// 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" $SSE_HEADER = {2: "emmintrin.h", 4: "smmintrin.h"}[SSE] #include #include <${SSE_HEADER}> #include #include extern XNN_INTERNAL const float xnn_table_exp2minus_k_over_16[16]; $ISA = {2: "sse2", 4: "sse41"}[SSE] void xnn_f32_velu_ukernel__${ISA}_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)]) XNN_DISABLE_TSAN { assert(n != 0); assert(n % sizeof(float) == 0); assert(x != NULL); assert(y != NULL); const __m128 vprescale = _mm_load_ps(params->sse.prescale); const __m128 valpha = _mm_load_ps(params->sse.alpha); const __m128 vbeta = _mm_load_ps(params->sse.beta); const __m128 vsat_cutoff = _mm_set1_ps(-0x1.154246p+4f); const __m128 vmagic_bias = _mm_set1_ps(0x1.800000p19f); const __m128 vlog2e = _mm_set1_ps(0x1.715476p+0f); const __m128i vindex_mask = _mm_set1_epi32(0xF); const __m128 vminus_ln2_hi = _mm_set1_ps(-0x1.62E400p-1f); const __m128 vminus_ln2_lo = _mm_set1_ps(-0x1.7F7D1Cp-20f); const __m128 vc3 = _mm_set1_ps(0x1.55561Cp-3f); const __m128 vc2 = _mm_set1_ps(0x1.0001ECp-1f); const __m128 vone = _mm_set1_ps(1.0f); $if BATCH_TILE > 4: for (; n >= ${BATCH_TILE} * sizeof(float); n -= ${BATCH_TILE} * sizeof(float)) { __m128 vx${ABC[0:4]} = _mm_loadu_ps(x); $for N in range(4, BATCH_TILE, 4): __m128 vx${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_max_ps(vsat_cutoff, _mm_mul_ps(vx${ABC[N:N+4]}, vprescale)); $for N in range(0, BATCH_TILE, 4): __m128 vn${ABC[N:N+4]} = _mm_add_ps(_mm_mul_ps(vz${ABC[N:N+4]}, vlog2e), vmagic_bias); $for N in range(0, BATCH_TILE, 4): const __m128i vidx${ABC[N:N+4]} = _mm_slli_epi32(_mm_and_si128(_mm_castps_si128(vn${ABC[N:N+4]}), vindex_mask), 2); const __m128i ven${ABC[N:N+4]} = _mm_slli_epi32(_mm_castps_si128(vn${ABC[N:N+4]}), 19); #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${ABC[N]} = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) vidx${ABC[N:N+2]}))); const __m128i vl${ABC[N+2]} = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) vidx${ABC[N+2:N+4]}))); $if SSE >= 4: const __m128i vl${ABC[N:N+2]} = _mm_insert_epi32(vl${ABC[N]}, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) (vidx${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_16 + (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${ABC[N+2]}, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (uint32_t) (vidx${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_16 + (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_16 + vidx${ABC[N]}))); const __m128i vl${ABC[N+2]} = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + vidx${ABC[N+2]}))); $if SSE >= 4: const __m128i vl${ABC[N:N+2]} = _mm_insert_epi32(vl${ABC[N]}, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + vidx${ABC[N+1]})), 1); $else: const __m128i vl${ABC[N+1]} = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + 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${ABC[N+2]}, *((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + vidx${ABC[N+3]})), 1); $else: const __m128i vl${ABC[N+3]} = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + 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 $for N in range(0, BATCH_TILE, 4): vn${ABC[N:N+4]} = _mm_sub_ps(vn${ABC[N:N+4]}, vmagic_bias); __m128 vs${ABC[N:N+4]} = _mm_castsi128_ps(_mm_add_epi32(vl${ABC[N:N+4]}, ven${ABC[N:N+4]})); $for N in range(0, BATCH_TILE, 4): __m128 vt${ABC[N:N+4]} = _mm_add_ps(_mm_mul_ps(vn${ABC[N:N+4]}, vminus_ln2_hi), vz${ABC[N:N+4]}); $for N in range(0, BATCH_TILE, 4): vt${ABC[N:N+4]} = _mm_add_ps(_mm_mul_ps(vn${ABC[N:N+4]}, vminus_ln2_lo), vt${ABC[N:N+4]}); $for N in range(0, BATCH_TILE, 4): __m128 vp${ABC[N:N+4]} = _mm_add_ps(_mm_mul_ps(vc3, vt${ABC[N:N+4]}), vc2); $for N in range(0, BATCH_TILE, 4): vp${ABC[N:N+4]} = _mm_mul_ps(vp${ABC[N:N+4]}, vt${ABC[N:N+4]}); $for N in range(0, BATCH_TILE, 4): vt${ABC[N:N+4]} = _mm_mul_ps(vt${ABC[N:N+4]}, vs${ABC[N:N+4]}); vs${ABC[N:N+4]} = _mm_sub_ps(vs${ABC[N:N+4]}, vone); $for N in range(0, BATCH_TILE, 4): vp${ABC[N:N+4]} = _mm_add_ps(_mm_mul_ps(vp${ABC[N:N+4]}, vt${ABC[N:N+4]}), vt${ABC[N:N+4]}); $for N in range(0, BATCH_TILE, 4): const __m128 ve${ABC[N:N+4]} = _mm_mul_ps(_mm_add_ps(vp${ABC[N:N+4]}, vs${ABC[N:N+4]}), valpha); $for N in range(0, BATCH_TILE, 4): $if SSE < 4: const __m128 vm${ABC[N:N+4]} = _mm_castsi128_ps(_mm_cmpgt_epi32(_mm_setzero_si128(), _mm_castps_si128(vx${ABC[N:N+4]}))); vx${ABC[N:N+4]} = _mm_mul_ps(vx${ABC[N:N+4]}, vbeta); $for N in range(0, BATCH_TILE, 4): $if SSE >= 4: const __m128 vy${ABC[N:N+4]} = _mm_blendv_ps(vx${ABC[N:N+4]}, ve${ABC[N:N+4]}, vx${ABC[N:N+4]}); $else: const __m128 vy${ABC[N:N+4]} = _mm_or_ps(_mm_and_ps(ve${ABC[N:N+4]}, vm${ABC[N:N+4]}), _mm_andnot_ps(vm${ABC[N:N+4]}, vx${ABC[N:N+4]})); _mm_storeu_ps(y, vy${ABC[0:4]}); $for N in range(4, BATCH_TILE, 4): _mm_storeu_ps(y + ${N}, vy${ABC[N:N+4]}); y += ${BATCH_TILE}; } for (; n >= 4 * sizeof(float); n -= 4 * sizeof(float)) { __m128 vx = _mm_loadu_ps(x); x += 4; const __m128 vz = _mm_max_ps(vsat_cutoff, _mm_mul_ps(vx, vprescale)); __m128 vn = _mm_add_ps(_mm_mul_ps(vz, vlog2e), vmagic_bias); const __m128i ven = _mm_slli_epi32(_mm_castps_si128(vn), 19); 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_16 + (uint32_t) vidx_lo))); const __m128i vl_hl = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (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_16 + (uint32_t) (vidx_lo >> 32))), 1); $else: const __m128i vl_lh = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (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_16 + (uint32_t) (vidx_hi >> 32))), 1); $else: const __m128i vl_hh = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (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_16 + (uint32_t) _mm_cvtsi128_si32(vidx)))); const __m128i vl_hl = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (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_16 + (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_16 + (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_16 + (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_16 + (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); __m128 vs = _mm_castsi128_ps(_mm_add_epi32(vl, ven)); vn = _mm_sub_ps(vn, vmagic_bias); __m128 vt = _mm_add_ps(_mm_mul_ps(vn, vminus_ln2_hi), vz); vt = _mm_add_ps(_mm_mul_ps(vn, vminus_ln2_lo), vt); __m128 vp = _mm_add_ps(_mm_mul_ps(vc3, vt), vc2); vp = _mm_mul_ps(vp, vt); vt = _mm_mul_ps(vt, vs); vs = _mm_sub_ps(vs, vone); vp = _mm_add_ps(_mm_mul_ps(vp, vt), vt); const __m128 ve = _mm_mul_ps(_mm_add_ps(vp, vs), valpha); $if SSE < 4: const __m128 vm = _mm_castsi128_ps(_mm_cmpgt_epi32(_mm_setzero_si128(), _mm_castps_si128(vx))); vx = _mm_mul_ps(vx, vbeta); $if SSE >= 4: const __m128 vy = _mm_blendv_ps(vx, ve, vx); $else: const __m128 vy = _mm_or_ps(_mm_and_ps(ve, vm), _mm_andnot_ps(vm, vx)); _mm_storeu_ps(y, vy); y += 4; } if XNN_UNLIKELY(n != 0) { __m128 vx = _mm_loadu_ps(x); const __m128 vz = _mm_max_ps(vsat_cutoff, _mm_mul_ps(vx, vprescale)); __m128 vn = _mm_add_ps(_mm_mul_ps(vz, vlog2e), vmagic_bias); const __m128i ven = _mm_slli_epi32(_mm_castps_si128(vn), 19); 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_16 + (uint32_t) vidx_lo))); const __m128i vl_hl = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (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_16 + (uint32_t) (vidx_lo >> 32))), 1); $else: const __m128i vl_lh = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (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_16 + (uint32_t) (vidx_hi >> 32))), 1); $else: const __m128i vl_hh = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (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_16 + (uint32_t) _mm_cvtsi128_si32(vidx)))); const __m128i vl_hl = _mm_cvtsi32_si128(*((const int*) ((uintptr_t) xnn_table_exp2minus_k_over_16 + (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_16 + (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_16 + (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_16 + (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_16 + (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); __m128 vs = _mm_castsi128_ps(_mm_add_epi32(vl, ven)); vn = _mm_sub_ps(vn, vmagic_bias); __m128 vt = _mm_add_ps(_mm_mul_ps(vn, vminus_ln2_hi), vz); vt = _mm_add_ps(_mm_mul_ps(vn, vminus_ln2_lo), vt); __m128 vp = _mm_add_ps(_mm_mul_ps(vc3, vt), vc2); vp = _mm_mul_ps(vp, vt); vt = _mm_mul_ps(vt, vs); vs = _mm_sub_ps(vs, vone); vp = _mm_add_ps(_mm_mul_ps(vp, vt), vt); const __m128 ve = _mm_mul_ps(_mm_add_ps(vp, vs), valpha); $if SSE < 4: const __m128 vm = _mm_castsi128_ps(_mm_cmpgt_epi32(_mm_setzero_si128(), _mm_castps_si128(vx))); vx = _mm_mul_ps(vx, vbeta); $if SSE >= 4: __m128 vy = _mm_blendv_ps(vx, ve, vx); $else: __m128 vy = _mm_or_ps(_mm_and_ps(ve, vm), _mm_andnot_ps(vm, vx)); if (n & (2 * sizeof(float))) { _mm_storel_pi((__m64*) y, vy); vy = _mm_movehl_ps(vy, vy); y += 2; } if (n & (1 * sizeof(float))) { _mm_store_ss(y, vy); } } }