xref: /aosp_15_r20/external/XNNPACK/src/f32-dwconv2d-chw/5x5p2-scalar.c.in (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1*4bdc9457SAndroid Build Coastguard Worker// Copyright 2020 Google LLC
2*4bdc9457SAndroid Build Coastguard Worker//
3*4bdc9457SAndroid Build Coastguard Worker// This source code is licensed under the BSD-style license found in the
4*4bdc9457SAndroid Build Coastguard Worker// LICENSE file in the root directory of this source tree.
5*4bdc9457SAndroid Build Coastguard Worker
6*4bdc9457SAndroid Build Coastguard Worker$assert ROW_TILE >= 1
7*4bdc9457SAndroid Build Coastguard Worker$assert ACCUMULATORS >= 1
8*4bdc9457SAndroid Build Coastguard Worker#include <assert.h>
9*4bdc9457SAndroid Build Coastguard Worker
10*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/dwconv.h>
11*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/math.h>
12*4bdc9457SAndroid Build Coastguard Worker
13*4bdc9457SAndroid Build Coastguard Worker
14*4bdc9457SAndroid Build Coastguard Workervoid xnn_f32_dwconv2d_chw_ukernel_5x5p2__scalar_${ROW_TILE}x1${"_acc%d" % ACCUMULATORS if ACCUMULATORS > 1 else ""}(
15*4bdc9457SAndroid Build Coastguard Worker    size_t input_height,
16*4bdc9457SAndroid Build Coastguard Worker    size_t input_width,
17*4bdc9457SAndroid Build Coastguard Worker    const float* input,
18*4bdc9457SAndroid Build Coastguard Worker    const float* weights,
19*4bdc9457SAndroid Build Coastguard Worker    const float* zero,
20*4bdc9457SAndroid Build Coastguard Worker    float* output,
21*4bdc9457SAndroid Build Coastguard Worker    uint32_t padding_top,
22*4bdc9457SAndroid Build Coastguard Worker    const union xnn_f32_chw_params params[restrict XNN_MIN_ELEMENTS(1)])
23*4bdc9457SAndroid Build Coastguard Worker{
24*4bdc9457SAndroid Build Coastguard Worker  assert(input_height != 0);
25*4bdc9457SAndroid Build Coastguard Worker  assert(input_width != 0);
26*4bdc9457SAndroid Build Coastguard Worker  assert(input_width % sizeof(float) == 0);
27*4bdc9457SAndroid Build Coastguard Worker  assert(padding_top == 2);
28*4bdc9457SAndroid Build Coastguard Worker
29*4bdc9457SAndroid Build Coastguard Worker  const float vmin = params->scalar.min;
30*4bdc9457SAndroid Build Coastguard Worker  const float vmax = params->scalar.max;
31*4bdc9457SAndroid Build Coastguard Worker
32*4bdc9457SAndroid Build Coastguard Worker  const float vbias = weights[0];
33*4bdc9457SAndroid Build Coastguard Worker  $for R in range(5):
34*4bdc9457SAndroid Build Coastguard Worker    $for S in range(5):
35*4bdc9457SAndroid Build Coastguard Worker      const float vk${R}${S} = weights[${R*5+S+1}];
36*4bdc9457SAndroid Build Coastguard Worker
37*4bdc9457SAndroid Build Coastguard Worker  const float* i0 = zero;
38*4bdc9457SAndroid Build Coastguard Worker  const float* i1 = zero;
39*4bdc9457SAndroid Build Coastguard Worker  const float* i2 = input;
40*4bdc9457SAndroid Build Coastguard Worker  $for M in range(3, 4 + ROW_TILE):
41*4bdc9457SAndroid Build Coastguard Worker    const float* i${M} = (const float*) ((uintptr_t) i${M-1} + input_width);
42*4bdc9457SAndroid Build Coastguard Worker
43*4bdc9457SAndroid Build Coastguard Worker  float* o0 = output;
44*4bdc9457SAndroid Build Coastguard Worker  $for M in range(1, ROW_TILE):
45*4bdc9457SAndroid Build Coastguard Worker    float* o${M} = (float*) ((uintptr_t) o${M-1} + input_width);
46*4bdc9457SAndroid Build Coastguard Worker
47*4bdc9457SAndroid Build Coastguard Worker  size_t output_height = input_height;
48*4bdc9457SAndroid Build Coastguard Worker  do {
49*4bdc9457SAndroid Build Coastguard Worker    $for M in range(2, 3 + ROW_TILE):
50*4bdc9457SAndroid Build Coastguard Worker      if XNN_UNPREDICTABLE(output_height < ${M}) {
51*4bdc9457SAndroid Build Coastguard Worker        i${M+1} = zero;
52*4bdc9457SAndroid Build Coastguard Worker        $if M <= ROW_TILE:
53*4bdc9457SAndroid Build Coastguard Worker          o${M-1} = o${M-2};
54*4bdc9457SAndroid Build Coastguard Worker      }
55*4bdc9457SAndroid Build Coastguard Worker
56*4bdc9457SAndroid Build Coastguard Worker    $for M in range(4 + ROW_TILE):
57*4bdc9457SAndroid Build Coastguard Worker      float vi${M}x0 = 0.0f;
58*4bdc9457SAndroid Build Coastguard Worker
59*4bdc9457SAndroid Build Coastguard Worker    $for M in range(4 + ROW_TILE):
60*4bdc9457SAndroid Build Coastguard Worker      float vi${M}x1 = 0.0f;
61*4bdc9457SAndroid Build Coastguard Worker
62*4bdc9457SAndroid Build Coastguard Worker    $for M in range(4 + ROW_TILE):
63*4bdc9457SAndroid Build Coastguard Worker      float vi${M}x2 = *i${M}++;
64*4bdc9457SAndroid Build Coastguard Worker
65*4bdc9457SAndroid Build Coastguard Worker    size_t w = input_width;
66*4bdc9457SAndroid Build Coastguard Worker    if (w > 1 * sizeof(float)) {
67*4bdc9457SAndroid Build Coastguard Worker      $for M in range(4 + ROW_TILE):
68*4bdc9457SAndroid Build Coastguard Worker        float vi${M}x3 = *i${M}++;
69*4bdc9457SAndroid Build Coastguard Worker
70*4bdc9457SAndroid Build Coastguard Worker      for (; w > 2 * sizeof(float); w -= 1 * sizeof(float)) {
71*4bdc9457SAndroid Build Coastguard Worker        $for M in range(4 + ROW_TILE):
72*4bdc9457SAndroid Build Coastguard Worker          const float vi${M}x4 = *i${M}++;
73*4bdc9457SAndroid Build Coastguard Worker
74*4bdc9457SAndroid Build Coastguard Worker        $for K in range(5):
75*4bdc9457SAndroid Build Coastguard Worker          $for M in range(ROW_TILE):
76*4bdc9457SAndroid Build Coastguard Worker            $if K == 0:
77*4bdc9457SAndroid Build Coastguard Worker              float vo${M}p0 = vbias + vi${M+K}x0 * vk${K}0;
78*4bdc9457SAndroid Build Coastguard Worker            $elif K < ACCUMULATORS:
79*4bdc9457SAndroid Build Coastguard Worker              float vo${M}p${K} = vi${M+K}x0 * vk${K}0;
80*4bdc9457SAndroid Build Coastguard Worker            $else:
81*4bdc9457SAndroid Build Coastguard Worker              vo${M}p${K % ACCUMULATORS} += vi${M+K}x0 * vk${K}0;
82*4bdc9457SAndroid Build Coastguard Worker
83*4bdc9457SAndroid Build Coastguard Worker        $for M in range(4 + ROW_TILE):
84*4bdc9457SAndroid Build Coastguard Worker          vi${M}x0 = vi${M}x1;
85*4bdc9457SAndroid Build Coastguard Worker
86*4bdc9457SAndroid Build Coastguard Worker        $for K in range(5):
87*4bdc9457SAndroid Build Coastguard Worker          $for M in range(ROW_TILE):
88*4bdc9457SAndroid Build Coastguard Worker            $if K+5 < ACCUMULATORS:
89*4bdc9457SAndroid Build Coastguard Worker              float vo${M}p${K+5} = vi${M+K}x1 * vk${K}1;
90*4bdc9457SAndroid Build Coastguard Worker            $else:
91*4bdc9457SAndroid Build Coastguard Worker              vo${M}p${(K+5) % ACCUMULATORS} += vi${M+K}x1 * vk${K}1;
92*4bdc9457SAndroid Build Coastguard Worker
93*4bdc9457SAndroid Build Coastguard Worker        $for M in range(4 + ROW_TILE):
94*4bdc9457SAndroid Build Coastguard Worker          vi${M}x1 = vi${M}x2;
95*4bdc9457SAndroid Build Coastguard Worker
96*4bdc9457SAndroid Build Coastguard Worker        $for K in range(5):
97*4bdc9457SAndroid Build Coastguard Worker          $for M in range(ROW_TILE):
98*4bdc9457SAndroid Build Coastguard Worker            vo${M}p${(K+10) % ACCUMULATORS} += vi${M+K}x2 * vk${K}2;
99*4bdc9457SAndroid Build Coastguard Worker
100*4bdc9457SAndroid Build Coastguard Worker        $for M in range(4 + ROW_TILE):
101*4bdc9457SAndroid Build Coastguard Worker          vi${M}x2 = vi${M}x3;
102*4bdc9457SAndroid Build Coastguard Worker
103*4bdc9457SAndroid Build Coastguard Worker        $for K in range(5):
104*4bdc9457SAndroid Build Coastguard Worker          $for M in range(ROW_TILE):
105*4bdc9457SAndroid Build Coastguard Worker            vo${M}p${(K+15) % ACCUMULATORS} += vi${M+K}x3 * vk${K}3;
106*4bdc9457SAndroid Build Coastguard Worker
107*4bdc9457SAndroid Build Coastguard Worker        $for M in range(4 + ROW_TILE):
108*4bdc9457SAndroid Build Coastguard Worker          vi${M}x3 = vi${M}x4;
109*4bdc9457SAndroid Build Coastguard Worker
110*4bdc9457SAndroid Build Coastguard Worker        $for K in range(5):
111*4bdc9457SAndroid Build Coastguard Worker          $for M in range(ROW_TILE):
112*4bdc9457SAndroid Build Coastguard Worker            vo${M}p${(K+20) % ACCUMULATORS} += vi${M+K}x4 * vk${K}4;
113*4bdc9457SAndroid Build Coastguard Worker
114*4bdc9457SAndroid Build Coastguard Worker        $if ACCUMULATORS > 1:
115*4bdc9457SAndroid Build Coastguard Worker          $ACC_SLICE = 1
116*4bdc9457SAndroid Build Coastguard Worker          $while ACC_SLICE < ACCUMULATORS:
117*4bdc9457SAndroid Build Coastguard Worker            $for A in range(0, ACCUMULATORS, ACC_SLICE * 2):
118*4bdc9457SAndroid Build Coastguard Worker              $if A + ACC_SLICE < ACCUMULATORS:
119*4bdc9457SAndroid Build Coastguard Worker                $for M in range(ROW_TILE):
120*4bdc9457SAndroid Build Coastguard Worker                  vo${M}p${A} += vo${M}p${A + ACC_SLICE};
121*4bdc9457SAndroid Build Coastguard Worker            $ACC_SLICE *= 2
122*4bdc9457SAndroid Build Coastguard Worker
123*4bdc9457SAndroid Build Coastguard Worker        $for M in range(ROW_TILE):
124*4bdc9457SAndroid Build Coastguard Worker          float vo${M} = math_max_f32(vo${M}p0, vmin);
125*4bdc9457SAndroid Build Coastguard Worker
126*4bdc9457SAndroid Build Coastguard Worker        $for M in range(ROW_TILE):
127*4bdc9457SAndroid Build Coastguard Worker          vo${M} = math_min_f32(vo${M}, vmax);
128*4bdc9457SAndroid Build Coastguard Worker
129*4bdc9457SAndroid Build Coastguard Worker        $for M in reversed(range(ROW_TILE)):
130*4bdc9457SAndroid Build Coastguard Worker          *o${M}++ = vo${M};
131*4bdc9457SAndroid Build Coastguard Worker      }
132*4bdc9457SAndroid Build Coastguard Worker      assert(w == 2 * sizeof(float));
133*4bdc9457SAndroid Build Coastguard Worker      {
134*4bdc9457SAndroid Build Coastguard Worker        $for K in range(5):
135*4bdc9457SAndroid Build Coastguard Worker          $for M in range(ROW_TILE):
136*4bdc9457SAndroid Build Coastguard Worker            $if K == 0:
137*4bdc9457SAndroid Build Coastguard Worker              float vo${M}p0 = vbias + vi${M+K}x0 * vk${K}0;
138*4bdc9457SAndroid Build Coastguard Worker            $elif K < ACCUMULATORS:
139*4bdc9457SAndroid Build Coastguard Worker              float vo${M}p${K} = vi${M+K}x0 * vk${K}0;
140*4bdc9457SAndroid Build Coastguard Worker            $else:
141*4bdc9457SAndroid Build Coastguard Worker              vo${M}p${K % ACCUMULATORS} += vi${M+K}x0 * vk${K}0;
142*4bdc9457SAndroid Build Coastguard Worker
143*4bdc9457SAndroid Build Coastguard Worker        $for M in range(4 + ROW_TILE):
144*4bdc9457SAndroid Build Coastguard Worker          vi${M}x0 = vi${M}x1;
145*4bdc9457SAndroid Build Coastguard Worker
146*4bdc9457SAndroid Build Coastguard Worker        $for K in range(5):
147*4bdc9457SAndroid Build Coastguard Worker          $for M in range(ROW_TILE):
148*4bdc9457SAndroid Build Coastguard Worker            $if K+5 < ACCUMULATORS:
149*4bdc9457SAndroid Build Coastguard Worker              float vo${M}p${K+5} = vi${M+K}x1 * vk${K}1;
150*4bdc9457SAndroid Build Coastguard Worker            $else:
151*4bdc9457SAndroid Build Coastguard Worker              vo${M}p${(K+5) % ACCUMULATORS} += vi${M+K}x1 * vk${K}1;
152*4bdc9457SAndroid Build Coastguard Worker
153*4bdc9457SAndroid Build Coastguard Worker        $for M in range(4 + ROW_TILE):
154*4bdc9457SAndroid Build Coastguard Worker          vi${M}x1 = vi${M}x2;
155*4bdc9457SAndroid Build Coastguard Worker
156*4bdc9457SAndroid Build Coastguard Worker        $for K in range(5):
157*4bdc9457SAndroid Build Coastguard Worker          $for M in range(ROW_TILE):
158*4bdc9457SAndroid Build Coastguard Worker            vo${M}p${(K+10) % ACCUMULATORS} += vi${M+K}x2 * vk${K}2;
159*4bdc9457SAndroid Build Coastguard Worker
160*4bdc9457SAndroid Build Coastguard Worker        $for M in range(4 + ROW_TILE):
161*4bdc9457SAndroid Build Coastguard Worker          vi${M}x2 = vi${M}x3;
162*4bdc9457SAndroid Build Coastguard Worker
163*4bdc9457SAndroid Build Coastguard Worker        $for K in range(5):
164*4bdc9457SAndroid Build Coastguard Worker          $for M in range(ROW_TILE):
165*4bdc9457SAndroid Build Coastguard Worker            vo${M}p${(K+15) % ACCUMULATORS} += vi${M+K}x3 * vk${K}3;
166*4bdc9457SAndroid Build Coastguard Worker
167*4bdc9457SAndroid Build Coastguard Worker        $if ACCUMULATORS > 1:
168*4bdc9457SAndroid Build Coastguard Worker          $ACC_SLICE = 1
169*4bdc9457SAndroid Build Coastguard Worker          $while ACC_SLICE < ACCUMULATORS:
170*4bdc9457SAndroid Build Coastguard Worker            $for A in range(0, ACCUMULATORS, ACC_SLICE * 2):
171*4bdc9457SAndroid Build Coastguard Worker              $if A + ACC_SLICE < ACCUMULATORS:
172*4bdc9457SAndroid Build Coastguard Worker                $for M in range(ROW_TILE):
173*4bdc9457SAndroid Build Coastguard Worker                  vo${M}p${A} += vo${M}p${A + ACC_SLICE};
174*4bdc9457SAndroid Build Coastguard Worker            $ACC_SLICE *= 2
175*4bdc9457SAndroid Build Coastguard Worker
176*4bdc9457SAndroid Build Coastguard Worker        $for M in range(ROW_TILE):
177*4bdc9457SAndroid Build Coastguard Worker          float vo${M} = math_max_f32(vo${M}p0, vmin);
178*4bdc9457SAndroid Build Coastguard Worker
179*4bdc9457SAndroid Build Coastguard Worker        $for M in range(ROW_TILE):
180*4bdc9457SAndroid Build Coastguard Worker          vo${M} = math_min_f32(vo${M}, vmax);
181*4bdc9457SAndroid Build Coastguard Worker
182*4bdc9457SAndroid Build Coastguard Worker        $for M in reversed(range(ROW_TILE)):
183*4bdc9457SAndroid Build Coastguard Worker          *o${M}++ = vo${M};
184*4bdc9457SAndroid Build Coastguard Worker      }
185*4bdc9457SAndroid Build Coastguard Worker      w -= 1 * sizeof(float);
186*4bdc9457SAndroid Build Coastguard Worker    }
187*4bdc9457SAndroid Build Coastguard Worker    assert(w == 1 * sizeof(float));
188*4bdc9457SAndroid Build Coastguard Worker    {
189*4bdc9457SAndroid Build Coastguard Worker      $for K in range(5):
190*4bdc9457SAndroid Build Coastguard Worker        $for M in range(ROW_TILE):
191*4bdc9457SAndroid Build Coastguard Worker          $if K == 0:
192*4bdc9457SAndroid Build Coastguard Worker            float vo${M}p0 = vbias + vi${M+K}x0 * vk${K}0;
193*4bdc9457SAndroid Build Coastguard Worker          $elif K < ACCUMULATORS:
194*4bdc9457SAndroid Build Coastguard Worker            float vo${M}p${K} = vi${M+K}x0 * vk${K}0;
195*4bdc9457SAndroid Build Coastguard Worker          $else:
196*4bdc9457SAndroid Build Coastguard Worker            vo${M}p${K % ACCUMULATORS} += vi${M+K}x0 * vk${K}0;
197*4bdc9457SAndroid Build Coastguard Worker
198*4bdc9457SAndroid Build Coastguard Worker      $for K in range(5):
199*4bdc9457SAndroid Build Coastguard Worker        $for M in range(ROW_TILE):
200*4bdc9457SAndroid Build Coastguard Worker          $if K+5 < ACCUMULATORS:
201*4bdc9457SAndroid Build Coastguard Worker            float vo${M}p${K+5} = vi${M+K}x1 * vk${K}1;
202*4bdc9457SAndroid Build Coastguard Worker          $else:
203*4bdc9457SAndroid Build Coastguard Worker            vo${M}p${(K+5) % ACCUMULATORS} += vi${M+K}x1 * vk${K}1;
204*4bdc9457SAndroid Build Coastguard Worker
205*4bdc9457SAndroid Build Coastguard Worker      $for K in range(5):
206*4bdc9457SAndroid Build Coastguard Worker        $for M in range(ROW_TILE):
207*4bdc9457SAndroid Build Coastguard Worker          vo${M}p${(K+10) % ACCUMULATORS} += vi${M+K}x2 * vk${K}2;
208*4bdc9457SAndroid Build Coastguard Worker
209*4bdc9457SAndroid Build Coastguard Worker      $if ACCUMULATORS > 1:
210*4bdc9457SAndroid Build Coastguard Worker        $ACC_SLICE = 1
211*4bdc9457SAndroid Build Coastguard Worker        $while ACC_SLICE < ACCUMULATORS:
212*4bdc9457SAndroid Build Coastguard Worker          $for A in range(0, ACCUMULATORS, ACC_SLICE * 2):
213*4bdc9457SAndroid Build Coastguard Worker            $if A + ACC_SLICE < ACCUMULATORS:
214*4bdc9457SAndroid Build Coastguard Worker              $for M in range(ROW_TILE):
215*4bdc9457SAndroid Build Coastguard Worker                vo${M}p${A} += vo${M}p${A + ACC_SLICE};
216*4bdc9457SAndroid Build Coastguard Worker          $ACC_SLICE *= 2
217*4bdc9457SAndroid Build Coastguard Worker
218*4bdc9457SAndroid Build Coastguard Worker      $for M in range(ROW_TILE):
219*4bdc9457SAndroid Build Coastguard Worker        float vo${M} = math_max_f32(vo${M}p0, vmin);
220*4bdc9457SAndroid Build Coastguard Worker
221*4bdc9457SAndroid Build Coastguard Worker      $for M in range(ROW_TILE):
222*4bdc9457SAndroid Build Coastguard Worker        vo${M} = math_min_f32(vo${M}, vmax);
223*4bdc9457SAndroid Build Coastguard Worker
224*4bdc9457SAndroid Build Coastguard Worker      $for M in reversed(range(ROW_TILE)):
225*4bdc9457SAndroid Build Coastguard Worker        *o${M}++ = vo${M};
226*4bdc9457SAndroid Build Coastguard Worker    }
227*4bdc9457SAndroid Build Coastguard Worker
228*4bdc9457SAndroid Build Coastguard Worker    i0 = (const float*) ((uintptr_t) i${ROW_TILE} - input_width);
229*4bdc9457SAndroid Build Coastguard Worker    i1 = (const float*) ((uintptr_t) i${ROW_TILE+1} - input_width);
230*4bdc9457SAndroid Build Coastguard Worker    $if ROW_TILE > 1:
231*4bdc9457SAndroid Build Coastguard Worker      i2 = i${ROW_TILE+1};
232*4bdc9457SAndroid Build Coastguard Worker      i3 = i${ROW_TILE+2};
233*4bdc9457SAndroid Build Coastguard Worker      i4 = i${ROW_TILE+3};
234*4bdc9457SAndroid Build Coastguard Worker      $for M in range(5, 4 + ROW_TILE):
235*4bdc9457SAndroid Build Coastguard Worker        i${M} = (const float*) ((uintptr_t) i${M-1} + input_width);
236*4bdc9457SAndroid Build Coastguard Worker
237*4bdc9457SAndroid Build Coastguard Worker    $if ROW_TILE > 1:
238*4bdc9457SAndroid Build Coastguard Worker      o0 = o${ROW_TILE - 1};
239*4bdc9457SAndroid Build Coastguard Worker      $for M in range(1, ROW_TILE):
240*4bdc9457SAndroid Build Coastguard Worker        o${M} = (float*) ((uintptr_t) o${M-1} + input_width);
241*4bdc9457SAndroid Build Coastguard Worker
242*4bdc9457SAndroid Build Coastguard Worker    $if ROW_TILE > 1:
243*4bdc9457SAndroid Build Coastguard Worker      output_height = doz(output_height, ${ROW_TILE});
244*4bdc9457SAndroid Build Coastguard Worker  } while (${"--" if ROW_TILE == 1 else ""}output_height != 0);
245*4bdc9457SAndroid Build Coastguard Worker}
246