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$assert BATCH_TILE >= 1 7*4bdc9457SAndroid Build Coastguard Worker$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" 8*4bdc9457SAndroid Build Coastguard Worker#include <assert.h> 9*4bdc9457SAndroid Build Coastguard Worker#include <math.h> 10*4bdc9457SAndroid Build Coastguard Worker 11*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/common.h> 12*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/math.h> 13*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/vunary.h> 14*4bdc9457SAndroid Build Coastguard Worker 15*4bdc9457SAndroid Build Coastguard Worker 16*4bdc9457SAndroid Build Coastguard Worker// Note redefine as uint32[] to avoid redundant bitcasts. 17*4bdc9457SAndroid Build Coastguard Workerextern XNN_INTERNAL const uint32_t xnn_table_exp2minus_k_over_64[64]; 18*4bdc9457SAndroid Build Coastguard Worker 19*4bdc9457SAndroid Build Coastguard Workervoid xnn_f32_vsigmoid_ukernel__scalar_rr2_lut64_p2_div_x${BATCH_TILE}( 20*4bdc9457SAndroid Build Coastguard Worker size_t n, 21*4bdc9457SAndroid Build Coastguard Worker const float* x, 22*4bdc9457SAndroid Build Coastguard Worker float* y, 23*4bdc9457SAndroid Build Coastguard Worker const union xnn_f32_sigmoid_params params[restrict XNN_MIN_ELEMENTS(1)]) 24*4bdc9457SAndroid Build Coastguard Worker{ 25*4bdc9457SAndroid Build Coastguard Worker assert(n % sizeof(float) == 0); 26*4bdc9457SAndroid Build Coastguard Worker 27*4bdc9457SAndroid Build Coastguard Worker const float vmagic_bias = params->scalar_rr2_lut64_p2.magic_bias; 28*4bdc9457SAndroid Build Coastguard Worker const float vminus_log2e = params->scalar_rr2_lut64_p2.minus_log2e; 29*4bdc9457SAndroid Build Coastguard Worker const uint32_t vindex_mask = UINT32_C(0x3F); 30*4bdc9457SAndroid Build Coastguard Worker const float vln2_hi = params->scalar_rr2_lut64_p2.ln2_hi; 31*4bdc9457SAndroid Build Coastguard Worker const float vln2_lo = params->scalar_rr2_lut64_p2.ln2_lo; 32*4bdc9457SAndroid Build Coastguard Worker const float vc2 = params->scalar_rr2_lut64_p2.c2; 33*4bdc9457SAndroid Build Coastguard Worker const float vone = params->scalar_rr2_lut64_p2.one; 34*4bdc9457SAndroid Build Coastguard Worker const float vdenorm_cutoff = params->scalar_rr2_lut64_p2.denorm_cutoff; 35*4bdc9457SAndroid Build Coastguard Worker 36*4bdc9457SAndroid Build Coastguard Worker $if BATCH_TILE > 1: 37*4bdc9457SAndroid Build Coastguard Worker for (; n >= ${BATCH_TILE} * sizeof(float); n -= ${BATCH_TILE} * sizeof(float)) { 38*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 39*4bdc9457SAndroid Build Coastguard Worker const float vx${N} = x[${N}]; 40*4bdc9457SAndroid Build Coastguard Worker x += ${BATCH_TILE}; 41*4bdc9457SAndroid Build Coastguard Worker 42*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 43*4bdc9457SAndroid Build Coastguard Worker const float vz${N} = fabsf(vx${N}); 44*4bdc9457SAndroid Build Coastguard Worker 45*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 46*4bdc9457SAndroid Build Coastguard Worker float vn${N} = vz${N} * vminus_log2e + vmagic_bias; 47*4bdc9457SAndroid Build Coastguard Worker 48*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 49*4bdc9457SAndroid Build Coastguard Worker const uint32_t ve${N} = float_as_uint32(vn${N}) << 17; 50*4bdc9457SAndroid Build Coastguard Worker 51*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 52*4bdc9457SAndroid Build Coastguard Worker const uint32_t vidx${N} = float_as_uint32(vn${N}) & vindex_mask; 53*4bdc9457SAndroid Build Coastguard Worker const float vs${N} = uint32_as_float(xnn_table_exp2minus_k_over_64[vidx${N}] + ve${N}); 54*4bdc9457SAndroid Build Coastguard Worker 55*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 56*4bdc9457SAndroid Build Coastguard Worker vn${N} -= vmagic_bias; 57*4bdc9457SAndroid Build Coastguard Worker 58*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 59*4bdc9457SAndroid Build Coastguard Worker float vt${N} = vn${N} * vln2_hi + vz${N}; 60*4bdc9457SAndroid Build Coastguard Worker 61*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 62*4bdc9457SAndroid Build Coastguard Worker vt${N} = vn${N} * vln2_lo + vt${N}; 63*4bdc9457SAndroid Build Coastguard Worker 64*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 65*4bdc9457SAndroid Build Coastguard Worker float vp${N} = vt${N} * vc2; 66*4bdc9457SAndroid Build Coastguard Worker 67*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 68*4bdc9457SAndroid Build Coastguard Worker vp${N} = vt${N} - vp${N} * vt${N}; 69*4bdc9457SAndroid Build Coastguard Worker 70*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 71*4bdc9457SAndroid Build Coastguard Worker const float vy${N} = vs${N} - vs${N} * vp${N}; 72*4bdc9457SAndroid Build Coastguard Worker 73*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 74*4bdc9457SAndroid Build Coastguard Worker const float vd${N} = vy${N} + vone; 75*4bdc9457SAndroid Build Coastguard Worker 76*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 77*4bdc9457SAndroid Build Coastguard Worker float vf${N} = vy${N} / vd${N}; 78*4bdc9457SAndroid Build Coastguard Worker 79*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 80*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(vz${N} > vdenorm_cutoff) { 81*4bdc9457SAndroid Build Coastguard Worker vf${N} = 0.0f; 82*4bdc9457SAndroid Build Coastguard Worker } 83*4bdc9457SAndroid Build Coastguard Worker 84*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 85*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(vx${N} > 0.0f) { 86*4bdc9457SAndroid Build Coastguard Worker vf${N} = vone - vf${N}; 87*4bdc9457SAndroid Build Coastguard Worker } 88*4bdc9457SAndroid Build Coastguard Worker 89*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 90*4bdc9457SAndroid Build Coastguard Worker y[${N}] = vf${N}; 91*4bdc9457SAndroid Build Coastguard Worker y += ${BATCH_TILE}; 92*4bdc9457SAndroid Build Coastguard Worker } 93*4bdc9457SAndroid Build Coastguard Worker $if BATCH_TILE == 1: 94*4bdc9457SAndroid Build Coastguard Worker do { 95*4bdc9457SAndroid Build Coastguard Worker const float vx = *x++; 96*4bdc9457SAndroid Build Coastguard Worker 97*4bdc9457SAndroid Build Coastguard Worker const float vz = fabsf(vx); 98*4bdc9457SAndroid Build Coastguard Worker 99*4bdc9457SAndroid Build Coastguard Worker float vn = vz * vminus_log2e + vmagic_bias; 100*4bdc9457SAndroid Build Coastguard Worker const uint32_t ve = float_as_uint32(vn) << 17; 101*4bdc9457SAndroid Build Coastguard Worker const uint32_t vidx = float_as_uint32(vn) & vindex_mask; 102*4bdc9457SAndroid Build Coastguard Worker const float vs = uint32_as_float(xnn_table_exp2minus_k_over_64[vidx] + ve); 103*4bdc9457SAndroid Build Coastguard Worker vn -= vmagic_bias; 104*4bdc9457SAndroid Build Coastguard Worker 105*4bdc9457SAndroid Build Coastguard Worker float vt = vn * vln2_hi + vz; 106*4bdc9457SAndroid Build Coastguard Worker vt = vn * vln2_lo + vt; 107*4bdc9457SAndroid Build Coastguard Worker 108*4bdc9457SAndroid Build Coastguard Worker float vp = vt * vc2; 109*4bdc9457SAndroid Build Coastguard Worker vp = vt - vp * vt; 110*4bdc9457SAndroid Build Coastguard Worker 111*4bdc9457SAndroid Build Coastguard Worker const float vy = vs - vs * vp; 112*4bdc9457SAndroid Build Coastguard Worker const float vd = vy + vone; 113*4bdc9457SAndroid Build Coastguard Worker 114*4bdc9457SAndroid Build Coastguard Worker float vf = vy / vd; 115*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(vz > vdenorm_cutoff) { 116*4bdc9457SAndroid Build Coastguard Worker vf = 0.0f; 117*4bdc9457SAndroid Build Coastguard Worker } 118*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(vx > 0.0f) { 119*4bdc9457SAndroid Build Coastguard Worker vf = vone - vf; 120*4bdc9457SAndroid Build Coastguard Worker } 121*4bdc9457SAndroid Build Coastguard Worker 122*4bdc9457SAndroid Build Coastguard Worker *y++ = vf; 123*4bdc9457SAndroid Build Coastguard Worker 124*4bdc9457SAndroid Build Coastguard Worker n -= sizeof(float); 125*4bdc9457SAndroid Build Coastguard Worker } while (n != 0); 126*4bdc9457SAndroid Build Coastguard Worker $elif BATCH_TILE == 2: 127*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(n != 0) { 128*4bdc9457SAndroid Build Coastguard Worker const float vx = *x; 129*4bdc9457SAndroid Build Coastguard Worker 130*4bdc9457SAndroid Build Coastguard Worker const float vz = fabsf(vx); 131*4bdc9457SAndroid Build Coastguard Worker 132*4bdc9457SAndroid Build Coastguard Worker float vn = vz * vminus_log2e + vmagic_bias; 133*4bdc9457SAndroid Build Coastguard Worker const uint32_t ve = float_as_uint32(vn) << 17; 134*4bdc9457SAndroid Build Coastguard Worker const uint32_t vidx = float_as_uint32(vn) & vindex_mask; 135*4bdc9457SAndroid Build Coastguard Worker const float vs = uint32_as_float(xnn_table_exp2minus_k_over_64[vidx] + ve); 136*4bdc9457SAndroid Build Coastguard Worker vn -= vmagic_bias; 137*4bdc9457SAndroid Build Coastguard Worker 138*4bdc9457SAndroid Build Coastguard Worker float vt = vn * vln2_hi + vz; 139*4bdc9457SAndroid Build Coastguard Worker vt = vn * vln2_lo + vt; 140*4bdc9457SAndroid Build Coastguard Worker 141*4bdc9457SAndroid Build Coastguard Worker float vp = vt * vc2; 142*4bdc9457SAndroid Build Coastguard Worker vp = vt - vp * vt; 143*4bdc9457SAndroid Build Coastguard Worker 144*4bdc9457SAndroid Build Coastguard Worker const float vy = vs - vs * vp; 145*4bdc9457SAndroid Build Coastguard Worker const float vd = vy + vone; 146*4bdc9457SAndroid Build Coastguard Worker 147*4bdc9457SAndroid Build Coastguard Worker float vf = vy / vd; 148*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(vz > vdenorm_cutoff) { 149*4bdc9457SAndroid Build Coastguard Worker vf = 0.0f; 150*4bdc9457SAndroid Build Coastguard Worker } 151*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(vx > 0.0f) { 152*4bdc9457SAndroid Build Coastguard Worker vf = vone - vf; 153*4bdc9457SAndroid Build Coastguard Worker } 154*4bdc9457SAndroid Build Coastguard Worker 155*4bdc9457SAndroid Build Coastguard Worker *y = vf; 156*4bdc9457SAndroid Build Coastguard Worker } 157*4bdc9457SAndroid Build Coastguard Worker $else: 158*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(n != 0) { 159*4bdc9457SAndroid Build Coastguard Worker do { 160*4bdc9457SAndroid Build Coastguard Worker const float vx = *x++; 161*4bdc9457SAndroid Build Coastguard Worker 162*4bdc9457SAndroid Build Coastguard Worker const float vz = fabsf(vx); 163*4bdc9457SAndroid Build Coastguard Worker 164*4bdc9457SAndroid Build Coastguard Worker float vn = vz * vminus_log2e + vmagic_bias; 165*4bdc9457SAndroid Build Coastguard Worker const uint32_t ve = float_as_uint32(vn) << 17; 166*4bdc9457SAndroid Build Coastguard Worker const uint32_t vidx = float_as_uint32(vn) & vindex_mask; 167*4bdc9457SAndroid Build Coastguard Worker const float vs = uint32_as_float(xnn_table_exp2minus_k_over_64[vidx] + ve); 168*4bdc9457SAndroid Build Coastguard Worker vn -= vmagic_bias; 169*4bdc9457SAndroid Build Coastguard Worker 170*4bdc9457SAndroid Build Coastguard Worker float vt = vn * vln2_hi + vz; 171*4bdc9457SAndroid Build Coastguard Worker vt = vn * vln2_lo + vt; 172*4bdc9457SAndroid Build Coastguard Worker 173*4bdc9457SAndroid Build Coastguard Worker float vp = vt * vc2; 174*4bdc9457SAndroid Build Coastguard Worker vp = vt - vp * vt; 175*4bdc9457SAndroid Build Coastguard Worker 176*4bdc9457SAndroid Build Coastguard Worker const float vy = vs - vs * vp; 177*4bdc9457SAndroid Build Coastguard Worker const float vd = vy + vone; 178*4bdc9457SAndroid Build Coastguard Worker 179*4bdc9457SAndroid Build Coastguard Worker float vf = vy / vd; 180*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(vz > vdenorm_cutoff) { 181*4bdc9457SAndroid Build Coastguard Worker vf = 0.0f; 182*4bdc9457SAndroid Build Coastguard Worker } 183*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(vx > 0.0f) { 184*4bdc9457SAndroid Build Coastguard Worker vf = vone - vf; 185*4bdc9457SAndroid Build Coastguard Worker } 186*4bdc9457SAndroid Build Coastguard Worker 187*4bdc9457SAndroid Build Coastguard Worker *y++ = vf; 188*4bdc9457SAndroid Build Coastguard Worker 189*4bdc9457SAndroid Build Coastguard Worker n -= sizeof(float); 190*4bdc9457SAndroid Build Coastguard Worker } while (n != 0); 191*4bdc9457SAndroid Build Coastguard Worker } 192*4bdc9457SAndroid Build Coastguard Worker} 193