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$assert ELEMENTS_TILE % 8 == 0 7*4bdc9457SAndroid Build Coastguard Worker$assert ELEMENTS_TILE >= 8 8*4bdc9457SAndroid Build Coastguard Worker$SIMD_TILE = ELEMENTS_TILE // 8 9*4bdc9457SAndroid Build Coastguard Worker$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" 10*4bdc9457SAndroid Build Coastguard Worker#include <assert.h> 11*4bdc9457SAndroid Build Coastguard Worker 12*4bdc9457SAndroid Build Coastguard Worker#include <immintrin.h> 13*4bdc9457SAndroid Build Coastguard Worker 14*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/raddexpminusmax.h> 15*4bdc9457SAndroid Build Coastguard Worker 16*4bdc9457SAndroid Build Coastguard Worker 17*4bdc9457SAndroid Build Coastguard Workerstatic const int32_t mask_table[14] = {-1, -1, -1, -1, -1, -1, -1, 0, 0, 0, 0, 0, 0, 0}; 18*4bdc9457SAndroid Build Coastguard Worker 19*4bdc9457SAndroid Build Coastguard Workervoid xnn_f32_raddexpminusmax_ukernel__avx2_p5_x${ELEMENTS_TILE}${"" if ACCUMULATORS == 1 else "_acc%d" % ACCUMULATORS}( 20*4bdc9457SAndroid Build Coastguard Worker size_t elements, 21*4bdc9457SAndroid Build Coastguard Worker const float* input, 22*4bdc9457SAndroid Build Coastguard Worker float* sum, 23*4bdc9457SAndroid Build Coastguard Worker float max) 24*4bdc9457SAndroid Build Coastguard Worker{ 25*4bdc9457SAndroid Build Coastguard Worker assert(elements % sizeof(float) == 0); 26*4bdc9457SAndroid Build Coastguard Worker 27*4bdc9457SAndroid Build Coastguard Worker const __m256 vmagic_bias = _mm256_set1_ps(0x1.8000FEp23f); 28*4bdc9457SAndroid Build Coastguard Worker // The smallest x for which expf(x) is normalized. 29*4bdc9457SAndroid Build Coastguard Worker const __m256 vdenorm_cutoff = _mm256_set1_ps(-0x1.5D589Ep6f); 30*4bdc9457SAndroid Build Coastguard Worker const __m256 vlog2e = _mm256_set1_ps(0x1.715476p+0f); 31*4bdc9457SAndroid Build Coastguard Worker const __m256 vminus_ln2_hi = _mm256_set1_ps(-0x1.62E43p-1f); 32*4bdc9457SAndroid Build Coastguard Worker const __m256 vminus_ln2_lo = _mm256_set1_ps(0x1.05C61p-29f); 33*4bdc9457SAndroid Build Coastguard Worker 34*4bdc9457SAndroid Build Coastguard Worker const __m256 vc1 = _mm256_set1_ps(0x1.FFFFF6p-1f); 35*4bdc9457SAndroid Build Coastguard Worker const __m256 vc2 = _mm256_set1_ps(0x1.FFFDC6p-2f); 36*4bdc9457SAndroid Build Coastguard Worker const __m256 vc3 = _mm256_set1_ps(0x1.555A80p-3f); 37*4bdc9457SAndroid Build Coastguard Worker const __m256 vc4 = _mm256_set1_ps(0x1.573A1Ap-5f); 38*4bdc9457SAndroid Build Coastguard Worker const __m256 vc5 = _mm256_set1_ps(0x1.0F9F9Cp-7f); 39*4bdc9457SAndroid Build Coastguard Worker 40*4bdc9457SAndroid Build Coastguard Worker const __m256 vi_max = _mm256_set1_ps(max); 41*4bdc9457SAndroid Build Coastguard Worker 42*4bdc9457SAndroid Build Coastguard Worker $for K in range(ACCUMULATORS): 43*4bdc9457SAndroid Build Coastguard Worker __m256 vacc${K} = _mm256_setzero_ps(); 44*4bdc9457SAndroid Build Coastguard Worker for (; elements >= ${ELEMENTS_TILE} * sizeof(float); elements -= ${ELEMENTS_TILE} * sizeof(float)) { 45*4bdc9457SAndroid Build Coastguard Worker // Load ${ELEMENTS_TILE} (${SIMD_TILE}x8) inputs at a time. 46*4bdc9457SAndroid Build Coastguard Worker const __m256 vi0 = _mm256_loadu_ps(input); 47*4bdc9457SAndroid Build Coastguard Worker $for N in range(1, SIMD_TILE): 48*4bdc9457SAndroid Build Coastguard Worker const __m256 vi${N} = _mm256_loadu_ps(input + ${N * 8}); 49*4bdc9457SAndroid Build Coastguard Worker input += ${ELEMENTS_TILE}; 50*4bdc9457SAndroid Build Coastguard Worker 51*4bdc9457SAndroid Build Coastguard Worker // Subtract maximum input x := i - i_max. This implies x <= 0. 52*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 53*4bdc9457SAndroid Build Coastguard Worker const __m256 vx${N} = _mm256_sub_ps(vi${N}, vi_max); 54*4bdc9457SAndroid Build Coastguard Worker 55*4bdc9457SAndroid Build Coastguard Worker // Compute reduced argument elements := round(x / log(2)). 56*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 57*4bdc9457SAndroid Build Coastguard Worker __m256 vn${N} = _mm256_fmadd_ps(vx${N}, vlog2e, vmagic_bias); 58*4bdc9457SAndroid Build Coastguard Worker 59*4bdc9457SAndroid Build Coastguard Worker // Create a floating-point number s (scale) such that s == 2**elements for inputs which don't cause underflow, i.e. 60*4bdc9457SAndroid Build Coastguard Worker // -87.33642 <= x <= 0.0, and -126 <= elements <= 0 accordingly. 61*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 62*4bdc9457SAndroid Build Coastguard Worker const __m256 vs${N} = _mm256_castsi256_ps(_mm256_slli_epi32(_mm256_castps_si256(vn${N}), 23)); 63*4bdc9457SAndroid Build Coastguard Worker 64*4bdc9457SAndroid Build Coastguard Worker // Subtract the large number back to get final elements := round(x / log(2)). 65*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 66*4bdc9457SAndroid Build Coastguard Worker vn${N} = _mm256_sub_ps(vn${N}, vmagic_bias); 67*4bdc9457SAndroid Build Coastguard Worker 68*4bdc9457SAndroid Build Coastguard Worker // Compute reduced argument t := x - elements * log(2). 69*4bdc9457SAndroid Build Coastguard Worker // Use Cody-Waite range reduction method (note two constants to represent log(2)) to improve accuracy. 70*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 71*4bdc9457SAndroid Build Coastguard Worker __m256 vt${N} = _mm256_fmadd_ps(vn${N}, vminus_ln2_hi, vx${N}); 72*4bdc9457SAndroid Build Coastguard Worker 73*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 74*4bdc9457SAndroid Build Coastguard Worker vt${N} = _mm256_fmadd_ps(vn${N}, vminus_ln2_lo, vt${N}); 75*4bdc9457SAndroid Build Coastguard Worker 76*4bdc9457SAndroid Build Coastguard Worker // Compute degree-5 polynomial approximation for exp(t) on [-log(2)/2, log(2)/2]. 77*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 78*4bdc9457SAndroid Build Coastguard Worker __m256 vp${N} = _mm256_fmadd_ps(vc5, vt${N}, vc4); 79*4bdc9457SAndroid Build Coastguard Worker 80*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 81*4bdc9457SAndroid Build Coastguard Worker vp${N} = _mm256_fmadd_ps(vp${N}, vt${N}, vc3); 82*4bdc9457SAndroid Build Coastguard Worker 83*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 84*4bdc9457SAndroid Build Coastguard Worker vp${N} = _mm256_fmadd_ps(vp${N}, vt${N}, vc2); 85*4bdc9457SAndroid Build Coastguard Worker 86*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 87*4bdc9457SAndroid Build Coastguard Worker vp${N} = _mm256_fmadd_ps(vp${N}, vt${N}, vc1); 88*4bdc9457SAndroid Build Coastguard Worker 89*4bdc9457SAndroid Build Coastguard Worker // Reconstruct the final f value: 90*4bdc9457SAndroid Build Coastguard Worker // f = s * (1 + t * (c1 + t * (c2 + t * (c3 + t * (c4 + t * c5))))) 91*4bdc9457SAndroid Build Coastguard Worker // = s + (t * s) * (c1 + t * (c2 + t * (c3 + t * (c4 + t * c5)))) 92*4bdc9457SAndroid Build Coastguard Worker // = s + (t * s) * p 93*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 94*4bdc9457SAndroid Build Coastguard Worker vt${N} = _mm256_mul_ps(vt${N}, vs${N}); 95*4bdc9457SAndroid Build Coastguard Worker 96*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 97*4bdc9457SAndroid Build Coastguard Worker __m256 vf${N} = _mm256_fmadd_ps(vt${N}, vp${N}, vs${N}); 98*4bdc9457SAndroid Build Coastguard Worker 99*4bdc9457SAndroid Build Coastguard Worker // For inputs below zero cutoff, replace output with +0.0f. 100*4bdc9457SAndroid Build Coastguard Worker // Note that for NaN inputs, comparison result is false, and outputs are left unchanged. 101*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 102*4bdc9457SAndroid Build Coastguard Worker vf${N} = _mm256_andnot_ps(_mm256_cmp_ps(vx${N}, vdenorm_cutoff, _CMP_LT_OS), vf${N}); 103*4bdc9457SAndroid Build Coastguard Worker 104*4bdc9457SAndroid Build Coastguard Worker // Accumulate computed exponents. 105*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 106*4bdc9457SAndroid Build Coastguard Worker vacc${N % ACCUMULATORS} = _mm256_add_ps(vacc${N % ACCUMULATORS}, vf${N}); 107*4bdc9457SAndroid Build Coastguard Worker } 108*4bdc9457SAndroid Build Coastguard Worker $if ACCUMULATORS > 1: 109*4bdc9457SAndroid Build Coastguard Worker // Add up all accumulators to vacc0 110*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE = 1 111*4bdc9457SAndroid Build Coastguard Worker $while ACC_SLICE < ACCUMULATORS: 112*4bdc9457SAndroid Build Coastguard Worker $for A in range(0, ACCUMULATORS, ACC_SLICE * 2): 113*4bdc9457SAndroid Build Coastguard Worker $if A + ACC_SLICE < ACCUMULATORS: 114*4bdc9457SAndroid Build Coastguard Worker vacc${A} = _mm256_add_ps(vacc${A}, vacc${A + ACC_SLICE}); 115*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE *= 2 116*4bdc9457SAndroid Build Coastguard Worker 117*4bdc9457SAndroid Build Coastguard Worker __m256 vacc = vacc0; 118*4bdc9457SAndroid Build Coastguard Worker for (; elements >= 8 * sizeof(float); elements -= 8 * sizeof(float)) { 119*4bdc9457SAndroid Build Coastguard Worker // Load 8 inputs at a time. 120*4bdc9457SAndroid Build Coastguard Worker const __m256 vi = _mm256_loadu_ps(input); 121*4bdc9457SAndroid Build Coastguard Worker input += 8; 122*4bdc9457SAndroid Build Coastguard Worker 123*4bdc9457SAndroid Build Coastguard Worker // Subtract maximum input x := i - i_max. This implies x <= 0. 124*4bdc9457SAndroid Build Coastguard Worker const __m256 vx = _mm256_sub_ps(vi, vi_max); 125*4bdc9457SAndroid Build Coastguard Worker 126*4bdc9457SAndroid Build Coastguard Worker // Compute reduced argument elements := round(x / log(2)). 127*4bdc9457SAndroid Build Coastguard Worker __m256 vn = _mm256_fmadd_ps(vx, vlog2e, vmagic_bias); 128*4bdc9457SAndroid Build Coastguard Worker 129*4bdc9457SAndroid Build Coastguard Worker // Create a floating-point number s (scale) such that s == 2**elements for inputs which don't cause underflow, i.e. 130*4bdc9457SAndroid Build Coastguard Worker // -87.33642 <= x <= 0.0, and -126 <= elements <= 0 accordingly. 131*4bdc9457SAndroid Build Coastguard Worker const __m256 vs = _mm256_castsi256_ps(_mm256_slli_epi32(_mm256_castps_si256(vn), 23)); 132*4bdc9457SAndroid Build Coastguard Worker 133*4bdc9457SAndroid Build Coastguard Worker // Subtract the large number back to get final elements := round(x / log(2)). 134*4bdc9457SAndroid Build Coastguard Worker vn = _mm256_sub_ps(vn, vmagic_bias); 135*4bdc9457SAndroid Build Coastguard Worker 136*4bdc9457SAndroid Build Coastguard Worker // Compute reduced argument t := x - elements * log(2). 137*4bdc9457SAndroid Build Coastguard Worker // Use Cody-Waite range reduction method (note two constants to represent log(2)) to improve accuracy. 138*4bdc9457SAndroid Build Coastguard Worker __m256 vt = _mm256_fmadd_ps(vn, vminus_ln2_hi, vx); 139*4bdc9457SAndroid Build Coastguard Worker vt = _mm256_fmadd_ps(vn, vminus_ln2_lo, vt); 140*4bdc9457SAndroid Build Coastguard Worker 141*4bdc9457SAndroid Build Coastguard Worker // Compute degree-5 polynomial approximation for exp(t) on [-log(2)/2, log(2)/2]. 142*4bdc9457SAndroid Build Coastguard Worker __m256 vp = _mm256_fmadd_ps(vc5, vt, vc4); 143*4bdc9457SAndroid Build Coastguard Worker vp = _mm256_fmadd_ps(vp, vt, vc3); 144*4bdc9457SAndroid Build Coastguard Worker vp = _mm256_fmadd_ps(vp, vt, vc2); 145*4bdc9457SAndroid Build Coastguard Worker vp = _mm256_fmadd_ps(vp, vt, vc1); 146*4bdc9457SAndroid Build Coastguard Worker 147*4bdc9457SAndroid Build Coastguard Worker // Reconstruct the final f value: 148*4bdc9457SAndroid Build Coastguard Worker // f = s * (1 + t * (c1 + t * (c2 + t * (c3 + t * (c4 + t * c5))))) 149*4bdc9457SAndroid Build Coastguard Worker // = s + (t * s) * (c1 + t * (c2 + t * (c3 + t * (c4 + t * c5)))) 150*4bdc9457SAndroid Build Coastguard Worker // = s + (t * s) * p 151*4bdc9457SAndroid Build Coastguard Worker vt = _mm256_mul_ps(vt, vs); 152*4bdc9457SAndroid Build Coastguard Worker __m256 vf = _mm256_fmadd_ps(vt, vp, vs); 153*4bdc9457SAndroid Build Coastguard Worker 154*4bdc9457SAndroid Build Coastguard Worker // For inputs below zero cutoff, replace output with +0.0f. 155*4bdc9457SAndroid Build Coastguard Worker // Note that for NaN inputs, comparison result is false, and outputs are left unchanged. 156*4bdc9457SAndroid Build Coastguard Worker vf = _mm256_andnot_ps(_mm256_cmp_ps(vx, vdenorm_cutoff, _CMP_LT_OS), vf); 157*4bdc9457SAndroid Build Coastguard Worker 158*4bdc9457SAndroid Build Coastguard Worker // Accumulate computed exponents. 159*4bdc9457SAndroid Build Coastguard Worker vacc = _mm256_add_ps(vacc, vf); 160*4bdc9457SAndroid Build Coastguard Worker } 161*4bdc9457SAndroid Build Coastguard Worker if (elements != 0) { 162*4bdc9457SAndroid Build Coastguard Worker assert(elements >= 1 * sizeof(float)); 163*4bdc9457SAndroid Build Coastguard Worker assert(elements <= 7 * sizeof(float)); 164*4bdc9457SAndroid Build Coastguard Worker const __m256i vmask = _mm256_loadu_si256((const __m256i*) ((uintptr_t) &mask_table[7] - elements)); 165*4bdc9457SAndroid Build Coastguard Worker 166*4bdc9457SAndroid Build Coastguard Worker // Load up to 7 inputs at a time. 167*4bdc9457SAndroid Build Coastguard Worker const __m256 vi = _mm256_maskload_ps(input, vmask); 168*4bdc9457SAndroid Build Coastguard Worker 169*4bdc9457SAndroid Build Coastguard Worker // Subtract maximum input x := i - i_max. This implies x <= 0. 170*4bdc9457SAndroid Build Coastguard Worker const __m256 vx = _mm256_sub_ps(vi, vi_max); 171*4bdc9457SAndroid Build Coastguard Worker 172*4bdc9457SAndroid Build Coastguard Worker // Compute reduced argument elements := round(x / log(2)). 173*4bdc9457SAndroid Build Coastguard Worker __m256 vn = _mm256_fmadd_ps(vx, vlog2e, vmagic_bias); 174*4bdc9457SAndroid Build Coastguard Worker 175*4bdc9457SAndroid Build Coastguard Worker // Create a floating-point number s (scale) such that s == 2**elements for inputs which don't cause underflow, i.e. 176*4bdc9457SAndroid Build Coastguard Worker // -87.33642 <= x <= 0.0, and -126 <= elements <= 0 accordingly. 177*4bdc9457SAndroid Build Coastguard Worker const __m256 vs = _mm256_castsi256_ps(_mm256_slli_epi32(_mm256_castps_si256(vn), 23)); 178*4bdc9457SAndroid Build Coastguard Worker 179*4bdc9457SAndroid Build Coastguard Worker // Subtract the large number back to get final elements := round(x / log(2)). 180*4bdc9457SAndroid Build Coastguard Worker vn = _mm256_sub_ps(vn, vmagic_bias); 181*4bdc9457SAndroid Build Coastguard Worker 182*4bdc9457SAndroid Build Coastguard Worker // Compute reduced argument t := x - elements * log(2). 183*4bdc9457SAndroid Build Coastguard Worker // Use Cody-Waite range reduction method (note two constants to represent log(2)) to improve accuracy. 184*4bdc9457SAndroid Build Coastguard Worker __m256 vt = _mm256_fmadd_ps(vn, vminus_ln2_hi, vx); 185*4bdc9457SAndroid Build Coastguard Worker vt = _mm256_fmadd_ps(vn, vminus_ln2_lo, vt); 186*4bdc9457SAndroid Build Coastguard Worker 187*4bdc9457SAndroid Build Coastguard Worker // Compute degree-5 polynomial approximation for exp(t) on [-log(2)/2, log(2)/2]. 188*4bdc9457SAndroid Build Coastguard Worker __m256 vp = _mm256_fmadd_ps(vc5, vt, vc4); 189*4bdc9457SAndroid Build Coastguard Worker vp = _mm256_fmadd_ps(vp, vt, vc3); 190*4bdc9457SAndroid Build Coastguard Worker vp = _mm256_fmadd_ps(vp, vt, vc2); 191*4bdc9457SAndroid Build Coastguard Worker vp = _mm256_fmadd_ps(vp, vt, vc1); 192*4bdc9457SAndroid Build Coastguard Worker 193*4bdc9457SAndroid Build Coastguard Worker // Reconstruct the final f value: 194*4bdc9457SAndroid Build Coastguard Worker // f = s * (1 + t * (c1 + t * (c2 + t * (c3 + t * (c4 + t * c5))))) 195*4bdc9457SAndroid Build Coastguard Worker // = s + (t * s) * (c1 + t * (c2 + t * (c3 + t * (c4 + t * c5)))) 196*4bdc9457SAndroid Build Coastguard Worker // = s + (t * s) * p 197*4bdc9457SAndroid Build Coastguard Worker vt = _mm256_mul_ps(vt, vs); 198*4bdc9457SAndroid Build Coastguard Worker __m256 vf = _mm256_fmadd_ps(vt, vp, vs); 199*4bdc9457SAndroid Build Coastguard Worker 200*4bdc9457SAndroid Build Coastguard Worker // For inputs below zero cutoff, replace output with +0.0f. 201*4bdc9457SAndroid Build Coastguard Worker // Note that for NaN inputs, comparison result is false, and outputs are left unchanged. 202*4bdc9457SAndroid Build Coastguard Worker vf = _mm256_andnot_ps(_mm256_cmp_ps(vx, vdenorm_cutoff, _CMP_LT_OS), vf); 203*4bdc9457SAndroid Build Coastguard Worker 204*4bdc9457SAndroid Build Coastguard Worker // Accumulate computed exponents. And addend with mask to leave unmasked 32-bit lanes unchanged. 205*4bdc9457SAndroid Build Coastguard Worker vacc = _mm256_add_ps(vacc, _mm256_and_ps(vf, _mm256_castsi256_ps(vmask))); 206*4bdc9457SAndroid Build Coastguard Worker } 207*4bdc9457SAndroid Build Coastguard Worker // Reduce 8 elements in the SIMD register 208*4bdc9457SAndroid Build Coastguard Worker __m128 vacc_lo = _mm_add_ps(_mm256_castps256_ps128(vacc), _mm256_extractf128_ps(vacc, 1)); 209*4bdc9457SAndroid Build Coastguard Worker vacc_lo = _mm_add_ps(vacc_lo, _mm_movehl_ps(vacc_lo, vacc_lo)); 210*4bdc9457SAndroid Build Coastguard Worker vacc_lo = _mm_add_ss(vacc_lo, _mm_movehdup_ps(vacc_lo)); 211*4bdc9457SAndroid Build Coastguard Worker _mm_store_ss(sum, vacc_lo); 212*4bdc9457SAndroid Build Coastguard Worker _mm256_zeroupper(); 213*4bdc9457SAndroid Build Coastguard Worker} 214