1*4bdc9457SAndroid Build Coastguard Worker // Auto-generated file. Do not edit!
2*4bdc9457SAndroid Build Coastguard Worker // Template: src/bf16-gemm/c8-neonbf16.c.in
3*4bdc9457SAndroid Build Coastguard Worker // Generator: tools/xngen
4*4bdc9457SAndroid Build Coastguard Worker //
5*4bdc9457SAndroid Build Coastguard Worker // Copyright 2022 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
11*4bdc9457SAndroid Build Coastguard Worker #include <assert.h>
12*4bdc9457SAndroid Build Coastguard Worker
13*4bdc9457SAndroid Build Coastguard Worker #include <arm_neon.h>
14*4bdc9457SAndroid Build Coastguard Worker
15*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack/gemm.h>
16*4bdc9457SAndroid Build Coastguard Worker
17*4bdc9457SAndroid Build Coastguard Worker
xnn_bf16_gemm_minmax_ukernel_5x4c8__neonbf16_bfmlal(size_t mr,size_t nc,size_t kc,const void * restrict a,size_t a_stride,const void * restrict w_ptr,void * restrict c,size_t cm_stride,size_t cn_stride,const union xnn_bf16_minmax_params params[restrict XNN_MIN_ELEMENTS (1)])18*4bdc9457SAndroid Build Coastguard Worker void xnn_bf16_gemm_minmax_ukernel_5x4c8__neonbf16_bfmlal(
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 void* restrict a,
23*4bdc9457SAndroid Build Coastguard Worker size_t a_stride,
24*4bdc9457SAndroid Build Coastguard Worker const void* restrict w_ptr,
25*4bdc9457SAndroid Build Coastguard Worker void* 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_bf16_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
29*4bdc9457SAndroid Build Coastguard Worker {
30*4bdc9457SAndroid Build Coastguard Worker assert(mr != 0);
31*4bdc9457SAndroid Build Coastguard Worker assert(mr <= 5);
32*4bdc9457SAndroid Build Coastguard Worker assert(nc != 0);
33*4bdc9457SAndroid Build Coastguard Worker assert(kc != 0);
34*4bdc9457SAndroid Build Coastguard Worker assert(kc % sizeof(bfloat16_t) == 0);
35*4bdc9457SAndroid Build Coastguard Worker assert(a != NULL);
36*4bdc9457SAndroid Build Coastguard Worker assert(w_ptr != NULL);
37*4bdc9457SAndroid Build Coastguard Worker assert(c != NULL);
38*4bdc9457SAndroid Build Coastguard Worker
39*4bdc9457SAndroid Build Coastguard Worker const bfloat16_t* a0 = (const bfloat16_t*) a;
40*4bdc9457SAndroid Build Coastguard Worker bfloat16_t* c0 = (bfloat16_t*) c;
41*4bdc9457SAndroid Build Coastguard Worker const bfloat16_t* a1 = (const bfloat16_t*) ((uintptr_t) a0 + a_stride);
42*4bdc9457SAndroid Build Coastguard Worker bfloat16_t* c1 = (bfloat16_t*) ((uintptr_t) c0 + cm_stride);
43*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(mr < 2) {
44*4bdc9457SAndroid Build Coastguard Worker a1 = a0;
45*4bdc9457SAndroid Build Coastguard Worker c1 = c0;
46*4bdc9457SAndroid Build Coastguard Worker }
47*4bdc9457SAndroid Build Coastguard Worker const bfloat16_t* a2 = (const bfloat16_t*) ((uintptr_t) a1 + a_stride);
48*4bdc9457SAndroid Build Coastguard Worker bfloat16_t* c2 = (bfloat16_t*) ((uintptr_t) c1 + cm_stride);
49*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(mr <= 2) {
50*4bdc9457SAndroid Build Coastguard Worker a2 = a1;
51*4bdc9457SAndroid Build Coastguard Worker c2 = c1;
52*4bdc9457SAndroid Build Coastguard Worker }
53*4bdc9457SAndroid Build Coastguard Worker const bfloat16_t* a3 = (const bfloat16_t*) ((uintptr_t) a2 + a_stride);
54*4bdc9457SAndroid Build Coastguard Worker bfloat16_t* c3 = (bfloat16_t*) ((uintptr_t) c2 + cm_stride);
55*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(mr < 4) {
56*4bdc9457SAndroid Build Coastguard Worker a3 = a2;
57*4bdc9457SAndroid Build Coastguard Worker c3 = c2;
58*4bdc9457SAndroid Build Coastguard Worker }
59*4bdc9457SAndroid Build Coastguard Worker const bfloat16_t* a4 = (const bfloat16_t*) ((uintptr_t) a3 + a_stride);
60*4bdc9457SAndroid Build Coastguard Worker bfloat16_t* c4 = (bfloat16_t*) ((uintptr_t) c3 + cm_stride);
61*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(mr <= 4) {
62*4bdc9457SAndroid Build Coastguard Worker a4 = a3;
63*4bdc9457SAndroid Build Coastguard Worker c4 = c3;
64*4bdc9457SAndroid Build Coastguard Worker }
65*4bdc9457SAndroid Build Coastguard Worker
66*4bdc9457SAndroid Build Coastguard Worker const bfloat16_t* w = (const bfloat16_t*) w_ptr;
67*4bdc9457SAndroid Build Coastguard Worker do {
68*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc0x0 = vcvt_f32_bf16(vld1_lane_bf16(w, vreinterpret_bf16_u16(vdup_n_u16(0)), 0)); w += 1;
69*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc0x1 = vcvt_f32_bf16(vld1_lane_bf16(w, vreinterpret_bf16_u16(vdup_n_u16(0)), 0)); w += 1;
70*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc0x2 = vcvt_f32_bf16(vld1_lane_bf16(w, vreinterpret_bf16_u16(vdup_n_u16(0)), 0)); w += 1;
71*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc0x3 = vcvt_f32_bf16(vld1_lane_bf16(w, vreinterpret_bf16_u16(vdup_n_u16(0)), 0)); w += 1;
72*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc1x0 = vacc0x0;
73*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc1x1 = vacc0x1;
74*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc1x2 = vacc0x2;
75*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc1x3 = vacc0x3;
76*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc2x0 = vacc0x0;
77*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc2x1 = vacc0x1;
78*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc2x2 = vacc0x2;
79*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc2x3 = vacc0x3;
80*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc3x0 = vacc0x0;
81*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc3x1 = vacc0x1;
82*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc3x2 = vacc0x2;
83*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc3x3 = vacc0x3;
84*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc4x0 = vacc0x0;
85*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc4x1 = vacc0x1;
86*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc4x2 = vacc0x2;
87*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc4x3 = vacc0x3;
88*4bdc9457SAndroid Build Coastguard Worker
89*4bdc9457SAndroid Build Coastguard Worker size_t k = kc;
90*4bdc9457SAndroid Build Coastguard Worker for (; k >= 8 * sizeof(bfloat16_t); k -= 8 * sizeof(bfloat16_t)) {
91*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va0 = vld1q_bf16(a0); a0 += 8;
92*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va1 = vld1q_bf16(a1); a1 += 8;
93*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va2 = vld1q_bf16(a2); a2 += 8;
94*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va3 = vld1q_bf16(a3); a3 += 8;
95*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va4 = vld1q_bf16(a4); a4 += 8;
96*4bdc9457SAndroid Build Coastguard Worker
97*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t vb0 = vld1q_bf16(w); w += 8;
98*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t vb1 = vld1q_bf16(w); w += 8;
99*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t vb2 = vld1q_bf16(w); w += 8;
100*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t vb3 = vld1q_bf16(w); w += 8;
101*4bdc9457SAndroid Build Coastguard Worker
102*4bdc9457SAndroid Build Coastguard Worker vacc0x0 = vbfmlalbq_f32(vacc0x0, va0, vb0);
103*4bdc9457SAndroid Build Coastguard Worker vacc1x0 = vbfmlalbq_f32(vacc1x0, va1, vb0);
104*4bdc9457SAndroid Build Coastguard Worker vacc2x0 = vbfmlalbq_f32(vacc2x0, va2, vb0);
105*4bdc9457SAndroid Build Coastguard Worker vacc3x0 = vbfmlalbq_f32(vacc3x0, va3, vb0);
106*4bdc9457SAndroid Build Coastguard Worker vacc4x0 = vbfmlalbq_f32(vacc4x0, va4, vb0);
107*4bdc9457SAndroid Build Coastguard Worker vacc0x1 = vbfmlalbq_f32(vacc0x1, va0, vb1);
108*4bdc9457SAndroid Build Coastguard Worker vacc1x1 = vbfmlalbq_f32(vacc1x1, va1, vb1);
109*4bdc9457SAndroid Build Coastguard Worker vacc2x1 = vbfmlalbq_f32(vacc2x1, va2, vb1);
110*4bdc9457SAndroid Build Coastguard Worker vacc3x1 = vbfmlalbq_f32(vacc3x1, va3, vb1);
111*4bdc9457SAndroid Build Coastguard Worker vacc4x1 = vbfmlalbq_f32(vacc4x1, va4, vb1);
112*4bdc9457SAndroid Build Coastguard Worker vacc0x2 = vbfmlalbq_f32(vacc0x2, va0, vb2);
113*4bdc9457SAndroid Build Coastguard Worker vacc1x2 = vbfmlalbq_f32(vacc1x2, va1, vb2);
114*4bdc9457SAndroid Build Coastguard Worker vacc2x2 = vbfmlalbq_f32(vacc2x2, va2, vb2);
115*4bdc9457SAndroid Build Coastguard Worker vacc3x2 = vbfmlalbq_f32(vacc3x2, va3, vb2);
116*4bdc9457SAndroid Build Coastguard Worker vacc4x2 = vbfmlalbq_f32(vacc4x2, va4, vb2);
117*4bdc9457SAndroid Build Coastguard Worker vacc0x3 = vbfmlalbq_f32(vacc0x3, va0, vb3);
118*4bdc9457SAndroid Build Coastguard Worker vacc1x3 = vbfmlalbq_f32(vacc1x3, va1, vb3);
119*4bdc9457SAndroid Build Coastguard Worker vacc2x3 = vbfmlalbq_f32(vacc2x3, va2, vb3);
120*4bdc9457SAndroid Build Coastguard Worker vacc3x3 = vbfmlalbq_f32(vacc3x3, va3, vb3);
121*4bdc9457SAndroid Build Coastguard Worker vacc4x3 = vbfmlalbq_f32(vacc4x3, va4, vb3);
122*4bdc9457SAndroid Build Coastguard Worker
123*4bdc9457SAndroid Build Coastguard Worker vacc0x0 = vbfmlaltq_f32(vacc0x0, va0, vb0);
124*4bdc9457SAndroid Build Coastguard Worker vacc1x0 = vbfmlaltq_f32(vacc1x0, va1, vb0);
125*4bdc9457SAndroid Build Coastguard Worker vacc2x0 = vbfmlaltq_f32(vacc2x0, va2, vb0);
126*4bdc9457SAndroid Build Coastguard Worker vacc3x0 = vbfmlaltq_f32(vacc3x0, va3, vb0);
127*4bdc9457SAndroid Build Coastguard Worker vacc4x0 = vbfmlaltq_f32(vacc4x0, va4, vb0);
128*4bdc9457SAndroid Build Coastguard Worker vacc0x1 = vbfmlaltq_f32(vacc0x1, va0, vb1);
129*4bdc9457SAndroid Build Coastguard Worker vacc1x1 = vbfmlaltq_f32(vacc1x1, va1, vb1);
130*4bdc9457SAndroid Build Coastguard Worker vacc2x1 = vbfmlaltq_f32(vacc2x1, va2, vb1);
131*4bdc9457SAndroid Build Coastguard Worker vacc3x1 = vbfmlaltq_f32(vacc3x1, va3, vb1);
132*4bdc9457SAndroid Build Coastguard Worker vacc4x1 = vbfmlaltq_f32(vacc4x1, va4, vb1);
133*4bdc9457SAndroid Build Coastguard Worker vacc0x2 = vbfmlaltq_f32(vacc0x2, va0, vb2);
134*4bdc9457SAndroid Build Coastguard Worker vacc1x2 = vbfmlaltq_f32(vacc1x2, va1, vb2);
135*4bdc9457SAndroid Build Coastguard Worker vacc2x2 = vbfmlaltq_f32(vacc2x2, va2, vb2);
136*4bdc9457SAndroid Build Coastguard Worker vacc3x2 = vbfmlaltq_f32(vacc3x2, va3, vb2);
137*4bdc9457SAndroid Build Coastguard Worker vacc4x2 = vbfmlaltq_f32(vacc4x2, va4, vb2);
138*4bdc9457SAndroid Build Coastguard Worker vacc0x3 = vbfmlaltq_f32(vacc0x3, va0, vb3);
139*4bdc9457SAndroid Build Coastguard Worker vacc1x3 = vbfmlaltq_f32(vacc1x3, va1, vb3);
140*4bdc9457SAndroid Build Coastguard Worker vacc2x3 = vbfmlaltq_f32(vacc2x3, va2, vb3);
141*4bdc9457SAndroid Build Coastguard Worker vacc3x3 = vbfmlaltq_f32(vacc3x3, va3, vb3);
142*4bdc9457SAndroid Build Coastguard Worker vacc4x3 = vbfmlaltq_f32(vacc4x3, va4, vb3);
143*4bdc9457SAndroid Build Coastguard Worker }
144*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(k != 0) {
145*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va0 = vld1q_bf16(a0); a0 = (const bfloat16_t*) ((uintptr_t) a0 + k);
146*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va1 = vld1q_bf16(a1); a1 = (const bfloat16_t*) ((uintptr_t) a1 + k);
147*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va2 = vld1q_bf16(a2); a2 = (const bfloat16_t*) ((uintptr_t) a2 + k);
148*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va3 = vld1q_bf16(a3); a3 = (const bfloat16_t*) ((uintptr_t) a3 + k);
149*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va4 = vld1q_bf16(a4); a4 = (const bfloat16_t*) ((uintptr_t) a4 + k);
150*4bdc9457SAndroid Build Coastguard Worker
151*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t vb0 = vld1q_bf16(w); w += 8;
152*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t vb1 = vld1q_bf16(w); w += 8;
153*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t vb2 = vld1q_bf16(w); w += 8;
154*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t vb3 = vld1q_bf16(w); w += 8;
155*4bdc9457SAndroid Build Coastguard Worker
156*4bdc9457SAndroid Build Coastguard Worker const uint16x8_t vm0 = vceqq_u16(vreinterpretq_u16_bf16(vb0), vmovq_n_u16(0));
157*4bdc9457SAndroid Build Coastguard Worker const uint16x8_t vm1 = vceqq_u16(vreinterpretq_u16_bf16(vb1), vmovq_n_u16(0));
158*4bdc9457SAndroid Build Coastguard Worker const uint16x8_t vm2 = vceqq_u16(vreinterpretq_u16_bf16(vb2), vmovq_n_u16(0));
159*4bdc9457SAndroid Build Coastguard Worker const uint16x8_t vm3 = vceqq_u16(vreinterpretq_u16_bf16(vb3), vmovq_n_u16(0));
160*4bdc9457SAndroid Build Coastguard Worker
161*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va0x0 = vreinterpretq_bf16_u16(vbicq_u16(vreinterpretq_u16_bf16(va0), vm0));
162*4bdc9457SAndroid Build Coastguard Worker vacc0x0 = vbfmlalbq_f32(vacc0x0, va0x0, vb0);
163*4bdc9457SAndroid Build Coastguard Worker vacc0x0 = vbfmlaltq_f32(vacc0x0, va0x0, vb0);
164*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va1x0 = vreinterpretq_bf16_u16(vbicq_u16(vreinterpretq_u16_bf16(va1), vm0));
165*4bdc9457SAndroid Build Coastguard Worker vacc1x0 = vbfmlalbq_f32(vacc1x0, va1x0, vb0);
166*4bdc9457SAndroid Build Coastguard Worker vacc1x0 = vbfmlaltq_f32(vacc1x0, va1x0, vb0);
167*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va2x0 = vreinterpretq_bf16_u16(vbicq_u16(vreinterpretq_u16_bf16(va2), vm0));
168*4bdc9457SAndroid Build Coastguard Worker vacc2x0 = vbfmlalbq_f32(vacc2x0, va2x0, vb0);
169*4bdc9457SAndroid Build Coastguard Worker vacc2x0 = vbfmlaltq_f32(vacc2x0, va2x0, vb0);
170*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va3x0 = vreinterpretq_bf16_u16(vbicq_u16(vreinterpretq_u16_bf16(va3), vm0));
171*4bdc9457SAndroid Build Coastguard Worker vacc3x0 = vbfmlalbq_f32(vacc3x0, va3x0, vb0);
172*4bdc9457SAndroid Build Coastguard Worker vacc3x0 = vbfmlaltq_f32(vacc3x0, va3x0, vb0);
173*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va4x0 = vreinterpretq_bf16_u16(vbicq_u16(vreinterpretq_u16_bf16(va4), vm0));
174*4bdc9457SAndroid Build Coastguard Worker vacc4x0 = vbfmlalbq_f32(vacc4x0, va4x0, vb0);
175*4bdc9457SAndroid Build Coastguard Worker vacc4x0 = vbfmlaltq_f32(vacc4x0, va4x0, vb0);
176*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va0x1 = vreinterpretq_bf16_u16(vbicq_u16(vreinterpretq_u16_bf16(va0), vm1));
177*4bdc9457SAndroid Build Coastguard Worker vacc0x1 = vbfmlalbq_f32(vacc0x1, va0x1, vb1);
178*4bdc9457SAndroid Build Coastguard Worker vacc0x1 = vbfmlaltq_f32(vacc0x1, va0x1, vb1);
179*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va1x1 = vreinterpretq_bf16_u16(vbicq_u16(vreinterpretq_u16_bf16(va1), vm1));
180*4bdc9457SAndroid Build Coastguard Worker vacc1x1 = vbfmlalbq_f32(vacc1x1, va1x1, vb1);
181*4bdc9457SAndroid Build Coastguard Worker vacc1x1 = vbfmlaltq_f32(vacc1x1, va1x1, vb1);
182*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va2x1 = vreinterpretq_bf16_u16(vbicq_u16(vreinterpretq_u16_bf16(va2), vm1));
183*4bdc9457SAndroid Build Coastguard Worker vacc2x1 = vbfmlalbq_f32(vacc2x1, va2x1, vb1);
184*4bdc9457SAndroid Build Coastguard Worker vacc2x1 = vbfmlaltq_f32(vacc2x1, va2x1, vb1);
185*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va3x1 = vreinterpretq_bf16_u16(vbicq_u16(vreinterpretq_u16_bf16(va3), vm1));
186*4bdc9457SAndroid Build Coastguard Worker vacc3x1 = vbfmlalbq_f32(vacc3x1, va3x1, vb1);
187*4bdc9457SAndroid Build Coastguard Worker vacc3x1 = vbfmlaltq_f32(vacc3x1, va3x1, vb1);
188*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va4x1 = vreinterpretq_bf16_u16(vbicq_u16(vreinterpretq_u16_bf16(va4), vm1));
189*4bdc9457SAndroid Build Coastguard Worker vacc4x1 = vbfmlalbq_f32(vacc4x1, va4x1, vb1);
190*4bdc9457SAndroid Build Coastguard Worker vacc4x1 = vbfmlaltq_f32(vacc4x1, va4x1, vb1);
191*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va0x2 = vreinterpretq_bf16_u16(vbicq_u16(vreinterpretq_u16_bf16(va0), vm2));
192*4bdc9457SAndroid Build Coastguard Worker vacc0x2 = vbfmlalbq_f32(vacc0x2, va0x2, vb2);
193*4bdc9457SAndroid Build Coastguard Worker vacc0x2 = vbfmlaltq_f32(vacc0x2, va0x2, vb2);
194*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va1x2 = vreinterpretq_bf16_u16(vbicq_u16(vreinterpretq_u16_bf16(va1), vm2));
195*4bdc9457SAndroid Build Coastguard Worker vacc1x2 = vbfmlalbq_f32(vacc1x2, va1x2, vb2);
196*4bdc9457SAndroid Build Coastguard Worker vacc1x2 = vbfmlaltq_f32(vacc1x2, va1x2, vb2);
197*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va2x2 = vreinterpretq_bf16_u16(vbicq_u16(vreinterpretq_u16_bf16(va2), vm2));
198*4bdc9457SAndroid Build Coastguard Worker vacc2x2 = vbfmlalbq_f32(vacc2x2, va2x2, vb2);
199*4bdc9457SAndroid Build Coastguard Worker vacc2x2 = vbfmlaltq_f32(vacc2x2, va2x2, vb2);
200*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va3x2 = vreinterpretq_bf16_u16(vbicq_u16(vreinterpretq_u16_bf16(va3), vm2));
201*4bdc9457SAndroid Build Coastguard Worker vacc3x2 = vbfmlalbq_f32(vacc3x2, va3x2, vb2);
202*4bdc9457SAndroid Build Coastguard Worker vacc3x2 = vbfmlaltq_f32(vacc3x2, va3x2, vb2);
203*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va4x2 = vreinterpretq_bf16_u16(vbicq_u16(vreinterpretq_u16_bf16(va4), vm2));
204*4bdc9457SAndroid Build Coastguard Worker vacc4x2 = vbfmlalbq_f32(vacc4x2, va4x2, vb2);
205*4bdc9457SAndroid Build Coastguard Worker vacc4x2 = vbfmlaltq_f32(vacc4x2, va4x2, vb2);
206*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va0x3 = vreinterpretq_bf16_u16(vbicq_u16(vreinterpretq_u16_bf16(va0), vm3));
207*4bdc9457SAndroid Build Coastguard Worker vacc0x3 = vbfmlalbq_f32(vacc0x3, va0x3, vb3);
208*4bdc9457SAndroid Build Coastguard Worker vacc0x3 = vbfmlaltq_f32(vacc0x3, va0x3, vb3);
209*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va1x3 = vreinterpretq_bf16_u16(vbicq_u16(vreinterpretq_u16_bf16(va1), vm3));
210*4bdc9457SAndroid Build Coastguard Worker vacc1x3 = vbfmlalbq_f32(vacc1x3, va1x3, vb3);
211*4bdc9457SAndroid Build Coastguard Worker vacc1x3 = vbfmlaltq_f32(vacc1x3, va1x3, vb3);
212*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va2x3 = vreinterpretq_bf16_u16(vbicq_u16(vreinterpretq_u16_bf16(va2), vm3));
213*4bdc9457SAndroid Build Coastguard Worker vacc2x3 = vbfmlalbq_f32(vacc2x3, va2x3, vb3);
214*4bdc9457SAndroid Build Coastguard Worker vacc2x3 = vbfmlaltq_f32(vacc2x3, va2x3, vb3);
215*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va3x3 = vreinterpretq_bf16_u16(vbicq_u16(vreinterpretq_u16_bf16(va3), vm3));
216*4bdc9457SAndroid Build Coastguard Worker vacc3x3 = vbfmlalbq_f32(vacc3x3, va3x3, vb3);
217*4bdc9457SAndroid Build Coastguard Worker vacc3x3 = vbfmlaltq_f32(vacc3x3, va3x3, vb3);
218*4bdc9457SAndroid Build Coastguard Worker const bfloat16x8_t va4x3 = vreinterpretq_bf16_u16(vbicq_u16(vreinterpretq_u16_bf16(va4), vm3));
219*4bdc9457SAndroid Build Coastguard Worker vacc4x3 = vbfmlalbq_f32(vacc4x3, va4x3, vb3);
220*4bdc9457SAndroid Build Coastguard Worker vacc4x3 = vbfmlaltq_f32(vacc4x3, va4x3, vb3);
221*4bdc9457SAndroid Build Coastguard Worker }
222*4bdc9457SAndroid Build Coastguard Worker
223*4bdc9457SAndroid Build Coastguard Worker #if XNN_ARCH_ARM64
224*4bdc9457SAndroid Build Coastguard Worker const float32x4_t vacc0x01 = vpaddq_f32(vacc0x0, vacc0x1);
225*4bdc9457SAndroid Build Coastguard Worker const float32x4_t vacc1x01 = vpaddq_f32(vacc1x0, vacc1x1);
226*4bdc9457SAndroid Build Coastguard Worker const float32x4_t vacc2x01 = vpaddq_f32(vacc2x0, vacc2x1);
227*4bdc9457SAndroid Build Coastguard Worker const float32x4_t vacc3x01 = vpaddq_f32(vacc3x0, vacc3x1);
228*4bdc9457SAndroid Build Coastguard Worker const float32x4_t vacc4x01 = vpaddq_f32(vacc4x0, vacc4x1);
229*4bdc9457SAndroid Build Coastguard Worker const float32x4_t vacc0x23 = vpaddq_f32(vacc0x2, vacc0x3);
230*4bdc9457SAndroid Build Coastguard Worker const float32x4_t vacc1x23 = vpaddq_f32(vacc1x2, vacc1x3);
231*4bdc9457SAndroid Build Coastguard Worker const float32x4_t vacc2x23 = vpaddq_f32(vacc2x2, vacc2x3);
232*4bdc9457SAndroid Build Coastguard Worker const float32x4_t vacc3x23 = vpaddq_f32(vacc3x2, vacc3x3);
233*4bdc9457SAndroid Build Coastguard Worker const float32x4_t vacc4x23 = vpaddq_f32(vacc4x2, vacc4x3);
234*4bdc9457SAndroid Build Coastguard Worker
235*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc0x0123 = vpaddq_f32(vacc0x01, vacc0x23);
236*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc1x0123 = vpaddq_f32(vacc1x01, vacc1x23);
237*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc2x0123 = vpaddq_f32(vacc2x01, vacc2x23);
238*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc3x0123 = vpaddq_f32(vacc3x01, vacc3x23);
239*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc4x0123 = vpaddq_f32(vacc4x01, vacc4x23);
240*4bdc9457SAndroid Build Coastguard Worker #else
241*4bdc9457SAndroid Build Coastguard Worker const float32x2_t vsum0x0 = vadd_f32(vget_low_f32(vacc0x0), vget_high_f32(vacc0x0));
242*4bdc9457SAndroid Build Coastguard Worker const float32x2_t vsum1x0 = vadd_f32(vget_low_f32(vacc1x0), vget_high_f32(vacc1x0));
243*4bdc9457SAndroid Build Coastguard Worker const float32x2_t vsum2x0 = vadd_f32(vget_low_f32(vacc2x0), vget_high_f32(vacc2x0));
244*4bdc9457SAndroid Build Coastguard Worker const float32x2_t vsum3x0 = vadd_f32(vget_low_f32(vacc3x0), vget_high_f32(vacc3x0));
245*4bdc9457SAndroid Build Coastguard Worker const float32x2_t vsum4x0 = vadd_f32(vget_low_f32(vacc4x0), vget_high_f32(vacc4x0));
246*4bdc9457SAndroid Build Coastguard Worker const float32x2_t vsum0x1 = vadd_f32(vget_low_f32(vacc0x1), vget_high_f32(vacc0x1));
247*4bdc9457SAndroid Build Coastguard Worker const float32x2_t vsum1x1 = vadd_f32(vget_low_f32(vacc1x1), vget_high_f32(vacc1x1));
248*4bdc9457SAndroid Build Coastguard Worker const float32x2_t vsum2x1 = vadd_f32(vget_low_f32(vacc2x1), vget_high_f32(vacc2x1));
249*4bdc9457SAndroid Build Coastguard Worker const float32x2_t vsum3x1 = vadd_f32(vget_low_f32(vacc3x1), vget_high_f32(vacc3x1));
250*4bdc9457SAndroid Build Coastguard Worker const float32x2_t vsum4x1 = vadd_f32(vget_low_f32(vacc4x1), vget_high_f32(vacc4x1));
251*4bdc9457SAndroid Build Coastguard Worker const float32x2_t vsum0x2 = vadd_f32(vget_low_f32(vacc0x2), vget_high_f32(vacc0x2));
252*4bdc9457SAndroid Build Coastguard Worker const float32x2_t vsum1x2 = vadd_f32(vget_low_f32(vacc1x2), vget_high_f32(vacc1x2));
253*4bdc9457SAndroid Build Coastguard Worker const float32x2_t vsum2x2 = vadd_f32(vget_low_f32(vacc2x2), vget_high_f32(vacc2x2));
254*4bdc9457SAndroid Build Coastguard Worker const float32x2_t vsum3x2 = vadd_f32(vget_low_f32(vacc3x2), vget_high_f32(vacc3x2));
255*4bdc9457SAndroid Build Coastguard Worker const float32x2_t vsum4x2 = vadd_f32(vget_low_f32(vacc4x2), vget_high_f32(vacc4x2));
256*4bdc9457SAndroid Build Coastguard Worker const float32x2_t vsum0x3 = vadd_f32(vget_low_f32(vacc0x3), vget_high_f32(vacc0x3));
257*4bdc9457SAndroid Build Coastguard Worker const float32x2_t vsum1x3 = vadd_f32(vget_low_f32(vacc1x3), vget_high_f32(vacc1x3));
258*4bdc9457SAndroid Build Coastguard Worker const float32x2_t vsum2x3 = vadd_f32(vget_low_f32(vacc2x3), vget_high_f32(vacc2x3));
259*4bdc9457SAndroid Build Coastguard Worker const float32x2_t vsum3x3 = vadd_f32(vget_low_f32(vacc3x3), vget_high_f32(vacc3x3));
260*4bdc9457SAndroid Build Coastguard Worker const float32x2_t vsum4x3 = vadd_f32(vget_low_f32(vacc4x3), vget_high_f32(vacc4x3));
261*4bdc9457SAndroid Build Coastguard Worker
262*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc0x0123 = vcombine_f32(vpadd_f32(vsum0x0, vsum0x1), vpadd_f32(vsum0x2, vsum0x3));
263*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc1x0123 = vcombine_f32(vpadd_f32(vsum1x0, vsum1x1), vpadd_f32(vsum1x2, vsum1x3));
264*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc2x0123 = vcombine_f32(vpadd_f32(vsum2x0, vsum2x1), vpadd_f32(vsum2x2, vsum2x3));
265*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc3x0123 = vcombine_f32(vpadd_f32(vsum3x0, vsum3x1), vpadd_f32(vsum3x2, vsum3x3));
266*4bdc9457SAndroid Build Coastguard Worker float32x4_t vacc4x0123 = vcombine_f32(vpadd_f32(vsum4x0, vsum4x1), vpadd_f32(vsum4x2, vsum4x3));
267*4bdc9457SAndroid Build Coastguard Worker #endif
268*4bdc9457SAndroid Build Coastguard Worker
269*4bdc9457SAndroid Build Coastguard Worker const float32x4_t vmax = vld1q_dup_f32(¶ms->scalar.max);
270*4bdc9457SAndroid Build Coastguard Worker vacc0x0123 = vminq_f32(vacc0x0123, vmax);
271*4bdc9457SAndroid Build Coastguard Worker vacc1x0123 = vminq_f32(vacc1x0123, vmax);
272*4bdc9457SAndroid Build Coastguard Worker vacc2x0123 = vminq_f32(vacc2x0123, vmax);
273*4bdc9457SAndroid Build Coastguard Worker vacc3x0123 = vminq_f32(vacc3x0123, vmax);
274*4bdc9457SAndroid Build Coastguard Worker vacc4x0123 = vminq_f32(vacc4x0123, vmax);
275*4bdc9457SAndroid Build Coastguard Worker
276*4bdc9457SAndroid Build Coastguard Worker const float32x4_t vmin = vld1q_dup_f32(¶ms->scalar.min);
277*4bdc9457SAndroid Build Coastguard Worker vacc0x0123 = vmaxq_f32(vacc0x0123, vmin);
278*4bdc9457SAndroid Build Coastguard Worker vacc1x0123 = vmaxq_f32(vacc1x0123, vmin);
279*4bdc9457SAndroid Build Coastguard Worker vacc2x0123 = vmaxq_f32(vacc2x0123, vmin);
280*4bdc9457SAndroid Build Coastguard Worker vacc3x0123 = vmaxq_f32(vacc3x0123, vmin);
281*4bdc9457SAndroid Build Coastguard Worker vacc4x0123 = vmaxq_f32(vacc4x0123, vmin);
282*4bdc9457SAndroid Build Coastguard Worker
283*4bdc9457SAndroid Build Coastguard Worker bfloat16x4_t vout0x0123 = vcvt_bf16_f32(vacc0x0123);
284*4bdc9457SAndroid Build Coastguard Worker bfloat16x4_t vout1x0123 = vcvt_bf16_f32(vacc1x0123);
285*4bdc9457SAndroid Build Coastguard Worker bfloat16x4_t vout2x0123 = vcvt_bf16_f32(vacc2x0123);
286*4bdc9457SAndroid Build Coastguard Worker bfloat16x4_t vout3x0123 = vcvt_bf16_f32(vacc3x0123);
287*4bdc9457SAndroid Build Coastguard Worker bfloat16x4_t vout4x0123 = vcvt_bf16_f32(vacc4x0123);
288*4bdc9457SAndroid Build Coastguard Worker
289*4bdc9457SAndroid Build Coastguard Worker if XNN_LIKELY(nc >= 4) {
290*4bdc9457SAndroid Build Coastguard Worker vst1_bf16(c0, vout0x0123);
291*4bdc9457SAndroid Build Coastguard Worker c0 = (bfloat16_t*) ((uintptr_t) c0 + cn_stride);
292*4bdc9457SAndroid Build Coastguard Worker vst1_bf16(c1, vout1x0123);
293*4bdc9457SAndroid Build Coastguard Worker c1 = (bfloat16_t*) ((uintptr_t) c1 + cn_stride);
294*4bdc9457SAndroid Build Coastguard Worker vst1_bf16(c2, vout2x0123);
295*4bdc9457SAndroid Build Coastguard Worker c2 = (bfloat16_t*) ((uintptr_t) c2 + cn_stride);
296*4bdc9457SAndroid Build Coastguard Worker vst1_bf16(c3, vout3x0123);
297*4bdc9457SAndroid Build Coastguard Worker c3 = (bfloat16_t*) ((uintptr_t) c3 + cn_stride);
298*4bdc9457SAndroid Build Coastguard Worker vst1_bf16(c4, vout4x0123);
299*4bdc9457SAndroid Build Coastguard Worker c4 = (bfloat16_t*) ((uintptr_t) c4 + cn_stride);
300*4bdc9457SAndroid Build Coastguard Worker
301*4bdc9457SAndroid Build Coastguard Worker a0 = (const bfloat16_t*) ((uintptr_t) a0 - kc);
302*4bdc9457SAndroid Build Coastguard Worker a1 = (const bfloat16_t*) ((uintptr_t) a1 - kc);
303*4bdc9457SAndroid Build Coastguard Worker a2 = (const bfloat16_t*) ((uintptr_t) a2 - kc);
304*4bdc9457SAndroid Build Coastguard Worker a3 = (const bfloat16_t*) ((uintptr_t) a3 - kc);
305*4bdc9457SAndroid Build Coastguard Worker a4 = (const bfloat16_t*) ((uintptr_t) a4 - kc);
306*4bdc9457SAndroid Build Coastguard Worker
307*4bdc9457SAndroid Build Coastguard Worker nc -= 4;
308*4bdc9457SAndroid Build Coastguard Worker } else {
309*4bdc9457SAndroid Build Coastguard Worker if (nc & 2) {
310*4bdc9457SAndroid Build Coastguard Worker vst1_lane_u32((void*) c0, vreinterpret_u32_bf16(vout0x0123), 0); c0 += 2;
311*4bdc9457SAndroid Build Coastguard Worker vst1_lane_u32((void*) c1, vreinterpret_u32_bf16(vout1x0123), 0); c1 += 2;
312*4bdc9457SAndroid Build Coastguard Worker vst1_lane_u32((void*) c2, vreinterpret_u32_bf16(vout2x0123), 0); c2 += 2;
313*4bdc9457SAndroid Build Coastguard Worker vst1_lane_u32((void*) c3, vreinterpret_u32_bf16(vout3x0123), 0); c3 += 2;
314*4bdc9457SAndroid Build Coastguard Worker vst1_lane_u32((void*) c4, vreinterpret_u32_bf16(vout4x0123), 0); c4 += 2;
315*4bdc9457SAndroid Build Coastguard Worker
316*4bdc9457SAndroid Build Coastguard Worker vout0x0123 = vreinterpret_bf16_u16(vext_u16(vreinterpret_u16_bf16(vout0x0123), vreinterpret_u16_bf16(vout0x0123), 2));
317*4bdc9457SAndroid Build Coastguard Worker vout1x0123 = vreinterpret_bf16_u16(vext_u16(vreinterpret_u16_bf16(vout1x0123), vreinterpret_u16_bf16(vout1x0123), 2));
318*4bdc9457SAndroid Build Coastguard Worker vout2x0123 = vreinterpret_bf16_u16(vext_u16(vreinterpret_u16_bf16(vout2x0123), vreinterpret_u16_bf16(vout2x0123), 2));
319*4bdc9457SAndroid Build Coastguard Worker vout3x0123 = vreinterpret_bf16_u16(vext_u16(vreinterpret_u16_bf16(vout3x0123), vreinterpret_u16_bf16(vout3x0123), 2));
320*4bdc9457SAndroid Build Coastguard Worker vout4x0123 = vreinterpret_bf16_u16(vext_u16(vreinterpret_u16_bf16(vout4x0123), vreinterpret_u16_bf16(vout4x0123), 2));
321*4bdc9457SAndroid Build Coastguard Worker }
322*4bdc9457SAndroid Build Coastguard Worker if (nc & 1) {
323*4bdc9457SAndroid Build Coastguard Worker vst1_lane_bf16(c0, vout0x0123, 0);
324*4bdc9457SAndroid Build Coastguard Worker vst1_lane_bf16(c1, vout1x0123, 0);
325*4bdc9457SAndroid Build Coastguard Worker vst1_lane_bf16(c2, vout2x0123, 0);
326*4bdc9457SAndroid Build Coastguard Worker vst1_lane_bf16(c3, vout3x0123, 0);
327*4bdc9457SAndroid Build Coastguard Worker vst1_lane_bf16(c4, vout4x0123, 0);
328*4bdc9457SAndroid Build Coastguard Worker }
329*4bdc9457SAndroid Build Coastguard Worker
330*4bdc9457SAndroid Build Coastguard Worker nc = 0;
331*4bdc9457SAndroid Build Coastguard Worker }
332*4bdc9457SAndroid Build Coastguard Worker } while (nc != 0);
333*4bdc9457SAndroid Build Coastguard Worker }
334