| // 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); |
| } |
| } |
| } |