xref: /aosp_15_r20/external/XNNPACK/src/f32-spmm/gen/8x2-minmax-scalar.c (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1*4bdc9457SAndroid Build Coastguard Worker // Auto-generated file. Do not edit!
2*4bdc9457SAndroid Build Coastguard Worker //   Template: src/f32-spmm/scalar.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 <xnnpack/math.h>
13*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack/spmm.h>
14*4bdc9457SAndroid Build Coastguard Worker 
15*4bdc9457SAndroid Build Coastguard Worker 
xnn_f32_spmm_minmax_ukernel_8x2__scalar(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)])16*4bdc9457SAndroid Build Coastguard Worker void xnn_f32_spmm_minmax_ukernel_8x2__scalar(
17*4bdc9457SAndroid Build Coastguard Worker     size_t mc,
18*4bdc9457SAndroid Build Coastguard Worker     size_t nc,
19*4bdc9457SAndroid Build Coastguard Worker     const float*restrict input,
20*4bdc9457SAndroid Build Coastguard Worker     const float*restrict weights,
21*4bdc9457SAndroid Build Coastguard Worker     const int32_t*restrict widx_dmap,
22*4bdc9457SAndroid Build Coastguard Worker     const uint32_t*restrict nidx_nnzmap,
23*4bdc9457SAndroid Build Coastguard Worker     float*restrict output,
24*4bdc9457SAndroid Build Coastguard Worker     size_t output_stride,
25*4bdc9457SAndroid Build Coastguard Worker     const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
26*4bdc9457SAndroid Build Coastguard Worker {
27*4bdc9457SAndroid Build Coastguard Worker   assert(mc != 0);
28*4bdc9457SAndroid Build Coastguard Worker   assert(mc % sizeof(float) == 0);
29*4bdc9457SAndroid Build Coastguard Worker   assert(nc != 0);
30*4bdc9457SAndroid Build Coastguard Worker 
31*4bdc9457SAndroid Build Coastguard Worker   const float vmin = params->scalar.min;
32*4bdc9457SAndroid Build Coastguard Worker   const float vmax = params->scalar.max;
33*4bdc9457SAndroid Build Coastguard Worker   size_t output_decrement = output_stride * nc - 8 * sizeof(float);
34*4bdc9457SAndroid Build Coastguard Worker   while (mc >= 8 * sizeof(float)) {
35*4bdc9457SAndroid Build Coastguard Worker     const float*restrict w = weights;
36*4bdc9457SAndroid Build Coastguard Worker     const int32_t* dmap = widx_dmap;
37*4bdc9457SAndroid Build Coastguard Worker     const uint32_t* nnzmap = nidx_nnzmap;
38*4bdc9457SAndroid Build Coastguard Worker     size_t n = nc;
39*4bdc9457SAndroid Build Coastguard Worker     while (n >= 2) {
40*4bdc9457SAndroid Build Coastguard Worker       uint32_t nnz = *nnzmap++;
41*4bdc9457SAndroid Build Coastguard Worker       float vacc0x0 = *w++;
42*4bdc9457SAndroid Build Coastguard Worker       float vacc1x0 = vacc0x0;
43*4bdc9457SAndroid Build Coastguard Worker       float vacc2x0 = vacc0x0;
44*4bdc9457SAndroid Build Coastguard Worker       float vacc3x0 = vacc0x0;
45*4bdc9457SAndroid Build Coastguard Worker       float vacc4x0 = vacc0x0;
46*4bdc9457SAndroid Build Coastguard Worker       float vacc5x0 = vacc0x0;
47*4bdc9457SAndroid Build Coastguard Worker       float vacc6x0 = vacc0x0;
48*4bdc9457SAndroid Build Coastguard Worker       float vacc7x0 = vacc0x0;
49*4bdc9457SAndroid Build Coastguard Worker       float vacc0x1 = *w++;
50*4bdc9457SAndroid Build Coastguard Worker       float vacc1x1 = vacc0x1;
51*4bdc9457SAndroid Build Coastguard Worker       float vacc2x1 = vacc0x1;
52*4bdc9457SAndroid Build Coastguard Worker       float vacc3x1 = vacc0x1;
53*4bdc9457SAndroid Build Coastguard Worker       float vacc4x1 = vacc0x1;
54*4bdc9457SAndroid Build Coastguard Worker       float vacc5x1 = vacc0x1;
55*4bdc9457SAndroid Build Coastguard Worker       float vacc6x1 = vacc0x1;
56*4bdc9457SAndroid Build Coastguard Worker       float vacc7x1 = vacc0x1;
57*4bdc9457SAndroid Build Coastguard Worker       if XNN_LIKELY(nnz != 0) {
58*4bdc9457SAndroid Build Coastguard Worker         do {
59*4bdc9457SAndroid Build Coastguard Worker           const intptr_t diff = *dmap++;
60*4bdc9457SAndroid Build Coastguard Worker           const float vi0 = input[0];
61*4bdc9457SAndroid Build Coastguard Worker           const float vi1 = input[1];
62*4bdc9457SAndroid Build Coastguard Worker           const float vi2 = input[2];
63*4bdc9457SAndroid Build Coastguard Worker           const float vi3 = input[3];
64*4bdc9457SAndroid Build Coastguard Worker           const float vi4 = input[4];
65*4bdc9457SAndroid Build Coastguard Worker           const float vi5 = input[5];
66*4bdc9457SAndroid Build Coastguard Worker           const float vi6 = input[6];
67*4bdc9457SAndroid Build Coastguard Worker           const float vi7 = input[7];
68*4bdc9457SAndroid Build Coastguard Worker           input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff);
69*4bdc9457SAndroid Build Coastguard Worker           const float vw0 = *w++;
70*4bdc9457SAndroid Build Coastguard Worker           const float vw1 = *w++;
71*4bdc9457SAndroid Build Coastguard Worker           vacc0x0 += vi0 * vw0;
72*4bdc9457SAndroid Build Coastguard Worker           vacc1x0 += vi1 * vw0;
73*4bdc9457SAndroid Build Coastguard Worker           vacc2x0 += vi2 * vw0;
74*4bdc9457SAndroid Build Coastguard Worker           vacc3x0 += vi3 * vw0;
75*4bdc9457SAndroid Build Coastguard Worker           vacc4x0 += vi4 * vw0;
76*4bdc9457SAndroid Build Coastguard Worker           vacc5x0 += vi5 * vw0;
77*4bdc9457SAndroid Build Coastguard Worker           vacc6x0 += vi6 * vw0;
78*4bdc9457SAndroid Build Coastguard Worker           vacc7x0 += vi7 * vw0;
79*4bdc9457SAndroid Build Coastguard Worker           vacc0x1 += vi0 * vw1;
80*4bdc9457SAndroid Build Coastguard Worker           vacc1x1 += vi1 * vw1;
81*4bdc9457SAndroid Build Coastguard Worker           vacc2x1 += vi2 * vw1;
82*4bdc9457SAndroid Build Coastguard Worker           vacc3x1 += vi3 * vw1;
83*4bdc9457SAndroid Build Coastguard Worker           vacc4x1 += vi4 * vw1;
84*4bdc9457SAndroid Build Coastguard Worker           vacc5x1 += vi5 * vw1;
85*4bdc9457SAndroid Build Coastguard Worker           vacc6x1 += vi6 * vw1;
86*4bdc9457SAndroid Build Coastguard Worker           vacc7x1 += vi7 * vw1;
87*4bdc9457SAndroid Build Coastguard Worker         } while (--nnz != 0);
88*4bdc9457SAndroid Build Coastguard Worker       }
89*4bdc9457SAndroid Build Coastguard Worker       float vout0x0 = math_min_f32(vacc0x0, vmax);
90*4bdc9457SAndroid Build Coastguard Worker       float vout1x0 = math_min_f32(vacc1x0, vmax);
91*4bdc9457SAndroid Build Coastguard Worker       float vout2x0 = math_min_f32(vacc2x0, vmax);
92*4bdc9457SAndroid Build Coastguard Worker       float vout3x0 = math_min_f32(vacc3x0, vmax);
93*4bdc9457SAndroid Build Coastguard Worker       float vout4x0 = math_min_f32(vacc4x0, vmax);
94*4bdc9457SAndroid Build Coastguard Worker       float vout5x0 = math_min_f32(vacc5x0, vmax);
95*4bdc9457SAndroid Build Coastguard Worker       float vout6x0 = math_min_f32(vacc6x0, vmax);
96*4bdc9457SAndroid Build Coastguard Worker       float vout7x0 = math_min_f32(vacc7x0, vmax);
97*4bdc9457SAndroid Build Coastguard Worker       float vout0x1 = math_min_f32(vacc0x1, vmax);
98*4bdc9457SAndroid Build Coastguard Worker       float vout1x1 = math_min_f32(vacc1x1, vmax);
99*4bdc9457SAndroid Build Coastguard Worker       float vout2x1 = math_min_f32(vacc2x1, vmax);
100*4bdc9457SAndroid Build Coastguard Worker       float vout3x1 = math_min_f32(vacc3x1, vmax);
101*4bdc9457SAndroid Build Coastguard Worker       float vout4x1 = math_min_f32(vacc4x1, vmax);
102*4bdc9457SAndroid Build Coastguard Worker       float vout5x1 = math_min_f32(vacc5x1, vmax);
103*4bdc9457SAndroid Build Coastguard Worker       float vout6x1 = math_min_f32(vacc6x1, vmax);
104*4bdc9457SAndroid Build Coastguard Worker       float vout7x1 = math_min_f32(vacc7x1, vmax);
105*4bdc9457SAndroid Build Coastguard Worker       vout0x0 = math_max_f32(vout0x0, vmin);
106*4bdc9457SAndroid Build Coastguard Worker       vout1x0 = math_max_f32(vout1x0, vmin);
107*4bdc9457SAndroid Build Coastguard Worker       vout2x0 = math_max_f32(vout2x0, vmin);
108*4bdc9457SAndroid Build Coastguard Worker       vout3x0 = math_max_f32(vout3x0, vmin);
109*4bdc9457SAndroid Build Coastguard Worker       vout4x0 = math_max_f32(vout4x0, vmin);
110*4bdc9457SAndroid Build Coastguard Worker       vout5x0 = math_max_f32(vout5x0, vmin);
111*4bdc9457SAndroid Build Coastguard Worker       vout6x0 = math_max_f32(vout6x0, vmin);
112*4bdc9457SAndroid Build Coastguard Worker       vout7x0 = math_max_f32(vout7x0, vmin);
113*4bdc9457SAndroid Build Coastguard Worker       vout0x1 = math_max_f32(vout0x1, vmin);
114*4bdc9457SAndroid Build Coastguard Worker       vout1x1 = math_max_f32(vout1x1, vmin);
115*4bdc9457SAndroid Build Coastguard Worker       vout2x1 = math_max_f32(vout2x1, vmin);
116*4bdc9457SAndroid Build Coastguard Worker       vout3x1 = math_max_f32(vout3x1, vmin);
117*4bdc9457SAndroid Build Coastguard Worker       vout4x1 = math_max_f32(vout4x1, vmin);
118*4bdc9457SAndroid Build Coastguard Worker       vout5x1 = math_max_f32(vout5x1, vmin);
119*4bdc9457SAndroid Build Coastguard Worker       vout6x1 = math_max_f32(vout6x1, vmin);
120*4bdc9457SAndroid Build Coastguard Worker       vout7x1 = math_max_f32(vout7x1, vmin);
121*4bdc9457SAndroid Build Coastguard Worker       output[0] = vout0x1;
122*4bdc9457SAndroid Build Coastguard Worker       output[1] = vout1x1;
123*4bdc9457SAndroid Build Coastguard Worker       output[2] = vout2x1;
124*4bdc9457SAndroid Build Coastguard Worker       output[3] = vout3x1;
125*4bdc9457SAndroid Build Coastguard Worker       output[4] = vout4x1;
126*4bdc9457SAndroid Build Coastguard Worker       output[5] = vout5x1;
127*4bdc9457SAndroid Build Coastguard Worker       output[6] = vout6x1;
128*4bdc9457SAndroid Build Coastguard Worker       output[7] = vout7x1;
129*4bdc9457SAndroid Build Coastguard Worker       output[0] = vout0x0;
130*4bdc9457SAndroid Build Coastguard Worker       output[1] = vout1x0;
131*4bdc9457SAndroid Build Coastguard Worker       output[2] = vout2x0;
132*4bdc9457SAndroid Build Coastguard Worker       output[3] = vout3x0;
133*4bdc9457SAndroid Build Coastguard Worker       output[4] = vout4x0;
134*4bdc9457SAndroid Build Coastguard Worker       output[5] = vout5x0;
135*4bdc9457SAndroid Build Coastguard Worker       output[6] = vout6x0;
136*4bdc9457SAndroid Build Coastguard Worker       output[7] = vout7x0;
137*4bdc9457SAndroid Build Coastguard Worker       output = (float*restrict) ((uintptr_t) output + output_stride);
138*4bdc9457SAndroid Build Coastguard Worker       output[0] = vout0x1;
139*4bdc9457SAndroid Build Coastguard Worker       output[1] = vout1x1;
140*4bdc9457SAndroid Build Coastguard Worker       output[2] = vout2x1;
141*4bdc9457SAndroid Build Coastguard Worker       output[3] = vout3x1;
142*4bdc9457SAndroid Build Coastguard Worker       output[4] = vout4x1;
143*4bdc9457SAndroid Build Coastguard Worker       output[5] = vout5x1;
144*4bdc9457SAndroid Build Coastguard Worker       output[6] = vout6x1;
145*4bdc9457SAndroid Build Coastguard Worker       output[7] = vout7x1;
146*4bdc9457SAndroid Build Coastguard Worker       output = (float*restrict) ((uintptr_t) output + output_stride);
147*4bdc9457SAndroid Build Coastguard Worker       n -= 2;
148*4bdc9457SAndroid Build Coastguard Worker     }
149*4bdc9457SAndroid Build Coastguard Worker     if XNN_UNLIKELY(n != 0) {
150*4bdc9457SAndroid Build Coastguard Worker       do {
151*4bdc9457SAndroid Build Coastguard Worker         uint32_t nnz = *nnzmap++;
152*4bdc9457SAndroid Build Coastguard Worker         float vacc0 = *w++;
153*4bdc9457SAndroid Build Coastguard Worker         float vacc1 = vacc0;
154*4bdc9457SAndroid Build Coastguard Worker         float vacc2 = vacc0;
155*4bdc9457SAndroid Build Coastguard Worker         float vacc3 = vacc0;
156*4bdc9457SAndroid Build Coastguard Worker         float vacc4 = vacc0;
157*4bdc9457SAndroid Build Coastguard Worker         float vacc5 = vacc0;
158*4bdc9457SAndroid Build Coastguard Worker         float vacc6 = vacc0;
159*4bdc9457SAndroid Build Coastguard Worker         float vacc7 = vacc0;
160*4bdc9457SAndroid Build Coastguard Worker         if XNN_LIKELY(nnz != 0) {
161*4bdc9457SAndroid Build Coastguard Worker           do {
162*4bdc9457SAndroid Build Coastguard Worker             const intptr_t diff = *dmap++;
163*4bdc9457SAndroid Build Coastguard Worker             const float vi0 = input[0];
164*4bdc9457SAndroid Build Coastguard Worker             const float vi1 = input[1];
165*4bdc9457SAndroid Build Coastguard Worker             const float vi2 = input[2];
166*4bdc9457SAndroid Build Coastguard Worker             const float vi3 = input[3];
167*4bdc9457SAndroid Build Coastguard Worker             const float vi4 = input[4];
168*4bdc9457SAndroid Build Coastguard Worker             const float vi5 = input[5];
169*4bdc9457SAndroid Build Coastguard Worker             const float vi6 = input[6];
170*4bdc9457SAndroid Build Coastguard Worker             const float vi7 = input[7];
171*4bdc9457SAndroid Build Coastguard Worker             input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff);
172*4bdc9457SAndroid Build Coastguard Worker             const float vw = *w++;
173*4bdc9457SAndroid Build Coastguard Worker             vacc0 += vi0 * vw;
174*4bdc9457SAndroid Build Coastguard Worker             vacc1 += vi1 * vw;
175*4bdc9457SAndroid Build Coastguard Worker             vacc2 += vi2 * vw;
176*4bdc9457SAndroid Build Coastguard Worker             vacc3 += vi3 * vw;
177*4bdc9457SAndroid Build Coastguard Worker             vacc4 += vi4 * vw;
178*4bdc9457SAndroid Build Coastguard Worker             vacc5 += vi5 * vw;
179*4bdc9457SAndroid Build Coastguard Worker             vacc6 += vi6 * vw;
180*4bdc9457SAndroid Build Coastguard Worker             vacc7 += vi7 * vw;
181*4bdc9457SAndroid Build Coastguard Worker           } while (--nnz != 0);
182*4bdc9457SAndroid Build Coastguard Worker         }
183*4bdc9457SAndroid Build Coastguard Worker         float vout0 = math_min_f32(vacc0, vmax);
184*4bdc9457SAndroid Build Coastguard Worker         float vout1 = math_min_f32(vacc1, vmax);
185*4bdc9457SAndroid Build Coastguard Worker         float vout2 = math_min_f32(vacc2, vmax);
186*4bdc9457SAndroid Build Coastguard Worker         float vout3 = math_min_f32(vacc3, vmax);
187*4bdc9457SAndroid Build Coastguard Worker         float vout4 = math_min_f32(vacc4, vmax);
188*4bdc9457SAndroid Build Coastguard Worker         float vout5 = math_min_f32(vacc5, vmax);
189*4bdc9457SAndroid Build Coastguard Worker         float vout6 = math_min_f32(vacc6, vmax);
190*4bdc9457SAndroid Build Coastguard Worker         float vout7 = math_min_f32(vacc7, vmax);
191*4bdc9457SAndroid Build Coastguard Worker         vout0 = math_max_f32(vout0, vmin);
192*4bdc9457SAndroid Build Coastguard Worker         vout1 = math_max_f32(vout1, vmin);
193*4bdc9457SAndroid Build Coastguard Worker         vout2 = math_max_f32(vout2, vmin);
194*4bdc9457SAndroid Build Coastguard Worker         vout3 = math_max_f32(vout3, vmin);
195*4bdc9457SAndroid Build Coastguard Worker         vout4 = math_max_f32(vout4, vmin);
196*4bdc9457SAndroid Build Coastguard Worker         vout5 = math_max_f32(vout5, vmin);
197*4bdc9457SAndroid Build Coastguard Worker         vout6 = math_max_f32(vout6, vmin);
198*4bdc9457SAndroid Build Coastguard Worker         vout7 = math_max_f32(vout7, vmin);
199*4bdc9457SAndroid Build Coastguard Worker         output[0] = vout0;
200*4bdc9457SAndroid Build Coastguard Worker         output[1] = vout1;
201*4bdc9457SAndroid Build Coastguard Worker         output[2] = vout2;
202*4bdc9457SAndroid Build Coastguard Worker         output[3] = vout3;
203*4bdc9457SAndroid Build Coastguard Worker         output[4] = vout4;
204*4bdc9457SAndroid Build Coastguard Worker         output[5] = vout5;
205*4bdc9457SAndroid Build Coastguard Worker         output[6] = vout6;
206*4bdc9457SAndroid Build Coastguard Worker         output[7] = vout7;
207*4bdc9457SAndroid Build Coastguard Worker         output = (float*restrict) ((uintptr_t) output + output_stride);
208*4bdc9457SAndroid Build Coastguard Worker         n -= 1;
209*4bdc9457SAndroid Build Coastguard Worker       } while (n != 0);
210*4bdc9457SAndroid Build Coastguard Worker     }
211*4bdc9457SAndroid Build Coastguard Worker     output = (float*restrict) ((uintptr_t) output - output_decrement);
212*4bdc9457SAndroid Build Coastguard Worker     input += 8;
213*4bdc9457SAndroid Build Coastguard Worker     mc -= 8 * sizeof(float);
214*4bdc9457SAndroid Build Coastguard Worker   }
215*4bdc9457SAndroid Build Coastguard Worker   if XNN_UNLIKELY(mc != 0) {
216*4bdc9457SAndroid Build Coastguard Worker     output_decrement += 4 * sizeof(float);
217*4bdc9457SAndroid Build Coastguard Worker     if (mc & (4 * sizeof(float))) {
218*4bdc9457SAndroid Build Coastguard Worker       const float*restrict w = weights;
219*4bdc9457SAndroid Build Coastguard Worker       const int32_t* dmap = widx_dmap;
220*4bdc9457SAndroid Build Coastguard Worker       const uint32_t* nnzmap = nidx_nnzmap;
221*4bdc9457SAndroid Build Coastguard Worker       size_t n = nc;
222*4bdc9457SAndroid Build Coastguard Worker       while (n >= 2) {
223*4bdc9457SAndroid Build Coastguard Worker         uint32_t nnz = *nnzmap++;
224*4bdc9457SAndroid Build Coastguard Worker         float vacc0x0 = *w++;
225*4bdc9457SAndroid Build Coastguard Worker         float vacc1x0 = vacc0x0;
226*4bdc9457SAndroid Build Coastguard Worker         float vacc2x0 = vacc0x0;
227*4bdc9457SAndroid Build Coastguard Worker         float vacc3x0 = vacc0x0;
228*4bdc9457SAndroid Build Coastguard Worker         float vacc0x1 = *w++;
229*4bdc9457SAndroid Build Coastguard Worker         float vacc1x1 = vacc0x1;
230*4bdc9457SAndroid Build Coastguard Worker         float vacc2x1 = vacc0x1;
231*4bdc9457SAndroid Build Coastguard Worker         float vacc3x1 = vacc0x1;
232*4bdc9457SAndroid Build Coastguard Worker         if XNN_LIKELY(nnz != 0) {
233*4bdc9457SAndroid Build Coastguard Worker           do {
234*4bdc9457SAndroid Build Coastguard Worker             const intptr_t diff = *dmap++;
235*4bdc9457SAndroid Build Coastguard Worker             const float vi0 = input[0];
236*4bdc9457SAndroid Build Coastguard Worker             const float vi1 = input[1];
237*4bdc9457SAndroid Build Coastguard Worker             const float vi2 = input[2];
238*4bdc9457SAndroid Build Coastguard Worker             const float vi3 = input[3];
239*4bdc9457SAndroid Build Coastguard Worker             input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff);
240*4bdc9457SAndroid Build Coastguard Worker             const float vw0 = *w++;
241*4bdc9457SAndroid Build Coastguard Worker             const float vw1 = *w++;
242*4bdc9457SAndroid Build Coastguard Worker             vacc0x0 += vi0 * vw0;
243*4bdc9457SAndroid Build Coastguard Worker             vacc1x0 += vi1 * vw0;
244*4bdc9457SAndroid Build Coastguard Worker             vacc2x0 += vi2 * vw0;
245*4bdc9457SAndroid Build Coastguard Worker             vacc3x0 += vi3 * vw0;
246*4bdc9457SAndroid Build Coastguard Worker             vacc0x1 += vi0 * vw1;
247*4bdc9457SAndroid Build Coastguard Worker             vacc1x1 += vi1 * vw1;
248*4bdc9457SAndroid Build Coastguard Worker             vacc2x1 += vi2 * vw1;
249*4bdc9457SAndroid Build Coastguard Worker             vacc3x1 += vi3 * vw1;
250*4bdc9457SAndroid Build Coastguard Worker           } while (--nnz != 0);
251*4bdc9457SAndroid Build Coastguard Worker         }
252*4bdc9457SAndroid Build Coastguard Worker         float vout0x0 = math_min_f32(vacc0x0, vmax);
253*4bdc9457SAndroid Build Coastguard Worker         float vout1x0 = math_min_f32(vacc1x0, vmax);
254*4bdc9457SAndroid Build Coastguard Worker         float vout2x0 = math_min_f32(vacc2x0, vmax);
255*4bdc9457SAndroid Build Coastguard Worker         float vout3x0 = math_min_f32(vacc3x0, vmax);
256*4bdc9457SAndroid Build Coastguard Worker         float vout0x1 = math_min_f32(vacc0x1, vmax);
257*4bdc9457SAndroid Build Coastguard Worker         float vout1x1 = math_min_f32(vacc1x1, vmax);
258*4bdc9457SAndroid Build Coastguard Worker         float vout2x1 = math_min_f32(vacc2x1, vmax);
259*4bdc9457SAndroid Build Coastguard Worker         float vout3x1 = math_min_f32(vacc3x1, vmax);
260*4bdc9457SAndroid Build Coastguard Worker         vout0x0 = math_max_f32(vout0x0, vmin);
261*4bdc9457SAndroid Build Coastguard Worker         vout1x0 = math_max_f32(vout1x0, vmin);
262*4bdc9457SAndroid Build Coastguard Worker         vout2x0 = math_max_f32(vout2x0, vmin);
263*4bdc9457SAndroid Build Coastguard Worker         vout3x0 = math_max_f32(vout3x0, vmin);
264*4bdc9457SAndroid Build Coastguard Worker         vout0x1 = math_max_f32(vout0x1, vmin);
265*4bdc9457SAndroid Build Coastguard Worker         vout1x1 = math_max_f32(vout1x1, vmin);
266*4bdc9457SAndroid Build Coastguard Worker         vout2x1 = math_max_f32(vout2x1, vmin);
267*4bdc9457SAndroid Build Coastguard Worker         vout3x1 = math_max_f32(vout3x1, vmin);
268*4bdc9457SAndroid Build Coastguard Worker         output[0] = vout0x0;
269*4bdc9457SAndroid Build Coastguard Worker         output[1] = vout1x0;
270*4bdc9457SAndroid Build Coastguard Worker         output[2] = vout2x0;
271*4bdc9457SAndroid Build Coastguard Worker         output[3] = vout3x0;
272*4bdc9457SAndroid Build Coastguard Worker         output = (float*restrict) ((uintptr_t) output + output_stride);
273*4bdc9457SAndroid Build Coastguard Worker         output[0] = vout0x1;
274*4bdc9457SAndroid Build Coastguard Worker         output[1] = vout1x1;
275*4bdc9457SAndroid Build Coastguard Worker         output[2] = vout2x1;
276*4bdc9457SAndroid Build Coastguard Worker         output[3] = vout3x1;
277*4bdc9457SAndroid Build Coastguard Worker         output = (float*restrict) ((uintptr_t) output + output_stride);
278*4bdc9457SAndroid Build Coastguard Worker         n -= 2;
279*4bdc9457SAndroid Build Coastguard Worker       }
280*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNLIKELY(n != 0) {
281*4bdc9457SAndroid Build Coastguard Worker         do {
282*4bdc9457SAndroid Build Coastguard Worker           uint32_t nnz = *nnzmap++;
283*4bdc9457SAndroid Build Coastguard Worker           float vacc0 = *w++;
284*4bdc9457SAndroid Build Coastguard Worker           float vacc1 = vacc0;
285*4bdc9457SAndroid Build Coastguard Worker           float vacc2 = vacc0;
286*4bdc9457SAndroid Build Coastguard Worker           float vacc3 = vacc0;
287*4bdc9457SAndroid Build Coastguard Worker           if XNN_LIKELY(nnz != 0) {
288*4bdc9457SAndroid Build Coastguard Worker             do {
289*4bdc9457SAndroid Build Coastguard Worker               const intptr_t diff = *dmap++;
290*4bdc9457SAndroid Build Coastguard Worker               const float vi0 = input[0];
291*4bdc9457SAndroid Build Coastguard Worker               const float vi1 = input[1];
292*4bdc9457SAndroid Build Coastguard Worker               const float vi2 = input[2];
293*4bdc9457SAndroid Build Coastguard Worker               const float vi3 = input[3];
294*4bdc9457SAndroid Build Coastguard Worker               input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff);
295*4bdc9457SAndroid Build Coastguard Worker               const float vw = *w++;
296*4bdc9457SAndroid Build Coastguard Worker               vacc0 += vi0 * vw;
297*4bdc9457SAndroid Build Coastguard Worker               vacc1 += vi1 * vw;
298*4bdc9457SAndroid Build Coastguard Worker               vacc2 += vi2 * vw;
299*4bdc9457SAndroid Build Coastguard Worker               vacc3 += vi3 * vw;
300*4bdc9457SAndroid Build Coastguard Worker             } while (--nnz != 0);
301*4bdc9457SAndroid Build Coastguard Worker           }
302*4bdc9457SAndroid Build Coastguard Worker           float vout0 = math_min_f32(vacc0, vmax);
303*4bdc9457SAndroid Build Coastguard Worker           float vout1 = math_min_f32(vacc1, vmax);
304*4bdc9457SAndroid Build Coastguard Worker           float vout2 = math_min_f32(vacc2, vmax);
305*4bdc9457SAndroid Build Coastguard Worker           float vout3 = math_min_f32(vacc3, vmax);
306*4bdc9457SAndroid Build Coastguard Worker           vout0 = math_max_f32(vout0, vmin);
307*4bdc9457SAndroid Build Coastguard Worker           vout1 = math_max_f32(vout1, vmin);
308*4bdc9457SAndroid Build Coastguard Worker           vout2 = math_max_f32(vout2, vmin);
309*4bdc9457SAndroid Build Coastguard Worker           vout3 = math_max_f32(vout3, vmin);
310*4bdc9457SAndroid Build Coastguard Worker           output[0] = vout0;
311*4bdc9457SAndroid Build Coastguard Worker           output[1] = vout1;
312*4bdc9457SAndroid Build Coastguard Worker           output[2] = vout2;
313*4bdc9457SAndroid Build Coastguard Worker           output[3] = vout3;
314*4bdc9457SAndroid Build Coastguard Worker           output = (float*restrict) ((uintptr_t) output + output_stride);
315*4bdc9457SAndroid Build Coastguard Worker           n -= 1;
316*4bdc9457SAndroid Build Coastguard Worker         } while (n != 0);
317*4bdc9457SAndroid Build Coastguard Worker       }
318*4bdc9457SAndroid Build Coastguard Worker       output = (float*restrict) ((uintptr_t) output - output_decrement);
319*4bdc9457SAndroid Build Coastguard Worker       input += 4;
320*4bdc9457SAndroid Build Coastguard Worker     }
321*4bdc9457SAndroid Build Coastguard Worker     output_decrement += 2 * sizeof(float);
322*4bdc9457SAndroid Build Coastguard Worker     if (mc & (2 * sizeof(float))) {
323*4bdc9457SAndroid Build Coastguard Worker       const float*restrict w = weights;
324*4bdc9457SAndroid Build Coastguard Worker       const int32_t* dmap = widx_dmap;
325*4bdc9457SAndroid Build Coastguard Worker       const uint32_t* nnzmap = nidx_nnzmap;
326*4bdc9457SAndroid Build Coastguard Worker       size_t n = nc;
327*4bdc9457SAndroid Build Coastguard Worker       while (n >= 2) {
328*4bdc9457SAndroid Build Coastguard Worker         uint32_t nnz = *nnzmap++;
329*4bdc9457SAndroid Build Coastguard Worker         float vacc0x0 = *w++;
330*4bdc9457SAndroid Build Coastguard Worker         float vacc1x0 = vacc0x0;
331*4bdc9457SAndroid Build Coastguard Worker         float vacc0x1 = *w++;
332*4bdc9457SAndroid Build Coastguard Worker         float vacc1x1 = vacc0x1;
333*4bdc9457SAndroid Build Coastguard Worker         if XNN_LIKELY(nnz != 0) {
334*4bdc9457SAndroid Build Coastguard Worker           do {
335*4bdc9457SAndroid Build Coastguard Worker             const intptr_t diff = *dmap++;
336*4bdc9457SAndroid Build Coastguard Worker             const float vi0 = input[0];
337*4bdc9457SAndroid Build Coastguard Worker             const float vi1 = input[1];
338*4bdc9457SAndroid Build Coastguard Worker             input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff);
339*4bdc9457SAndroid Build Coastguard Worker             const float vw0 = *w++;
340*4bdc9457SAndroid Build Coastguard Worker             const float vw1 = *w++;
341*4bdc9457SAndroid Build Coastguard Worker             vacc0x0 += vi0 * vw0;
342*4bdc9457SAndroid Build Coastguard Worker             vacc1x0 += vi1 * vw0;
343*4bdc9457SAndroid Build Coastguard Worker             vacc0x1 += vi0 * vw1;
344*4bdc9457SAndroid Build Coastguard Worker             vacc1x1 += vi1 * vw1;
345*4bdc9457SAndroid Build Coastguard Worker           } while (--nnz != 0);
346*4bdc9457SAndroid Build Coastguard Worker         }
347*4bdc9457SAndroid Build Coastguard Worker         float vout0x0 = math_min_f32(vacc0x0, vmax);
348*4bdc9457SAndroid Build Coastguard Worker         float vout1x0 = math_min_f32(vacc1x0, vmax);
349*4bdc9457SAndroid Build Coastguard Worker         float vout0x1 = math_min_f32(vacc0x1, vmax);
350*4bdc9457SAndroid Build Coastguard Worker         float vout1x1 = math_min_f32(vacc1x1, vmax);
351*4bdc9457SAndroid Build Coastguard Worker         vout0x0 = math_max_f32(vout0x0, vmin);
352*4bdc9457SAndroid Build Coastguard Worker         vout1x0 = math_max_f32(vout1x0, vmin);
353*4bdc9457SAndroid Build Coastguard Worker         vout0x1 = math_max_f32(vout0x1, vmin);
354*4bdc9457SAndroid Build Coastguard Worker         vout1x1 = math_max_f32(vout1x1, vmin);
355*4bdc9457SAndroid Build Coastguard Worker         output[0] = vout0x0;
356*4bdc9457SAndroid Build Coastguard Worker         output[1] = vout1x0;
357*4bdc9457SAndroid Build Coastguard Worker         output = (float*restrict) ((uintptr_t) output + output_stride);
358*4bdc9457SAndroid Build Coastguard Worker         output[0] = vout0x1;
359*4bdc9457SAndroid Build Coastguard Worker         output[1] = vout1x1;
360*4bdc9457SAndroid Build Coastguard Worker         output = (float*restrict) ((uintptr_t) output + output_stride);
361*4bdc9457SAndroid Build Coastguard Worker         n -= 2;
362*4bdc9457SAndroid Build Coastguard Worker       }
363*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNLIKELY(n != 0) {
364*4bdc9457SAndroid Build Coastguard Worker         do {
365*4bdc9457SAndroid Build Coastguard Worker           uint32_t nnz = *nnzmap++;
366*4bdc9457SAndroid Build Coastguard Worker           float vacc0 = *w++;
367*4bdc9457SAndroid Build Coastguard Worker           float vacc1 = vacc0;
368*4bdc9457SAndroid Build Coastguard Worker           if XNN_LIKELY(nnz != 0) {
369*4bdc9457SAndroid Build Coastguard Worker             do {
370*4bdc9457SAndroid Build Coastguard Worker               const intptr_t diff = *dmap++;
371*4bdc9457SAndroid Build Coastguard Worker               const float vi0 = input[0];
372*4bdc9457SAndroid Build Coastguard Worker               const float vi1 = input[1];
373*4bdc9457SAndroid Build Coastguard Worker               input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff);
374*4bdc9457SAndroid Build Coastguard Worker               const float vw = *w++;
375*4bdc9457SAndroid Build Coastguard Worker               vacc0 += vi0 * vw;
376*4bdc9457SAndroid Build Coastguard Worker               vacc1 += vi1 * vw;
377*4bdc9457SAndroid Build Coastguard Worker             } while (--nnz != 0);
378*4bdc9457SAndroid Build Coastguard Worker           }
379*4bdc9457SAndroid Build Coastguard Worker           float vout0 = math_min_f32(vacc0, vmax);
380*4bdc9457SAndroid Build Coastguard Worker           float vout1 = math_min_f32(vacc1, vmax);
381*4bdc9457SAndroid Build Coastguard Worker           vout0 = math_max_f32(vout0, vmin);
382*4bdc9457SAndroid Build Coastguard Worker           vout1 = math_max_f32(vout1, vmin);
383*4bdc9457SAndroid Build Coastguard Worker           output[0] = vout0;
384*4bdc9457SAndroid Build Coastguard Worker           output[1] = vout1;
385*4bdc9457SAndroid Build Coastguard Worker           output = (float*restrict) ((uintptr_t) output + output_stride);
386*4bdc9457SAndroid Build Coastguard Worker           n -= 1;
387*4bdc9457SAndroid Build Coastguard Worker         } while (n != 0);
388*4bdc9457SAndroid Build Coastguard Worker       }
389*4bdc9457SAndroid Build Coastguard Worker       output = (float*restrict) ((uintptr_t) output - output_decrement);
390*4bdc9457SAndroid Build Coastguard Worker       input += 2;
391*4bdc9457SAndroid Build Coastguard Worker     }
392*4bdc9457SAndroid Build Coastguard Worker     output_decrement += 1 * sizeof(float);
393*4bdc9457SAndroid Build Coastguard Worker     if (mc & (1 * sizeof(float))) {
394*4bdc9457SAndroid Build Coastguard Worker       const float*restrict w = weights;
395*4bdc9457SAndroid Build Coastguard Worker       const int32_t* dmap = widx_dmap;
396*4bdc9457SAndroid Build Coastguard Worker       const uint32_t* nnzmap = nidx_nnzmap;
397*4bdc9457SAndroid Build Coastguard Worker       size_t n = nc;
398*4bdc9457SAndroid Build Coastguard Worker       while (n >= 2) {
399*4bdc9457SAndroid Build Coastguard Worker         uint32_t nnz = *nnzmap++;
400*4bdc9457SAndroid Build Coastguard Worker         float vacc0x0 = *w++;
401*4bdc9457SAndroid Build Coastguard Worker         float vacc0x1 = *w++;
402*4bdc9457SAndroid Build Coastguard Worker         if XNN_LIKELY(nnz != 0) {
403*4bdc9457SAndroid Build Coastguard Worker           do {
404*4bdc9457SAndroid Build Coastguard Worker             const intptr_t diff = *dmap++;
405*4bdc9457SAndroid Build Coastguard Worker             const float vi0 = input[0];
406*4bdc9457SAndroid Build Coastguard Worker             input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff);
407*4bdc9457SAndroid Build Coastguard Worker             const float vw0 = *w++;
408*4bdc9457SAndroid Build Coastguard Worker             const float vw1 = *w++;
409*4bdc9457SAndroid Build Coastguard Worker             vacc0x0 += vi0 * vw0;
410*4bdc9457SAndroid Build Coastguard Worker             vacc0x1 += vi0 * vw1;
411*4bdc9457SAndroid Build Coastguard Worker           } while (--nnz != 0);
412*4bdc9457SAndroid Build Coastguard Worker         }
413*4bdc9457SAndroid Build Coastguard Worker         float vout0x0 = math_min_f32(vacc0x0, vmax);
414*4bdc9457SAndroid Build Coastguard Worker         float vout0x1 = math_min_f32(vacc0x1, vmax);
415*4bdc9457SAndroid Build Coastguard Worker         vout0x0 = math_max_f32(vout0x0, vmin);
416*4bdc9457SAndroid Build Coastguard Worker         vout0x1 = math_max_f32(vout0x1, vmin);
417*4bdc9457SAndroid Build Coastguard Worker         output[0] = vout0x0;
418*4bdc9457SAndroid Build Coastguard Worker         output = (float*restrict) ((uintptr_t) output + output_stride);
419*4bdc9457SAndroid Build Coastguard Worker         output[0] = vout0x1;
420*4bdc9457SAndroid Build Coastguard Worker         output = (float*restrict) ((uintptr_t) output + output_stride);
421*4bdc9457SAndroid Build Coastguard Worker         n -= 2;
422*4bdc9457SAndroid Build Coastguard Worker       }
423*4bdc9457SAndroid Build Coastguard Worker       if XNN_UNLIKELY(n != 0) {
424*4bdc9457SAndroid Build Coastguard Worker         do {
425*4bdc9457SAndroid Build Coastguard Worker           uint32_t nnz = *nnzmap++;
426*4bdc9457SAndroid Build Coastguard Worker           float vacc0 = *w++;
427*4bdc9457SAndroid Build Coastguard Worker           if XNN_LIKELY(nnz != 0) {
428*4bdc9457SAndroid Build Coastguard Worker             do {
429*4bdc9457SAndroid Build Coastguard Worker               const intptr_t diff = *dmap++;
430*4bdc9457SAndroid Build Coastguard Worker               const float vi0 = input[0];
431*4bdc9457SAndroid Build Coastguard Worker               input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff);
432*4bdc9457SAndroid Build Coastguard Worker               const float vw = *w++;
433*4bdc9457SAndroid Build Coastguard Worker               vacc0 += vi0 * vw;
434*4bdc9457SAndroid Build Coastguard Worker             } while (--nnz != 0);
435*4bdc9457SAndroid Build Coastguard Worker           }
436*4bdc9457SAndroid Build Coastguard Worker           float vout0 = math_min_f32(vacc0, vmax);
437*4bdc9457SAndroid Build Coastguard Worker           vout0 = math_max_f32(vout0, vmin);
438*4bdc9457SAndroid Build Coastguard Worker           output[0] = vout0;
439*4bdc9457SAndroid Build Coastguard Worker           output = (float*restrict) ((uintptr_t) output + output_stride);
440*4bdc9457SAndroid Build Coastguard Worker           n -= 1;
441*4bdc9457SAndroid Build Coastguard Worker         } while (n != 0);
442*4bdc9457SAndroid Build Coastguard Worker       }
443*4bdc9457SAndroid Build Coastguard Worker       output = (float*restrict) ((uintptr_t) output - output_decrement);
444*4bdc9457SAndroid Build Coastguard Worker       input += 1;
445*4bdc9457SAndroid Build Coastguard Worker     }
446*4bdc9457SAndroid Build Coastguard Worker   }
447*4bdc9457SAndroid Build Coastguard Worker }
448