// 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 % 8 == 0 $assert BATCH_TILE >= 8 $SIMD_TILE = BATCH_TILE // 8 #include #include #include #include #include extern XNN_INTERNAL const int xnn_table_exp2minus_k_over_16[16]; static const int32_t mask_table[14] = {-1, -1, -1, -1, -1, -1, -1, 0, 0, 0, 0, 0, 0, 0}; void xnn_f32_velu_ukernel__avx_rr2_lut16_p3_x${BATCH_TILE}( size_t n, const float* x, float* y, const union xnn_f32_elu_params params[restrict XNN_MIN_ELEMENTS(1)]) { assert(n % sizeof(float) == 0); const __m256 vprescale = _mm256_broadcast_ps((const __m128*) params->sse.prescale); const __m256 valpha = _mm256_broadcast_ps((const __m128*) params->sse.alpha); const __m256 vbeta = _mm256_broadcast_ps((const __m128*) params->sse.beta); const __m256 vsat_cutoff = _mm256_set1_ps(-0x1.154246p+4f); const __m256 vmagic_bias = _mm256_set1_ps(0x1.800000p19f); const __m256 vlog2e = _mm256_set1_ps(0x1.715476p+0f); const __m256 vindex_mask = _mm256_castsi256_ps(_mm256_set1_epi32(0xF)); const __m256 vminus_ln2_hi = _mm256_set1_ps(-0x1.62E400p-1f); const __m256 vminus_ln2_lo = _mm256_set1_ps(-0x1.7F7D1Cp-20f); const __m256 vc3 = _mm256_set1_ps(0x1.55561Cp-3f); const __m256 vc2 = _mm256_set1_ps(0x1.0001ECp-1f); const __m256 vone = _mm256_set1_ps(1.0f); $if BATCH_TILE > 8: for (; n >= ${BATCH_TILE} * sizeof(float); n -= ${BATCH_TILE} * sizeof(float)) { __m256 vx0 = _mm256_loadu_ps(x); $for N in range(1, SIMD_TILE): __m256 vx${N} = _mm256_loadu_ps(x + ${N * 8}); x += ${BATCH_TILE}; $for N in range(SIMD_TILE): const __m256 vz${N} = _mm256_max_ps(vsat_cutoff, _mm256_mul_ps(vx${N}, vprescale)); $for N in range(SIMD_TILE): __m256 vn${N} = _mm256_add_ps(_mm256_mul_ps(vz${N}, vlog2e), vmagic_bias); $for N in range(SIMD_TILE): const __m256 vidx${N} = _mm256_and_ps(vn${N}, vindex_mask); const __m128i vidx${N}_lo = _mm_slli_epi32(_mm_castps_si128(_mm256_castps256_ps128(vidx${N})), 2); const __m128i vidx${N}_hi = _mm_slli_epi32(_mm_castps_si128(_mm256_extractf128_ps(vidx${N}, 1)), 2); #if XNN_ARCH_X86_64 const uint64_t vidx${N}_ll = (uint64_t) _mm_cvtsi128_si64(vidx${N}_lo); const uint64_t vidx${N}_lh = (uint64_t) _mm_extract_epi64(vidx${N}_lo, 1); const uint64_t vidx${N}_hl = (uint64_t) _mm_cvtsi128_si64(vidx${N}_hi); const uint64_t vidx${N}_hh = (uint64_t) _mm_extract_epi64(vidx${N}_hi, 1); __m128i vl${N}_ll = _mm_loadu_si32((const void*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) vidx${N}_ll)); __m128i vl${N}_lh = _mm_loadu_si32((const void*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) vidx${N}_lh)); __m128i vl${N}_hl = _mm_loadu_si32((const void*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) vidx${N}_hl)); __m128i vl${N}_hh = _mm_loadu_si32((const void*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) vidx${N}_hh)); vl${N}_ll = _mm_insert_epi32(vl${N}_ll, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) (vidx${N}_ll >> 32))), 1); vl${N}_lh = _mm_insert_epi32(vl${N}_lh, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) (vidx${N}_lh >> 32))), 1); vl${N}_hl = _mm_insert_epi32(vl${N}_hl, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) (vidx${N}_hl >> 32))), 1); vl${N}_hh = _mm_insert_epi32(vl${N}_hh, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) (vidx${N}_hh >> 32))), 1); #else __m128i vl${N}_ll = _mm_loadu_si32((const void*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_cvtsi128_si32(vidx${N}_lo))); __m128i vl${N}_lh = _mm_loadu_si32((const void*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_extract_epi32(vidx${N}_lo, 2))); __m128i vl${N}_hl = _mm_loadu_si32((const void*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_cvtsi128_si32(vidx${N}_hi))); __m128i vl${N}_hh = _mm_loadu_si32((const void*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_extract_epi32(vidx${N}_hi, 2))); vl${N}_ll = _mm_insert_epi32(vl${N}_ll, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_extract_epi32(vidx${N}_lo, 1))), 1); vl${N}_lh = _mm_insert_epi32(vl${N}_lh, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_extract_epi32(vidx${N}_lo, 3))), 1); vl${N}_hl = _mm_insert_epi32(vl${N}_hl, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_extract_epi32(vidx${N}_hi, 1))), 1); vl${N}_hh = _mm_insert_epi32(vl${N}_hh, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_extract_epi32(vidx${N}_hi, 3))), 1); #endif const __m128i vl${N}_lo = _mm_unpacklo_epi64(vl${N}_ll, vl${N}_lh); const __m128i vl${N}_hi = _mm_unpacklo_epi64(vl${N}_hl, vl${N}_hh); $for N in range(SIMD_TILE): const __m128i ven${N}_lo = _mm_slli_epi32(_mm_castps_si128(_mm256_castps256_ps128(vn${N})), 19); const __m128i ven${N}_hi = _mm_slli_epi32(_mm_castps_si128(_mm256_extractf128_ps(vn${N}, 1)), 19); vn${N} = _mm256_sub_ps(vn${N}, vmagic_bias); const __m128 vs${N}_lo = _mm_castsi128_ps(_mm_add_epi32(vl${N}_lo, ven${N}_lo)); const __m128 vs${N}_hi = _mm_castsi128_ps(_mm_add_epi32(vl${N}_hi, ven${N}_hi)); $for N in range(SIMD_TILE): __m256 vt${N} = _mm256_add_ps(_mm256_mul_ps(vn${N}, vminus_ln2_hi), vz${N}); $for N in range(SIMD_TILE): vt${N} = _mm256_add_ps(_mm256_mul_ps(vn${N}, vminus_ln2_lo), vt${N}); __m256 vs${N} = _mm256_insertf128_ps(_mm256_castps128_ps256(vs${N}_lo), vs${N}_hi, 1); $for N in range(SIMD_TILE): __m256 vp${N} = _mm256_add_ps(_mm256_mul_ps(vc3, vt${N}), vc2); $for N in range(SIMD_TILE): vp${N} = _mm256_mul_ps(vp${N}, vt${N}); $for N in range(SIMD_TILE): vt${N} = _mm256_mul_ps(vt${N}, vs${N}); vs${N} = _mm256_sub_ps(vs${N}, vone); $for N in range(SIMD_TILE): vp${N} = _mm256_add_ps(_mm256_mul_ps(vp${N}, vt${N}), vt${N}); $for N in range(SIMD_TILE): const __m256 ve${N} = _mm256_mul_ps(_mm256_add_ps(vp${N}, vs${N}), valpha); vx${N} = _mm256_mul_ps(vx${N}, vbeta); $for N in range(SIMD_TILE): const __m256 vy${N} = _mm256_blendv_ps(vx${N}, ve${N}, vx${N}); _mm256_storeu_ps(y, vy0); $for N in range(1, SIMD_TILE): _mm256_storeu_ps(y + ${N * 8}, vy${N}); y += ${BATCH_TILE}; } for (; n >= 8 * sizeof(float); n -= 8 * sizeof(float)) { __m256 vx = _mm256_loadu_ps(x); x += 8; const __m256 vz = _mm256_max_ps(vsat_cutoff, _mm256_mul_ps(vx, vprescale)); __m256 vn = _mm256_add_ps(_mm256_mul_ps(vz, vlog2e), vmagic_bias); const __m256 vidx = _mm256_and_ps(vn, vindex_mask); const __m128i vidx_lo = _mm_slli_epi32(_mm_castps_si128(_mm256_castps256_ps128(vidx)), 2); const __m128i vidx_hi = _mm_slli_epi32(_mm_castps_si128(_mm256_extractf128_ps(vidx, 1)), 2); #if XNN_ARCH_X86_64 const uint64_t vidx_ll = (uint64_t) _mm_cvtsi128_si64(vidx_lo); const uint64_t vidx_lh = (uint64_t) _mm_extract_epi64(vidx_lo, 1); const uint64_t vidx_hl = (uint64_t) _mm_cvtsi128_si64(vidx_hi); const uint64_t vidx_hh = (uint64_t) _mm_extract_epi64(vidx_hi, 1); __m128i vl_ll = _mm_loadu_si32((const void*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) vidx_ll)); __m128i vl_lh = _mm_loadu_si32((const void*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) vidx_lh)); __m128i vl_hl = _mm_loadu_si32((const void*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) vidx_hl)); __m128i vl_hh = _mm_loadu_si32((const void*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) vidx_hh)); vl_ll = _mm_insert_epi32(vl_ll, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) (vidx_ll >> 32))), 1); vl_lh = _mm_insert_epi32(vl_lh, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) (vidx_lh >> 32))), 1); vl_hl = _mm_insert_epi32(vl_hl, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) (vidx_hl >> 32))), 1); vl_hh = _mm_insert_epi32(vl_hh, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) (vidx_hh >> 32))), 1); #else __m128i vl_ll = _mm_loadu_si32((const void*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_cvtsi128_si32(vidx_lo))); __m128i vl_lh = _mm_loadu_si32((const void*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_extract_epi32(vidx_lo, 2))); __m128i vl_hl = _mm_loadu_si32((const void*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_cvtsi128_si32(vidx_hi))); __m128i vl_hh = _mm_loadu_si32((const void*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_extract_epi32(vidx_hi, 2))); vl_ll = _mm_insert_epi32(vl_ll, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_extract_epi32(vidx_lo, 1))), 1); vl_lh = _mm_insert_epi32(vl_lh, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_extract_epi32(vidx_lo, 3))), 1); vl_hl = _mm_insert_epi32(vl_hl, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_extract_epi32(vidx_hi, 1))), 1); vl_hh = _mm_insert_epi32(vl_hh, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_extract_epi32(vidx_hi, 3))), 1); #endif const __m128i ven_lo = _mm_slli_epi32(_mm_castps_si128(_mm256_castps256_ps128(vn)), 19); const __m128i ven_hi = _mm_slli_epi32(_mm_castps_si128(_mm256_extractf128_ps(vn, 1)), 19); const __m128i vl_lo = _mm_unpacklo_epi64(vl_ll, vl_lh); const __m128i vl_hi = _mm_unpacklo_epi64(vl_hl, vl_hh); vn = _mm256_sub_ps(vn, vmagic_bias); const __m128 vs_lo = _mm_castsi128_ps(_mm_add_epi32(vl_lo, ven_lo)); const __m128 vs_hi = _mm_castsi128_ps(_mm_add_epi32(vl_hi, ven_hi)); __m256 vt = _mm256_add_ps(_mm256_mul_ps(vn, vminus_ln2_hi), vz); vt = _mm256_add_ps(_mm256_mul_ps(vn, vminus_ln2_lo), vt); __m256 vs = _mm256_insertf128_ps(_mm256_castps128_ps256(vs_lo), vs_hi, 1); __m256 vp = _mm256_add_ps(_mm256_mul_ps(vc3, vt), vc2); vp = _mm256_mul_ps(vp, vt); vt = _mm256_mul_ps(vt, vs); vs = _mm256_sub_ps(vs, vone); vp = _mm256_add_ps(_mm256_mul_ps(vp, vt), vt); const __m256 ve = _mm256_mul_ps(_mm256_add_ps(vp, vs), valpha); vx = _mm256_mul_ps(vx, vbeta); const __m256 vy = _mm256_blendv_ps(vx, ve, vx); _mm256_storeu_ps(y, vy); y += 8; } if XNN_UNLIKELY(n != 0) { assert(n >= 1 * sizeof(float)); assert(n <= 7 * sizeof(float)); __m256i vmask = _mm256_loadu_si256((const __m256i*) ((uintptr_t) &mask_table[7] - n)); __m256 vx = _mm256_maskload_ps(x, vmask); const __m256 vz = _mm256_max_ps(vsat_cutoff, _mm256_mul_ps(vx, vprescale)); __m256 vn = _mm256_add_ps(_mm256_mul_ps(vz, vlog2e), vmagic_bias); const __m256 vidx = _mm256_and_ps(vn, vindex_mask); const __m128i vidx_lo = _mm_slli_epi32(_mm_castps_si128(_mm256_castps256_ps128(vidx)), 2); const __m128i vidx_hi = _mm_slli_epi32(_mm_castps_si128(_mm256_extractf128_ps(vidx, 1)), 2); #if XNN_ARCH_X86_64 const uint64_t vidx_ll = (uint64_t) _mm_cvtsi128_si64(vidx_lo); const uint64_t vidx_lh = (uint64_t) _mm_extract_epi64(vidx_lo, 1); const uint64_t vidx_hl = (uint64_t) _mm_cvtsi128_si64(vidx_hi); const uint64_t vidx_hh = (uint64_t) _mm_extract_epi64(vidx_hi, 1); __m128i vl_ll = _mm_loadu_si32((const void*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) vidx_ll)); __m128i vl_lh = _mm_loadu_si32((const void*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) vidx_lh)); __m128i vl_hl = _mm_loadu_si32((const void*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) vidx_hl)); __m128i vl_hh = _mm_loadu_si32((const void*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) vidx_hh)); vl_ll = _mm_insert_epi32(vl_ll, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) (vidx_ll >> 32))), 1); vl_lh = _mm_insert_epi32(vl_lh, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) (vidx_lh >> 32))), 1); vl_hl = _mm_insert_epi32(vl_hl, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) (vidx_hl >> 32))), 1); vl_hh = _mm_insert_epi32(vl_hh, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) (vidx_hh >> 32))), 1); #else __m128i vl_ll = _mm_loadu_si32((const void*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_cvtsi128_si32(vidx_lo))); __m128i vl_lh = _mm_loadu_si32((const void*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_extract_epi32(vidx_lo, 2))); __m128i vl_hl = _mm_loadu_si32((const void*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_cvtsi128_si32(vidx_hi))); __m128i vl_hh = _mm_loadu_si32((const void*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_extract_epi32(vidx_hi, 2))); vl_ll = _mm_insert_epi32(vl_ll, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_extract_epi32(vidx_lo, 1))), 1); vl_lh = _mm_insert_epi32(vl_lh, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_extract_epi32(vidx_lo, 3))), 1); vl_hl = _mm_insert_epi32(vl_hl, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_extract_epi32(vidx_hi, 1))), 1); vl_hh = _mm_insert_epi32(vl_hh, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) _mm_extract_epi32(vidx_hi, 3))), 1); #endif const __m128i ven_lo = _mm_slli_epi32(_mm_castps_si128(_mm256_castps256_ps128(vn)), 19); const __m128i ven_hi = _mm_slli_epi32(_mm_castps_si128(_mm256_extractf128_ps(vn, 1)), 19); const __m128i vl_lo = _mm_unpacklo_epi64(vl_ll, vl_lh); const __m128i vl_hi = _mm_unpacklo_epi64(vl_hl, vl_hh); vn = _mm256_sub_ps(vn, vmagic_bias); const __m128 vs_lo = _mm_castsi128_ps(_mm_add_epi32(vl_lo, ven_lo)); const __m128 vs_hi = _mm_castsi128_ps(_mm_add_epi32(vl_hi, ven_hi)); __m256 vt = _mm256_add_ps(_mm256_mul_ps(vn, vminus_ln2_hi), vz); vt = _mm256_add_ps(_mm256_mul_ps(vn, vminus_ln2_lo), vt); __m256 vs = _mm256_insertf128_ps(_mm256_castps128_ps256(vs_lo), vs_hi, 1); __m256 vp = _mm256_add_ps(_mm256_mul_ps(vc3, vt), vc2); vp = _mm256_mul_ps(vp, vt); vt = _mm256_mul_ps(vt, vs); vs = _mm256_sub_ps(vs, vone); vp = _mm256_add_ps(_mm256_mul_ps(vp, vt), vt); const __m256 ve = _mm256_mul_ps(_mm256_add_ps(vp, vs), valpha); vx = _mm256_mul_ps(vx, vbeta); const __m256 vy = _mm256_blendv_ps(vx, ve, vx); // _mm256_maskstore_ps(y, vmask, vf) could be used here, but triggers msan failures (probably an msan bug). __m128 vy_lo = _mm256_castps256_ps128(vy); if (n & (4 * sizeof(float))) { _mm_storeu_ps(y, vy_lo); vy_lo = _mm256_extractf128_ps(vy, 1); y += 4; } if (n & (2 * sizeof(float))) { _mm_storel_pi((__m64*) y, vy_lo); vy_lo = _mm_movehl_ps(vy_lo, vy_lo); y += 2; } if (n & (1 * sizeof(float))) { _mm_store_ss(y, vy_lo); } } }