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 #include <assert.h>
7*4bdc9457SAndroid Build Coastguard Worker #include <math.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_exp__avx512f_rr2_lut16_p3_perm(size_t n,const float * input,float * output)14*4bdc9457SAndroid Build Coastguard Worker void xnn_math_f32_exp__avx512f_rr2_lut16_p3_perm(
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 const __m512 vmagic_bias = _mm512_set1_ps(0x1.800000p23f);
22*4bdc9457SAndroid Build Coastguard Worker const __m512 vlog2e_x16 = _mm512_set1_ps(0x1.715476p4f);
23*4bdc9457SAndroid Build Coastguard Worker // The smallest x for which expf(x) is non-zero.
24*4bdc9457SAndroid Build Coastguard Worker const __m512 vzero_cutoff = _mm512_set1_ps(-0x1.9FE368p6f);
25*4bdc9457SAndroid Build Coastguard Worker // The largest x for which expf(x) is finite.
26*4bdc9457SAndroid Build Coastguard Worker const __m512 vinf_cutoff = _mm512_set1_ps(0x1.62E42Ep6f);
27*4bdc9457SAndroid Build Coastguard Worker const __m512 vminus_ln2_o16_hi = _mm512_set1_ps(-0x1.62e43p-5f);
28*4bdc9457SAndroid Build Coastguard Worker const __m512 vminus_ln2_o16_lo = _mm512_set1_ps(0x1.05c61p-33f);
29*4bdc9457SAndroid Build Coastguard Worker const __m512 vplus_inf = _mm512_set1_ps(INFINITY);
30*4bdc9457SAndroid Build Coastguard Worker
31*4bdc9457SAndroid Build Coastguard Worker const __m512 vc2 = _mm512_set1_ps(0x1.00021Ep-1f);
32*4bdc9457SAndroid Build Coastguard Worker const __m512 vc3 = _mm512_set1_ps(0x1.55559Ap-3f);
33*4bdc9457SAndroid Build Coastguard Worker const __m512 vtable = _mm512_set_ps(
34*4bdc9457SAndroid Build Coastguard Worker 0x1.EA4AFAp+0f, 0x1.D5818Ep+0f, 0x1.C199BEp+0f, 0x1.AE89FAp+0f,
35*4bdc9457SAndroid Build Coastguard Worker 0x1.9C4918p+0f, 0x1.8ACE54p+0f, 0x1.7A1148p+0f, 0x1.6A09E6p+0f,
36*4bdc9457SAndroid Build Coastguard Worker 0x1.5AB07Ep+0f, 0x1.4BFDAEp+0f, 0x1.3DEA64p+0f, 0x1.306FE0p+0f,
37*4bdc9457SAndroid Build Coastguard Worker 0x1.2387A6p+0f, 0x1.172B84p+0f, 0x1.0B5586p+0f, 0x1.000000p+0f);
38*4bdc9457SAndroid Build Coastguard Worker
39*4bdc9457SAndroid Build Coastguard Worker const __m512i vmin_exponent = _mm512_set1_epi32(0xC1000000);
40*4bdc9457SAndroid Build Coastguard Worker const __m512i vmax_exponent = _mm512_set1_epi32(0x3F800000);
41*4bdc9457SAndroid Build Coastguard Worker const __m512i vdefault_exponent = vmax_exponent;
42*4bdc9457SAndroid Build Coastguard Worker const __m512i vmantissa_mask = _mm512_set1_epi32(0x007FFFF0);
43*4bdc9457SAndroid Build Coastguard Worker
44*4bdc9457SAndroid Build Coastguard Worker for (; n != 0; n -= 16 * sizeof(float)) {
45*4bdc9457SAndroid Build Coastguard Worker const __m512 vx = _mm512_loadu_ps(input);
46*4bdc9457SAndroid Build Coastguard Worker
47*4bdc9457SAndroid Build Coastguard Worker // Compute reduced argument n := round(x * 16 / log(2)).
48*4bdc9457SAndroid Build Coastguard Worker // We do it by adding a large number (magic bias), which cause rounding of result to an integer, then subtracing the
49*4bdc9457SAndroid Build Coastguard Worker // large number back. The first addition is combined with multiplication by log2e into a single FMA instruction.
50*4bdc9457SAndroid Build Coastguard Worker // The trick with adding large number is valid only within certain bounds (|x| <= 2**22), but that's ok, because
51*4bdc9457SAndroid Build Coastguard Worker // inputs outside of [-103.97207, 88.72283] underflow or overflow expf(x) anyway. We fixup the result for such
52*4bdc9457SAndroid Build Coastguard Worker // inputs at the very end of the algorithm.
53*4bdc9457SAndroid Build Coastguard Worker __m512 vn = _mm512_fmadd_ps(vx, vlog2e_x16, vmagic_bias);
54*4bdc9457SAndroid Build Coastguard Worker
55*4bdc9457SAndroid Build Coastguard Worker // Detect underflow and overflow of expf(x) for further special handling.
56*4bdc9457SAndroid Build Coastguard Worker const __mmask16 vinvof = _mm512_cmp_ps_mask(vx, vinf_cutoff, _CMP_NGT_UQ);
57*4bdc9457SAndroid Build Coastguard Worker const __mmask16 vinvuf = _mm512_cmp_ps_mask(vx, vzero_cutoff, _CMP_NLT_UQ);
58*4bdc9457SAndroid Build Coastguard Worker
59*4bdc9457SAndroid Build Coastguard Worker // Create two floating-point numbers, sn (scale, normal) and so (scale, overflow) such that sn * so == 2**n
60*4bdc9457SAndroid Build Coastguard Worker // for inputs which don't cause overflow, i.e. -103.97207 <= x <= 88.72283, and -150 <= n <= 128 accordingly.
61*4bdc9457SAndroid Build Coastguard Worker // We need to use two numbers rather than one because a normalized single-precision exponent must be in [-127, 126]
62*4bdc9457SAndroid Build Coastguard Worker // range, which is insufficient to cover [-150, 128] range of n.
63*4bdc9457SAndroid Build Coastguard Worker // - When n is within [-127, 126], sn == 2**n and so == 1.0.
64*4bdc9457SAndroid Build Coastguard Worker // - When n < -127, sn == 2**(-127) and so == 2**(n + 127).
65*4bdc9457SAndroid Build Coastguard Worker // - When n > 126, sn == 2**126 and so == 2**(n - 126).
66*4bdc9457SAndroid Build Coastguard Worker __m512i veo = _mm512_slli_epi32(_mm512_and_si512(_mm512_castps_si512(vn), vmantissa_mask), 19);
67*4bdc9457SAndroid Build Coastguard Worker __m512i ven = _mm512_max_epi32(veo, vmin_exponent);
68*4bdc9457SAndroid Build Coastguard Worker ven = _mm512_min_epi32(ven, vmax_exponent);
69*4bdc9457SAndroid Build Coastguard Worker veo = _mm512_sub_epi32(veo, ven);
70*4bdc9457SAndroid Build Coastguard Worker const __m512 vsn = _mm512_castsi512_ps(_mm512_add_epi32(ven, vdefault_exponent));
71*4bdc9457SAndroid Build Coastguard Worker const __m512 vso = _mm512_castsi512_ps(_mm512_maskz_add_epi32(vinvuf, veo, vdefault_exponent));
72*4bdc9457SAndroid Build Coastguard Worker
73*4bdc9457SAndroid Build Coastguard Worker // Use the low 4 bits of n (as integer) for table lookup.
74*4bdc9457SAndroid Build Coastguard Worker const __m512 vl = _mm512_permutexvar_ps(_mm512_castps_si512(vn), vtable);
75*4bdc9457SAndroid Build Coastguard Worker
76*4bdc9457SAndroid Build Coastguard Worker // Subtract the large number back to get final n := round(x * 16 / log(2)).
77*4bdc9457SAndroid Build Coastguard Worker vn = _mm512_sub_ps(vn, vmagic_bias);
78*4bdc9457SAndroid Build Coastguard Worker
79*4bdc9457SAndroid Build Coastguard Worker // Compute reduced argument t := x - n * log(2) / 16.
80*4bdc9457SAndroid Build Coastguard Worker // Use Cody-Waite range reduction method (note two constants to represent log(2) / 16) to improve accuracy.
81*4bdc9457SAndroid Build Coastguard Worker __m512 vt = _mm512_fmadd_ps(vn, vminus_ln2_o16_hi, vx);
82*4bdc9457SAndroid Build Coastguard Worker vt = _mm512_fmadd_ps(vn, vminus_ln2_o16_lo, vt);
83*4bdc9457SAndroid Build Coastguard Worker
84*4bdc9457SAndroid Build Coastguard Worker // Compute degree-3 polynomial approximation for exp(t) on [-log(2)/32, log(2)/32].
85*4bdc9457SAndroid Build Coastguard Worker __m512 vp = _mm512_fmadd_ps(vt, vc3, vc2);
86*4bdc9457SAndroid Build Coastguard Worker vp = _mm512_mul_ps(vp, vt);
87*4bdc9457SAndroid Build Coastguard Worker vp = _mm512_fmadd_ps(vt, vp, vt);
88*4bdc9457SAndroid Build Coastguard Worker
89*4bdc9457SAndroid Build Coastguard Worker // Reconstruct the final f value:
90*4bdc9457SAndroid Build Coastguard Worker // f = so * sn * l * (1 + t * (1 + t * (c2 + t * c3)))
91*4bdc9457SAndroid Build Coastguard Worker // = so * sn * (l + l * (t + t * (t * (c2 + t * c3))))
92*4bdc9457SAndroid Build Coastguard Worker // = so * sn * (l + l * p)
93*4bdc9457SAndroid Build Coastguard Worker __m512 vf = _mm512_fmadd_ps(vl, vp, vl);
94*4bdc9457SAndroid Build Coastguard Worker
95*4bdc9457SAndroid Build Coastguard Worker // For inputs below zero cutoff, replace output with +0.0f.
96*4bdc9457SAndroid Build Coastguard Worker // Note that for NaN inputs, comparison result is false, and outputs are left unchanged.
97*4bdc9457SAndroid Build Coastguard Worker vf = _mm512_maskz_mul_ps(vinvuf, vf, vsn);
98*4bdc9457SAndroid Build Coastguard Worker // For inputs above inf cutoff, replace output with +inf.
99*4bdc9457SAndroid Build Coastguard Worker // Note that for NaN inputs, comparison result is false, and outputs are left unchanged.
100*4bdc9457SAndroid Build Coastguard Worker vf = _mm512_mask_mul_ps(vplus_inf, vinvof, vso, vf);
101*4bdc9457SAndroid Build Coastguard Worker _mm512_storeu_ps(output, vf);
102*4bdc9457SAndroid Build Coastguard Worker
103*4bdc9457SAndroid Build Coastguard Worker input += 16;
104*4bdc9457SAndroid Build Coastguard Worker output += 16;
105*4bdc9457SAndroid Build Coastguard Worker }
106*4bdc9457SAndroid Build Coastguard Worker }
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