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// Copyright 2020 Google LLC
//
// This source code is licensed under the BSD-style license found in the
// LICENSE file in the root directory of this source tree.
$assert BATCH_TILE % 4 == 0
$assert BATCH_TILE >= 4
$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ"
$SSE_HEADER = {2: "emmintrin.h", 4: "smmintrin.h"}[SSE]
#include <assert.h>
#include <${SSE_HEADER}>
#include <xnnpack/common.h>
#include <xnnpack/vunary.h>
extern XNN_INTERNAL const float xnn_table_exp2minus_k_over_64[64];
$ISA = {2: "sse2", 4: "sse41"}[SSE]
void xnn_f32_vsigmoid_ukernel__${ISA}_lut64_p2_div_x${BATCH_TILE}(
size_t n,
const float* x,
float* y,
const void* params) XNN_DISABLE_TSAN
{
assert(n % sizeof(float) == 0);
const __m128 vsign_mask = _mm_set1_ps(-0.0f);
const __m128 vmagic_bias = _mm_set1_ps(0x1.800000p17f);
const __m128 vlog2e = _mm_set1_ps(0x1.715476p0f);
const __m128i vindex_mask = _mm_set1_epi32(INT32_C(0x3F));
const __m128 vminus_ln2_hi = _mm_set1_ps(-0x1.630000p-1f);
const __m128 vminus_ln2_lo = _mm_set1_ps(0x1.BD0106p-13f);
const __m128 vc2 = _mm_set1_ps(0x1.FFFF0Ap-2f);
const __m128 vone = _mm_set1_ps(1.0f);
const __m128 vdenorm_cutoff = _mm_set1_ps(-0x1.5D589Ep+6f);
$if BATCH_TILE > 4:
for (; n >= ${BATCH_TILE} * sizeof(float); n -= ${BATCH_TILE} * sizeof(float)) {
const __m128 vx${ABC[0:4]} = _mm_loadu_ps(x);
$for N in range(4, BATCH_TILE, 4):
const __m128 vx${ABC[N:N+4]} = _mm_loadu_ps(x + ${N});
x += ${BATCH_TILE};
$for N in range(0, BATCH_TILE, 4):
const __m128 vz${ABC[N:N+4]} = _mm_or_ps(vx${ABC[N:N+4]}, vsign_mask);
$for N in range(0, BATCH_TILE, 4):
__m128 vn${ABC[N:N+4]} = _mm_add_ps(_mm_mul_ps(vz${ABC[N:N+4]}, vlog2e), vmagic_bias);
$for N in range(0, BATCH_TILE, 4):
const __m128i ve${ABC[N:N+4]} = _mm_slli_epi32(_mm_castps_si128(vn${ABC[N:N+4]}), 17);
$for N in range(0, BATCH_TILE, 4):
const __m128i vidx${ABC[N:N+4]} = _mm_slli_epi32(_mm_and_si128(_mm_castps_si128(vn${ABC[N:N+4]}), vindex_mask), 2);
#if XNN_ARCH_X86_64
$for N in range(0, BATCH_TILE, 4):
const uint64_t vidx${ABC[N:N+2]} = (uint64_t) _mm_cvtsi128_si64(vidx${ABC[N:N+4]});
$if SSE >= 4:
const uint64_t vidx${ABC[N+2:N+4]} = (uint64_t) _mm_extract_epi64(vidx${ABC[N:N+4]}, 1);
$else:
const uint64_t vidx${ABC[N+2:N+4]} = (uint64_t) _mm_cvtsi128_si64(_mm_unpackhi_epi64(vidx${ABC[N:N+4]}, vidx${ABC[N:N+4]}));
const __m128i vl${ABC[N]} = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) vidx${ABC[N:N+2]})));
const __m128i vl${ABC[N+2]} = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) vidx${ABC[N+2:N+4]})));
$if SSE >= 4:
const __m128i vl${ABC[N:N+2]} = _mm_insert_epi32(vl${ABC[N]}, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) (vidx${ABC[N:N+2]} >> 32))), 1);
$else:
const __m128i vl${ABC[N+1]} = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) (vidx${ABC[N:N+2]} >> 32))));
const __m128i vl${ABC[N:N+2]} = _mm_unpacklo_epi32(vl${ABC[N]}, vl${ABC[N+1]});
$if SSE >= 4:
const __m128i vl${ABC[N+2:N+4]} = _mm_insert_epi32(vl${ABC[N+2]}, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) (vidx${ABC[N+2:N+4]} >> 32))), 1);
$else:
const __m128i vl${ABC[N+3]} = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) (vidx${ABC[N+2:N+4]} >> 32))));
const __m128i vl${ABC[N+2:N+4]} = _mm_unpacklo_epi32(vl${ABC[N+2]}, vl${ABC[N+3]});
const __m128i vl${ABC[N:N+4]} = _mm_unpacklo_epi64(vl${ABC[N:N+2]}, vl${ABC[N+2:N+4]});
#else // !XNN_ARCH_X86_64
$for N in range(0, BATCH_TILE, 4):
const uint32_t vidx${ABC[N]} = (uint32_t) _mm_cvtsi128_si32(vidx${ABC[N:N+4]});
const uint32_t vidx${ABC[N+1]} = (uint32_t) _mm_extract_epi16(vidx${ABC[N:N+4]}, 2);
const uint32_t vidx${ABC[N+2]} = (uint32_t) _mm_extract_epi16(vidx${ABC[N:N+4]}, 4);
const uint32_t vidx${ABC[N+3]} = (uint32_t) _mm_extract_epi16(vidx${ABC[N:N+4]}, 6);
const __m128i vl${ABC[N]} = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + vidx${ABC[N]})));
const __m128i vl${ABC[N+2]} = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + vidx${ABC[N+2]})));
$if SSE >= 4:
const __m128i vl${ABC[N:N+2]} = _mm_insert_epi32(vl${ABC[N]}, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + vidx${ABC[N+1]})), 1);
$else:
const __m128i vl${ABC[N+1]} = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + vidx${ABC[N+1]})));
const __m128i vl${ABC[N:N+2]} = _mm_unpacklo_epi32(vl${ABC[N]}, vl${ABC[N+1]});
$if SSE >= 4:
const __m128i vl${ABC[N+2:N+4]} = _mm_insert_epi32(vl${ABC[N+2]}, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + vidx${ABC[N+3]})), 1);
$else:
const __m128i vl${ABC[N+3]} = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + vidx${ABC[N+3]})));
const __m128i vl${ABC[N+2:N+4]} = _mm_unpacklo_epi32(vl${ABC[N+2]}, vl${ABC[N+3]});
const __m128i vl${ABC[N:N+4]} = _mm_unpacklo_epi64(vl${ABC[N:N+2]}, vl${ABC[N+2:N+4]});
#endif // XNN_ARCH_X86_64
$for N in range(0, BATCH_TILE, 4):
const __m128 vs${ABC[N:N+4]} = _mm_castsi128_ps(_mm_add_epi32(vl${ABC[N:N+4]}, ve${ABC[N:N+4]}));
$for N in range(0, BATCH_TILE, 4):
vn${ABC[N:N+4]} = _mm_sub_ps(vn${ABC[N:N+4]}, vmagic_bias);
$for N in range(0, BATCH_TILE, 4):
__m128 vt${ABC[N:N+4]} = _mm_add_ps(vz${ABC[N:N+4]}, _mm_mul_ps(vn${ABC[N:N+4]}, vminus_ln2_hi));
$for N in range(0, BATCH_TILE, 4):
vt${ABC[N:N+4]} = _mm_add_ps(vt${ABC[N:N+4]}, _mm_mul_ps(vn${ABC[N:N+4]}, vminus_ln2_lo));
$for N in range(0, BATCH_TILE, 4):
__m128 vp${ABC[N:N+4]} = _mm_mul_ps(vt${ABC[N:N+4]}, vc2);
$for N in range(0, BATCH_TILE, 4):
vp${ABC[N:N+4]} = _mm_add_ps(vt${ABC[N:N+4]}, _mm_mul_ps(vp${ABC[N:N+4]}, vt${ABC[N:N+4]}));
$for N in range(0, BATCH_TILE, 4):
const __m128 vy${ABC[N:N+4]} = _mm_add_ps(vs${ABC[N:N+4]}, _mm_mul_ps(vs${ABC[N:N+4]}, vp${ABC[N:N+4]}));
$for N in range(0, BATCH_TILE, 4):
__m128 vf${ABC[N:N+4]} = _mm_div_ps(vy${ABC[N:N+4]}, _mm_add_ps(vy${ABC[N:N+4]}, vone));
$for N in range(0, BATCH_TILE, 4):
vf${ABC[N:N+4]} = _mm_andnot_ps(_mm_cmplt_ps(vz${ABC[N:N+4]}, vdenorm_cutoff), vf${ABC[N:N+4]});
$if SSE >= 4:
$for N in range(0, BATCH_TILE, 4):
vf${ABC[N:N+4]} = _mm_blendv_ps(_mm_sub_ps(vone, vf${ABC[N:N+4]}), vf${ABC[N:N+4]}, vx${ABC[N:N+4]});
$else:
$for N in range(0, BATCH_TILE, 4):
const __m128 vm${ABC[N:N+4]} = _mm_castsi128_ps(_mm_cmpgt_epi32(_mm_setzero_si128(), _mm_castps_si128(vx${ABC[N:N+4]})));
$for N in range(0, BATCH_TILE, 4):
vf${ABC[N:N+4]} = _mm_or_ps(_mm_and_ps(vf${ABC[N:N+4]}, vm${ABC[N:N+4]}), _mm_andnot_ps(vm${ABC[N:N+4]}, _mm_sub_ps(vone, vf${ABC[N:N+4]})));
_mm_storeu_ps(y, vf${ABC[0:4]});
$for N in range(4, BATCH_TILE, 4):
_mm_storeu_ps(y + ${N}, vf${ABC[N:N+4]});
y += ${BATCH_TILE};
}
for (; n >= 4 * sizeof(float); n -= 4 * sizeof(float)) {
const __m128 vx = _mm_loadu_ps(x);
x += 4;
const __m128 vz = _mm_or_ps(vx, vsign_mask);
__m128 vn = _mm_add_ps(_mm_mul_ps(vz, vlog2e), vmagic_bias);
const __m128i ve = _mm_slli_epi32(_mm_castps_si128(vn), 17);
const __m128i vidx = _mm_slli_epi32(_mm_and_si128(_mm_castps_si128(vn), vindex_mask), 2);
#if XNN_ARCH_X86_64
const uint64_t vidx_lo = (uint64_t) _mm_cvtsi128_si64(vidx);
$if SSE >= 4:
const uint64_t vidx_hi = (uint64_t) _mm_extract_epi64(vidx, 1);
$else:
const uint64_t vidx_hi = (uint64_t) _mm_cvtsi128_si64(_mm_unpackhi_epi64(vidx, vidx));
const __m128i vl_ll = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) vidx_lo)));
const __m128i vl_hl = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) vidx_hi)));
$if SSE >= 4:
const __m128i vl_lo = _mm_insert_epi32(vl_ll, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) (vidx_lo >> 32))), 1);
$else:
const __m128i vl_lh = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) (vidx_lo >> 32))));
const __m128i vl_lo = _mm_unpacklo_epi32(vl_ll, vl_lh);
$if SSE >= 4:
const __m128i vl_hi = _mm_insert_epi32(vl_hl, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) (vidx_hi >> 32))), 1);
$else:
const __m128i vl_hh = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) (vidx_hi >> 32))));
const __m128i vl_hi = _mm_unpacklo_epi32(vl_hl, vl_hh);
#else // !XNN_ARCH_X86_64
const __m128i vl_ll = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) _mm_cvtsi128_si32(vidx))));
const __m128i vl_hl = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) _mm_extract_epi16(vidx, 4))));
$if SSE >= 4:
const __m128i vl_lo = _mm_insert_epi32(vl_ll, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) _mm_extract_epi16(vidx, 2))), 1);
$else:
const __m128i vl_lh = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) _mm_extract_epi16(vidx, 2))));
const __m128i vl_lo = _mm_unpacklo_epi32(vl_ll, vl_lh);
$if SSE >= 4:
const __m128i vl_hi = _mm_insert_epi32(vl_hl, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) _mm_extract_epi16(vidx, 6))), 1);
$else:
const __m128i vl_hh = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) _mm_extract_epi16(vidx, 6))));
const __m128i vl_hi = _mm_unpacklo_epi32(vl_hl, vl_hh);
#endif // XNN_ARCH_X86_64
const __m128i vl = _mm_unpacklo_epi64(vl_lo, vl_hi);
const __m128 vs = _mm_castsi128_ps(_mm_add_epi32(vl, ve));
vn = _mm_sub_ps(vn, vmagic_bias);
__m128 vt = _mm_add_ps(vz, _mm_mul_ps(vn, vminus_ln2_hi));
vt = _mm_add_ps(vt, _mm_mul_ps(vn, vminus_ln2_lo));
__m128 vp = _mm_mul_ps(vt, vc2);
vp = _mm_add_ps(vt, _mm_mul_ps(vp, vt));
const __m128 vy = _mm_add_ps(vs, _mm_mul_ps(vs, vp));
__m128 vf = _mm_div_ps(vy, _mm_add_ps(vy, vone));
vf = _mm_andnot_ps(_mm_cmplt_ps(vz, vdenorm_cutoff), vf);
$if SSE >= 4:
vf = _mm_blendv_ps(_mm_sub_ps(vone, vf), vf, vx);
$else:
const __m128 vm = _mm_castsi128_ps(_mm_cmpgt_epi32(_mm_setzero_si128(), _mm_castps_si128(vx)));
vf = _mm_or_ps(_mm_and_ps(vf, vm), _mm_andnot_ps(vm, _mm_sub_ps(vone, vf)));
_mm_storeu_ps(y, vf);
y += 4;
}
if XNN_UNLIKELY(n != 0) {
const __m128 vx = _mm_loadu_ps(x);
const __m128 vz = _mm_or_ps(vx, vsign_mask);
__m128 vn = _mm_add_ps(_mm_mul_ps(vz, vlog2e), vmagic_bias);
const __m128i ve = _mm_slli_epi32(_mm_castps_si128(vn), 17);
const __m128i vidx = _mm_slli_epi32(_mm_and_si128(_mm_castps_si128(vn), vindex_mask), 2);
#if XNN_ARCH_X86_64
const uint64_t vidx_lo = (uint64_t) _mm_cvtsi128_si64(vidx);
$if SSE >= 4:
const uint64_t vidx_hi = (uint64_t) _mm_extract_epi64(vidx, 1);
$else:
const uint64_t vidx_hi = (uint64_t) _mm_cvtsi128_si64(_mm_unpackhi_epi64(vidx, vidx));
const __m128i vl_ll = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) vidx_lo)));
const __m128i vl_hl = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) vidx_hi)));
$if SSE >= 4:
const __m128i vl_lo = _mm_insert_epi32(vl_ll, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) (vidx_lo >> 32))), 1);
$else:
const __m128i vl_lh = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) (vidx_lo >> 32))));
const __m128i vl_lo = _mm_unpacklo_epi32(vl_ll, vl_lh);
$if SSE >= 4:
const __m128i vl_hi = _mm_insert_epi32(vl_hl, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) (vidx_hi >> 32))), 1);
$else:
const __m128i vl_hh = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) (vidx_hi >> 32))));
const __m128i vl_hi = _mm_unpacklo_epi32(vl_hl, vl_hh);
#else // !XNN_ARCH_X86_64
const __m128i vl_ll = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) _mm_cvtsi128_si32(vidx))));
const __m128i vl_hl = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) _mm_extract_epi16(vidx, 4))));
$if SSE >= 4:
const __m128i vl_lo = _mm_insert_epi32(vl_ll, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) _mm_extract_epi16(vidx, 2))), 1);
$else:
const __m128i vl_lh = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) _mm_extract_epi16(vidx, 2))));
const __m128i vl_lo = _mm_unpacklo_epi32(vl_ll, vl_lh);
$if SSE >= 4:
const __m128i vl_hi = _mm_insert_epi32(vl_hl, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) _mm_extract_epi16(vidx, 6))), 1);
$else:
const __m128i vl_hh = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_64 + (uint32_t) _mm_extract_epi16(vidx, 6))));
const __m128i vl_hi = _mm_unpacklo_epi32(vl_hl, vl_hh);
#endif // XNN_ARCH_X86_64
const __m128i vl = _mm_unpacklo_epi64(vl_lo, vl_hi);
const __m128 vs = _mm_castsi128_ps(_mm_add_epi32(vl, ve));
vn = _mm_sub_ps(vn, vmagic_bias);
__m128 vt = _mm_add_ps(vz, _mm_mul_ps(vn, vminus_ln2_hi));
vt = _mm_add_ps(vt, _mm_mul_ps(vn, vminus_ln2_lo));
__m128 vp = _mm_mul_ps(vt, vc2);
vp = _mm_add_ps(vt, _mm_mul_ps(vp, vt));
const __m128 vy = _mm_add_ps(vs, _mm_mul_ps(vs, vp));
__m128 vf = _mm_div_ps(vy, _mm_add_ps(vy, vone));
vf = _mm_andnot_ps(_mm_cmplt_ps(vz, vdenorm_cutoff), vf);
$if SSE >= 4:
vf = _mm_blendv_ps(_mm_sub_ps(vone, vf), vf, vx);
$else:
const __m128 vm = _mm_castsi128_ps(_mm_cmpgt_epi32(_mm_setzero_si128(), _mm_castps_si128(vx)));
vf = _mm_or_ps(_mm_and_ps(vf, vm), _mm_andnot_ps(vm, _mm_sub_ps(vone, vf)));
if (n & (2 * sizeof(float))) {
_mm_storel_pi((__m64*) y, vf);
vf = _mm_movehl_ps(vf, vf);
y += 2;
}
if (n & (1 * sizeof(float))) {
_mm_store_ss(y, vf);
}
}
}