1*4bdc9457SAndroid Build Coastguard Worker// Copyright 2022 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$assert BATCH_TILE % 8 == 0 7*4bdc9457SAndroid Build Coastguard Worker$assert BATCH_TILE >= 8 8*4bdc9457SAndroid Build Coastguard Worker$SIMD_TILE = BATCH_TILE // 8 9*4bdc9457SAndroid Build Coastguard Worker$assert DIV_ALGO in ["DIV", "NR1FMA", "NR1RECPS"] 10*4bdc9457SAndroid Build Coastguard Worker$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" 11*4bdc9457SAndroid Build Coastguard Worker#include <assert.h> 12*4bdc9457SAndroid Build Coastguard Worker 13*4bdc9457SAndroid Build Coastguard Worker#include <arm_neon.h> 14*4bdc9457SAndroid Build Coastguard Worker 15*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/common.h> 16*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/vunary.h> 17*4bdc9457SAndroid Build Coastguard Worker 18*4bdc9457SAndroid Build Coastguard Worker 19*4bdc9457SAndroid Build Coastguard Workervoid xnn_f16_vsigmoid_ukernel__neonfp16arith_rr2_p2_${DIV_ALGO.lower()}_x${BATCH_TILE}( 20*4bdc9457SAndroid Build Coastguard Worker size_t batch, 21*4bdc9457SAndroid Build Coastguard Worker const void* input, 22*4bdc9457SAndroid Build Coastguard Worker void* output, 23*4bdc9457SAndroid Build Coastguard Worker const union xnn_f16_sigmoid_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS 24*4bdc9457SAndroid Build Coastguard Worker{ 25*4bdc9457SAndroid Build Coastguard Worker assert(batch % sizeof(__fp16) == 0); 26*4bdc9457SAndroid Build Coastguard Worker 27*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vmagic_bias = vreinterpretq_f16_u16(vld1q_dup_u16(¶ms->neonfp16arith_rr2_p2.magic_bias)); 28*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vminus_log2e = vreinterpretq_f16_u16(vld1q_dup_u16(¶ms->neonfp16arith_rr2_p2.minus_log2e)); 29*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vln2_hi = vreinterpretq_f16_u16(vld1q_dup_u16(¶ms->neonfp16arith_rr2_p2.ln2_hi)); 30*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vln2_lo = vreinterpretq_f16_u16(vld1q_dup_u16(¶ms->neonfp16arith_rr2_p2.ln2_lo)); 31*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vc2 = vreinterpretq_f16_u16(vld1q_dup_u16(¶ms->neonfp16arith_rr2_p2.c2)); 32*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vc1 = vreinterpretq_f16_u16(vld1q_dup_u16(¶ms->neonfp16arith_rr2_p2.c1)); 33*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vone = vmovq_n_f16(1.0f); 34*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vdenorm_cutoff = vreinterpretq_f16_u16(vld1q_dup_u16(¶ms->neonfp16arith_rr2_p2.denorm_cutoff)); 35*4bdc9457SAndroid Build Coastguard Worker 36*4bdc9457SAndroid Build Coastguard Worker const __fp16* i = (const __fp16*) input; 37*4bdc9457SAndroid Build Coastguard Worker __fp16* o = (__fp16*) output; 38*4bdc9457SAndroid Build Coastguard Worker $if BATCH_TILE > 8: 39*4bdc9457SAndroid Build Coastguard Worker for (; batch >= ${BATCH_TILE} * sizeof(__fp16); batch -= ${BATCH_TILE} * sizeof(__fp16)) { 40*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 41*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vx${ABC[N]} = vld1q_f16(i); i += 8; 42*4bdc9457SAndroid Build Coastguard Worker 43*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 44*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vz${ABC[N]} = vabsq_f16(vx${ABC[N]}); 45*4bdc9457SAndroid Build Coastguard Worker 46*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 47*4bdc9457SAndroid Build Coastguard Worker float16x8_t vn${ABC[N]} = vfmaq_f16(vmagic_bias, vz${ABC[N]}, vminus_log2e); 48*4bdc9457SAndroid Build Coastguard Worker 49*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 50*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vs${ABC[N]} = vreinterpretq_f16_s16(vshlq_n_s16(vreinterpretq_s16_f16(vn${ABC[N]}), 10)); 51*4bdc9457SAndroid Build Coastguard Worker 52*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 53*4bdc9457SAndroid Build Coastguard Worker vn${ABC[N]} = vsubq_f16(vn${ABC[N]}, vmagic_bias); 54*4bdc9457SAndroid Build Coastguard Worker 55*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 56*4bdc9457SAndroid Build Coastguard Worker float16x8_t vt${ABC[N]} = vfmaq_f16(vz${ABC[N]}, vn${ABC[N]}, vln2_hi); 57*4bdc9457SAndroid Build Coastguard Worker 58*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 59*4bdc9457SAndroid Build Coastguard Worker vt${ABC[N]} = vfmaq_f16(vt${ABC[N]}, vn${ABC[N]}, vln2_lo); 60*4bdc9457SAndroid Build Coastguard Worker 61*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 62*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vp${ABC[N]} = vfmaq_f16(vc1, vc2, vt${ABC[N]}); 63*4bdc9457SAndroid Build Coastguard Worker 64*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 65*4bdc9457SAndroid Build Coastguard Worker vt${ABC[N]} = vmulq_f16(vt${ABC[N]}, vs${ABC[N]}); 66*4bdc9457SAndroid Build Coastguard Worker 67*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 68*4bdc9457SAndroid Build Coastguard Worker const float16x8_t ve${ABC[N]} = vfmaq_f16(vs${ABC[N]}, vp${ABC[N]}, vt${ABC[N]}); 69*4bdc9457SAndroid Build Coastguard Worker 70*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 71*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vd${ABC[N]} = vaddq_f16(ve${ABC[N]}, vone); 72*4bdc9457SAndroid Build Coastguard Worker 73*4bdc9457SAndroid Build Coastguard Worker $if DIV_ALGO == "DIV": 74*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 75*4bdc9457SAndroid Build Coastguard Worker float16x8_t vf${ABC[N]} = vdivq_f16(ve${ABC[N]}, vd${ABC[N]}); 76*4bdc9457SAndroid Build Coastguard Worker $else: 77*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 78*4bdc9457SAndroid Build Coastguard Worker float16x8_t vr${ABC[N]} = vrecpeq_f16(vd${ABC[N]}); 79*4bdc9457SAndroid Build Coastguard Worker 80*4bdc9457SAndroid Build Coastguard Worker $if DIV_ALGO == "NR1FMA": 81*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 82*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vadj${ABC[N]} = vfmsq_f16(vone, vr${N}, vd${N}); 83*4bdc9457SAndroid Build Coastguard Worker 84*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 85*4bdc9457SAndroid Build Coastguard Worker vr${ABC[N]} = vfmaq_f16(vr${ABC[N]}, vr${ABC[N]}, vadj${ABC[N]}); 86*4bdc9457SAndroid Build Coastguard Worker $else: 87*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 88*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vadj${ABC[N]} = vrecpsq_f16(vr${ABC[N]}, vd${ABC[N]}); 89*4bdc9457SAndroid Build Coastguard Worker 90*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 91*4bdc9457SAndroid Build Coastguard Worker vr${ABC[N]} = vmulq_f16(vr${ABC[N]}, vadj${ABC[N]}); 92*4bdc9457SAndroid Build Coastguard Worker 93*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 94*4bdc9457SAndroid Build Coastguard Worker float16x8_t vf${ABC[N]} = vmulq_f16(ve${ABC[N]}, vr${ABC[N]}); 95*4bdc9457SAndroid Build Coastguard Worker 96*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 97*4bdc9457SAndroid Build Coastguard Worker vf${ABC[N]} = vreinterpretq_f16_u16(vbicq_u16(vreinterpretq_u16_f16(vf${ABC[N]}), vcagtq_f16(vx${ABC[N]}, vdenorm_cutoff))); 98*4bdc9457SAndroid Build Coastguard Worker 99*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 100*4bdc9457SAndroid Build Coastguard Worker const uint16x8_t vm${ABC[N]} = vcltq_f16(vx${ABC[N]}, vmovq_n_f16(0.0f)); 101*4bdc9457SAndroid Build Coastguard Worker 102*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 103*4bdc9457SAndroid Build Coastguard Worker vf${ABC[N]} = vbslq_f16(vm${ABC[N]}, vf${ABC[N]}, vsubq_f16(vone, vf${ABC[N]})); 104*4bdc9457SAndroid Build Coastguard Worker 105*4bdc9457SAndroid Build Coastguard Worker $for N in range(SIMD_TILE): 106*4bdc9457SAndroid Build Coastguard Worker vst1q_f16(o, vf${ABC[N]}); o += 8; 107*4bdc9457SAndroid Build Coastguard Worker } 108*4bdc9457SAndroid Build Coastguard Worker for (; batch >= 8 * sizeof(__fp16); batch -= 8 * sizeof(__fp16)) { 109*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vx = vld1q_f16(i); i += 8; 110*4bdc9457SAndroid Build Coastguard Worker 111*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vz = vabsq_f16(vx); 112*4bdc9457SAndroid Build Coastguard Worker 113*4bdc9457SAndroid Build Coastguard Worker float16x8_t vn = vfmaq_f16(vmagic_bias, vz, vminus_log2e); 114*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vs = vreinterpretq_f16_s16(vshlq_n_s16(vreinterpretq_s16_f16(vn), 10)); 115*4bdc9457SAndroid Build Coastguard Worker vn = vsubq_f16(vn, vmagic_bias); 116*4bdc9457SAndroid Build Coastguard Worker 117*4bdc9457SAndroid Build Coastguard Worker float16x8_t vt = vfmaq_f16(vz, vn, vln2_hi); 118*4bdc9457SAndroid Build Coastguard Worker vt = vfmaq_f16(vt, vn, vln2_lo); 119*4bdc9457SAndroid Build Coastguard Worker 120*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vp = vfmaq_f16(vc1, vc2, vt); 121*4bdc9457SAndroid Build Coastguard Worker vt = vmulq_f16(vt, vs); 122*4bdc9457SAndroid Build Coastguard Worker const float16x8_t ve = vfmaq_f16(vs, vp, vt); 123*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vd = vaddq_f16(ve, vone); 124*4bdc9457SAndroid Build Coastguard Worker 125*4bdc9457SAndroid Build Coastguard Worker $if DIV_ALGO == "DIV": 126*4bdc9457SAndroid Build Coastguard Worker float16x8_t vf = vdivq_f16(ve, vd); 127*4bdc9457SAndroid Build Coastguard Worker $else: 128*4bdc9457SAndroid Build Coastguard Worker float16x8_t vr = vrecpeq_f16(vd); 129*4bdc9457SAndroid Build Coastguard Worker $if DIV_ALGO == "NR1FMA": 130*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vadj = vfmsq_f16(vone, vr, vd); 131*4bdc9457SAndroid Build Coastguard Worker vr = vfmaq_f16(vr, vr, vadj); 132*4bdc9457SAndroid Build Coastguard Worker $else: 133*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vadj = vrecpsq_f16(vr, vd); 134*4bdc9457SAndroid Build Coastguard Worker vr = vmulq_f16(vr, vadj); 135*4bdc9457SAndroid Build Coastguard Worker 136*4bdc9457SAndroid Build Coastguard Worker float16x8_t vf = vmulq_f16(ve, vr); 137*4bdc9457SAndroid Build Coastguard Worker vf = vreinterpretq_f16_u16(vbicq_u16(vreinterpretq_u16_f16(vf), vcagtq_f16(vx, vdenorm_cutoff))); 138*4bdc9457SAndroid Build Coastguard Worker const uint16x8_t vm = vcltq_f16(vx, vmovq_n_f16(0.0f)); 139*4bdc9457SAndroid Build Coastguard Worker vf = vbslq_f16(vm, vf, vsubq_f16(vone, vf)); 140*4bdc9457SAndroid Build Coastguard Worker 141*4bdc9457SAndroid Build Coastguard Worker vst1q_f16(o, vf); o += 8; 142*4bdc9457SAndroid Build Coastguard Worker } 143*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(batch != 0) { 144*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vx = vld1q_f16(i); 145*4bdc9457SAndroid Build Coastguard Worker 146*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vz = vabsq_f16(vx); 147*4bdc9457SAndroid Build Coastguard Worker 148*4bdc9457SAndroid Build Coastguard Worker float16x8_t vn = vfmaq_f16(vmagic_bias, vz, vminus_log2e); 149*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vs = vreinterpretq_f16_s16(vshlq_n_s16(vreinterpretq_s16_f16(vn), 10)); 150*4bdc9457SAndroid Build Coastguard Worker vn = vsubq_f16(vn, vmagic_bias); 151*4bdc9457SAndroid Build Coastguard Worker 152*4bdc9457SAndroid Build Coastguard Worker float16x8_t vt = vfmaq_f16(vz, vn, vln2_hi); 153*4bdc9457SAndroid Build Coastguard Worker vt = vfmaq_f16(vt, vn, vln2_lo); 154*4bdc9457SAndroid Build Coastguard Worker 155*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vp = vfmaq_f16(vc1, vc2, vt); 156*4bdc9457SAndroid Build Coastguard Worker vt = vmulq_f16(vt, vs); 157*4bdc9457SAndroid Build Coastguard Worker const float16x8_t ve = vfmaq_f16(vs, vp, vt); 158*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vd = vaddq_f16(ve, vone); 159*4bdc9457SAndroid Build Coastguard Worker 160*4bdc9457SAndroid Build Coastguard Worker $if DIV_ALGO == "DIV": 161*4bdc9457SAndroid Build Coastguard Worker float16x8_t vf = vdivq_f16(ve, vd); 162*4bdc9457SAndroid Build Coastguard Worker $else: 163*4bdc9457SAndroid Build Coastguard Worker float16x8_t vr = vrecpeq_f16(vd); 164*4bdc9457SAndroid Build Coastguard Worker $if DIV_ALGO == "NR1FMA": 165*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vadj = vfmsq_f16(vone, vr, vd); 166*4bdc9457SAndroid Build Coastguard Worker vr = vfmaq_f16(vr, vr, vadj); 167*4bdc9457SAndroid Build Coastguard Worker $else: 168*4bdc9457SAndroid Build Coastguard Worker const float16x8_t vadj = vrecpsq_f16(vr, vd); 169*4bdc9457SAndroid Build Coastguard Worker vr = vmulq_f16(vr, vadj); 170*4bdc9457SAndroid Build Coastguard Worker 171*4bdc9457SAndroid Build Coastguard Worker float16x8_t vf = vmulq_f16(ve, vr); 172*4bdc9457SAndroid Build Coastguard Worker vf = vreinterpretq_f16_u16(vbicq_u16(vreinterpretq_u16_f16(vf), vcagtq_f16(vx, vdenorm_cutoff))); 173*4bdc9457SAndroid Build Coastguard Worker const uint16x8_t vm = vcltq_f16(vx, vmovq_n_f16(0.0f)); 174*4bdc9457SAndroid Build Coastguard Worker vf = vbslq_f16(vm, vf, vsubq_f16(vone, vf)); 175*4bdc9457SAndroid Build Coastguard Worker 176*4bdc9457SAndroid Build Coastguard Worker float16x4_t vf_lo = vget_low_f16(vf); 177*4bdc9457SAndroid Build Coastguard Worker if (batch & (4 * sizeof(__fp16))) { 178*4bdc9457SAndroid Build Coastguard Worker vst1_f16(o, vf_lo); o += 4; 179*4bdc9457SAndroid Build Coastguard Worker vf_lo = vget_high_f16(vf); 180*4bdc9457SAndroid Build Coastguard Worker } 181*4bdc9457SAndroid Build Coastguard Worker if (batch & (2 * sizeof(__fp16))) { 182*4bdc9457SAndroid Build Coastguard Worker vst1_f16(o, vf_lo); o += 2; 183*4bdc9457SAndroid Build Coastguard Worker vf_lo = vext_f16(vf_lo, vf_lo, 2); 184*4bdc9457SAndroid Build Coastguard Worker } 185*4bdc9457SAndroid Build Coastguard Worker if (batch & (1 * sizeof(__fp16))) { 186*4bdc9457SAndroid Build Coastguard Worker vst1_lane_f16(o, vf_lo, 0); 187*4bdc9457SAndroid Build Coastguard Worker } 188*4bdc9457SAndroid Build Coastguard Worker } 189*4bdc9457SAndroid Build Coastguard Worker} 190