xref: /aosp_15_r20/external/XNNPACK/src/bf16-gemm/gen/4x8c2-minmax-neonbf16-bfdot-lane-ld128.c (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1*4bdc9457SAndroid Build Coastguard Worker // Auto-generated file. Do not edit!
2*4bdc9457SAndroid Build Coastguard Worker //   Template: src/bf16-gemm/c2-neonbf16-bfdot-lane-ld128.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_4x8c2__neonbf16_bfdot_lane_ld128(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_4x8c2__neonbf16_bfdot_lane_ld128(
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 <= 4);
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 
60*4bdc9457SAndroid Build Coastguard Worker   const bfloat16_t* w = (const bfloat16_t*) w_ptr;
61*4bdc9457SAndroid Build Coastguard Worker   do {
62*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vacc0x0123 = vcvt_f32_bf16(vld1_bf16(w)); w += 4;
63*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vacc0x4567 = vcvt_f32_bf16(vld1_bf16(w)); w += 4;
64*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vacc1x0123 = vacc0x0123;
65*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vacc1x4567 = vacc0x4567;
66*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vacc2x0123 = vacc0x0123;
67*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vacc2x4567 = vacc0x4567;
68*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vacc3x0123 = vacc0x0123;
69*4bdc9457SAndroid Build Coastguard Worker     float32x4_t vacc3x4567 = vacc0x4567;
70*4bdc9457SAndroid Build Coastguard Worker 
71*4bdc9457SAndroid Build Coastguard Worker     size_t k = kc;
72*4bdc9457SAndroid Build Coastguard Worker     for (; k >= 8 * sizeof(bfloat16_t); k -= 8 * sizeof(bfloat16_t)) {
73*4bdc9457SAndroid Build Coastguard Worker       const bfloat16x8_t va0 = vld1q_bf16(a0); a0 += 8;
74*4bdc9457SAndroid Build Coastguard Worker       const bfloat16x8_t va1 = vld1q_bf16(a1); a1 += 8;
75*4bdc9457SAndroid Build Coastguard Worker       const bfloat16x8_t va2 = vld1q_bf16(a2); a2 += 8;
76*4bdc9457SAndroid Build Coastguard Worker       const bfloat16x8_t va3 = vld1q_bf16(a3); a3 += 8;
77*4bdc9457SAndroid Build Coastguard Worker 
78*4bdc9457SAndroid Build Coastguard Worker       const bfloat16x8_t vb0123c01 = vld1q_bf16(w); w += 8;
79*4bdc9457SAndroid Build Coastguard Worker       const bfloat16x8_t vb4567c01 = vld1q_bf16(w); w += 8;
80*4bdc9457SAndroid Build Coastguard Worker 
81*4bdc9457SAndroid Build Coastguard Worker       vacc0x0123 = vbfdotq_laneq_f32(vacc0x0123, vb0123c01, va0, 0);
82*4bdc9457SAndroid Build Coastguard Worker       vacc1x0123 = vbfdotq_laneq_f32(vacc1x0123, vb0123c01, va1, 0);
83*4bdc9457SAndroid Build Coastguard Worker       vacc2x0123 = vbfdotq_laneq_f32(vacc2x0123, vb0123c01, va2, 0);
84*4bdc9457SAndroid Build Coastguard Worker       vacc3x0123 = vbfdotq_laneq_f32(vacc3x0123, vb0123c01, va3, 0);
85*4bdc9457SAndroid Build Coastguard Worker       vacc0x4567 = vbfdotq_laneq_f32(vacc0x4567, vb4567c01, va0, 0);
86*4bdc9457SAndroid Build Coastguard Worker       vacc1x4567 = vbfdotq_laneq_f32(vacc1x4567, vb4567c01, va1, 0);
87*4bdc9457SAndroid Build Coastguard Worker       vacc2x4567 = vbfdotq_laneq_f32(vacc2x4567, vb4567c01, va2, 0);
88*4bdc9457SAndroid Build Coastguard Worker       vacc3x4567 = vbfdotq_laneq_f32(vacc3x4567, vb4567c01, va3, 0);
89*4bdc9457SAndroid Build Coastguard Worker       const bfloat16x8_t vb0123c23 = vld1q_bf16(w); w += 8;
90*4bdc9457SAndroid Build Coastguard Worker       const bfloat16x8_t vb4567c23 = vld1q_bf16(w); w += 8;
91*4bdc9457SAndroid Build Coastguard Worker 
92*4bdc9457SAndroid Build Coastguard Worker       vacc0x0123 = vbfdotq_laneq_f32(vacc0x0123, vb0123c23, va0, 1);
93*4bdc9457SAndroid Build Coastguard Worker       vacc1x0123 = vbfdotq_laneq_f32(vacc1x0123, vb0123c23, va1, 1);
94*4bdc9457SAndroid Build Coastguard Worker       vacc2x0123 = vbfdotq_laneq_f32(vacc2x0123, vb0123c23, va2, 1);
95*4bdc9457SAndroid Build Coastguard Worker       vacc3x0123 = vbfdotq_laneq_f32(vacc3x0123, vb0123c23, va3, 1);
96*4bdc9457SAndroid Build Coastguard Worker       vacc0x4567 = vbfdotq_laneq_f32(vacc0x4567, vb4567c23, va0, 1);
97*4bdc9457SAndroid Build Coastguard Worker       vacc1x4567 = vbfdotq_laneq_f32(vacc1x4567, vb4567c23, va1, 1);
98*4bdc9457SAndroid Build Coastguard Worker       vacc2x4567 = vbfdotq_laneq_f32(vacc2x4567, vb4567c23, va2, 1);
99*4bdc9457SAndroid Build Coastguard Worker       vacc3x4567 = vbfdotq_laneq_f32(vacc3x4567, vb4567c23, va3, 1);
100*4bdc9457SAndroid Build Coastguard Worker       const bfloat16x8_t vb0123c45 = vld1q_bf16(w); w += 8;
101*4bdc9457SAndroid Build Coastguard Worker       const bfloat16x8_t vb4567c45 = vld1q_bf16(w); w += 8;
102*4bdc9457SAndroid Build Coastguard Worker 
103*4bdc9457SAndroid Build Coastguard Worker       vacc0x0123 = vbfdotq_laneq_f32(vacc0x0123, vb0123c45, va0, 2);
104*4bdc9457SAndroid Build Coastguard Worker       vacc1x0123 = vbfdotq_laneq_f32(vacc1x0123, vb0123c45, va1, 2);
105*4bdc9457SAndroid Build Coastguard Worker       vacc2x0123 = vbfdotq_laneq_f32(vacc2x0123, vb0123c45, va2, 2);
106*4bdc9457SAndroid Build Coastguard Worker       vacc3x0123 = vbfdotq_laneq_f32(vacc3x0123, vb0123c45, va3, 2);
107*4bdc9457SAndroid Build Coastguard Worker       vacc0x4567 = vbfdotq_laneq_f32(vacc0x4567, vb4567c45, va0, 2);
108*4bdc9457SAndroid Build Coastguard Worker       vacc1x4567 = vbfdotq_laneq_f32(vacc1x4567, vb4567c45, va1, 2);
109*4bdc9457SAndroid Build Coastguard Worker       vacc2x4567 = vbfdotq_laneq_f32(vacc2x4567, vb4567c45, va2, 2);
110*4bdc9457SAndroid Build Coastguard Worker       vacc3x4567 = vbfdotq_laneq_f32(vacc3x4567, vb4567c45, va3, 2);
111*4bdc9457SAndroid Build Coastguard Worker       const bfloat16x8_t vb0123c67 = vld1q_bf16(w); w += 8;
112*4bdc9457SAndroid Build Coastguard Worker       const bfloat16x8_t vb4567c67 = vld1q_bf16(w); w += 8;
113*4bdc9457SAndroid Build Coastguard Worker 
114*4bdc9457SAndroid Build Coastguard Worker       vacc0x0123 = vbfdotq_laneq_f32(vacc0x0123, vb0123c67, va0, 3);
115*4bdc9457SAndroid Build Coastguard Worker       vacc1x0123 = vbfdotq_laneq_f32(vacc1x0123, vb0123c67, va1, 3);
116*4bdc9457SAndroid Build Coastguard Worker       vacc2x0123 = vbfdotq_laneq_f32(vacc2x0123, vb0123c67, va2, 3);
117*4bdc9457SAndroid Build Coastguard Worker       vacc3x0123 = vbfdotq_laneq_f32(vacc3x0123, vb0123c67, va3, 3);
118*4bdc9457SAndroid Build Coastguard Worker       vacc0x4567 = vbfdotq_laneq_f32(vacc0x4567, vb4567c67, va0, 3);
119*4bdc9457SAndroid Build Coastguard Worker       vacc1x4567 = vbfdotq_laneq_f32(vacc1x4567, vb4567c67, va1, 3);
120*4bdc9457SAndroid Build Coastguard Worker       vacc2x4567 = vbfdotq_laneq_f32(vacc2x4567, vb4567c67, va2, 3);
121*4bdc9457SAndroid Build Coastguard Worker       vacc3x4567 = vbfdotq_laneq_f32(vacc3x4567, vb4567c67, va3, 3);
122*4bdc9457SAndroid Build Coastguard Worker     }
123*4bdc9457SAndroid Build Coastguard Worker     if XNN_UNLIKELY(k != 0) {
124*4bdc9457SAndroid Build Coastguard Worker       const bfloat16x8_t va0 = vld1q_bf16(a0); a0 = (const bfloat16_t*) ((uintptr_t) a0 + k);
125*4bdc9457SAndroid Build Coastguard Worker       const bfloat16x8_t va1 = vld1q_bf16(a1); a1 = (const bfloat16_t*) ((uintptr_t) a1 + k);
126*4bdc9457SAndroid Build Coastguard Worker       const bfloat16x8_t va2 = vld1q_bf16(a2); a2 = (const bfloat16_t*) ((uintptr_t) a2 + k);
127*4bdc9457SAndroid Build Coastguard Worker       const bfloat16x8_t va3 = vld1q_bf16(a3); a3 = (const bfloat16_t*) ((uintptr_t) a3 + k);
128*4bdc9457SAndroid Build Coastguard Worker 
129*4bdc9457SAndroid Build Coastguard Worker       const bfloat16x8_t vb0123c01 = vld1q_bf16(w); w += 8;
130*4bdc9457SAndroid Build Coastguard Worker       const bfloat16x8_t vb4567c01 = vld1q_bf16(w); w += 8;
131*4bdc9457SAndroid Build Coastguard Worker 
132*4bdc9457SAndroid Build Coastguard Worker       const uint32x4_t va0c01 = vdupq_lane_u32(vreinterpret_u32_bf16(vget_low_bf16(va0)), 0);
133*4bdc9457SAndroid Build Coastguard Worker       const uint32x4_t va1c01 = vdupq_lane_u32(vreinterpret_u32_bf16(vget_low_bf16(va1)), 0);
134*4bdc9457SAndroid Build Coastguard Worker       const uint32x4_t va2c01 = vdupq_lane_u32(vreinterpret_u32_bf16(vget_low_bf16(va2)), 0);
135*4bdc9457SAndroid Build Coastguard Worker       const uint32x4_t va3c01 = vdupq_lane_u32(vreinterpret_u32_bf16(vget_low_bf16(va3)), 0);
136*4bdc9457SAndroid Build Coastguard Worker 
137*4bdc9457SAndroid Build Coastguard Worker       const uint32x4_t vm0123c01 = vreinterpretq_u32_u16(vceqq_u16(vreinterpretq_u16_bf16(vb0123c01), vmovq_n_u16(0)));
138*4bdc9457SAndroid Build Coastguard Worker       const uint32x4_t vm4567c01 = vreinterpretq_u32_u16(vceqq_u16(vreinterpretq_u16_bf16(vb4567c01), vmovq_n_u16(0)));
139*4bdc9457SAndroid Build Coastguard Worker 
140*4bdc9457SAndroid Build Coastguard Worker       const uint32x4_t va0x0123c01 = vbicq_u32(va0c01, vm0123c01);
141*4bdc9457SAndroid Build Coastguard Worker       vacc0x0123 = vbfdotq_f32(vacc0x0123, vb0123c01, vreinterpretq_bf16_u32(va0x0123c01));
142*4bdc9457SAndroid Build Coastguard Worker       const uint32x4_t va1x0123c01 = vbicq_u32(va1c01, vm0123c01);
143*4bdc9457SAndroid Build Coastguard Worker       vacc1x0123 = vbfdotq_f32(vacc1x0123, vb0123c01, vreinterpretq_bf16_u32(va1x0123c01));
144*4bdc9457SAndroid Build Coastguard Worker       const uint32x4_t va2x0123c01 = vbicq_u32(va2c01, vm0123c01);
145*4bdc9457SAndroid Build Coastguard Worker       vacc2x0123 = vbfdotq_f32(vacc2x0123, vb0123c01, vreinterpretq_bf16_u32(va2x0123c01));
146*4bdc9457SAndroid Build Coastguard Worker       const uint32x4_t va3x0123c01 = vbicq_u32(va3c01, vm0123c01);
147*4bdc9457SAndroid Build Coastguard Worker       vacc3x0123 = vbfdotq_f32(vacc3x0123, vb0123c01, vreinterpretq_bf16_u32(va3x0123c01));
148*4bdc9457SAndroid Build Coastguard Worker       const uint32x4_t va0x4567c01 = vbicq_u32(va0c01, vm4567c01);
149*4bdc9457SAndroid Build Coastguard Worker       vacc0x4567 = vbfdotq_f32(vacc0x4567, vb4567c01, vreinterpretq_bf16_u32(va0x4567c01));
150*4bdc9457SAndroid Build Coastguard Worker       const uint32x4_t va1x4567c01 = vbicq_u32(va1c01, vm4567c01);
151*4bdc9457SAndroid Build Coastguard Worker       vacc1x4567 = vbfdotq_f32(vacc1x4567, vb4567c01, vreinterpretq_bf16_u32(va1x4567c01));
152*4bdc9457SAndroid Build Coastguard Worker       const uint32x4_t va2x4567c01 = vbicq_u32(va2c01, vm4567c01);
153*4bdc9457SAndroid Build Coastguard Worker       vacc2x4567 = vbfdotq_f32(vacc2x4567, vb4567c01, vreinterpretq_bf16_u32(va2x4567c01));
154*4bdc9457SAndroid Build Coastguard Worker       const uint32x4_t va3x4567c01 = vbicq_u32(va3c01, vm4567c01);
155*4bdc9457SAndroid Build Coastguard Worker       vacc3x4567 = vbfdotq_f32(vacc3x4567, vb4567c01, vreinterpretq_bf16_u32(va3x4567c01));
156*4bdc9457SAndroid Build Coastguard Worker 
157*4bdc9457SAndroid Build Coastguard Worker       if (k > 2 * sizeof(bfloat16_t)) {
158*4bdc9457SAndroid Build Coastguard Worker         const bfloat16x8_t vb0123c23 = vld1q_bf16(w); w += 8;
159*4bdc9457SAndroid Build Coastguard Worker         const bfloat16x8_t vb4567c23 = vld1q_bf16(w); w += 8;
160*4bdc9457SAndroid Build Coastguard Worker 
161*4bdc9457SAndroid Build Coastguard Worker         const uint32x4_t va0c23 = vdupq_lane_u32(vreinterpret_u32_bf16(vget_low_bf16(va0)), 1);
162*4bdc9457SAndroid Build Coastguard Worker         const uint32x4_t va1c23 = vdupq_lane_u32(vreinterpret_u32_bf16(vget_low_bf16(va1)), 1);
163*4bdc9457SAndroid Build Coastguard Worker         const uint32x4_t va2c23 = vdupq_lane_u32(vreinterpret_u32_bf16(vget_low_bf16(va2)), 1);
164*4bdc9457SAndroid Build Coastguard Worker         const uint32x4_t va3c23 = vdupq_lane_u32(vreinterpret_u32_bf16(vget_low_bf16(va3)), 1);
165*4bdc9457SAndroid Build Coastguard Worker 
166*4bdc9457SAndroid Build Coastguard Worker         const uint32x4_t vm0123c23 = vreinterpretq_u32_u16(vceqq_u16(vreinterpretq_u16_bf16(vb0123c23), vmovq_n_u16(0)));
167*4bdc9457SAndroid Build Coastguard Worker         const uint32x4_t vm4567c23 = vreinterpretq_u32_u16(vceqq_u16(vreinterpretq_u16_bf16(vb4567c23), vmovq_n_u16(0)));
168*4bdc9457SAndroid Build Coastguard Worker 
169*4bdc9457SAndroid Build Coastguard Worker         const uint32x4_t va0x0123c23 = vbicq_u32(va0c23, vm0123c23);
170*4bdc9457SAndroid Build Coastguard Worker         vacc0x0123 = vbfdotq_f32(vacc0x0123, vb0123c23, vreinterpretq_bf16_u32(va0x0123c23));
171*4bdc9457SAndroid Build Coastguard Worker         const uint32x4_t va1x0123c23 = vbicq_u32(va1c23, vm0123c23);
172*4bdc9457SAndroid Build Coastguard Worker         vacc1x0123 = vbfdotq_f32(vacc1x0123, vb0123c23, vreinterpretq_bf16_u32(va1x0123c23));
173*4bdc9457SAndroid Build Coastguard Worker         const uint32x4_t va2x0123c23 = vbicq_u32(va2c23, vm0123c23);
174*4bdc9457SAndroid Build Coastguard Worker         vacc2x0123 = vbfdotq_f32(vacc2x0123, vb0123c23, vreinterpretq_bf16_u32(va2x0123c23));
175*4bdc9457SAndroid Build Coastguard Worker         const uint32x4_t va3x0123c23 = vbicq_u32(va3c23, vm0123c23);
176*4bdc9457SAndroid Build Coastguard Worker         vacc3x0123 = vbfdotq_f32(vacc3x0123, vb0123c23, vreinterpretq_bf16_u32(va3x0123c23));
177*4bdc9457SAndroid Build Coastguard Worker         const uint32x4_t va0x4567c23 = vbicq_u32(va0c23, vm4567c23);
178*4bdc9457SAndroid Build Coastguard Worker         vacc0x4567 = vbfdotq_f32(vacc0x4567, vb4567c23, vreinterpretq_bf16_u32(va0x4567c23));
179*4bdc9457SAndroid Build Coastguard Worker         const uint32x4_t va1x4567c23 = vbicq_u32(va1c23, vm4567c23);
180*4bdc9457SAndroid Build Coastguard Worker         vacc1x4567 = vbfdotq_f32(vacc1x4567, vb4567c23, vreinterpretq_bf16_u32(va1x4567c23));
181*4bdc9457SAndroid Build Coastguard Worker         const uint32x4_t va2x4567c23 = vbicq_u32(va2c23, vm4567c23);
182*4bdc9457SAndroid Build Coastguard Worker         vacc2x4567 = vbfdotq_f32(vacc2x4567, vb4567c23, vreinterpretq_bf16_u32(va2x4567c23));
183*4bdc9457SAndroid Build Coastguard Worker         const uint32x4_t va3x4567c23 = vbicq_u32(va3c23, vm4567c23);
184*4bdc9457SAndroid Build Coastguard Worker         vacc3x4567 = vbfdotq_f32(vacc3x4567, vb4567c23, vreinterpretq_bf16_u32(va3x4567c23));
185*4bdc9457SAndroid Build Coastguard Worker 
186*4bdc9457SAndroid Build Coastguard Worker         if (k > 4 * sizeof(bfloat16_t)) {
187*4bdc9457SAndroid Build Coastguard Worker           const bfloat16x8_t vb0123c45 = vld1q_bf16(w); w += 8;
188*4bdc9457SAndroid Build Coastguard Worker           const bfloat16x8_t vb4567c45 = vld1q_bf16(w); w += 8;
189*4bdc9457SAndroid Build Coastguard Worker 
190*4bdc9457SAndroid Build Coastguard Worker           const uint32x4_t va0c45 = vdupq_lane_u32(vreinterpret_u32_bf16(vget_high_bf16(va0)), 0);
191*4bdc9457SAndroid Build Coastguard Worker           const uint32x4_t va1c45 = vdupq_lane_u32(vreinterpret_u32_bf16(vget_high_bf16(va1)), 0);
192*4bdc9457SAndroid Build Coastguard Worker           const uint32x4_t va2c45 = vdupq_lane_u32(vreinterpret_u32_bf16(vget_high_bf16(va2)), 0);
193*4bdc9457SAndroid Build Coastguard Worker           const uint32x4_t va3c45 = vdupq_lane_u32(vreinterpret_u32_bf16(vget_high_bf16(va3)), 0);
194*4bdc9457SAndroid Build Coastguard Worker 
195*4bdc9457SAndroid Build Coastguard Worker           const uint32x4_t vm0123c45 = vreinterpretq_u32_u16(vceqq_u16(vreinterpretq_u16_bf16(vb0123c45), vmovq_n_u16(0)));
196*4bdc9457SAndroid Build Coastguard Worker           const uint32x4_t vm4567c45 = vreinterpretq_u32_u16(vceqq_u16(vreinterpretq_u16_bf16(vb4567c45), vmovq_n_u16(0)));
197*4bdc9457SAndroid Build Coastguard Worker 
198*4bdc9457SAndroid Build Coastguard Worker           const uint32x4_t va0x0123c45 = vbicq_u32(va0c45, vm0123c45);
199*4bdc9457SAndroid Build Coastguard Worker           vacc0x0123 = vbfdotq_f32(vacc0x0123, vb0123c45, vreinterpretq_bf16_u32(va0x0123c45));
200*4bdc9457SAndroid Build Coastguard Worker           const uint32x4_t va1x0123c45 = vbicq_u32(va1c45, vm0123c45);
201*4bdc9457SAndroid Build Coastguard Worker           vacc1x0123 = vbfdotq_f32(vacc1x0123, vb0123c45, vreinterpretq_bf16_u32(va1x0123c45));
202*4bdc9457SAndroid Build Coastguard Worker           const uint32x4_t va2x0123c45 = vbicq_u32(va2c45, vm0123c45);
203*4bdc9457SAndroid Build Coastguard Worker           vacc2x0123 = vbfdotq_f32(vacc2x0123, vb0123c45, vreinterpretq_bf16_u32(va2x0123c45));
204*4bdc9457SAndroid Build Coastguard Worker           const uint32x4_t va3x0123c45 = vbicq_u32(va3c45, vm0123c45);
205*4bdc9457SAndroid Build Coastguard Worker           vacc3x0123 = vbfdotq_f32(vacc3x0123, vb0123c45, vreinterpretq_bf16_u32(va3x0123c45));
206*4bdc9457SAndroid Build Coastguard Worker           const uint32x4_t va0x4567c45 = vbicq_u32(va0c45, vm4567c45);
207*4bdc9457SAndroid Build Coastguard Worker           vacc0x4567 = vbfdotq_f32(vacc0x4567, vb4567c45, vreinterpretq_bf16_u32(va0x4567c45));
208*4bdc9457SAndroid Build Coastguard Worker           const uint32x4_t va1x4567c45 = vbicq_u32(va1c45, vm4567c45);
209*4bdc9457SAndroid Build Coastguard Worker           vacc1x4567 = vbfdotq_f32(vacc1x4567, vb4567c45, vreinterpretq_bf16_u32(va1x4567c45));
210*4bdc9457SAndroid Build Coastguard Worker           const uint32x4_t va2x4567c45 = vbicq_u32(va2c45, vm4567c45);
211*4bdc9457SAndroid Build Coastguard Worker           vacc2x4567 = vbfdotq_f32(vacc2x4567, vb4567c45, vreinterpretq_bf16_u32(va2x4567c45));
212*4bdc9457SAndroid Build Coastguard Worker           const uint32x4_t va3x4567c45 = vbicq_u32(va3c45, vm4567c45);
213*4bdc9457SAndroid Build Coastguard Worker           vacc3x4567 = vbfdotq_f32(vacc3x4567, vb4567c45, vreinterpretq_bf16_u32(va3x4567c45));
214*4bdc9457SAndroid Build Coastguard Worker 
215*4bdc9457SAndroid Build Coastguard Worker           if (k > 6 * sizeof(bfloat16_t)) {
216*4bdc9457SAndroid Build Coastguard Worker             const bfloat16x8_t vb0123c67 = vld1q_bf16(w); w += 8;
217*4bdc9457SAndroid Build Coastguard Worker             const bfloat16x8_t vb4567c67 = vld1q_bf16(w); w += 8;
218*4bdc9457SAndroid Build Coastguard Worker 
219*4bdc9457SAndroid Build Coastguard Worker             const uint32x4_t va0c67 = vdupq_lane_u32(vreinterpret_u32_bf16(vget_high_bf16(va0)), 1);
220*4bdc9457SAndroid Build Coastguard Worker             const uint32x4_t va1c67 = vdupq_lane_u32(vreinterpret_u32_bf16(vget_high_bf16(va1)), 1);
221*4bdc9457SAndroid Build Coastguard Worker             const uint32x4_t va2c67 = vdupq_lane_u32(vreinterpret_u32_bf16(vget_high_bf16(va2)), 1);
222*4bdc9457SAndroid Build Coastguard Worker             const uint32x4_t va3c67 = vdupq_lane_u32(vreinterpret_u32_bf16(vget_high_bf16(va3)), 1);
223*4bdc9457SAndroid Build Coastguard Worker 
224*4bdc9457SAndroid Build Coastguard Worker             const uint32x4_t vm0123c67 = vreinterpretq_u32_u16(vceqq_u16(vreinterpretq_u16_bf16(vb0123c67), vmovq_n_u16(0)));
225*4bdc9457SAndroid Build Coastguard Worker             const uint32x4_t vm4567c67 = vreinterpretq_u32_u16(vceqq_u16(vreinterpretq_u16_bf16(vb4567c67), vmovq_n_u16(0)));
226*4bdc9457SAndroid Build Coastguard Worker 
227*4bdc9457SAndroid Build Coastguard Worker             const uint32x4_t va0x0123c67 = vbicq_u32(va0c67, vm0123c67);
228*4bdc9457SAndroid Build Coastguard Worker             vacc0x0123 = vbfdotq_f32(vacc0x0123, vb0123c67, vreinterpretq_bf16_u32(va0x0123c67));
229*4bdc9457SAndroid Build Coastguard Worker             const uint32x4_t va1x0123c67 = vbicq_u32(va1c67, vm0123c67);
230*4bdc9457SAndroid Build Coastguard Worker             vacc1x0123 = vbfdotq_f32(vacc1x0123, vb0123c67, vreinterpretq_bf16_u32(va1x0123c67));
231*4bdc9457SAndroid Build Coastguard Worker             const uint32x4_t va2x0123c67 = vbicq_u32(va2c67, vm0123c67);
232*4bdc9457SAndroid Build Coastguard Worker             vacc2x0123 = vbfdotq_f32(vacc2x0123, vb0123c67, vreinterpretq_bf16_u32(va2x0123c67));
233*4bdc9457SAndroid Build Coastguard Worker             const uint32x4_t va3x0123c67 = vbicq_u32(va3c67, vm0123c67);
234*4bdc9457SAndroid Build Coastguard Worker             vacc3x0123 = vbfdotq_f32(vacc3x0123, vb0123c67, vreinterpretq_bf16_u32(va3x0123c67));
235*4bdc9457SAndroid Build Coastguard Worker             const uint32x4_t va0x4567c67 = vbicq_u32(va0c67, vm4567c67);
236*4bdc9457SAndroid Build Coastguard Worker             vacc0x4567 = vbfdotq_f32(vacc0x4567, vb4567c67, vreinterpretq_bf16_u32(va0x4567c67));
237*4bdc9457SAndroid Build Coastguard Worker             const uint32x4_t va1x4567c67 = vbicq_u32(va1c67, vm4567c67);
238*4bdc9457SAndroid Build Coastguard Worker             vacc1x4567 = vbfdotq_f32(vacc1x4567, vb4567c67, vreinterpretq_bf16_u32(va1x4567c67));
239*4bdc9457SAndroid Build Coastguard Worker             const uint32x4_t va2x4567c67 = vbicq_u32(va2c67, vm4567c67);
240*4bdc9457SAndroid Build Coastguard Worker             vacc2x4567 = vbfdotq_f32(vacc2x4567, vb4567c67, vreinterpretq_bf16_u32(va2x4567c67));
241*4bdc9457SAndroid Build Coastguard Worker             const uint32x4_t va3x4567c67 = vbicq_u32(va3c67, vm4567c67);
242*4bdc9457SAndroid Build Coastguard Worker             vacc3x4567 = vbfdotq_f32(vacc3x4567, vb4567c67, vreinterpretq_bf16_u32(va3x4567c67));
243*4bdc9457SAndroid Build Coastguard Worker           }
244*4bdc9457SAndroid Build Coastguard Worker         }
245*4bdc9457SAndroid Build Coastguard Worker       }
246*4bdc9457SAndroid Build Coastguard Worker     }
247*4bdc9457SAndroid Build Coastguard Worker 
248*4bdc9457SAndroid Build Coastguard Worker     const float32x4_t vmax = vld1q_dup_f32(&params->scalar.max);
249*4bdc9457SAndroid Build Coastguard Worker     vacc0x0123 = vminq_f32(vacc0x0123, vmax);
250*4bdc9457SAndroid Build Coastguard Worker     vacc1x0123 = vminq_f32(vacc1x0123, vmax);
251*4bdc9457SAndroid Build Coastguard Worker     vacc2x0123 = vminq_f32(vacc2x0123, vmax);
252*4bdc9457SAndroid Build Coastguard Worker     vacc3x0123 = vminq_f32(vacc3x0123, vmax);
253*4bdc9457SAndroid Build Coastguard Worker     vacc0x4567 = vminq_f32(vacc0x4567, vmax);
254*4bdc9457SAndroid Build Coastguard Worker     vacc1x4567 = vminq_f32(vacc1x4567, vmax);
255*4bdc9457SAndroid Build Coastguard Worker     vacc2x4567 = vminq_f32(vacc2x4567, vmax);
256*4bdc9457SAndroid Build Coastguard Worker     vacc3x4567 = vminq_f32(vacc3x4567, vmax);
257*4bdc9457SAndroid Build Coastguard Worker 
258*4bdc9457SAndroid Build Coastguard Worker     const float32x4_t vmin = vld1q_dup_f32(&params->scalar.min);
259*4bdc9457SAndroid Build Coastguard Worker     vacc0x0123 = vmaxq_f32(vacc0x0123, vmin);
260*4bdc9457SAndroid Build Coastguard Worker     vacc1x0123 = vmaxq_f32(vacc1x0123, vmin);
261*4bdc9457SAndroid Build Coastguard Worker     vacc2x0123 = vmaxq_f32(vacc2x0123, vmin);
262*4bdc9457SAndroid Build Coastguard Worker     vacc3x0123 = vmaxq_f32(vacc3x0123, vmin);
263*4bdc9457SAndroid Build Coastguard Worker     vacc0x4567 = vmaxq_f32(vacc0x4567, vmin);
264*4bdc9457SAndroid Build Coastguard Worker     vacc1x4567 = vmaxq_f32(vacc1x4567, vmin);
265*4bdc9457SAndroid Build Coastguard Worker     vacc2x4567 = vmaxq_f32(vacc2x4567, vmin);
266*4bdc9457SAndroid Build Coastguard Worker     vacc3x4567 = vmaxq_f32(vacc3x4567, vmin);
267*4bdc9457SAndroid Build Coastguard Worker 
268*4bdc9457SAndroid Build Coastguard Worker     bfloat16x4_t vout0x0123 = vcvt_bf16_f32(vacc0x0123);
269*4bdc9457SAndroid Build Coastguard Worker     bfloat16x4_t vout1x0123 = vcvt_bf16_f32(vacc1x0123);
270*4bdc9457SAndroid Build Coastguard Worker     bfloat16x4_t vout2x0123 = vcvt_bf16_f32(vacc2x0123);
271*4bdc9457SAndroid Build Coastguard Worker     bfloat16x4_t vout3x0123 = vcvt_bf16_f32(vacc3x0123);
272*4bdc9457SAndroid Build Coastguard Worker     bfloat16x4_t vout0x4567 = vcvt_bf16_f32(vacc0x4567);
273*4bdc9457SAndroid Build Coastguard Worker     bfloat16x4_t vout1x4567 = vcvt_bf16_f32(vacc1x4567);
274*4bdc9457SAndroid Build Coastguard Worker     bfloat16x4_t vout2x4567 = vcvt_bf16_f32(vacc2x4567);
275*4bdc9457SAndroid Build Coastguard Worker     bfloat16x4_t vout3x4567 = vcvt_bf16_f32(vacc3x4567);
276*4bdc9457SAndroid Build Coastguard Worker 
277*4bdc9457SAndroid Build Coastguard Worker     if XNN_LIKELY(nc >= 8) {
278*4bdc9457SAndroid Build Coastguard Worker       vst1_bf16(c0, vout0x0123);
279*4bdc9457SAndroid Build Coastguard Worker       vst1_bf16(c0 + 4, vout0x4567);
280*4bdc9457SAndroid Build Coastguard Worker       c0 = (bfloat16_t*) ((uintptr_t) c0 + cn_stride);
281*4bdc9457SAndroid Build Coastguard Worker       vst1_bf16(c1, vout1x0123);
282*4bdc9457SAndroid Build Coastguard Worker       vst1_bf16(c1 + 4, vout1x4567);
283*4bdc9457SAndroid Build Coastguard Worker       c1 = (bfloat16_t*) ((uintptr_t) c1 + cn_stride);
284*4bdc9457SAndroid Build Coastguard Worker       vst1_bf16(c2, vout2x0123);
285*4bdc9457SAndroid Build Coastguard Worker       vst1_bf16(c2 + 4, vout2x4567);
286*4bdc9457SAndroid Build Coastguard Worker       c2 = (bfloat16_t*) ((uintptr_t) c2 + cn_stride);
287*4bdc9457SAndroid Build Coastguard Worker       vst1_bf16(c3, vout3x0123);
288*4bdc9457SAndroid Build Coastguard Worker       vst1_bf16(c3 + 4, vout3x4567);
289*4bdc9457SAndroid Build Coastguard Worker       c3 = (bfloat16_t*) ((uintptr_t) c3 + cn_stride);
290*4bdc9457SAndroid Build Coastguard Worker 
291*4bdc9457SAndroid Build Coastguard Worker       a0 = (const bfloat16_t*) ((uintptr_t) a0 - kc);
292*4bdc9457SAndroid Build Coastguard Worker       a1 = (const bfloat16_t*) ((uintptr_t) a1 - kc);
293*4bdc9457SAndroid Build Coastguard Worker       a2 = (const bfloat16_t*) ((uintptr_t) a2 - kc);
294*4bdc9457SAndroid Build Coastguard Worker       a3 = (const bfloat16_t*) ((uintptr_t) a3 - kc);
295*4bdc9457SAndroid Build Coastguard Worker 
296*4bdc9457SAndroid Build Coastguard Worker       nc -= 8;
297*4bdc9457SAndroid Build Coastguard Worker     } else {
298*4bdc9457SAndroid Build Coastguard Worker       if (nc & 4) {
299*4bdc9457SAndroid Build Coastguard Worker         vst1_bf16(c0, vout0x0123); c0 += 4;
300*4bdc9457SAndroid Build Coastguard Worker         vst1_bf16(c1, vout1x0123); c1 += 4;
301*4bdc9457SAndroid Build Coastguard Worker         vst1_bf16(c2, vout2x0123); c2 += 4;
302*4bdc9457SAndroid Build Coastguard Worker         vst1_bf16(c3, vout3x0123); c3 += 4;
303*4bdc9457SAndroid Build Coastguard Worker 
304*4bdc9457SAndroid Build Coastguard Worker         vout0x0123 = vout0x4567;
305*4bdc9457SAndroid Build Coastguard Worker         vout1x0123 = vout1x4567;
306*4bdc9457SAndroid Build Coastguard Worker         vout2x0123 = vout2x4567;
307*4bdc9457SAndroid Build Coastguard Worker         vout3x0123 = vout3x4567;
308*4bdc9457SAndroid Build Coastguard Worker       }
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 
315*4bdc9457SAndroid Build Coastguard Worker         vout0x0123 = vreinterpret_bf16_u16(vext_u16(vreinterpret_u16_bf16(vout0x0123), vreinterpret_u16_bf16(vout0x0123), 2));
316*4bdc9457SAndroid Build Coastguard Worker         vout1x0123 = vreinterpret_bf16_u16(vext_u16(vreinterpret_u16_bf16(vout1x0123), vreinterpret_u16_bf16(vout1x0123), 2));
317*4bdc9457SAndroid Build Coastguard Worker         vout2x0123 = vreinterpret_bf16_u16(vext_u16(vreinterpret_u16_bf16(vout2x0123), vreinterpret_u16_bf16(vout2x0123), 2));
318*4bdc9457SAndroid Build Coastguard Worker         vout3x0123 = vreinterpret_bf16_u16(vext_u16(vreinterpret_u16_bf16(vout3x0123), vreinterpret_u16_bf16(vout3x0123), 2));
319*4bdc9457SAndroid Build Coastguard Worker       }
320*4bdc9457SAndroid Build Coastguard Worker       if (nc & 1) {
321*4bdc9457SAndroid Build Coastguard Worker         vst1_lane_bf16(c0, vout0x0123, 0);
322*4bdc9457SAndroid Build Coastguard Worker         vst1_lane_bf16(c1, vout1x0123, 0);
323*4bdc9457SAndroid Build Coastguard Worker         vst1_lane_bf16(c2, vout2x0123, 0);
324*4bdc9457SAndroid Build Coastguard Worker         vst1_lane_bf16(c3, vout3x0123, 0);
325*4bdc9457SAndroid Build Coastguard Worker       }
326*4bdc9457SAndroid Build Coastguard Worker 
327*4bdc9457SAndroid Build Coastguard Worker       nc = 0;
328*4bdc9457SAndroid Build Coastguard Worker     }
329*4bdc9457SAndroid Build Coastguard Worker   } while (nc != 0);
330*4bdc9457SAndroid Build Coastguard Worker }
331