xref: /aosp_15_r20/external/XNNPACK/src/f32-spmm/gen/16x2-minmax-neonfma.c (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1*4bdc9457SAndroid Build Coastguard Worker // Auto-generated file. Do not edit!
2*4bdc9457SAndroid Build Coastguard Worker //   Template: src/f32-spmm/neon-blocked.c.in
3*4bdc9457SAndroid Build Coastguard Worker //   Generator: tools/xngen
4*4bdc9457SAndroid Build Coastguard Worker //
5*4bdc9457SAndroid Build Coastguard Worker // Copyright 2019 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/spmm.h>
15*4bdc9457SAndroid Build Coastguard Worker 
16*4bdc9457SAndroid Build Coastguard Worker 
xnn_f32_spmm_minmax_ukernel_16x2__neonfma(size_t mc,size_t nc,const float * restrict input,const float * restrict weights,const int32_t * restrict widx_dmap,const uint32_t * restrict nidx_nnzmap,float * restrict output,size_t output_stride,const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS (1)])17*4bdc9457SAndroid Build Coastguard Worker void xnn_f32_spmm_minmax_ukernel_16x2__neonfma(
18*4bdc9457SAndroid Build Coastguard Worker     size_t mc,
19*4bdc9457SAndroid Build Coastguard Worker     size_t nc,
20*4bdc9457SAndroid Build Coastguard Worker     const float*restrict input,
21*4bdc9457SAndroid Build Coastguard Worker     const float*restrict weights,
22*4bdc9457SAndroid Build Coastguard Worker     const int32_t*restrict widx_dmap,
23*4bdc9457SAndroid Build Coastguard Worker     const uint32_t*restrict nidx_nnzmap,
24*4bdc9457SAndroid Build Coastguard Worker     float*restrict output,
25*4bdc9457SAndroid Build Coastguard Worker     size_t output_stride,
26*4bdc9457SAndroid Build Coastguard Worker     const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
27*4bdc9457SAndroid Build Coastguard Worker {
28*4bdc9457SAndroid Build Coastguard Worker   assert(mc != 0);
29*4bdc9457SAndroid Build Coastguard Worker   assert(mc % sizeof(float) == 0);
30*4bdc9457SAndroid Build Coastguard Worker   assert(nc != 0);
31*4bdc9457SAndroid Build Coastguard Worker 
32*4bdc9457SAndroid Build Coastguard Worker   const float32x4_t vmin = vld1q_dup_f32(&params->scalar.min);
33*4bdc9457SAndroid Build Coastguard Worker   const float32x4_t vmax = vld1q_dup_f32(&params->scalar.max);
34*4bdc9457SAndroid Build Coastguard Worker   size_t output_decrement = output_stride * nc - 16 * sizeof(float);
35*4bdc9457SAndroid Build Coastguard Worker   while XNN_LIKELY(mc >= 16 * sizeof(float)) {
36*4bdc9457SAndroid Build Coastguard Worker     const float*restrict w = weights;
37*4bdc9457SAndroid Build Coastguard Worker     const int32_t* dmap = widx_dmap;
38*4bdc9457SAndroid Build Coastguard Worker     const uint32_t* nnzmap = nidx_nnzmap;
39*4bdc9457SAndroid Build Coastguard Worker     size_t n = nc;
40*4bdc9457SAndroid Build Coastguard Worker     while (n >= 2) {
41*4bdc9457SAndroid Build Coastguard Worker       uint32_t nnz = *nnzmap++;
42*4bdc9457SAndroid Build Coastguard Worker       float32x4_t vacc0123n0 = vld1q_dup_f32(w); w += 1;
43*4bdc9457SAndroid Build Coastguard Worker       float32x4_t vacc4567n0 = vacc0123n0;
44*4bdc9457SAndroid Build Coastguard Worker       float32x4_t vacc89ABn0 = vacc0123n0;
45*4bdc9457SAndroid Build Coastguard Worker       float32x4_t vaccCDEFn0 = vacc0123n0;
46*4bdc9457SAndroid Build Coastguard Worker       float32x4_t vacc0123n1 = vld1q_dup_f32(w); w += 1;
47*4bdc9457SAndroid Build Coastguard Worker       float32x4_t vacc4567n1 = vacc0123n1;
48*4bdc9457SAndroid Build Coastguard Worker       float32x4_t vacc89ABn1 = vacc0123n1;
49*4bdc9457SAndroid Build Coastguard Worker       float32x4_t vaccCDEFn1 = vacc0123n1;
50*4bdc9457SAndroid Build Coastguard Worker       if XNN_LIKELY(nnz != 0) {
51*4bdc9457SAndroid Build Coastguard Worker         do {
52*4bdc9457SAndroid Build Coastguard Worker           const intptr_t diff = *dmap++;
53*4bdc9457SAndroid Build Coastguard Worker           const float32x4_t vi0123 = vld1q_f32(input);
54*4bdc9457SAndroid Build Coastguard Worker           const float32x4_t vi4567 = vld1q_f32(input + 4);
55*4bdc9457SAndroid Build Coastguard Worker           const float32x4_t vi89AB = vld1q_f32(input + 8);
56*4bdc9457SAndroid Build Coastguard Worker           const float32x4_t viCDEF = vld1q_f32(input + 12);
57*4bdc9457SAndroid Build Coastguard Worker           input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff);
58*4bdc9457SAndroid Build Coastguard Worker           __builtin_prefetch(input + 16);
59*4bdc9457SAndroid Build Coastguard Worker           const float32x2_t vw = vld1_f32(w); w += 2;
60*4bdc9457SAndroid Build Coastguard Worker           __builtin_prefetch(w + 32);
61*4bdc9457SAndroid Build Coastguard Worker           vacc0123n0 = vfmaq_lane_f32(vacc0123n0, vi0123, vw, 0);
62*4bdc9457SAndroid Build Coastguard Worker           vacc4567n0 = vfmaq_lane_f32(vacc4567n0, vi4567, vw, 0);
63*4bdc9457SAndroid Build Coastguard Worker           vacc89ABn0 = vfmaq_lane_f32(vacc89ABn0, vi89AB, vw, 0);
64*4bdc9457SAndroid Build Coastguard Worker           vaccCDEFn0 = vfmaq_lane_f32(vaccCDEFn0, viCDEF, vw, 0);
65*4bdc9457SAndroid Build Coastguard Worker           vacc0123n1 = vfmaq_lane_f32(vacc0123n1, vi0123, vw, 1);
66*4bdc9457SAndroid Build Coastguard Worker           vacc4567n1 = vfmaq_lane_f32(vacc4567n1, vi4567, vw, 1);
67*4bdc9457SAndroid Build Coastguard Worker           vacc89ABn1 = vfmaq_lane_f32(vacc89ABn1, vi89AB, vw, 1);
68*4bdc9457SAndroid Build Coastguard Worker           vaccCDEFn1 = vfmaq_lane_f32(vaccCDEFn1, viCDEF, vw, 1);
69*4bdc9457SAndroid Build Coastguard Worker         } while (--nnz != 0);
70*4bdc9457SAndroid Build Coastguard Worker       }
71*4bdc9457SAndroid Build Coastguard Worker       float32x4_t vout0123n0 = vminq_f32(vacc0123n0, vmax);
72*4bdc9457SAndroid Build Coastguard Worker       float32x4_t vout4567n0 = vminq_f32(vacc4567n0, vmax);
73*4bdc9457SAndroid Build Coastguard Worker       float32x4_t vout89ABn0 = vminq_f32(vacc89ABn0, vmax);
74*4bdc9457SAndroid Build Coastguard Worker       float32x4_t voutCDEFn0 = vminq_f32(vaccCDEFn0, vmax);
75*4bdc9457SAndroid Build Coastguard Worker       float32x4_t vout0123n1 = vminq_f32(vacc0123n1, vmax);
76*4bdc9457SAndroid Build Coastguard Worker       float32x4_t vout4567n1 = vminq_f32(vacc4567n1, vmax);
77*4bdc9457SAndroid Build Coastguard Worker       float32x4_t vout89ABn1 = vminq_f32(vacc89ABn1, vmax);
78*4bdc9457SAndroid Build Coastguard Worker       float32x4_t voutCDEFn1 = vminq_f32(vaccCDEFn1, vmax);
79*4bdc9457SAndroid Build Coastguard Worker 
80*4bdc9457SAndroid Build Coastguard Worker       vout0123n0 = vmaxq_f32(vout0123n0, vmin);
81*4bdc9457SAndroid Build Coastguard Worker       vout4567n0 = vmaxq_f32(vout4567n0, vmin);
82*4bdc9457SAndroid Build Coastguard Worker       vout89ABn0 = vmaxq_f32(vout89ABn0, vmin);
83*4bdc9457SAndroid Build Coastguard Worker       voutCDEFn0 = vmaxq_f32(voutCDEFn0, vmin);
84*4bdc9457SAndroid Build Coastguard Worker       vout0123n1 = vmaxq_f32(vout0123n1, vmin);
85*4bdc9457SAndroid Build Coastguard Worker       vout4567n1 = vmaxq_f32(vout4567n1, vmin);
86*4bdc9457SAndroid Build Coastguard Worker       vout89ABn1 = vmaxq_f32(vout89ABn1, vmin);
87*4bdc9457SAndroid Build Coastguard Worker       voutCDEFn1 = vmaxq_f32(voutCDEFn1, vmin);
88*4bdc9457SAndroid Build Coastguard Worker 
89*4bdc9457SAndroid Build Coastguard Worker       vst1q_f32(output + 0, vout0123n0);
90*4bdc9457SAndroid Build Coastguard Worker       vst1q_f32(output + 4, vout4567n0);
91*4bdc9457SAndroid Build Coastguard Worker       vst1q_f32(output + 8, vout89ABn0);
92*4bdc9457SAndroid Build Coastguard Worker       vst1q_f32(output + 12, voutCDEFn0);
93*4bdc9457SAndroid Build Coastguard Worker       output = (float*restrict) ((uintptr_t) output + output_stride);
94*4bdc9457SAndroid Build Coastguard Worker       vst1q_f32(output + 0, vout0123n1);
95*4bdc9457SAndroid Build Coastguard Worker       vst1q_f32(output + 4, vout4567n1);
96*4bdc9457SAndroid Build Coastguard Worker       vst1q_f32(output + 8, vout89ABn1);
97*4bdc9457SAndroid Build Coastguard Worker       vst1q_f32(output + 12, voutCDEFn1);
98*4bdc9457SAndroid Build Coastguard Worker       output = (float*restrict) ((uintptr_t) output + output_stride);
99*4bdc9457SAndroid Build Coastguard Worker       n -= 2;
100*4bdc9457SAndroid Build Coastguard Worker     }
101*4bdc9457SAndroid Build Coastguard Worker 
102*4bdc9457SAndroid Build Coastguard Worker     // clean up loop, fall back to nr=1
103*4bdc9457SAndroid Build Coastguard Worker     if XNN_UNLIKELY(n != 0) {
104*4bdc9457SAndroid Build Coastguard Worker       do {
105*4bdc9457SAndroid Build Coastguard Worker         uint32_t nnz = *nnzmap++;
106*4bdc9457SAndroid Build Coastguard Worker         float32x4_t vacc0123 = vld1q_dup_f32(w); w += 1;
107*4bdc9457SAndroid Build Coastguard Worker         float32x4_t vacc4567 = vacc0123;
108*4bdc9457SAndroid Build Coastguard Worker         float32x4_t vacc89AB = vacc0123;
109*4bdc9457SAndroid Build Coastguard Worker         float32x4_t vaccCDEF = vacc0123;
110*4bdc9457SAndroid Build Coastguard Worker         if XNN_LIKELY(nnz != 0) {
111*4bdc9457SAndroid Build Coastguard Worker           do {
112*4bdc9457SAndroid Build Coastguard Worker             const intptr_t diff = *dmap++;
113*4bdc9457SAndroid Build Coastguard Worker             const float32x4_t vi0123 = vld1q_f32(input);
114*4bdc9457SAndroid Build Coastguard Worker             const float32x4_t vi4567 = vld1q_f32(input + 4);
115*4bdc9457SAndroid Build Coastguard Worker             const float32x4_t vi89AB = vld1q_f32(input + 8);
116*4bdc9457SAndroid Build Coastguard Worker             const float32x4_t viCDEF = vld1q_f32(input + 12);
117*4bdc9457SAndroid Build Coastguard Worker             input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff);
118*4bdc9457SAndroid Build Coastguard Worker             __builtin_prefetch(input + 16);
119*4bdc9457SAndroid Build Coastguard Worker             const float32x4_t vw = vld1q_dup_f32(w); w += 1;
120*4bdc9457SAndroid Build Coastguard Worker             __builtin_prefetch(w + 32);
121*4bdc9457SAndroid Build Coastguard Worker             vacc0123 = vfmaq_f32(vacc0123, vi0123, vw);
122*4bdc9457SAndroid Build Coastguard Worker             vacc4567 = vfmaq_f32(vacc4567, vi4567, vw);
123*4bdc9457SAndroid Build Coastguard Worker             vacc89AB = vfmaq_f32(vacc89AB, vi89AB, vw);
124*4bdc9457SAndroid Build Coastguard Worker             vaccCDEF = vfmaq_f32(vaccCDEF, viCDEF, vw);
125*4bdc9457SAndroid Build Coastguard Worker           } while (--nnz != 0);
126*4bdc9457SAndroid Build Coastguard Worker         }
127*4bdc9457SAndroid Build Coastguard Worker         float32x4_t vout0123 = vminq_f32(vacc0123, vmax);
128*4bdc9457SAndroid Build Coastguard Worker         float32x4_t vout4567 = vminq_f32(vacc4567, vmax);
129*4bdc9457SAndroid Build Coastguard Worker         float32x4_t vout89AB = vminq_f32(vacc89AB, vmax);
130*4bdc9457SAndroid Build Coastguard Worker         float32x4_t voutCDEF = vminq_f32(vaccCDEF, vmax);
131*4bdc9457SAndroid Build Coastguard Worker 
132*4bdc9457SAndroid Build Coastguard Worker         vout0123 = vmaxq_f32(vout0123, vmin);
133*4bdc9457SAndroid Build Coastguard Worker         vout4567 = vmaxq_f32(vout4567, vmin);
134*4bdc9457SAndroid Build Coastguard Worker         vout89AB = vmaxq_f32(vout89AB, vmin);
135*4bdc9457SAndroid Build Coastguard Worker         voutCDEF = vmaxq_f32(voutCDEF, vmin);
136*4bdc9457SAndroid Build Coastguard Worker 
137*4bdc9457SAndroid Build Coastguard Worker         vst1q_f32(output + 0, vout0123);
138*4bdc9457SAndroid Build Coastguard Worker         vst1q_f32(output + 4, vout4567);
139*4bdc9457SAndroid Build Coastguard Worker         vst1q_f32(output + 8, vout89AB);
140*4bdc9457SAndroid Build Coastguard Worker         vst1q_f32(output + 12, voutCDEF);
141*4bdc9457SAndroid Build Coastguard Worker         output = (float*restrict) ((uintptr_t) output + output_stride);
142*4bdc9457SAndroid Build Coastguard Worker         n -= 1;
143*4bdc9457SAndroid Build Coastguard Worker       } while (n != 0);
144*4bdc9457SAndroid Build Coastguard Worker     }
145*4bdc9457SAndroid Build Coastguard Worker     output = (float*restrict) ((uintptr_t) output - output_decrement);
146*4bdc9457SAndroid Build Coastguard Worker     input += 16;
147*4bdc9457SAndroid Build Coastguard Worker     mc -= 16 * sizeof(float);
148*4bdc9457SAndroid Build Coastguard Worker   }
149*4bdc9457SAndroid Build Coastguard Worker   if XNN_UNLIKELY(mc != 0) {
150*4bdc9457SAndroid Build Coastguard Worker     output_decrement += 8 * sizeof(float);
151*4bdc9457SAndroid Build Coastguard Worker     if (mc & (8 * sizeof(float))) {
152*4bdc9457SAndroid Build Coastguard Worker       const float*restrict w = weights;
153*4bdc9457SAndroid Build Coastguard Worker       const int32_t* dmap = widx_dmap;
154*4bdc9457SAndroid Build Coastguard Worker       const uint32_t* nnzmap = nidx_nnzmap;
155*4bdc9457SAndroid Build Coastguard Worker       size_t n = nc;
156*4bdc9457SAndroid Build Coastguard Worker       while (n >= 2) {
157*4bdc9457SAndroid Build Coastguard Worker         uint32_t nnz = *nnzmap++;
158*4bdc9457SAndroid Build Coastguard Worker         float32x4_t vacc0123n0 = vld1q_dup_f32(w); w += 1;
159*4bdc9457SAndroid Build Coastguard Worker         float32x4_t vacc4567n0 = vacc0123n0;
160*4bdc9457SAndroid Build Coastguard Worker         float32x4_t vacc0123n1 = vld1q_dup_f32(w); w += 1;
161*4bdc9457SAndroid Build Coastguard Worker         float32x4_t vacc4567n1 = vacc0123n1;
162*4bdc9457SAndroid Build Coastguard Worker         if XNN_LIKELY(nnz != 0) {
163*4bdc9457SAndroid Build Coastguard Worker           do {
164*4bdc9457SAndroid Build Coastguard Worker             const intptr_t diff = *dmap++;
165*4bdc9457SAndroid Build Coastguard Worker             const float32x4_t vi0123 = vld1q_f32(input);
166*4bdc9457SAndroid Build Coastguard Worker             const float32x4_t vi4567 = vld1q_f32(input + 4);
167*4bdc9457SAndroid Build Coastguard Worker             input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff);
168*4bdc9457SAndroid Build Coastguard Worker             const float32x2_t vw = vld1_f32(w); w += 2;
169*4bdc9457SAndroid Build Coastguard Worker 
170*4bdc9457SAndroid Build Coastguard Worker             vacc0123n0 = vfmaq_lane_f32(vacc0123n0, vi0123, vw, 0);
171*4bdc9457SAndroid Build Coastguard Worker             vacc4567n0 = vfmaq_lane_f32(vacc4567n0, vi4567, vw, 0);
172*4bdc9457SAndroid Build Coastguard Worker             vacc0123n1 = vfmaq_lane_f32(vacc0123n1, vi0123, vw, 1);
173*4bdc9457SAndroid Build Coastguard Worker             vacc4567n1 = vfmaq_lane_f32(vacc4567n1, vi4567, vw, 1);
174*4bdc9457SAndroid Build Coastguard Worker           } while (--nnz != 0);
175*4bdc9457SAndroid Build Coastguard Worker         }
176*4bdc9457SAndroid Build Coastguard Worker         float32x4_t vout0123n0 = vminq_f32(vacc0123n0, vmax);
177*4bdc9457SAndroid Build Coastguard Worker         float32x4_t vout4567n0 = vminq_f32(vacc4567n0, vmax);
178*4bdc9457SAndroid Build Coastguard Worker         float32x4_t vout0123n1 = vminq_f32(vacc0123n1, vmax);
179*4bdc9457SAndroid Build Coastguard Worker         float32x4_t vout4567n1 = vminq_f32(vacc4567n1, vmax);
180*4bdc9457SAndroid Build Coastguard Worker 
181*4bdc9457SAndroid Build Coastguard Worker         vout0123n0 = vmaxq_f32(vout0123n0, vmin);
182*4bdc9457SAndroid Build Coastguard Worker         vout4567n0 = vmaxq_f32(vout4567n0, vmin);
183*4bdc9457SAndroid Build Coastguard Worker         vout0123n1 = vmaxq_f32(vout0123n1, vmin);
184*4bdc9457SAndroid Build Coastguard Worker         vout4567n1 = vmaxq_f32(vout4567n1, vmin);
185*4bdc9457SAndroid Build Coastguard Worker 
186*4bdc9457SAndroid Build Coastguard Worker         vst1q_f32(output + 0, vout0123n0);
187*4bdc9457SAndroid Build Coastguard Worker         vst1q_f32(output + 4, vout4567n0);
188*4bdc9457SAndroid Build Coastguard Worker         output = (float*restrict) ((uintptr_t) output + output_stride);
189*4bdc9457SAndroid Build Coastguard Worker         vst1q_f32(output + 0, vout0123n1);
190*4bdc9457SAndroid Build Coastguard Worker         vst1q_f32(output + 4, vout4567n1);
191*4bdc9457SAndroid Build Coastguard Worker         output = (float*restrict) ((uintptr_t) output + output_stride);
192*4bdc9457SAndroid Build Coastguard Worker         n -= 2;
193*4bdc9457SAndroid Build Coastguard Worker       }
194*4bdc9457SAndroid Build Coastguard Worker 
195*4bdc9457SAndroid Build Coastguard Worker       // clean up loop, fall back to nr=1
196*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNLIKELY(n != 0) {
197*4bdc9457SAndroid Build Coastguard Worker         do {
198*4bdc9457SAndroid Build Coastguard Worker           uint32_t nnz = *nnzmap++;
199*4bdc9457SAndroid Build Coastguard Worker           float32x4_t vacc0123 = vld1q_dup_f32(w); w += 1;
200*4bdc9457SAndroid Build Coastguard Worker           float32x4_t vacc4567 = vacc0123;
201*4bdc9457SAndroid Build Coastguard Worker           if XNN_LIKELY(nnz != 0) {
202*4bdc9457SAndroid Build Coastguard Worker             do {
203*4bdc9457SAndroid Build Coastguard Worker               const intptr_t diff = *dmap++;
204*4bdc9457SAndroid Build Coastguard Worker               const float32x4_t vi0123 = vld1q_f32(input);
205*4bdc9457SAndroid Build Coastguard Worker               const float32x4_t vi4567 = vld1q_f32(input + 4);
206*4bdc9457SAndroid Build Coastguard Worker               input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff);
207*4bdc9457SAndroid Build Coastguard Worker               const float32x4_t vw = vld1q_dup_f32(w); w += 1;
208*4bdc9457SAndroid Build Coastguard Worker               vacc0123 = vfmaq_f32(vacc0123, vi0123, vw);
209*4bdc9457SAndroid Build Coastguard Worker               vacc4567 = vfmaq_f32(vacc4567, vi4567, vw);
210*4bdc9457SAndroid Build Coastguard Worker             } while (--nnz != 0);
211*4bdc9457SAndroid Build Coastguard Worker           }
212*4bdc9457SAndroid Build Coastguard Worker           float32x4_t vout0123 = vminq_f32(vacc0123, vmax);
213*4bdc9457SAndroid Build Coastguard Worker           float32x4_t vout4567 = vminq_f32(vacc4567, vmax);
214*4bdc9457SAndroid Build Coastguard Worker 
215*4bdc9457SAndroid Build Coastguard Worker           vout0123 = vmaxq_f32(vout0123, vmin);
216*4bdc9457SAndroid Build Coastguard Worker           vout4567 = vmaxq_f32(vout4567, vmin);
217*4bdc9457SAndroid Build Coastguard Worker 
218*4bdc9457SAndroid Build Coastguard Worker           vst1q_f32(output + 0, vout0123);
219*4bdc9457SAndroid Build Coastguard Worker           vst1q_f32(output + 4, vout4567);
220*4bdc9457SAndroid Build Coastguard Worker           output = (float*restrict) ((uintptr_t) output + output_stride);
221*4bdc9457SAndroid Build Coastguard Worker           n -= 1;
222*4bdc9457SAndroid Build Coastguard Worker         } while (n != 0);
223*4bdc9457SAndroid Build Coastguard Worker       }
224*4bdc9457SAndroid Build Coastguard Worker       output = (float*restrict) ((uintptr_t) output - output_decrement);
225*4bdc9457SAndroid Build Coastguard Worker       input += 8;
226*4bdc9457SAndroid Build Coastguard Worker     }
227*4bdc9457SAndroid Build Coastguard Worker     output_decrement += 4 * sizeof(float);
228*4bdc9457SAndroid Build Coastguard Worker     if (mc & (4 * sizeof(float))) {
229*4bdc9457SAndroid Build Coastguard Worker       const float*restrict w = weights;
230*4bdc9457SAndroid Build Coastguard Worker       const int32_t* dmap = widx_dmap;
231*4bdc9457SAndroid Build Coastguard Worker       const uint32_t* nnzmap = nidx_nnzmap;
232*4bdc9457SAndroid Build Coastguard Worker       size_t n = nc;
233*4bdc9457SAndroid Build Coastguard Worker       while (n >= 2) {
234*4bdc9457SAndroid Build Coastguard Worker         uint32_t nnz = *nnzmap++;
235*4bdc9457SAndroid Build Coastguard Worker         float32x4_t vacc0123n0 = vld1q_dup_f32(w); w += 1;
236*4bdc9457SAndroid Build Coastguard Worker         float32x4_t vacc0123n1 = vld1q_dup_f32(w); w += 1;
237*4bdc9457SAndroid Build Coastguard Worker         if XNN_LIKELY(nnz != 0) {
238*4bdc9457SAndroid Build Coastguard Worker           do {
239*4bdc9457SAndroid Build Coastguard Worker             const intptr_t diff = *dmap++;
240*4bdc9457SAndroid Build Coastguard Worker             const float32x4_t vi0123 = vld1q_f32(input);
241*4bdc9457SAndroid Build Coastguard Worker             input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff);
242*4bdc9457SAndroid Build Coastguard Worker             const float32x2_t vw = vld1_f32(w); w += 2;
243*4bdc9457SAndroid Build Coastguard Worker 
244*4bdc9457SAndroid Build Coastguard Worker             vacc0123n0 = vfmaq_lane_f32(vacc0123n0, vi0123, vw, 0);
245*4bdc9457SAndroid Build Coastguard Worker             vacc0123n1 = vfmaq_lane_f32(vacc0123n1, vi0123, vw, 1);
246*4bdc9457SAndroid Build Coastguard Worker           } while (--nnz != 0);
247*4bdc9457SAndroid Build Coastguard Worker         }
248*4bdc9457SAndroid Build Coastguard Worker         float32x4_t vout0123n0 = vminq_f32(vacc0123n0, vmax);
249*4bdc9457SAndroid Build Coastguard Worker         float32x4_t vout0123n1 = vminq_f32(vacc0123n1, vmax);
250*4bdc9457SAndroid Build Coastguard Worker 
251*4bdc9457SAndroid Build Coastguard Worker         vout0123n0 = vmaxq_f32(vout0123n0, vmin);
252*4bdc9457SAndroid Build Coastguard Worker         vout0123n1 = vmaxq_f32(vout0123n1, vmin);
253*4bdc9457SAndroid Build Coastguard Worker 
254*4bdc9457SAndroid Build Coastguard Worker         vst1q_f32(output + 0, vout0123n0);
255*4bdc9457SAndroid Build Coastguard Worker         output = (float*restrict) ((uintptr_t) output + output_stride);
256*4bdc9457SAndroid Build Coastguard Worker         vst1q_f32(output + 0, vout0123n1);
257*4bdc9457SAndroid Build Coastguard Worker         output = (float*restrict) ((uintptr_t) output + output_stride);
258*4bdc9457SAndroid Build Coastguard Worker         n -= 2;
259*4bdc9457SAndroid Build Coastguard Worker       }
260*4bdc9457SAndroid Build Coastguard Worker 
261*4bdc9457SAndroid Build Coastguard Worker       // clean up loop, fall back to nr=1
262*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNLIKELY(n != 0) {
263*4bdc9457SAndroid Build Coastguard Worker         do {
264*4bdc9457SAndroid Build Coastguard Worker           uint32_t nnz = *nnzmap++;
265*4bdc9457SAndroid Build Coastguard Worker           float32x4_t vacc0123 = vld1q_dup_f32(w); w += 1;
266*4bdc9457SAndroid Build Coastguard Worker           if XNN_LIKELY(nnz != 0) {
267*4bdc9457SAndroid Build Coastguard Worker             do {
268*4bdc9457SAndroid Build Coastguard Worker               const intptr_t diff = *dmap++;
269*4bdc9457SAndroid Build Coastguard Worker               const float32x4_t vi0123 = vld1q_f32(input);
270*4bdc9457SAndroid Build Coastguard Worker               input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff);
271*4bdc9457SAndroid Build Coastguard Worker               const float32x4_t vw = vld1q_dup_f32(w); w += 1;
272*4bdc9457SAndroid Build Coastguard Worker               vacc0123 = vfmaq_f32(vacc0123, vi0123, vw);
273*4bdc9457SAndroid Build Coastguard Worker             } while (--nnz != 0);
274*4bdc9457SAndroid Build Coastguard Worker           }
275*4bdc9457SAndroid Build Coastguard Worker           float32x4_t vout0123 = vminq_f32(vacc0123, vmax);
276*4bdc9457SAndroid Build Coastguard Worker 
277*4bdc9457SAndroid Build Coastguard Worker           vout0123 = vmaxq_f32(vout0123, vmin);
278*4bdc9457SAndroid Build Coastguard Worker 
279*4bdc9457SAndroid Build Coastguard Worker           vst1q_f32(output + 0, vout0123);
280*4bdc9457SAndroid Build Coastguard Worker           output = (float*restrict) ((uintptr_t) output + output_stride);
281*4bdc9457SAndroid Build Coastguard Worker           n -= 1;
282*4bdc9457SAndroid Build Coastguard Worker         } while (n != 0);
283*4bdc9457SAndroid Build Coastguard Worker       }
284*4bdc9457SAndroid Build Coastguard Worker       output = (float*restrict) ((uintptr_t) output - output_decrement);
285*4bdc9457SAndroid Build Coastguard Worker       input += 4;
286*4bdc9457SAndroid Build Coastguard Worker     }
287*4bdc9457SAndroid Build Coastguard Worker     output_decrement += 2 * sizeof(float);
288*4bdc9457SAndroid Build Coastguard Worker     if (mc & (2 * sizeof(float))) {
289*4bdc9457SAndroid Build Coastguard Worker       const float*restrict w = weights;
290*4bdc9457SAndroid Build Coastguard Worker       const int32_t* dmap = widx_dmap;
291*4bdc9457SAndroid Build Coastguard Worker       const uint32_t* nnzmap = nidx_nnzmap;
292*4bdc9457SAndroid Build Coastguard Worker       size_t n = nc;
293*4bdc9457SAndroid Build Coastguard Worker       while (n >= 2) {
294*4bdc9457SAndroid Build Coastguard Worker         uint32_t nnz = *nnzmap++;
295*4bdc9457SAndroid Build Coastguard Worker         float32x2_t vacc01n0 = vld1_dup_f32(w); w += 1;
296*4bdc9457SAndroid Build Coastguard Worker         float32x2_t vacc01n1 = vld1_dup_f32(w); w += 1;
297*4bdc9457SAndroid Build Coastguard Worker         if XNN_LIKELY(nnz != 0) {
298*4bdc9457SAndroid Build Coastguard Worker           do {
299*4bdc9457SAndroid Build Coastguard Worker             const intptr_t diff = *dmap++;
300*4bdc9457SAndroid Build Coastguard Worker             const float32x2_t vi01 = vld1_f32(input);
301*4bdc9457SAndroid Build Coastguard Worker             input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff);
302*4bdc9457SAndroid Build Coastguard Worker             const float32x2_t vw = vld1_f32(w); w += 2;
303*4bdc9457SAndroid Build Coastguard Worker 
304*4bdc9457SAndroid Build Coastguard Worker             vacc01n0 = vfma_lane_f32(vacc01n0, vi01, vw, 0);
305*4bdc9457SAndroid Build Coastguard Worker             vacc01n1 = vfma_lane_f32(vacc01n1, vi01, vw, 1);
306*4bdc9457SAndroid Build Coastguard Worker           } while (--nnz != 0);
307*4bdc9457SAndroid Build Coastguard Worker         }
308*4bdc9457SAndroid Build Coastguard Worker         float32x2_t vout01n0 = vmin_f32(vacc01n0, vget_low_f32(vmax));
309*4bdc9457SAndroid Build Coastguard Worker         float32x2_t vout01n1 = vmin_f32(vacc01n1, vget_low_f32(vmax));
310*4bdc9457SAndroid Build Coastguard Worker 
311*4bdc9457SAndroid Build Coastguard Worker         vout01n0 = vmax_f32(vout01n0, vget_low_f32(vmin));
312*4bdc9457SAndroid Build Coastguard Worker         vout01n1 = vmax_f32(vout01n1, vget_low_f32(vmin));
313*4bdc9457SAndroid Build Coastguard Worker 
314*4bdc9457SAndroid Build Coastguard Worker         vst1_f32(output + 0, vout01n0);
315*4bdc9457SAndroid Build Coastguard Worker         output = (float*restrict) ((uintptr_t) output + output_stride);
316*4bdc9457SAndroid Build Coastguard Worker         vst1_f32(output + 0, vout01n1);
317*4bdc9457SAndroid Build Coastguard Worker         output = (float*restrict) ((uintptr_t) output + output_stride);
318*4bdc9457SAndroid Build Coastguard Worker         n -= 2;
319*4bdc9457SAndroid Build Coastguard Worker       }
320*4bdc9457SAndroid Build Coastguard Worker 
321*4bdc9457SAndroid Build Coastguard Worker       // clean up loop, fall back to nr=1
322*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNLIKELY(n != 0) {
323*4bdc9457SAndroid Build Coastguard Worker         do {
324*4bdc9457SAndroid Build Coastguard Worker           uint32_t nnz = *nnzmap++;
325*4bdc9457SAndroid Build Coastguard Worker           float32x2_t vacc01 = vld1_dup_f32(w); w += 1;
326*4bdc9457SAndroid Build Coastguard Worker           if XNN_LIKELY(nnz != 0) {
327*4bdc9457SAndroid Build Coastguard Worker             do {
328*4bdc9457SAndroid Build Coastguard Worker               const intptr_t diff = *dmap++;
329*4bdc9457SAndroid Build Coastguard Worker               const float32x2_t vi01 = vld1_f32(input);
330*4bdc9457SAndroid Build Coastguard Worker               input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff);
331*4bdc9457SAndroid Build Coastguard Worker               const float32x2_t vw = vld1_dup_f32(w); w += 1;
332*4bdc9457SAndroid Build Coastguard Worker               vacc01 = vfma_f32(vacc01, vi01, vw);
333*4bdc9457SAndroid Build Coastguard Worker             } while (--nnz != 0);
334*4bdc9457SAndroid Build Coastguard Worker           }
335*4bdc9457SAndroid Build Coastguard Worker           float32x2_t vout01 = vmin_f32(vacc01, vget_low_f32(vmax));
336*4bdc9457SAndroid Build Coastguard Worker           vout01 = vmax_f32(vout01, vget_low_f32(vmin));
337*4bdc9457SAndroid Build Coastguard Worker 
338*4bdc9457SAndroid Build Coastguard Worker           vst1_f32(output, vout01);
339*4bdc9457SAndroid Build Coastguard Worker           output = (float*restrict) ((uintptr_t) output + output_stride);
340*4bdc9457SAndroid Build Coastguard Worker           n -= 1;
341*4bdc9457SAndroid Build Coastguard Worker         } while (n != 0);
342*4bdc9457SAndroid Build Coastguard Worker       }
343*4bdc9457SAndroid Build Coastguard Worker       output = (float*restrict) ((uintptr_t) output - output_decrement);
344*4bdc9457SAndroid Build Coastguard Worker       input += 2;
345*4bdc9457SAndroid Build Coastguard Worker     }
346*4bdc9457SAndroid Build Coastguard Worker     output_decrement += 1 * sizeof(float);
347*4bdc9457SAndroid Build Coastguard Worker     if (mc & (1 * sizeof(float))) {
348*4bdc9457SAndroid Build Coastguard Worker       const float*restrict w = weights;
349*4bdc9457SAndroid Build Coastguard Worker       const int32_t* dmap = widx_dmap;
350*4bdc9457SAndroid Build Coastguard Worker       const uint32_t* nnzmap = nidx_nnzmap;
351*4bdc9457SAndroid Build Coastguard Worker       size_t n = nc;
352*4bdc9457SAndroid Build Coastguard Worker       while (n >= 2) {
353*4bdc9457SAndroid Build Coastguard Worker         uint32_t nnz = *nnzmap++;
354*4bdc9457SAndroid Build Coastguard Worker         float32x2_t vacc0n0 = vld1_dup_f32(w); w += 1;
355*4bdc9457SAndroid Build Coastguard Worker         float32x2_t vacc0n1 = vld1_dup_f32(w); w += 1;
356*4bdc9457SAndroid Build Coastguard Worker         if XNN_LIKELY(nnz != 0) {
357*4bdc9457SAndroid Build Coastguard Worker           do {
358*4bdc9457SAndroid Build Coastguard Worker             const intptr_t diff = *dmap++;
359*4bdc9457SAndroid Build Coastguard Worker             const float32x2_t vi0 = vld1_dup_f32(input);
360*4bdc9457SAndroid Build Coastguard Worker             input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff);
361*4bdc9457SAndroid Build Coastguard Worker             const float32x2_t vw = vld1_f32(w); w += 2;
362*4bdc9457SAndroid Build Coastguard Worker 
363*4bdc9457SAndroid Build Coastguard Worker             vacc0n0 = vfma_lane_f32(vacc0n0, vi0, vw, 0);
364*4bdc9457SAndroid Build Coastguard Worker             vacc0n1 = vfma_lane_f32(vacc0n1, vi0, vw, 1);
365*4bdc9457SAndroid Build Coastguard Worker           } while (--nnz != 0);
366*4bdc9457SAndroid Build Coastguard Worker         }
367*4bdc9457SAndroid Build Coastguard Worker         float32x2_t vout0n0 = vmin_f32(vacc0n0, vget_low_f32(vmax));
368*4bdc9457SAndroid Build Coastguard Worker         float32x2_t vout0n1 = vmin_f32(vacc0n1, vget_low_f32(vmax));
369*4bdc9457SAndroid Build Coastguard Worker 
370*4bdc9457SAndroid Build Coastguard Worker         vout0n0 = vmax_f32(vout0n0, vget_low_f32(vmin));
371*4bdc9457SAndroid Build Coastguard Worker         vout0n1 = vmax_f32(vout0n1, vget_low_f32(vmin));
372*4bdc9457SAndroid Build Coastguard Worker 
373*4bdc9457SAndroid Build Coastguard Worker         vst1_lane_f32(output + 0, vout0n0, 0);
374*4bdc9457SAndroid Build Coastguard Worker         output = (float*restrict) ((uintptr_t) output + output_stride);
375*4bdc9457SAndroid Build Coastguard Worker         vst1_lane_f32(output + 0, vout0n1, 0);
376*4bdc9457SAndroid Build Coastguard Worker         output = (float*restrict) ((uintptr_t) output + output_stride);
377*4bdc9457SAndroid Build Coastguard Worker         n -= 2;
378*4bdc9457SAndroid Build Coastguard Worker       }
379*4bdc9457SAndroid Build Coastguard Worker 
380*4bdc9457SAndroid Build Coastguard Worker       // clean up loop, fall back to nr=1
381*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNLIKELY(n != 0) {
382*4bdc9457SAndroid Build Coastguard Worker         do {
383*4bdc9457SAndroid Build Coastguard Worker           uint32_t nnz = *nnzmap++;
384*4bdc9457SAndroid Build Coastguard Worker           float32x2_t vacc0 = vld1_dup_f32(w); w += 1;
385*4bdc9457SAndroid Build Coastguard Worker           if XNN_LIKELY(nnz != 0) {
386*4bdc9457SAndroid Build Coastguard Worker             do {
387*4bdc9457SAndroid Build Coastguard Worker               const intptr_t diff = *dmap++;
388*4bdc9457SAndroid Build Coastguard Worker               const float32x2_t vi0 = vld1_dup_f32(input);
389*4bdc9457SAndroid Build Coastguard Worker               input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff);
390*4bdc9457SAndroid Build Coastguard Worker               const float32x2_t vw = vld1_dup_f32(w); w += 1;
391*4bdc9457SAndroid Build Coastguard Worker               vacc0 = vfma_f32(vacc0, vi0, vw);
392*4bdc9457SAndroid Build Coastguard Worker             } while (--nnz != 0);
393*4bdc9457SAndroid Build Coastguard Worker           }
394*4bdc9457SAndroid Build Coastguard Worker           float32x2_t vout0 = vmin_f32(vacc0, vget_low_f32(vmax));
395*4bdc9457SAndroid Build Coastguard Worker           vout0 = vmax_f32(vout0, vget_low_f32(vmin));
396*4bdc9457SAndroid Build Coastguard Worker 
397*4bdc9457SAndroid Build Coastguard Worker           vst1_lane_f32(output, vout0, 1);
398*4bdc9457SAndroid Build Coastguard Worker           output = (float*restrict) ((uintptr_t) output + output_stride);
399*4bdc9457SAndroid Build Coastguard Worker           n -= 1;
400*4bdc9457SAndroid Build Coastguard Worker         } while (n != 0);
401*4bdc9457SAndroid Build Coastguard Worker       }
402*4bdc9457SAndroid Build Coastguard Worker       output = (float*restrict) ((uintptr_t) output - output_decrement);
403*4bdc9457SAndroid Build Coastguard Worker       input += 1;
404*4bdc9457SAndroid Build Coastguard Worker     }
405*4bdc9457SAndroid Build Coastguard Worker     }
406*4bdc9457SAndroid Build Coastguard Worker }
407