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_2048[2048]; 18*4bdc9457SAndroid Build Coastguard Worker 19*4bdc9457SAndroid Build Coastguard Workervoid xnn_f32_vsigmoid_ukernel__scalar_rr2_lut2048_p1_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_lut2048_p1.magic_bias; 28*4bdc9457SAndroid Build Coastguard Worker const float vminus_log2e = params->scalar_rr2_lut2048_p1.minus_log2e; 29*4bdc9457SAndroid Build Coastguard Worker const uint32_t vindex_mask = UINT32_C(0x7FF); 30*4bdc9457SAndroid Build Coastguard Worker const float vln2_hi = params->scalar_rr2_lut2048_p1.ln2_hi; 31*4bdc9457SAndroid Build Coastguard Worker const float vln2_lo = params->scalar_rr2_lut2048_p1.ln2_lo; 32*4bdc9457SAndroid Build Coastguard Worker const float vc1 = params->scalar_rr2_lut2048_p1.c1; 33*4bdc9457SAndroid Build Coastguard Worker const float vone = params->scalar_rr2_lut2048_p1.one; 34*4bdc9457SAndroid Build Coastguard Worker const float vdenorm_cutoff = params->scalar_rr2_lut2048_p1.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}) << 12; 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_2048[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 $for N in range(BATCH_TILE): 65*4bdc9457SAndroid Build Coastguard Worker const float vp${N} = vt${N} * vc1; 66*4bdc9457SAndroid Build Coastguard Worker 67*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 68*4bdc9457SAndroid Build Coastguard Worker const float vy${N} = vp${N} * vs${N} + vs${N}; 69*4bdc9457SAndroid Build Coastguard Worker 70*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 71*4bdc9457SAndroid Build Coastguard Worker const float vd${N} = vy${N} + vone; 72*4bdc9457SAndroid Build Coastguard Worker 73*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 74*4bdc9457SAndroid Build Coastguard Worker float vf${N} = vy${N} / vd${N}; 75*4bdc9457SAndroid Build Coastguard Worker 76*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 77*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(vz${N} > vdenorm_cutoff) { 78*4bdc9457SAndroid Build Coastguard Worker vf${N} = 0.0f; 79*4bdc9457SAndroid Build Coastguard Worker } 80*4bdc9457SAndroid Build Coastguard Worker 81*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 82*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(vx${N} > 0.0f) { 83*4bdc9457SAndroid Build Coastguard Worker vf${N} = vone - vf${N}; 84*4bdc9457SAndroid Build Coastguard Worker } 85*4bdc9457SAndroid Build Coastguard Worker 86*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 87*4bdc9457SAndroid Build Coastguard Worker y[${N}] = vf${N}; 88*4bdc9457SAndroid Build Coastguard Worker y += ${BATCH_TILE}; 89*4bdc9457SAndroid Build Coastguard Worker } 90*4bdc9457SAndroid Build Coastguard Worker $if BATCH_TILE == 1: 91*4bdc9457SAndroid Build Coastguard Worker do { 92*4bdc9457SAndroid Build Coastguard Worker const float vx = *x++; 93*4bdc9457SAndroid Build Coastguard Worker 94*4bdc9457SAndroid Build Coastguard Worker const float vz = fabsf(vx); 95*4bdc9457SAndroid Build Coastguard Worker 96*4bdc9457SAndroid Build Coastguard Worker float vn = vz * vminus_log2e + vmagic_bias; 97*4bdc9457SAndroid Build Coastguard Worker const uint32_t ve = float_as_uint32(vn) << 12; 98*4bdc9457SAndroid Build Coastguard Worker const uint32_t vidx = float_as_uint32(vn) & vindex_mask; 99*4bdc9457SAndroid Build Coastguard Worker const float vs = uint32_as_float(xnn_table_exp2minus_k_over_2048[vidx] + ve); 100*4bdc9457SAndroid Build Coastguard Worker vn -= vmagic_bias; 101*4bdc9457SAndroid Build Coastguard Worker 102*4bdc9457SAndroid Build Coastguard Worker float vt = vn * vln2_hi + vz; 103*4bdc9457SAndroid Build Coastguard Worker vt = vn * vln2_lo + vt; 104*4bdc9457SAndroid Build Coastguard Worker 105*4bdc9457SAndroid Build Coastguard Worker const float vp = vt * vc1; 106*4bdc9457SAndroid Build Coastguard Worker const float vy = vp * vs + vs; 107*4bdc9457SAndroid Build Coastguard Worker 108*4bdc9457SAndroid Build Coastguard Worker const float vd = vy + vone; 109*4bdc9457SAndroid Build Coastguard Worker float vf = vy / vd; 110*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(vz > vdenorm_cutoff) { 111*4bdc9457SAndroid Build Coastguard Worker vf = 0.0f; 112*4bdc9457SAndroid Build Coastguard Worker } 113*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(vx > 0.0f) { 114*4bdc9457SAndroid Build Coastguard Worker vf = vone - vf; 115*4bdc9457SAndroid Build Coastguard Worker } 116*4bdc9457SAndroid Build Coastguard Worker 117*4bdc9457SAndroid Build Coastguard Worker *y++ = vf; 118*4bdc9457SAndroid Build Coastguard Worker 119*4bdc9457SAndroid Build Coastguard Worker n -= sizeof(float); 120*4bdc9457SAndroid Build Coastguard Worker } while (n != 0); 121*4bdc9457SAndroid Build Coastguard Worker $elif BATCH_TILE == 2: 122*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(n != 0) { 123*4bdc9457SAndroid Build Coastguard Worker const float vx = *x; 124*4bdc9457SAndroid Build Coastguard Worker 125*4bdc9457SAndroid Build Coastguard Worker const float vz = fabsf(vx); 126*4bdc9457SAndroid Build Coastguard Worker 127*4bdc9457SAndroid Build Coastguard Worker float vn = vz * vminus_log2e + vmagic_bias; 128*4bdc9457SAndroid Build Coastguard Worker const uint32_t ve = float_as_uint32(vn) << 12; 129*4bdc9457SAndroid Build Coastguard Worker const uint32_t vidx = float_as_uint32(vn) & vindex_mask; 130*4bdc9457SAndroid Build Coastguard Worker const float vs = uint32_as_float(xnn_table_exp2minus_k_over_2048[vidx] + ve); 131*4bdc9457SAndroid Build Coastguard Worker vn -= vmagic_bias; 132*4bdc9457SAndroid Build Coastguard Worker 133*4bdc9457SAndroid Build Coastguard Worker float vt = vn * vln2_hi + vz; 134*4bdc9457SAndroid Build Coastguard Worker vt = vn * vln2_lo + vt; 135*4bdc9457SAndroid Build Coastguard Worker 136*4bdc9457SAndroid Build Coastguard Worker const float vp = vt * vc1; 137*4bdc9457SAndroid Build Coastguard Worker const float vy = vp * vs + vs; 138*4bdc9457SAndroid Build Coastguard Worker 139*4bdc9457SAndroid Build Coastguard Worker const float vd = vy + vone; 140*4bdc9457SAndroid Build Coastguard Worker float vf = vy / vd; 141*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(vz > vdenorm_cutoff) { 142*4bdc9457SAndroid Build Coastguard Worker vf = 0.0f; 143*4bdc9457SAndroid Build Coastguard Worker } 144*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(vx > 0.0f) { 145*4bdc9457SAndroid Build Coastguard Worker vf = vone - vf; 146*4bdc9457SAndroid Build Coastguard Worker } 147*4bdc9457SAndroid Build Coastguard Worker 148*4bdc9457SAndroid Build Coastguard Worker *y = vf; 149*4bdc9457SAndroid Build Coastguard Worker } 150*4bdc9457SAndroid Build Coastguard Worker $else: 151*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(n != 0) { 152*4bdc9457SAndroid Build Coastguard Worker do { 153*4bdc9457SAndroid Build Coastguard Worker const float vx = *x++; 154*4bdc9457SAndroid Build Coastguard Worker 155*4bdc9457SAndroid Build Coastguard Worker const float vz = fabsf(vx); 156*4bdc9457SAndroid Build Coastguard Worker 157*4bdc9457SAndroid Build Coastguard Worker float vn = vz * vminus_log2e + vmagic_bias; 158*4bdc9457SAndroid Build Coastguard Worker const uint32_t ve = float_as_uint32(vn) << 12; 159*4bdc9457SAndroid Build Coastguard Worker const uint32_t vidx = float_as_uint32(vn) & vindex_mask; 160*4bdc9457SAndroid Build Coastguard Worker const float vs = uint32_as_float(xnn_table_exp2minus_k_over_2048[vidx] + ve); 161*4bdc9457SAndroid Build Coastguard Worker vn -= vmagic_bias; 162*4bdc9457SAndroid Build Coastguard Worker 163*4bdc9457SAndroid Build Coastguard Worker float vt = vn * vln2_hi + vz; 164*4bdc9457SAndroid Build Coastguard Worker vt = vn * vln2_lo + vt; 165*4bdc9457SAndroid Build Coastguard Worker 166*4bdc9457SAndroid Build Coastguard Worker const float vp = vt * vc1; 167*4bdc9457SAndroid Build Coastguard Worker const float vy = vp * vs + vs; 168*4bdc9457SAndroid Build Coastguard Worker 169*4bdc9457SAndroid Build Coastguard Worker const float vd = vy + vone; 170*4bdc9457SAndroid Build Coastguard Worker float vf = vy / vd; 171*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(vz > vdenorm_cutoff) { 172*4bdc9457SAndroid Build Coastguard Worker vf = 0.0f; 173*4bdc9457SAndroid Build Coastguard Worker } 174*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(vx > 0.0f) { 175*4bdc9457SAndroid Build Coastguard Worker vf = vone - vf; 176*4bdc9457SAndroid Build Coastguard Worker } 177*4bdc9457SAndroid Build Coastguard Worker 178*4bdc9457SAndroid Build Coastguard Worker *y++ = vf; 179*4bdc9457SAndroid Build Coastguard Worker 180*4bdc9457SAndroid Build Coastguard Worker n -= sizeof(float); 181*4bdc9457SAndroid Build Coastguard Worker } while (n != 0); 182*4bdc9457SAndroid Build Coastguard Worker } 183*4bdc9457SAndroid Build Coastguard Worker} 184