xref: /aosp_15_r20/external/XNNPACK/src/f32-gemm/scalar.c.in (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1*4bdc9457SAndroid Build Coastguard Worker// Copyright 2019 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$assert ACTIVATION in ["LINEAR", "RELU", "MINMAX"]
7*4bdc9457SAndroid Build Coastguard Worker$assert ACTIVATION != "LINEAR" or not WASM
8*4bdc9457SAndroid Build Coastguard Worker#include <assert.h>
9*4bdc9457SAndroid Build Coastguard Worker
10*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/gemm.h>
11*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/math.h>
12*4bdc9457SAndroid Build Coastguard Worker
13*4bdc9457SAndroid Build Coastguard Worker
14*4bdc9457SAndroid Build Coastguard Worker$MIN_F32 = "__builtin_wasm_min_f32" if WASM else "math_min_f32"
15*4bdc9457SAndroid Build Coastguard Worker$MAX_F32 = "__builtin_wasm_max_f32" if WASM else "math_max_f32"
16*4bdc9457SAndroid Build Coastguard Worker$KERNEL = "gemminc" if INC else "gemm"
17*4bdc9457SAndroid Build Coastguard Worker$SUFFIX = {"LINEAR": "", "RELU": "_relu", "MINMAX": "_minmax"}[ACTIVATION]
18*4bdc9457SAndroid Build Coastguard Worker$PARAMS = {"LINEAR": "xnn_f32_default_params", "RELU": "xnn_f32_relu_params", "MINMAX": "xnn_f32_minmax_params"}[ACTIVATION]
19*4bdc9457SAndroid Build Coastguard Workervoid xnn_f32_${KERNEL}${SUFFIX}_ukernel_${MR}x${NR}__${"wasm" if WASM else "scalar"}(
20*4bdc9457SAndroid Build Coastguard Worker    size_t mr,
21*4bdc9457SAndroid Build Coastguard Worker    size_t nc,
22*4bdc9457SAndroid Build Coastguard Worker    size_t kc,
23*4bdc9457SAndroid Build Coastguard Worker    const float* restrict a,
24*4bdc9457SAndroid Build Coastguard Worker    size_t a_stride,
25*4bdc9457SAndroid Build Coastguard Worker    const float* restrict w,
26*4bdc9457SAndroid Build Coastguard Worker    float* restrict c,
27*4bdc9457SAndroid Build Coastguard Worker    size_t cm_stride,
28*4bdc9457SAndroid Build Coastguard Worker    size_t cn_stride,
29*4bdc9457SAndroid Build Coastguard Worker    $if INC:
30*4bdc9457SAndroid Build Coastguard Worker      const float*restrict acc,
31*4bdc9457SAndroid Build Coastguard Worker    const union ${PARAMS} params[restrict XNN_MIN_ELEMENTS(1)])
32*4bdc9457SAndroid Build Coastguard Worker{
33*4bdc9457SAndroid Build Coastguard Worker  assert(mr != 0);
34*4bdc9457SAndroid Build Coastguard Worker  assert(mr <= ${MR});
35*4bdc9457SAndroid Build Coastguard Worker  assert(nc != 0);
36*4bdc9457SAndroid Build Coastguard Worker  assert(kc != 0);
37*4bdc9457SAndroid Build Coastguard Worker  assert(kc % sizeof(float) == 0);
38*4bdc9457SAndroid Build Coastguard Worker  assert(a != NULL);
39*4bdc9457SAndroid Build Coastguard Worker  assert(w != NULL);
40*4bdc9457SAndroid Build Coastguard Worker  assert(c != NULL);
41*4bdc9457SAndroid Build Coastguard Worker  $if INC:
42*4bdc9457SAndroid Build Coastguard Worker    assert(acc != NULL);
43*4bdc9457SAndroid Build Coastguard Worker
44*4bdc9457SAndroid Build Coastguard Worker  const float* a0 = a;
45*4bdc9457SAndroid Build Coastguard Worker  float* c0 = c;
46*4bdc9457SAndroid Build Coastguard Worker  $for M in range(1, MR):
47*4bdc9457SAndroid Build Coastguard Worker    const float* a${M} = (const float*) ((uintptr_t) a${M-1} + a_stride);
48*4bdc9457SAndroid Build Coastguard Worker    float* c${M} = (float*) ((uintptr_t) c${M-1} + cm_stride);
49*4bdc9457SAndroid Build Coastguard Worker    $if M % 2 == 0:
50*4bdc9457SAndroid Build Coastguard Worker      if XNN_UNPREDICTABLE(mr <= ${M}) {
51*4bdc9457SAndroid Build Coastguard Worker        a${M} = a${M-1};
52*4bdc9457SAndroid Build Coastguard Worker        c${M} = c${M-1};
53*4bdc9457SAndroid Build Coastguard Worker      }
54*4bdc9457SAndroid Build Coastguard Worker    $elif M + 1 == MR:
55*4bdc9457SAndroid Build Coastguard Worker      if XNN_UNPREDICTABLE(mr != ${M+1}) {
56*4bdc9457SAndroid Build Coastguard Worker        a${M} = a${M-1};
57*4bdc9457SAndroid Build Coastguard Worker        c${M} = c${M-1};
58*4bdc9457SAndroid Build Coastguard Worker      }
59*4bdc9457SAndroid Build Coastguard Worker    $else:
60*4bdc9457SAndroid Build Coastguard Worker      if XNN_UNPREDICTABLE(mr < ${M+1}) {
61*4bdc9457SAndroid Build Coastguard Worker        a${M} = a${M-1};
62*4bdc9457SAndroid Build Coastguard Worker        c${M} = c${M-1};
63*4bdc9457SAndroid Build Coastguard Worker      }
64*4bdc9457SAndroid Build Coastguard Worker
65*4bdc9457SAndroid Build Coastguard Worker  $if ACTIVATION == "MINMAX":
66*4bdc9457SAndroid Build Coastguard Worker    const float vmin = params->scalar.min;
67*4bdc9457SAndroid Build Coastguard Worker    const float vmax = params->scalar.max;
68*4bdc9457SAndroid Build Coastguard Worker  do {
69*4bdc9457SAndroid Build Coastguard Worker    $if INC:
70*4bdc9457SAndroid Build Coastguard Worker      $for M in range(MR):
71*4bdc9457SAndroid Build Coastguard Worker        $for N in range(NR):
72*4bdc9457SAndroid Build Coastguard Worker          float vacc${M}${N} = acc[${M*NR+N}];
73*4bdc9457SAndroid Build Coastguard Worker      acc += ${MR*NR};
74*4bdc9457SAndroid Build Coastguard Worker    $else:
75*4bdc9457SAndroid Build Coastguard Worker      $for N in range(NR):
76*4bdc9457SAndroid Build Coastguard Worker        float vacc0${N} = w[${N}];
77*4bdc9457SAndroid Build Coastguard Worker      w += ${NR};
78*4bdc9457SAndroid Build Coastguard Worker      $for M in range(1, MR):
79*4bdc9457SAndroid Build Coastguard Worker        $for N in range(NR):
80*4bdc9457SAndroid Build Coastguard Worker          float vacc${M}${N} = vacc0${N};
81*4bdc9457SAndroid Build Coastguard Worker
82*4bdc9457SAndroid Build Coastguard Worker    size_t k = kc;
83*4bdc9457SAndroid Build Coastguard Worker    do {
84*4bdc9457SAndroid Build Coastguard Worker      $for M in range(MR):
85*4bdc9457SAndroid Build Coastguard Worker        const float va${M} = *a${M}++;
86*4bdc9457SAndroid Build Coastguard Worker
87*4bdc9457SAndroid Build Coastguard Worker      $for N in range(NR):
88*4bdc9457SAndroid Build Coastguard Worker        const float vb${N} = w[${N}];
89*4bdc9457SAndroid Build Coastguard Worker      w += ${NR};
90*4bdc9457SAndroid Build Coastguard Worker
91*4bdc9457SAndroid Build Coastguard Worker      $for M in range(MR):
92*4bdc9457SAndroid Build Coastguard Worker        $for N in range(NR):
93*4bdc9457SAndroid Build Coastguard Worker          vacc${M}${N} = math_muladd_f32(va${M}, vb${N}, vacc${M}${N});
94*4bdc9457SAndroid Build Coastguard Worker
95*4bdc9457SAndroid Build Coastguard Worker      k -= sizeof(float);
96*4bdc9457SAndroid Build Coastguard Worker    } while (k != 0);
97*4bdc9457SAndroid Build Coastguard Worker
98*4bdc9457SAndroid Build Coastguard Worker    $if ACTIVATION == "MINMAX":
99*4bdc9457SAndroid Build Coastguard Worker      $for M in range(MR):
100*4bdc9457SAndroid Build Coastguard Worker        $for N in range(NR):
101*4bdc9457SAndroid Build Coastguard Worker          vacc${M}${N} = ${MAX_F32}(vacc${M}${N}, vmin);
102*4bdc9457SAndroid Build Coastguard Worker
103*4bdc9457SAndroid Build Coastguard Worker      $for M in range(MR):
104*4bdc9457SAndroid Build Coastguard Worker        $for N in range(NR):
105*4bdc9457SAndroid Build Coastguard Worker          vacc${M}${N} = ${MIN_F32}(vacc${M}${N}, vmax);
106*4bdc9457SAndroid Build Coastguard Worker    $elif ACTIVATION == "RELU":
107*4bdc9457SAndroid Build Coastguard Worker      $for M in range(MR):
108*4bdc9457SAndroid Build Coastguard Worker        $for N in range(NR):
109*4bdc9457SAndroid Build Coastguard Worker          vacc${M}${N} = ${MAX_F32}(vacc${M}${N}, 0.0f);
110*4bdc9457SAndroid Build Coastguard Worker
111*4bdc9457SAndroid Build Coastguard Worker    if XNN_LIKELY(nc >= ${NR}) {
112*4bdc9457SAndroid Build Coastguard Worker      $for M in reversed(range(MR)):
113*4bdc9457SAndroid Build Coastguard Worker        $for N in range(NR):
114*4bdc9457SAndroid Build Coastguard Worker          c${M}[${N}] = vacc${M}${N};
115*4bdc9457SAndroid Build Coastguard Worker        c${M} = (float*) ((uintptr_t) c${M} + cn_stride);
116*4bdc9457SAndroid Build Coastguard Worker
117*4bdc9457SAndroid Build Coastguard Worker      $for M in reversed(range(MR)):
118*4bdc9457SAndroid Build Coastguard Worker        a${M} = (const void*) ((uintptr_t) a${M} - kc);
119*4bdc9457SAndroid Build Coastguard Worker
120*4bdc9457SAndroid Build Coastguard Worker      nc -= ${NR};
121*4bdc9457SAndroid Build Coastguard Worker    } else {
122*4bdc9457SAndroid Build Coastguard Worker      $for LOG2N in reversed(range(NR.bit_length() - 1)):
123*4bdc9457SAndroid Build Coastguard Worker        if (nc & ${1 << LOG2N}) {
124*4bdc9457SAndroid Build Coastguard Worker          $for M in reversed(range(MR)):
125*4bdc9457SAndroid Build Coastguard Worker            $for N in range(1 << LOG2N):
126*4bdc9457SAndroid Build Coastguard Worker              c${M}[${N}] = vacc${M}${N};
127*4bdc9457SAndroid Build Coastguard Worker            $if LOG2N != 0:
128*4bdc9457SAndroid Build Coastguard Worker              $for N in range(1 << (LOG2N - 1)):
129*4bdc9457SAndroid Build Coastguard Worker                vacc${M}${N} = vacc${M}${N + (1 << LOG2N)};
130*4bdc9457SAndroid Build Coastguard Worker              c${M} += ${1 << LOG2N};
131*4bdc9457SAndroid Build Coastguard Worker        }
132*4bdc9457SAndroid Build Coastguard Worker
133*4bdc9457SAndroid Build Coastguard Worker      nc = 0;
134*4bdc9457SAndroid Build Coastguard Worker    }
135*4bdc9457SAndroid Build Coastguard Worker  } while (nc != 0);
136*4bdc9457SAndroid Build Coastguard Worker}
137