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 #include <assert.h>
7*4bdc9457SAndroid Build Coastguard Worker #include <stddef.h>
8*4bdc9457SAndroid Build Coastguard Worker
9*4bdc9457SAndroid Build Coastguard Worker #include <immintrin.h>
10*4bdc9457SAndroid Build Coastguard Worker
11*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack/math-stubs.h>
12*4bdc9457SAndroid Build Coastguard Worker
13*4bdc9457SAndroid Build Coastguard Worker
xnn_math_f32_sigmoid__avx512f_rr1_p5_scalef_div(size_t n,const float * input,float * output)14*4bdc9457SAndroid Build Coastguard Worker void xnn_math_f32_sigmoid__avx512f_rr1_p5_scalef_div(
15*4bdc9457SAndroid Build Coastguard Worker size_t n,
16*4bdc9457SAndroid Build Coastguard Worker const float* input,
17*4bdc9457SAndroid Build Coastguard Worker float* output)
18*4bdc9457SAndroid Build Coastguard Worker {
19*4bdc9457SAndroid Build Coastguard Worker assert(n % (16 * sizeof(float)) == 0);
20*4bdc9457SAndroid Build Coastguard Worker
21*4bdc9457SAndroid Build Coastguard Worker // Floating-point mask with only the sign bit set
22*4bdc9457SAndroid Build Coastguard Worker const __m512i vsign_mask = _mm512_set1_epi32(0x80000000);
23*4bdc9457SAndroid Build Coastguard Worker const __m512 vlog2e = _mm512_set1_ps(0x1.715476p0f);
24*4bdc9457SAndroid Build Coastguard Worker const __m512 vminus_ln2 = _mm512_set1_ps(-0x1.62E43p-1f);
25*4bdc9457SAndroid Build Coastguard Worker // Coefficient of polynomial approximation of
26*4bdc9457SAndroid Build Coastguard Worker // exp(t) ~ 1 + t * (c1 + t * (c2 + t * (c3 + t * (c4 + t * c5)))) on [-log(2)/2, log(2)/2]
27*4bdc9457SAndroid Build Coastguard Worker const __m512 vc5 = _mm512_set1_ps(0x1.0F9F9Cp-7f);
28*4bdc9457SAndroid Build Coastguard Worker const __m512 vc4 = _mm512_set1_ps(0x1.573A1Ap-5f);
29*4bdc9457SAndroid Build Coastguard Worker const __m512 vc3 = _mm512_set1_ps(0x1.555A80p-3f);
30*4bdc9457SAndroid Build Coastguard Worker const __m512 vc2 = _mm512_set1_ps(0x1.FFFDC6p-2f);
31*4bdc9457SAndroid Build Coastguard Worker const __m512 vc1 = _mm512_set1_ps(0x1.FFFFF6p-1f);
32*4bdc9457SAndroid Build Coastguard Worker const __m512 vone = _mm512_set1_ps(1.0f);
33*4bdc9457SAndroid Build Coastguard Worker
34*4bdc9457SAndroid Build Coastguard Worker for (; n != 0; n -= 16 * sizeof(float)) {
35*4bdc9457SAndroid Build Coastguard Worker const __m512 vx = _mm512_loadu_ps(input);
36*4bdc9457SAndroid Build Coastguard Worker
37*4bdc9457SAndroid Build Coastguard Worker // General structure of the algorithm:
38*4bdc9457SAndroid Build Coastguard Worker //
39*4bdc9457SAndroid Build Coastguard Worker // / exp(x) / (1 + exp(x)) if x <= 0
40*4bdc9457SAndroid Build Coastguard Worker // f[x] :=
41*4bdc9457SAndroid Build Coastguard Worker // \ 1 - f[-x] if x >= 0
42*4bdc9457SAndroid Build Coastguard Worker //
43*4bdc9457SAndroid Build Coastguard Worker // First we compute f[z] := exp(z) / (1 + exp(z)) where z = -abs(x), then replace result with 1 - f[z] if x >= 0.
44*4bdc9457SAndroid Build Coastguard Worker const __m512 vz = _mm512_castsi512_ps(_mm512_or_epi32(_mm512_castps_si512(vx), vsign_mask));
45*4bdc9457SAndroid Build Coastguard Worker
46*4bdc9457SAndroid Build Coastguard Worker // Compute reduced argument n := round(z / log(2)).
47*4bdc9457SAndroid Build Coastguard Worker const __m512 vn = _mm512_roundscale_ps(_mm512_mul_ps(vz, vlog2e), 0);
48*4bdc9457SAndroid Build Coastguard Worker
49*4bdc9457SAndroid Build Coastguard Worker // Compute reduced argument t := z - n * log(2).
50*4bdc9457SAndroid Build Coastguard Worker __m512 vt = _mm512_fmadd_ps(vn, vminus_ln2, vz);
51*4bdc9457SAndroid Build Coastguard Worker
52*4bdc9457SAndroid Build Coastguard Worker // Compute degree-5 polynomial approximation for exp(t) on [-log(2)/2, log(2)/2].
53*4bdc9457SAndroid Build Coastguard Worker // P(t) = 1 + t * (c1 + t * (c2 + t * (c3 + t * (c4 + t * c5)))) = p
54*4bdc9457SAndroid Build Coastguard Worker __m512 vp = _mm512_fmadd_ps(vc5, vt, vc4);
55*4bdc9457SAndroid Build Coastguard Worker vp = _mm512_fmadd_ps(vp, vt, vc3);
56*4bdc9457SAndroid Build Coastguard Worker vp = _mm512_fmadd_ps(vp, vt, vc2);
57*4bdc9457SAndroid Build Coastguard Worker vp = _mm512_fmadd_ps(vp, vt, vc1);
58*4bdc9457SAndroid Build Coastguard Worker vp = _mm512_fmadd_ps(vp, vt, vone);
59*4bdc9457SAndroid Build Coastguard Worker
60*4bdc9457SAndroid Build Coastguard Worker // Reconstruct the exp(z) value: e = exp2(n) * p.
61*4bdc9457SAndroid Build Coastguard Worker const __m512 ve = _mm512_scalef_ps(vp, vn);
62*4bdc9457SAndroid Build Coastguard Worker
63*4bdc9457SAndroid Build Coastguard Worker // Denominator of the sigmoid fraction: 1.0 + exp(z)
64*4bdc9457SAndroid Build Coastguard Worker const __m512 vd = _mm512_add_ps(ve, vone);
65*4bdc9457SAndroid Build Coastguard Worker
66*4bdc9457SAndroid Build Coastguard Worker // Reconstruct sigmoid(z) = exp(z) / (1.0 + exp(z))
67*4bdc9457SAndroid Build Coastguard Worker __m512 vf = _mm512_div_ps(ve, vd);
68*4bdc9457SAndroid Build Coastguard Worker
69*4bdc9457SAndroid Build Coastguard Worker // Reconstruct sigmoid(x) = x < 0 ? sigmoid(z) : 1.0 - sigmoid(z)
70*4bdc9457SAndroid Build Coastguard Worker vf = _mm512_mask_sub_ps(vf, _mm512_testn_epi32_mask(_mm512_castps_si512(vx), vsign_mask), vone, vf);
71*4bdc9457SAndroid Build Coastguard Worker
72*4bdc9457SAndroid Build Coastguard Worker _mm512_storeu_ps(output, vf);
73*4bdc9457SAndroid Build Coastguard Worker
74*4bdc9457SAndroid Build Coastguard Worker input += 16;
75*4bdc9457SAndroid Build Coastguard Worker output += 16;
76*4bdc9457SAndroid Build Coastguard Worker }
77*4bdc9457SAndroid Build Coastguard Worker }
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