|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
#include <assert.h> |
|
|
|
#include <arm_neon.h> |
|
|
|
#include <xnnpack/common.h> |
|
#include <xnnpack/raddstoreexpminusmax.h> |
|
|
|
|
|
void xnn_f16_raddstoreexpminusmax_ukernel__neonfp16arith_rr2_p2_x96_acc2( |
|
size_t batch, |
|
const void* input, |
|
const void* max, |
|
void* output, |
|
void* sum, |
|
const union xnn_f16_expminus_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS |
|
{ |
|
assert(batch != 0); |
|
assert(batch % sizeof(uint16_t) == 0); |
|
assert(input != NULL); |
|
assert(max != NULL); |
|
assert(output != NULL); |
|
assert(sum != NULL); |
|
|
|
const float16x8_t vi_max = vreinterpretq_f16_u16(vld1q_dup_u16(max)); |
|
const float16x8_t vlog2e = vreinterpretq_f16_u16(vld1q_dup_u16(¶ms->fp16arith_rr2_p2.log2e)); |
|
const float16x8_t vmagic_bias = vreinterpretq_f16_u16(vld1q_dup_u16(¶ms->fp16arith_rr2_p2.magic_bias)); |
|
const float16x8_t vminus_ln2_hi = vreinterpretq_f16_u16(vld1q_dup_u16(¶ms->fp16arith_rr2_p2.minus_ln2_hi)); |
|
const float16x8_t vminus_ln2_lo = vreinterpretq_f16_u16(vld1q_dup_u16(¶ms->fp16arith_rr2_p2.minus_ln2_lo)); |
|
const float16x8_t vc2 = vreinterpretq_f16_u16(vld1q_dup_u16(¶ms->fp16arith_rr2_p2.c2)); |
|
const float16x8_t vc1 = vreinterpretq_f16_u16(vld1q_dup_u16(¶ms->fp16arith_rr2_p2.c1)); |
|
const float16x8_t vdenorm_cutoff = vreinterpretq_f16_u16(vld1q_dup_u16(¶ms->fp16arith_rr2_p2.denorm_cutoff)); |
|
|
|
const uint16_t* i = (const uint16_t*) input; |
|
uint16_t* o = (uint16_t*) output; |
|
float16x8_t vacc0 = vreinterpretq_f16_u16(vmovq_n_u16(0)); |
|
float16x8_t vacc1 = vreinterpretq_f16_u16(vmovq_n_u16(0)); |
|
for (; batch >= 96 * sizeof(uint16_t); batch -= 96 * sizeof(uint16_t)) { |
|
const float16x8_t vi0 = vreinterpretq_f16_u16(vld1q_u16(i)); i += 8; |
|
const float16x8_t vi1 = vreinterpretq_f16_u16(vld1q_u16(i)); i += 8; |
|
const float16x8_t vi2 = vreinterpretq_f16_u16(vld1q_u16(i)); i += 8; |
|
const float16x8_t vi3 = vreinterpretq_f16_u16(vld1q_u16(i)); i += 8; |
|
const float16x8_t vi4 = vreinterpretq_f16_u16(vld1q_u16(i)); i += 8; |
|
const float16x8_t vi5 = vreinterpretq_f16_u16(vld1q_u16(i)); i += 8; |
|
const float16x8_t vi6 = vreinterpretq_f16_u16(vld1q_u16(i)); i += 8; |
|
const float16x8_t vi7 = vreinterpretq_f16_u16(vld1q_u16(i)); i += 8; |
|
const float16x8_t vi8 = vreinterpretq_f16_u16(vld1q_u16(i)); i += 8; |
|
const float16x8_t vi9 = vreinterpretq_f16_u16(vld1q_u16(i)); i += 8; |
|
const float16x8_t viA = vreinterpretq_f16_u16(vld1q_u16(i)); i += 8; |
|
const float16x8_t viB = vreinterpretq_f16_u16(vld1q_u16(i)); i += 8; |
|
|
|
const float16x8_t vx0 = vsubq_f16(vi0, vi_max); |
|
const float16x8_t vx1 = vsubq_f16(vi1, vi_max); |
|
const float16x8_t vx2 = vsubq_f16(vi2, vi_max); |
|
const float16x8_t vx3 = vsubq_f16(vi3, vi_max); |
|
const float16x8_t vx4 = vsubq_f16(vi4, vi_max); |
|
const float16x8_t vx5 = vsubq_f16(vi5, vi_max); |
|
const float16x8_t vx6 = vsubq_f16(vi6, vi_max); |
|
const float16x8_t vx7 = vsubq_f16(vi7, vi_max); |
|
const float16x8_t vx8 = vsubq_f16(vi8, vi_max); |
|
const float16x8_t vx9 = vsubq_f16(vi9, vi_max); |
|
const float16x8_t vxA = vsubq_f16(viA, vi_max); |
|
const float16x8_t vxB = vsubq_f16(viB, vi_max); |
|
|
|
float16x8_t vn0 = vfmaq_f16(vmagic_bias, vx0, vlog2e); |
|
float16x8_t vn1 = vfmaq_f16(vmagic_bias, vx1, vlog2e); |
|
float16x8_t vn2 = vfmaq_f16(vmagic_bias, vx2, vlog2e); |
|
float16x8_t vn3 = vfmaq_f16(vmagic_bias, vx3, vlog2e); |
|
float16x8_t vn4 = vfmaq_f16(vmagic_bias, vx4, vlog2e); |
|
float16x8_t vn5 = vfmaq_f16(vmagic_bias, vx5, vlog2e); |
|
float16x8_t vn6 = vfmaq_f16(vmagic_bias, vx6, vlog2e); |
|
float16x8_t vn7 = vfmaq_f16(vmagic_bias, vx7, vlog2e); |
|
float16x8_t vn8 = vfmaq_f16(vmagic_bias, vx8, vlog2e); |
|
float16x8_t vn9 = vfmaq_f16(vmagic_bias, vx9, vlog2e); |
|
float16x8_t vnA = vfmaq_f16(vmagic_bias, vxA, vlog2e); |
|
float16x8_t vnB = vfmaq_f16(vmagic_bias, vxB, vlog2e); |
|
|
|
const float16x8_t vs0 = vreinterpretq_f16_s16(vshlq_n_s16(vreinterpretq_s16_f16(vn0), 10)); |
|
const float16x8_t vs1 = vreinterpretq_f16_s16(vshlq_n_s16(vreinterpretq_s16_f16(vn1), 10)); |
|
const float16x8_t vs2 = vreinterpretq_f16_s16(vshlq_n_s16(vreinterpretq_s16_f16(vn2), 10)); |
|
const float16x8_t vs3 = vreinterpretq_f16_s16(vshlq_n_s16(vreinterpretq_s16_f16(vn3), 10)); |
|
const float16x8_t vs4 = vreinterpretq_f16_s16(vshlq_n_s16(vreinterpretq_s16_f16(vn4), 10)); |
|
const float16x8_t vs5 = vreinterpretq_f16_s16(vshlq_n_s16(vreinterpretq_s16_f16(vn5), 10)); |
|
const float16x8_t vs6 = vreinterpretq_f16_s16(vshlq_n_s16(vreinterpretq_s16_f16(vn6), 10)); |
|
const float16x8_t vs7 = vreinterpretq_f16_s16(vshlq_n_s16(vreinterpretq_s16_f16(vn7), 10)); |
|
const float16x8_t vs8 = vreinterpretq_f16_s16(vshlq_n_s16(vreinterpretq_s16_f16(vn8), 10)); |
|
const float16x8_t vs9 = vreinterpretq_f16_s16(vshlq_n_s16(vreinterpretq_s16_f16(vn9), 10)); |
|
const float16x8_t vsA = vreinterpretq_f16_s16(vshlq_n_s16(vreinterpretq_s16_f16(vnA), 10)); |
|
const float16x8_t vsB = vreinterpretq_f16_s16(vshlq_n_s16(vreinterpretq_s16_f16(vnB), 10)); |
|
|
|
vn0 = vsubq_f16(vn0, vmagic_bias); |
|
vn1 = vsubq_f16(vn1, vmagic_bias); |
|
vn2 = vsubq_f16(vn2, vmagic_bias); |
|
vn3 = vsubq_f16(vn3, vmagic_bias); |
|
vn4 = vsubq_f16(vn4, vmagic_bias); |
|
vn5 = vsubq_f16(vn5, vmagic_bias); |
|
vn6 = vsubq_f16(vn6, vmagic_bias); |
|
vn7 = vsubq_f16(vn7, vmagic_bias); |
|
vn8 = vsubq_f16(vn8, vmagic_bias); |
|
vn9 = vsubq_f16(vn9, vmagic_bias); |
|
vnA = vsubq_f16(vnA, vmagic_bias); |
|
vnB = vsubq_f16(vnB, vmagic_bias); |
|
|
|
float16x8_t vt0 = vfmaq_f16(vx0, vn0, vminus_ln2_hi); |
|
float16x8_t vt1 = vfmaq_f16(vx1, vn1, vminus_ln2_hi); |
|
float16x8_t vt2 = vfmaq_f16(vx2, vn2, vminus_ln2_hi); |
|
float16x8_t vt3 = vfmaq_f16(vx3, vn3, vminus_ln2_hi); |
|
float16x8_t vt4 = vfmaq_f16(vx4, vn4, vminus_ln2_hi); |
|
float16x8_t vt5 = vfmaq_f16(vx5, vn5, vminus_ln2_hi); |
|
float16x8_t vt6 = vfmaq_f16(vx6, vn6, vminus_ln2_hi); |
|
float16x8_t vt7 = vfmaq_f16(vx7, vn7, vminus_ln2_hi); |
|
float16x8_t vt8 = vfmaq_f16(vx8, vn8, vminus_ln2_hi); |
|
float16x8_t vt9 = vfmaq_f16(vx9, vn9, vminus_ln2_hi); |
|
float16x8_t vtA = vfmaq_f16(vxA, vnA, vminus_ln2_hi); |
|
float16x8_t vtB = vfmaq_f16(vxB, vnB, vminus_ln2_hi); |
|
|
|
vt0 = vfmaq_f16(vt0, vn0, vminus_ln2_lo); |
|
vt1 = vfmaq_f16(vt1, vn1, vminus_ln2_lo); |
|
vt2 = vfmaq_f16(vt2, vn2, vminus_ln2_lo); |
|
vt3 = vfmaq_f16(vt3, vn3, vminus_ln2_lo); |
|
vt4 = vfmaq_f16(vt4, vn4, vminus_ln2_lo); |
|
vt5 = vfmaq_f16(vt5, vn5, vminus_ln2_lo); |
|
vt6 = vfmaq_f16(vt6, vn6, vminus_ln2_lo); |
|
vt7 = vfmaq_f16(vt7, vn7, vminus_ln2_lo); |
|
vt8 = vfmaq_f16(vt8, vn8, vminus_ln2_lo); |
|
vt9 = vfmaq_f16(vt9, vn9, vminus_ln2_lo); |
|
vtA = vfmaq_f16(vtA, vnA, vminus_ln2_lo); |
|
vtB = vfmaq_f16(vtB, vnB, vminus_ln2_lo); |
|
|
|
const float16x8_t vp0 = vfmaq_f16(vc1, vc2, vt0); |
|
const float16x8_t vp1 = vfmaq_f16(vc1, vc2, vt1); |
|
const float16x8_t vp2 = vfmaq_f16(vc1, vc2, vt2); |
|
const float16x8_t vp3 = vfmaq_f16(vc1, vc2, vt3); |
|
const float16x8_t vp4 = vfmaq_f16(vc1, vc2, vt4); |
|
const float16x8_t vp5 = vfmaq_f16(vc1, vc2, vt5); |
|
const float16x8_t vp6 = vfmaq_f16(vc1, vc2, vt6); |
|
const float16x8_t vp7 = vfmaq_f16(vc1, vc2, vt7); |
|
const float16x8_t vp8 = vfmaq_f16(vc1, vc2, vt8); |
|
const float16x8_t vp9 = vfmaq_f16(vc1, vc2, vt9); |
|
const float16x8_t vpA = vfmaq_f16(vc1, vc2, vtA); |
|
const float16x8_t vpB = vfmaq_f16(vc1, vc2, vtB); |
|
|
|
vt0 = vmulq_f16(vt0, vs0); |
|
vt1 = vmulq_f16(vt1, vs1); |
|
vt2 = vmulq_f16(vt2, vs2); |
|
vt3 = vmulq_f16(vt3, vs3); |
|
vt4 = vmulq_f16(vt4, vs4); |
|
vt5 = vmulq_f16(vt5, vs5); |
|
vt6 = vmulq_f16(vt6, vs6); |
|
vt7 = vmulq_f16(vt7, vs7); |
|
vt8 = vmulq_f16(vt8, vs8); |
|
vt9 = vmulq_f16(vt9, vs9); |
|
vtA = vmulq_f16(vtA, vsA); |
|
vtB = vmulq_f16(vtB, vsB); |
|
|
|
float16x8_t vf0 = vfmaq_f16(vs0, vp0, vt0); |
|
const uint16x8_t vm0 = vcltq_f16(vx0, vdenorm_cutoff); |
|
float16x8_t vf1 = vfmaq_f16(vs1, vp1, vt1); |
|
const uint16x8_t vm1 = vcltq_f16(vx1, vdenorm_cutoff); |
|
float16x8_t vf2 = vfmaq_f16(vs2, vp2, vt2); |
|
const uint16x8_t vm2 = vcltq_f16(vx2, vdenorm_cutoff); |
|
float16x8_t vf3 = vfmaq_f16(vs3, vp3, vt3); |
|
const uint16x8_t vm3 = vcltq_f16(vx3, vdenorm_cutoff); |
|
float16x8_t vf4 = vfmaq_f16(vs4, vp4, vt4); |
|
const uint16x8_t vm4 = vcltq_f16(vx4, vdenorm_cutoff); |
|
float16x8_t vf5 = vfmaq_f16(vs5, vp5, vt5); |
|
const uint16x8_t vm5 = vcltq_f16(vx5, vdenorm_cutoff); |
|
float16x8_t vf6 = vfmaq_f16(vs6, vp6, vt6); |
|
const uint16x8_t vm6 = vcltq_f16(vx6, vdenorm_cutoff); |
|
float16x8_t vf7 = vfmaq_f16(vs7, vp7, vt7); |
|
const uint16x8_t vm7 = vcltq_f16(vx7, vdenorm_cutoff); |
|
float16x8_t vf8 = vfmaq_f16(vs8, vp8, vt8); |
|
const uint16x8_t vm8 = vcltq_f16(vx8, vdenorm_cutoff); |
|
float16x8_t vf9 = vfmaq_f16(vs9, vp9, vt9); |
|
const uint16x8_t vm9 = vcltq_f16(vx9, vdenorm_cutoff); |
|
float16x8_t vfA = vfmaq_f16(vsA, vpA, vtA); |
|
const uint16x8_t vmA = vcltq_f16(vxA, vdenorm_cutoff); |
|
float16x8_t vfB = vfmaq_f16(vsB, vpB, vtB); |
|
const uint16x8_t vmB = vcltq_f16(vxB, vdenorm_cutoff); |
|
|
|
vf0 = vreinterpretq_f16_u16(vbicq_u16(vreinterpretq_u16_f16(vf0), vm0)); |
|
vf1 = vreinterpretq_f16_u16(vbicq_u16(vreinterpretq_u16_f16(vf1), vm1)); |
|
vf2 = vreinterpretq_f16_u16(vbicq_u16(vreinterpretq_u16_f16(vf2), vm2)); |
|
vf3 = vreinterpretq_f16_u16(vbicq_u16(vreinterpretq_u16_f16(vf3), vm3)); |
|
vf4 = vreinterpretq_f16_u16(vbicq_u16(vreinterpretq_u16_f16(vf4), vm4)); |
|
vf5 = vreinterpretq_f16_u16(vbicq_u16(vreinterpretq_u16_f16(vf5), vm5)); |
|
vf6 = vreinterpretq_f16_u16(vbicq_u16(vreinterpretq_u16_f16(vf6), vm6)); |
|
vf7 = vreinterpretq_f16_u16(vbicq_u16(vreinterpretq_u16_f16(vf7), vm7)); |
|
vf8 = vreinterpretq_f16_u16(vbicq_u16(vreinterpretq_u16_f16(vf8), vm8)); |
|
vf9 = vreinterpretq_f16_u16(vbicq_u16(vreinterpretq_u16_f16(vf9), vm9)); |
|
vfA = vreinterpretq_f16_u16(vbicq_u16(vreinterpretq_u16_f16(vfA), vmA)); |
|
vfB = vreinterpretq_f16_u16(vbicq_u16(vreinterpretq_u16_f16(vfB), vmB)); |
|
|
|
vst1q_u16(o, vreinterpretq_u16_f16(vf0)); o += 8; |
|
vst1q_u16(o, vreinterpretq_u16_f16(vf1)); o += 8; |
|
vst1q_u16(o, vreinterpretq_u16_f16(vf2)); o += 8; |
|
vst1q_u16(o, vreinterpretq_u16_f16(vf3)); o += 8; |
|
vst1q_u16(o, vreinterpretq_u16_f16(vf4)); o += 8; |
|
vst1q_u16(o, vreinterpretq_u16_f16(vf5)); o += 8; |
|
vst1q_u16(o, vreinterpretq_u16_f16(vf6)); o += 8; |
|
vst1q_u16(o, vreinterpretq_u16_f16(vf7)); o += 8; |
|
vst1q_u16(o, vreinterpretq_u16_f16(vf8)); o += 8; |
|
vst1q_u16(o, vreinterpretq_u16_f16(vf9)); o += 8; |
|
vst1q_u16(o, vreinterpretq_u16_f16(vfA)); o += 8; |
|
vst1q_u16(o, vreinterpretq_u16_f16(vfB)); o += 8; |
|
|
|
vacc0 = vaddq_f16(vacc0, vf0); |
|
vacc1 = vaddq_f16(vacc1, vf1); |
|
vacc0 = vaddq_f16(vacc0, vf2); |
|
vacc1 = vaddq_f16(vacc1, vf3); |
|
vacc0 = vaddq_f16(vacc0, vf4); |
|
vacc1 = vaddq_f16(vacc1, vf5); |
|
vacc0 = vaddq_f16(vacc0, vf6); |
|
vacc1 = vaddq_f16(vacc1, vf7); |
|
vacc0 = vaddq_f16(vacc0, vf8); |
|
vacc1 = vaddq_f16(vacc1, vf9); |
|
vacc0 = vaddq_f16(vacc0, vfA); |
|
vacc1 = vaddq_f16(vacc1, vfB); |
|
} |
|
vacc0 = vaddq_f16(vacc0, vacc1); |
|
|
|
float16x8_t vacc = vacc0; |
|
for (; batch >= 8 * sizeof(uint16_t); batch -= 8 * sizeof(uint16_t)) { |
|
const float16x8_t vi = vreinterpretq_f16_u16(vld1q_u16(i)); i += 8; |
|
|
|
const float16x8_t vx = vsubq_f16(vi, vi_max); |
|
|
|
float16x8_t vn = vfmaq_f16(vmagic_bias, vx, vlog2e); |
|
const float16x8_t vs = vreinterpretq_f16_s16(vshlq_n_s16(vreinterpretq_s16_f16(vn), 10)); |
|
vn = vsubq_f16(vn, vmagic_bias); |
|
|
|
float16x8_t vt = vfmaq_f16(vx, vn, vminus_ln2_hi); |
|
vt = vfmaq_f16(vt, vn, vminus_ln2_lo); |
|
|
|
const float16x8_t vp = vfmaq_f16(vc1, vc2, vt); |
|
vt = vmulq_f16(vt, vs); |
|
|
|
float16x8_t vf = vfmaq_f16(vs, vp, vt); |
|
const uint16x8_t vm = vcltq_f16(vx, vdenorm_cutoff); |
|
vf = vreinterpretq_f16_u16(vbicq_u16(vreinterpretq_u16_f16(vf), vm)); |
|
|
|
vst1q_u16(o, vreinterpretq_u16_f16(vf)); o += 8; |
|
|
|
vacc = vaddq_f16(vacc, vf); |
|
} |
|
float16x4_t vacc_lo = vadd_f16(vget_low_f16(vacc), vget_high_f16(vacc)); |
|
if (batch != 0) { |
|
assert(batch >= 1 * sizeof(uint16_t)); |
|
assert(batch <= 7 * sizeof(uint16_t)); |
|
const float16x8_t vi = vreinterpretq_f16_u16(vld1q_u16(i)); |
|
|
|
const float16x8_t vx = vsubq_f16(vi, vi_max); |
|
|
|
float16x8_t vn = vfmaq_f16(vmagic_bias, vx, vlog2e); |
|
const float16x8_t vs = vreinterpretq_f16_s16(vshlq_n_s16(vreinterpretq_s16_f16(vn), 10)); |
|
vn = vsubq_f16(vn, vmagic_bias); |
|
|
|
float16x8_t vt = vfmaq_f16(vx, vn, vminus_ln2_hi); |
|
vt = vfmaq_f16(vt, vn, vminus_ln2_lo); |
|
|
|
const float16x8_t vp = vfmaq_f16(vc1, vc2, vt); |
|
vt = vmulq_f16(vt, vs); |
|
|
|
float16x8_t vf = vfmaq_f16(vs, vp, vt); |
|
const uint16x8_t vm = vcltq_f16(vx, vdenorm_cutoff); |
|
vf = vreinterpretq_f16_u16(vbicq_u16(vreinterpretq_u16_f16(vf), vm)); |
|
|
|
float16x4_t vf_lo = vget_low_f16(vf); |
|
if (batch & (4 * sizeof(uint16_t))) { |
|
vst1_u16(o, vreinterpret_u16_f16(vf_lo)); o += 4; |
|
vacc_lo = vadd_f16(vacc_lo, vf_lo); |
|
vf_lo = vget_high_f16(vf); |
|
} |
|
if (batch & (2 * sizeof(uint16_t))) { |
|
vst1_lane_u32((void*) o, vreinterpret_u32_f16(vf_lo), 0); o += 2; |
|
vacc_lo = vadd_f16(vacc_lo, vreinterpret_f16_u64(vshl_n_u64(vreinterpret_u64_f16(vf_lo), 32))); |
|
vf_lo = vext_f16(vf_lo, vf_lo, 2); |
|
} |
|
if (batch & (1 * sizeof(uint16_t))) { |
|
vst1_lane_u16(o, vreinterpret_u16_f16(vf_lo), 0); |
|
vacc_lo = vadd_f16(vacc_lo, vreinterpret_f16_u64(vshl_n_u64(vreinterpret_u64_f16(vf_lo), 48))); |
|
} |
|
} |
|
vacc_lo = vpadd_f16(vacc_lo, vacc_lo); |
|
vacc_lo = vpadd_f16(vacc_lo, vacc_lo); |
|
vst1_lane_u16(sum, vreinterpret_u16_f16(vacc_lo), 0); |
|
} |
|
|