xref: /aosp_15_r20/external/XNNPACK/src/f32-dwconv2d-chw/3x3p1-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_3x3p1__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 == 1);
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  const float vk00 = weights[1];
34*4bdc9457SAndroid Build Coastguard Worker  const float vk01 = weights[2];
35*4bdc9457SAndroid Build Coastguard Worker  const float vk02 = weights[3];
36*4bdc9457SAndroid Build Coastguard Worker  const float vk10 = weights[4];
37*4bdc9457SAndroid Build Coastguard Worker  const float vk11 = weights[5];
38*4bdc9457SAndroid Build Coastguard Worker  const float vk12 = weights[6];
39*4bdc9457SAndroid Build Coastguard Worker  const float vk20 = weights[7];
40*4bdc9457SAndroid Build Coastguard Worker  const float vk21 = weights[8];
41*4bdc9457SAndroid Build Coastguard Worker  const float vk22 = weights[9];
42*4bdc9457SAndroid Build Coastguard Worker
43*4bdc9457SAndroid Build Coastguard Worker  const float* i0 = zero;
44*4bdc9457SAndroid Build Coastguard Worker  const float* i1 = input;
45*4bdc9457SAndroid Build Coastguard Worker  $for M in range(2, 2 + ROW_TILE):
46*4bdc9457SAndroid Build Coastguard Worker    const float* i${M} = (const float*) ((uintptr_t) i${M-1} + input_width);
47*4bdc9457SAndroid Build Coastguard Worker
48*4bdc9457SAndroid Build Coastguard Worker  float* o0 = output;
49*4bdc9457SAndroid Build Coastguard Worker  $for M in range(1, ROW_TILE):
50*4bdc9457SAndroid Build Coastguard Worker    float* o${M} = (float*) ((uintptr_t) o${M-1} + input_width);
51*4bdc9457SAndroid Build Coastguard Worker
52*4bdc9457SAndroid Build Coastguard Worker  size_t output_height = input_height;
53*4bdc9457SAndroid Build Coastguard Worker  do {
54*4bdc9457SAndroid Build Coastguard Worker    $for M in range(2, 2 + ROW_TILE):
55*4bdc9457SAndroid Build Coastguard Worker      if XNN_UNPREDICTABLE(output_height < ${M}) {
56*4bdc9457SAndroid Build Coastguard Worker        i${M} = zero;
57*4bdc9457SAndroid Build Coastguard Worker        $if M <= ROW_TILE:
58*4bdc9457SAndroid Build Coastguard Worker          o${M-1} = o${M-2};
59*4bdc9457SAndroid Build Coastguard Worker      }
60*4bdc9457SAndroid Build Coastguard Worker
61*4bdc9457SAndroid Build Coastguard Worker    $for M in range(2 + ROW_TILE):
62*4bdc9457SAndroid Build Coastguard Worker      float vi${M}x0 = 0.0f;
63*4bdc9457SAndroid Build Coastguard Worker
64*4bdc9457SAndroid Build Coastguard Worker    $for M in range(2 + ROW_TILE):
65*4bdc9457SAndroid Build Coastguard Worker      float vi${M}x1 = *i${M}++;
66*4bdc9457SAndroid Build Coastguard Worker
67*4bdc9457SAndroid Build Coastguard Worker    size_t w = input_width;
68*4bdc9457SAndroid Build Coastguard Worker    for (; w > 1 * sizeof(float); w -= 1 * sizeof(float)) {
69*4bdc9457SAndroid Build Coastguard Worker      $for M in range(2 + ROW_TILE):
70*4bdc9457SAndroid Build Coastguard Worker        const float vi${M}x2 = *i${M}++;
71*4bdc9457SAndroid Build Coastguard Worker
72*4bdc9457SAndroid Build Coastguard Worker      $for K in range(3):
73*4bdc9457SAndroid Build Coastguard Worker        $for M in range(ROW_TILE):
74*4bdc9457SAndroid Build Coastguard Worker          $if K == 0:
75*4bdc9457SAndroid Build Coastguard Worker            float vo${M}p0 = vbias + vi${M+K}x0 * vk${K}0;
76*4bdc9457SAndroid Build Coastguard Worker          $elif K < ACCUMULATORS:
77*4bdc9457SAndroid Build Coastguard Worker            float vo${M}p${K} = vi${M+K}x0 * vk${K}0;
78*4bdc9457SAndroid Build Coastguard Worker          $else:
79*4bdc9457SAndroid Build Coastguard Worker            vo${M}p${K % ACCUMULATORS} += vi${M+K}x0 * vk${K}0;
80*4bdc9457SAndroid Build Coastguard Worker
81*4bdc9457SAndroid Build Coastguard Worker      $for M in range(2 + ROW_TILE):
82*4bdc9457SAndroid Build Coastguard Worker          vi${M}x0 = vi${M}x1;
83*4bdc9457SAndroid Build Coastguard Worker
84*4bdc9457SAndroid Build Coastguard Worker      $for K in range(3):
85*4bdc9457SAndroid Build Coastguard Worker        $for M in range(ROW_TILE):
86*4bdc9457SAndroid Build Coastguard Worker          $if K+3 < ACCUMULATORS:
87*4bdc9457SAndroid Build Coastguard Worker            float vo${M}p${K+3} = vi${M+K}x1 * vk${K}1;
88*4bdc9457SAndroid Build Coastguard Worker          $else:
89*4bdc9457SAndroid Build Coastguard Worker            vo${M}p${(K+3) % ACCUMULATORS} += vi${M+K}x1 * vk${K}1;
90*4bdc9457SAndroid Build Coastguard Worker
91*4bdc9457SAndroid Build Coastguard Worker      $for M in range(2 + ROW_TILE):
92*4bdc9457SAndroid Build Coastguard Worker        vi${M}x1 = vi${M}x2;
93*4bdc9457SAndroid Build Coastguard Worker
94*4bdc9457SAndroid Build Coastguard Worker      $for K in range(3):
95*4bdc9457SAndroid Build Coastguard Worker        $for M in range(ROW_TILE):
96*4bdc9457SAndroid Build Coastguard Worker          vo${M}p${(K+6) % ACCUMULATORS} += vi${M+K}x2 * vk${K}2;
97*4bdc9457SAndroid Build Coastguard Worker
98*4bdc9457SAndroid Build Coastguard Worker      $if ACCUMULATORS > 1:
99*4bdc9457SAndroid Build Coastguard Worker        $ACC_SLICE = 1
100*4bdc9457SAndroid Build Coastguard Worker        $while ACC_SLICE < ACCUMULATORS:
101*4bdc9457SAndroid Build Coastguard Worker          $for A in range(0, ACCUMULATORS, ACC_SLICE * 2):
102*4bdc9457SAndroid Build Coastguard Worker            $if A + ACC_SLICE < ACCUMULATORS:
103*4bdc9457SAndroid Build Coastguard Worker              $for M in range(ROW_TILE):
104*4bdc9457SAndroid Build Coastguard Worker                vo${M}p${A} += vo${M}p${A + ACC_SLICE};
105*4bdc9457SAndroid Build Coastguard Worker          $ACC_SLICE *= 2
106*4bdc9457SAndroid Build Coastguard Worker
107*4bdc9457SAndroid Build Coastguard Worker      $for M in range(ROW_TILE):
108*4bdc9457SAndroid Build Coastguard Worker        float vo${M} = math_max_f32(vo${M}p0, vmin);
109*4bdc9457SAndroid Build Coastguard Worker
110*4bdc9457SAndroid Build Coastguard Worker      $for M in range(ROW_TILE):
111*4bdc9457SAndroid Build Coastguard Worker        vo${M} = math_min_f32(vo${M}, vmax);
112*4bdc9457SAndroid Build Coastguard Worker
113*4bdc9457SAndroid Build Coastguard Worker      $for M in reversed(range(ROW_TILE)):
114*4bdc9457SAndroid Build Coastguard Worker        *o${M}++ = vo${M};
115*4bdc9457SAndroid Build Coastguard Worker    }
116*4bdc9457SAndroid Build Coastguard Worker    // Always process the last pixel separately to account for right edge.
117*4bdc9457SAndroid Build Coastguard Worker    assert(w == 1 * sizeof(float));
118*4bdc9457SAndroid Build Coastguard Worker    {
119*4bdc9457SAndroid Build Coastguard Worker      $for K in range(3):
120*4bdc9457SAndroid Build Coastguard Worker        $for M in range(ROW_TILE):
121*4bdc9457SAndroid Build Coastguard Worker          $if K == 0:
122*4bdc9457SAndroid Build Coastguard Worker            float vo${M}p0 = vbias + vi${M+K}x0 * vk${K}0;
123*4bdc9457SAndroid Build Coastguard Worker          $elif K < ACCUMULATORS:
124*4bdc9457SAndroid Build Coastguard Worker            float vo${M}p${K} = vi${M+K}x0 * vk${K}0;
125*4bdc9457SAndroid Build Coastguard Worker          $else:
126*4bdc9457SAndroid Build Coastguard Worker            vo${M}p${K % ACCUMULATORS} += vi${M+K}x0 * vk${K}0;
127*4bdc9457SAndroid Build Coastguard Worker
128*4bdc9457SAndroid Build Coastguard Worker      $for K in range(3):
129*4bdc9457SAndroid Build Coastguard Worker        $for M in range(ROW_TILE):
130*4bdc9457SAndroid Build Coastguard Worker          $if K+3 < ACCUMULATORS:
131*4bdc9457SAndroid Build Coastguard Worker            float vo${M}p${K+3} = vi${M+K}x1 * vk${K}1;
132*4bdc9457SAndroid Build Coastguard Worker          $else:
133*4bdc9457SAndroid Build Coastguard Worker            vo${M}p${(K+3) % ACCUMULATORS} += vi${M+K}x1 * vk${K}1;
134*4bdc9457SAndroid Build Coastguard Worker
135*4bdc9457SAndroid Build Coastguard Worker      $if ACCUMULATORS > 1:
136*4bdc9457SAndroid Build Coastguard Worker        $ACC_SLICE = 1
137*4bdc9457SAndroid Build Coastguard Worker        $while ACC_SLICE < ACCUMULATORS:
138*4bdc9457SAndroid Build Coastguard Worker          $for A in range(0, ACCUMULATORS, ACC_SLICE * 2):
139*4bdc9457SAndroid Build Coastguard Worker            $if A + ACC_SLICE < ACCUMULATORS:
140*4bdc9457SAndroid Build Coastguard Worker              $for M in range(ROW_TILE):
141*4bdc9457SAndroid Build Coastguard Worker                vo${M}p${A} += vo${M}p${A + ACC_SLICE};
142*4bdc9457SAndroid Build Coastguard Worker          $ACC_SLICE *= 2
143*4bdc9457SAndroid Build Coastguard Worker
144*4bdc9457SAndroid Build Coastguard Worker      $for M in range(ROW_TILE):
145*4bdc9457SAndroid Build Coastguard Worker        float vo${M} = math_max_f32(vo${M}p0, vmin);
146*4bdc9457SAndroid Build Coastguard Worker
147*4bdc9457SAndroid Build Coastguard Worker      $for M in range(ROW_TILE):
148*4bdc9457SAndroid Build Coastguard Worker        vo${M} = math_min_f32(vo${M}, vmax);
149*4bdc9457SAndroid Build Coastguard Worker
150*4bdc9457SAndroid Build Coastguard Worker      $for M in reversed(range(ROW_TILE)):
151*4bdc9457SAndroid Build Coastguard Worker        *o${M}++ = vo${M};
152*4bdc9457SAndroid Build Coastguard Worker    }
153*4bdc9457SAndroid Build Coastguard Worker
154*4bdc9457SAndroid Build Coastguard Worker    i0 = (const float*) ((uintptr_t) i${ROW_TILE} - input_width);
155*4bdc9457SAndroid Build Coastguard Worker    $if ROW_TILE > 1:
156*4bdc9457SAndroid Build Coastguard Worker      i1 = (const float*) ((uintptr_t) i${ROW_TILE+1} - input_width);
157*4bdc9457SAndroid Build Coastguard Worker      $for M in range(2, 2 + ROW_TILE):
158*4bdc9457SAndroid Build Coastguard Worker        i${M} = (const float*) ((uintptr_t) i${M-1} + input_width);
159*4bdc9457SAndroid Build Coastguard Worker
160*4bdc9457SAndroid Build Coastguard Worker    $if ROW_TILE > 1:
161*4bdc9457SAndroid Build Coastguard Worker      o0 = o${ROW_TILE - 1};
162*4bdc9457SAndroid Build Coastguard Worker      $for M in range(1, ROW_TILE):
163*4bdc9457SAndroid Build Coastguard Worker        o${M} = (float*) ((uintptr_t) o${M-1} + input_width);
164*4bdc9457SAndroid Build Coastguard Worker
165*4bdc9457SAndroid Build Coastguard Worker    $if ROW_TILE > 1:
166*4bdc9457SAndroid Build Coastguard Worker      output_height = doz(output_height, ${ROW_TILE});
167*4bdc9457SAndroid Build Coastguard Worker  } while (${"--" if ROW_TILE == 1 else ""}output_height != 0);
168*4bdc9457SAndroid Build Coastguard Worker}
169