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/common.h>
12*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack/math-stubs.h>
13*4bdc9457SAndroid Build Coastguard Worker
14*4bdc9457SAndroid Build Coastguard Worker
15*4bdc9457SAndroid Build Coastguard Worker // Table of exp2(k / 16) values decremented (as integer) by (k << 19), k = 0..15
16*4bdc9457SAndroid Build Coastguard Worker extern XNN_INTERNAL const float xnn_table_exp2minus_k_over_16[16];
17*4bdc9457SAndroid Build Coastguard Worker
xnn_math_f32_expm1minus__avx_rr2_lut16_p3(size_t n,const float * input,float * output)18*4bdc9457SAndroid Build Coastguard Worker void xnn_math_f32_expm1minus__avx_rr2_lut16_p3(
19*4bdc9457SAndroid Build Coastguard Worker size_t n,
20*4bdc9457SAndroid Build Coastguard Worker const float* input,
21*4bdc9457SAndroid Build Coastguard Worker float* output)
22*4bdc9457SAndroid Build Coastguard Worker {
23*4bdc9457SAndroid Build Coastguard Worker assert(n % (8 * sizeof(float)) == 0);
24*4bdc9457SAndroid Build Coastguard Worker
25*4bdc9457SAndroid Build Coastguard Worker // The largest x for which expm1f(x) is saturated at -1.0f.
26*4bdc9457SAndroid Build Coastguard Worker const __m256 vsat_cutoff = _mm256_set1_ps(-0x1.154246p+4f);
27*4bdc9457SAndroid Build Coastguard Worker // Large number such that ulp(magic bias) == exp2(-4)
28*4bdc9457SAndroid Build Coastguard Worker const __m256 vmagic_bias = _mm256_set1_ps(0x1.800000p19f);
29*4bdc9457SAndroid Build Coastguard Worker const __m256 vlog2e = _mm256_set1_ps(0x1.715476p+0f);
30*4bdc9457SAndroid Build Coastguard Worker // Mask for the lowest 4 bits
31*4bdc9457SAndroid Build Coastguard Worker const __m256 vindex_mask = _mm256_castsi256_ps(_mm256_set1_epi32(0xF));
32*4bdc9457SAndroid Build Coastguard Worker // Last 9 bits are zeroes
33*4bdc9457SAndroid Build Coastguard Worker const __m256 vminus_ln2_hi = _mm256_set1_ps(-0x1.62E400p-1f);
34*4bdc9457SAndroid Build Coastguard Worker const __m256 vminus_ln2_lo = _mm256_set1_ps(-0x1.7F7D1Cp-20f);
35*4bdc9457SAndroid Build Coastguard Worker // Coefficient of polynomial approximation
36*4bdc9457SAndroid Build Coastguard Worker // exp(t) - 1 ~ t * (1 + t * (c2 + t * c3))
37*4bdc9457SAndroid Build Coastguard Worker // on [-log(2)/32, log(2)/32]
38*4bdc9457SAndroid Build Coastguard Worker const __m256 vc3 = _mm256_set1_ps(0x1.55561Cp-3f);
39*4bdc9457SAndroid Build Coastguard Worker const __m256 vc2 = _mm256_set1_ps(0x1.0001ECp-1f);
40*4bdc9457SAndroid Build Coastguard Worker const __m256 vone = _mm256_set1_ps(1.0f);
41*4bdc9457SAndroid Build Coastguard Worker
42*4bdc9457SAndroid Build Coastguard Worker for (; n != 0; n -= 8 * sizeof(float)) {
43*4bdc9457SAndroid Build Coastguard Worker __m256 vx = _mm256_loadu_ps(input);
44*4bdc9457SAndroid Build Coastguard Worker
45*4bdc9457SAndroid Build Coastguard Worker // The function saturates at -1 for large negative inputs: expm1f(x) == -1.0f for x <= sat_cutoff ~= -17.328680.
46*4bdc9457SAndroid Build Coastguard Worker // To guarantee this behaviour, we clip input at sat_cutoff, and leverage the fact that for our implementation
47*4bdc9457SAndroid Build Coastguard Worker // expm1f(sat_cutoff) == -1.0f. The order of operands in the [V]MAXPS instruction matters: it ensures that NaN
48*4bdc9457SAndroid Build Coastguard Worker // inputs are passed unchanged.
49*4bdc9457SAndroid Build Coastguard Worker vx = _mm256_max_ps(vsat_cutoff, vx);
50*4bdc9457SAndroid Build Coastguard Worker
51*4bdc9457SAndroid Build Coastguard Worker // Compute reduced argument n := round(x / log(2), 4).
52*4bdc9457SAndroid Build Coastguard Worker // We do it by adding a large number (magic bias), which cause rounding of the result to 4 fractional bits, then
53*4bdc9457SAndroid Build Coastguard Worker // subtracing the large number back. The trick with adding large number is valid only within certain bounds
54*4bdc9457SAndroid Build Coastguard Worker // (|x / log(2)| <= 2**18, i.e. |x| <= 0x1.62E43p+17 = 181704.375), but that is acceptable, because inputs x are
55*4bdc9457SAndroid Build Coastguard Worker // restricted to [-17.328680, 0].
56*4bdc9457SAndroid Build Coastguard Worker // Note that addition-subtraction of the large number doesn't cause overflow for inputs in this range.
57*4bdc9457SAndroid Build Coastguard Worker __m256 vn = _mm256_add_ps(_mm256_mul_ps(vx, vlog2e), vmagic_bias);
58*4bdc9457SAndroid Build Coastguard Worker
59*4bdc9457SAndroid Build Coastguard Worker // Create a floating-point number s (scale) such that s := 2**n for valid inputs, i.e. -17.328680 <= x <= 0.0. As n
60*4bdc9457SAndroid Build Coastguard Worker // has 4 fractional bits, we split s == 2**n = 2**int(n) * 2**frac(n). We create s in two steps:
61*4bdc9457SAndroid Build Coastguard Worker // 1. Fetch 2**frac(n) from the table using the 4 low bits of n, as integer. Note that the fetched values are in
62*4bdc9457SAndroid Build Coastguard Worker // the [1.0, 2.0) range, i.e. their floating-point exponent is 0.
63*4bdc9457SAndroid Build Coastguard Worker // 2. Adjust fecthed value by addition of int(n) to its floating-point exponent. The result is always a normalized
64*4bdc9457SAndroid Build Coastguard Worker // number, because for -17.328680 <= x <= 0.0 we have -25 <= int(n) <= 0, and thus the adjusted exponent is not
65*4bdc9457SAndroid Build Coastguard Worker // lower than -25.
66*4bdc9457SAndroid Build Coastguard Worker //
67*4bdc9457SAndroid Build Coastguard Worker // Shift bits 4:12 into 23:31 (position of floating-point exponent).
68*4bdc9457SAndroid Build Coastguard Worker const __m128i ven_lo = _mm_slli_epi32(_mm_castps_si128(_mm256_castps256_ps128(vn)), 19);
69*4bdc9457SAndroid Build Coastguard Worker const __m128i ven_hi = _mm_slli_epi32(_mm_castps_si128(_mm256_extractf128_ps(vn, 1)), 19);
70*4bdc9457SAndroid Build Coastguard Worker
71*4bdc9457SAndroid Build Coastguard Worker // Use bits 0:4 bits of n, as integer, as an index for table lookup of l := 2**frac(n).
72*4bdc9457SAndroid Build Coastguard Worker const __m256 vidx = _mm256_and_ps(vn, vindex_mask);
73*4bdc9457SAndroid Build Coastguard Worker const __m128i vidx_lo = _mm_slli_epi32(_mm_castps_si128(_mm256_castps256_ps128(vidx)), 2);
74*4bdc9457SAndroid Build Coastguard Worker const __m128i vidx_hi = _mm_slli_epi32(_mm_castps_si128(_mm256_extractf128_ps(vidx, 1)), 2);
75*4bdc9457SAndroid Build Coastguard Worker #if XNN_ARCH_X86_64
76*4bdc9457SAndroid Build Coastguard Worker const uint64_t vidx_ll = (uint64_t) _mm_cvtsi128_si64(vidx_lo);
77*4bdc9457SAndroid Build Coastguard Worker const uint64_t vidx_lh = (uint64_t) _mm_extract_epi64(vidx_lo, 1);
78*4bdc9457SAndroid Build Coastguard Worker const uint64_t vidx_hl = (uint64_t) _mm_cvtsi128_si64(vidx_hi);
79*4bdc9457SAndroid Build Coastguard Worker const uint64_t vidx_hh = (uint64_t) _mm_extract_epi64(vidx_hi, 1);
80*4bdc9457SAndroid Build Coastguard Worker __m128i vl_ll = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) vidx_ll)));
81*4bdc9457SAndroid Build Coastguard Worker __m128i vl_lh = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) vidx_lh)));
82*4bdc9457SAndroid Build Coastguard Worker __m128i vl_hl = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) vidx_hl)));
83*4bdc9457SAndroid Build Coastguard Worker __m128i vl_hh = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) vidx_hh)));
84*4bdc9457SAndroid Build Coastguard Worker vl_ll = _mm_insert_epi32(vl_ll, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) (vidx_ll >> 32))), 1);
85*4bdc9457SAndroid Build Coastguard Worker vl_lh = _mm_insert_epi32(vl_lh, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) (vidx_lh >> 32))), 1);
86*4bdc9457SAndroid Build Coastguard Worker vl_hl = _mm_insert_epi32(vl_hl, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) (vidx_hl >> 32))), 1);
87*4bdc9457SAndroid Build Coastguard Worker vl_hh = _mm_insert_epi32(vl_hh, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) (vidx_hh >> 32))), 1);
88*4bdc9457SAndroid Build Coastguard Worker #else
89*4bdc9457SAndroid Build Coastguard Worker __m128i vl_ll = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_cvtsi128_si32(vidx_lo))));
90*4bdc9457SAndroid Build Coastguard Worker __m128i vl_lh = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_extract_epi32(vidx_lo, 2))));
91*4bdc9457SAndroid Build Coastguard Worker __m128i vl_hl = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_cvtsi128_si32(vidx_hi))));
92*4bdc9457SAndroid Build Coastguard Worker __m128i vl_hh = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_extract_epi32(vidx_hi, 2))));
93*4bdc9457SAndroid Build Coastguard Worker vl_ll = _mm_insert_epi32(vl_ll, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_extract_epi32(vidx_lo, 1))), 1);
94*4bdc9457SAndroid Build Coastguard Worker vl_lh = _mm_insert_epi32(vl_lh, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_extract_epi32(vidx_lo, 3))), 1);
95*4bdc9457SAndroid Build Coastguard Worker vl_hl = _mm_insert_epi32(vl_hl, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_extract_epi32(vidx_hi, 1))), 1);
96*4bdc9457SAndroid Build Coastguard Worker vl_hh = _mm_insert_epi32(vl_hh, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_extract_epi32(vidx_hi, 3))), 1);
97*4bdc9457SAndroid Build Coastguard Worker #endif
98*4bdc9457SAndroid Build Coastguard Worker const __m128i vl_lo = _mm_unpacklo_epi64(vl_ll, vl_lh);
99*4bdc9457SAndroid Build Coastguard Worker const __m128i vl_hi = _mm_unpacklo_epi64(vl_hl, vl_hh);
100*4bdc9457SAndroid Build Coastguard Worker // Adjust exponent of the value l fetched from the table to get the final s value.
101*4bdc9457SAndroid Build Coastguard Worker const __m128 vs_lo = _mm_castsi128_ps(_mm_add_epi32(vl_lo, ven_lo));
102*4bdc9457SAndroid Build Coastguard Worker const __m128 vs_hi = _mm_castsi128_ps(_mm_add_epi32(vl_hi, ven_hi));
103*4bdc9457SAndroid Build Coastguard Worker const __m256 vs = _mm256_insertf128_ps(_mm256_castps128_ps256(vs_lo), vs_hi, 1);
104*4bdc9457SAndroid Build Coastguard Worker
105*4bdc9457SAndroid Build Coastguard Worker // Subtract the large number back to get final n := round(x / log(2), 4).
106*4bdc9457SAndroid Build Coastguard Worker vn = _mm256_sub_ps(vn, vmagic_bias);
107*4bdc9457SAndroid Build Coastguard Worker
108*4bdc9457SAndroid Build Coastguard Worker // Compute reduced argument t := x - n * log(2).
109*4bdc9457SAndroid Build Coastguard Worker // Use Cody-Waite range reduction method (note two constants to represent log(2)) to improve accuracy.
110*4bdc9457SAndroid Build Coastguard Worker __m256 vt = _mm256_add_ps(_mm256_mul_ps(vn, vminus_ln2_hi), vx);
111*4bdc9457SAndroid Build Coastguard Worker vt = _mm256_add_ps(_mm256_mul_ps(vn, vminus_ln2_lo), vt);
112*4bdc9457SAndroid Build Coastguard Worker
113*4bdc9457SAndroid Build Coastguard Worker // Compute degree-3 polynomial approximation for exp(t) - 1 on [-log(2)/32, log(2)/32].
114*4bdc9457SAndroid Build Coastguard Worker // P(t) = t * (1 + t * (c2 + t * c3)) = t + t * (t * (c2 + t * c3)) = t + t * p
115*4bdc9457SAndroid Build Coastguard Worker __m256 vp = _mm256_add_ps(_mm256_mul_ps(vc3, vt), vc2);
116*4bdc9457SAndroid Build Coastguard Worker vp = _mm256_mul_ps(vp, vt);
117*4bdc9457SAndroid Build Coastguard Worker
118*4bdc9457SAndroid Build Coastguard Worker // Reconstruct the exp(x) - 1 value:
119*4bdc9457SAndroid Build Coastguard Worker // exp(x) - 1 = s * (1 + t * (1 + t * (c2 + t * c3))) - 1
120*4bdc9457SAndroid Build Coastguard Worker // = (s - 1) + s * (t + t * p)
121*4bdc9457SAndroid Build Coastguard Worker // = ((t * s) + (t * s) * p) + (s - 1)
122*4bdc9457SAndroid Build Coastguard Worker vt = _mm256_mul_ps(vt, vs);
123*4bdc9457SAndroid Build Coastguard Worker const __m256 vsm1 = _mm256_sub_ps(vs, vone);
124*4bdc9457SAndroid Build Coastguard Worker vp = _mm256_add_ps(_mm256_mul_ps(vp, vt), vt);
125*4bdc9457SAndroid Build Coastguard Worker const __m256 vf = _mm256_add_ps(vp, vsm1);
126*4bdc9457SAndroid Build Coastguard Worker
127*4bdc9457SAndroid Build Coastguard Worker _mm256_storeu_ps(output, vf);
128*4bdc9457SAndroid Build Coastguard Worker
129*4bdc9457SAndroid Build Coastguard Worker input += 8;
130*4bdc9457SAndroid Build Coastguard Worker output += 8;
131*4bdc9457SAndroid Build Coastguard Worker }
132*4bdc9457SAndroid Build Coastguard Worker }
133