173*4bdc9457SAndroid Build Coastguard Worker       const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
174*4bdc9457SAndroid Build Coastguard Worker       const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
175*4bdc9457SAndroid Build Coastguard Worker       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
176*4bdc9457SAndroid Build Coastguard Worker       vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
177*4bdc9457SAndroid Build Coastguard Worker       const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
178*4bdc9457SAndroid Build Coastguard Worker       const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
179*4bdc9457SAndroid Build Coastguard Worker       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
180*4bdc9457SAndroid Build Coastguard Worker       vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
181*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]);
182*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va1c1 = vreinterpret_s8_s16(va10.val[1]);
183*4bdc9457SAndroid Build Coastguard Worker 
184*4bdc9457SAndroid Build Coastguard Worker       const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
185*4bdc9457SAndroid Build Coastguard Worker       const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
186*4bdc9457SAndroid Build Coastguard Worker       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
187*4bdc9457SAndroid Build Coastguard Worker       vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
188*4bdc9457SAndroid Build Coastguard Worker       const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
189*4bdc9457SAndroid Build Coastguard Worker       const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
190*4bdc9457SAndroid Build Coastguard Worker       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
191*4bdc9457SAndroid Build Coastguard Worker       vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
192*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]);
193*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va1c2 = vreinterpret_s8_s16(va11.val[0]);
194*4bdc9457SAndroid Build Coastguard Worker 
195*4bdc9457SAndroid Build Coastguard Worker       const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
196*4bdc9457SAndroid Build Coastguard Worker       const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
197*4bdc9457SAndroid Build Coastguard Worker       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
198*4bdc9457SAndroid Build Coastguard Worker       vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
199*4bdc9457SAndroid Build Coastguard Worker       const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
200*4bdc9457SAndroid Build Coastguard Worker       const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
201*4bdc9457SAndroid Build Coastguard Worker       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
202*4bdc9457SAndroid Build Coastguard Worker       vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
203*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]);
204*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va1c3 = vreinterpret_s8_s16(va11.val[1]);
205*4bdc9457SAndroid Build Coastguard Worker 
206*4bdc9457SAndroid Build Coastguard Worker       const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3);
207*4bdc9457SAndroid Build Coastguard Worker       const int16x8_t vprod1x0123c3 = vmull_s8(vb0123c3, va1c3);
208*4bdc9457SAndroid Build Coastguard Worker       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3);
209*4bdc9457SAndroid Build Coastguard Worker       vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c3);
210*4bdc9457SAndroid Build Coastguard Worker       const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3);
211*4bdc9457SAndroid Build Coastguard Worker       const int16x8_t vprod1x4567c3 = vmull_s8(vb4567c3, va1c3);
212*4bdc9457SAndroid Build Coastguard Worker       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3);
213*4bdc9457SAndroid Build Coastguard Worker       vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c3);
214*4bdc9457SAndroid Build Coastguard Worker 
215*4bdc9457SAndroid Build Coastguard Worker       k -= 8 * sizeof(int8_t);
216*4bdc9457SAndroid Build Coastguard Worker     }
217*4bdc9457SAndroid Build Coastguard Worker 
218*4bdc9457SAndroid Build Coastguard Worker     if XNN_UNLIKELY(k != 0) {
219*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
220*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
221*4bdc9457SAndroid Build Coastguard Worker 
222*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
223*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
224*4bdc9457SAndroid Build Coastguard Worker 
225*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0));
226*4bdc9457SAndroid Build Coastguard Worker       const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0);
227*4bdc9457SAndroid Build Coastguard Worker       vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0);
228*4bdc9457SAndroid Build Coastguard Worker       const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0);
229*4bdc9457SAndroid Build Coastguard Worker       vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0);
230*4bdc9457SAndroid Build Coastguard Worker       const int8x8_t va1c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 0));
231*4bdc9457SAndroid Build Coastguard Worker       const int16x8_t vprod1x0123c0 = vmull_s8(vb0123c0, va1c0);
232*4bdc9457SAndroid Build Coastguard Worker       vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c0);
233*4bdc9457SAndroid Build Coastguard Worker       const int16x8_t vprod1x4567c0 = vmull_s8(vb4567c0, va1c0);
234*4bdc9457SAndroid Build Coastguard Worker       vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c0);
235*4bdc9457SAndroid Build Coastguard Worker 
236*4bdc9457SAndroid Build Coastguard Worker       if (k > 2 * sizeof(int8_t)) {
237*4bdc9457SAndroid Build Coastguard Worker         const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
238*4bdc9457SAndroid Build Coastguard Worker         const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
239*4bdc9457SAndroid Build Coastguard Worker 
240*4bdc9457SAndroid Build Coastguard Worker         const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1));
241*4bdc9457SAndroid Build Coastguard Worker         const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1);
242*4bdc9457SAndroid Build Coastguard Worker         vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1);
243*4bdc9457SAndroid Build Coastguard Worker         const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1);
244*4bdc9457SAndroid Build Coastguard Worker         vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1);
245*4bdc9457SAndroid Build Coastguard Worker         const int8x8_t va1c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 1));
246*4bdc9457SAndroid Build Coastguard Worker         const int16x8_t vprod1x0123c1 = vmull_s8(vb0123c1, va1c1);
247*4bdc9457SAndroid Build Coastguard Worker         vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c1);
248*4bdc9457SAndroid Build Coastguard Worker         const int16x8_t vprod1x4567c1 = vmull_s8(vb4567c1, va1c1);
249*4bdc9457SAndroid Build Coastguard Worker         vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c1);
250*4bdc9457SAndroid Build Coastguard Worker 
251*4bdc9457SAndroid Build Coastguard Worker         if (k > 4 * sizeof(int8_t)) {
252*4bdc9457SAndroid Build Coastguard Worker           const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
253*4bdc9457SAndroid Build Coastguard Worker           const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
254*4bdc9457SAndroid Build Coastguard Worker 
255*4bdc9457SAndroid Build Coastguard Worker           const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2));
256*4bdc9457SAndroid Build Coastguard Worker           const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2);
257*4bdc9457SAndroid Build Coastguard Worker           vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2);
258*4bdc9457SAndroid Build Coastguard Worker           const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2);
259*4bdc9457SAndroid Build Coastguard Worker           vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2);
260*4bdc9457SAndroid Build Coastguard Worker           const int8x8_t va1c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va1), 2));
261*4bdc9457SAndroid Build Coastguard Worker           const int16x8_t vprod1x0123c2 = vmull_s8(vb0123c2, va1c2);
262*4bdc9457SAndroid Build Coastguard Worker           vacc1x0123 = vpadalq_s16(vacc1x0123, vprod1x0123c2);
263*4bdc9457SAndroid Build Coastguard Worker           const int16x8_t vprod1x4567c2 = vmull_s8(vb4567c2, va1c2);
264*4bdc9457SAndroid Build Coastguard Worker           vacc1x4567 = vpadalq_s16(vacc1x4567, vprod1x4567c2);
265*4bdc9457SAndroid Build Coastguard Worker         }
266*4bdc9457SAndroid Build Coastguard Worker       }
267*4bdc9457SAndroid Build Coastguard Worker     }
268*4bdc9457SAndroid Build Coastguard Worker 
269*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123);
270*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567);
271*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123);
272*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567);
273*4bdc9457SAndroid Build Coastguard Worker 
274*4bdc9457SAndroid Build Coastguard Worker     const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
275*4bdc9457SAndroid Build Coastguard Worker     vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123);
276*4bdc9457SAndroid Build Coastguard Worker     vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123);
277*4bdc9457SAndroid Build Coastguard Worker     const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
278*4bdc9457SAndroid Build Coastguard Worker     vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567);
279*4bdc9457SAndroid Build Coastguard Worker     vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567);
280*4bdc9457SAndroid Build Coastguard Worker 
281*4bdc9457SAndroid Build Coastguard Worker     vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123);
282*4bdc9457SAndroid Build Coastguard Worker     vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567);
283*4bdc9457SAndroid Build Coastguard Worker     vacc1x0123 = vcvtnq_s32_f32(vfpacc1x0123);
284*4bdc9457SAndroid Build Coastguard Worker     vacc1x4567 = vcvtnq_s32_f32(vfpacc1x4567);
285*4bdc9457SAndroid Build Coastguard Worker 
286*4bdc9457SAndroid Build Coastguard Worker     const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->fp32_neonv8.output_zero_point);
287*4bdc9457SAndroid Build Coastguard Worker #if XNN_ARCH_ARM64
288*4bdc9457SAndroid Build Coastguard Worker     int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
289*4bdc9457SAndroid Build Coastguard Worker     int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
290*4bdc9457SAndroid Build Coastguard Worker 
291*4bdc9457SAndroid Build Coastguard Worker     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
292*4bdc9457SAndroid Build Coastguard Worker     vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
293*4bdc9457SAndroid Build Coastguard Worker 
294*4bdc9457SAndroid Build Coastguard Worker     int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
295*4bdc9457SAndroid Build Coastguard Worker #else
296*4bdc9457SAndroid Build Coastguard Worker     int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
297*4bdc9457SAndroid Build Coastguard Worker     int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
298*4bdc9457SAndroid Build Coastguard Worker 
299*4bdc9457SAndroid Build Coastguard Worker     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
300*4bdc9457SAndroid Build Coastguard Worker     vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
301*4bdc9457SAndroid Build Coastguard Worker 
302*4bdc9457SAndroid Build Coastguard Worker     int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
303*4bdc9457SAndroid Build Coastguard Worker #endif
304*4bdc9457SAndroid Build Coastguard Worker 
305*4bdc9457SAndroid Build Coastguard Worker     const int8x16_t voutput_min = vld1q_dup_s8(&params->fp32_neonv8.output_min);
306*4bdc9457SAndroid Build Coastguard Worker     vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
307*4bdc9457SAndroid Build Coastguard Worker 
308*4bdc9457SAndroid Build Coastguard Worker     const int8x16_t voutput_max = vld1q_dup_s8(&params->fp32_neonv8.output_max);
309*4bdc9457SAndroid Build Coastguard Worker     vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
310*4bdc9457SAndroid Build Coastguard Worker 
311*4bdc9457SAndroid Build Coastguard Worker     if (nc >= 8) {
312*4bdc9457SAndroid Build Coastguard Worker       vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
313*4bdc9457SAndroid Build Coastguard Worker       vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
314*4bdc9457SAndroid Build Coastguard Worker 
315*4bdc9457SAndroid Build Coastguard Worker       c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
316*4bdc9457SAndroid Build Coastguard Worker       c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
317*4bdc9457SAndroid Build Coastguard Worker 
318*4bdc9457SAndroid Build Coastguard Worker       a0 = (const int8_t*) ((uintptr_t) a0 - kc);
319*4bdc9457SAndroid Build Coastguard Worker       a1 = (const int8_t*) ((uintptr_t) a1 - kc);
320*4bdc9457SAndroid Build Coastguard Worker 
321*4bdc9457SAndroid Build Coastguard Worker       nc -= 8;
322*4bdc9457SAndroid Build Coastguard Worker     } else {
323*4bdc9457SAndroid Build Coastguard Worker       // Final case where not all of the 8 columns fit in the destination.
324*4bdc9457SAndroid Build Coastguard Worker       if (nc & 4) {
325*4bdc9457SAndroid Build Coastguard Worker         vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
326*4bdc9457SAndroid Build Coastguard Worker         vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
327*4bdc9457SAndroid Build Coastguard Worker         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
328*4bdc9457SAndroid Build Coastguard Worker       }
329*4bdc9457SAndroid Build Coastguard Worker       if (nc & 2) {
330*4bdc9457SAndroid Build Coastguard Worker         vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
331*4bdc9457SAndroid Build Coastguard Worker         vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
332*4bdc9457SAndroid Build Coastguard Worker         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
333*4bdc9457SAndroid Build Coastguard Worker       }
334*4bdc9457SAndroid Build Coastguard Worker       if (nc & 1) {
335*4bdc9457SAndroid Build Coastguard Worker         vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
336*4bdc9457SAndroid Build Coastguard Worker         vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
337*4bdc9457SAndroid Build Coastguard Worker       }
338*4bdc9457SAndroid Build Coastguard Worker 
339*4bdc9457SAndroid Build Coastguard Worker       nc = 0;
340*4bdc9457SAndroid Build Coastguard Worker     }
341*4bdc9457SAndroid Build Coastguard Worker   } while (nc != 0);
342*4bdc9457SAndroid Build Coastguard Worker }
343