// Copyright 2023 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 P == H + 1 or P == H + 2 $assert not PS or (P, H) == (4, 3) $assert DIV in ["DIV", "RCP"] $assert SAT in ["MINMAX", "SELECT"] $assert AVX != 2 or FMA == 3 $assert BATCH_TILE % 8 == 0 $assert BATCH_TILE >= 8 $SIMD_TILE = BATCH_TILE // 8 #include #include #include #include #include #include #include #include $POLY_SUFFIX = "p%dh%d%s" % (P, H, "ps" if PS else "ts") $DIV_SUFFIX = DIV.lower() $PARAMS_STRUCT = "avx_expm1minus_rr1_" + ("p%dh%d" % (P, H)) $ISA = "avx2" if AVX == 2 else "fma3" if FMA == 3 else "f16c" void xnn_f16_vtanh_ukernel__${ISA}_expm1minus_rr1_${POLY_SUFFIX}_${DIV_SUFFIX}_x${BATCH_TILE}( size_t batch, const void* input, void* output, const union xnn_f16_tanh_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(batch != 0); assert(batch % sizeof(uint16_t) == 0); assert(input != NULL); assert(output != NULL); const __m128i vsign_mask = _mm_load_si128((const __m128i*) params->${PARAMS_STRUCT}.sign_mask); const __m256 vsat_cutoff = _mm256_load_ps(params->${PARAMS_STRUCT}.sat_cutoff); const __m256 vlog2e = _mm256_load_ps(params->${PARAMS_STRUCT}.log2e); const __m256 vmagic_bias = _mm256_load_ps(params->${PARAMS_STRUCT}.magic_bias); const __m256 vminus_ln2 = _mm256_load_ps(params->${PARAMS_STRUCT}.minus_ln2); $for i in reversed(range(2, P+1)): const __m256 vc${i} = _mm256_load_ps(params->${PARAMS_STRUCT}.c${i}); $if P != H + 1: const __m256 vminus_one = _mm256_load_ps(params->${PARAMS_STRUCT}.minus_one); const __m256 vtwo = _mm256_load_ps(params->${PARAMS_STRUCT}.two); $if P == H + 1: const __m256 vminus_one = _mm256_load_ps(params->${PARAMS_STRUCT}.minus_one); const uint16_t* i = (const uint16_t*) input; uint16_t* o = (uint16_t*) output; $if BATCH_TILE > 8: for (; batch >= ${BATCH_TILE} * sizeof(uint16_t); batch -= ${BATCH_TILE} * sizeof(uint16_t)) { const __m128i vx0 = _mm_loadu_si128((const __m128i*) i); $for N in range(1, SIMD_TILE): const __m128i vx${N} = _mm_loadu_si128((const __m128i*) (i + ${N * 8})); i += ${BATCH_TILE}; $for N in range(SIMD_TILE): const __m128i vabsx${N} = _mm_or_si128(vx${N}, vsign_mask); $for N in range(SIMD_TILE): __m256 vz${N} = _mm256_cvtph_ps(vabsx${N}); const __m128i vinvsignx${N} = _mm_xor_si128(vx${N}, vabsx${N}); $for N in range(SIMD_TILE): $if SAT == "MINMAX": vz${N} = _mm256_max_ps(vsat_cutoff, vz${N}); $elif SAT == "SELECT": const __m256 vm${N} = _mm256_cmp_ps(vz${N}, vsat_cutoff, _CMP_LE_OS); $if FMA == 3: __m256 vn${N} = _mm256_fmadd_ps(vz${N}, vlog2e, vmagic_bias); $else: __m256 vn${N} = _mm256_add_ps(_mm256_mul_ps(vz${N}, vlog2e), vmagic_bias); $if AVX == 1: $for N in range(SIMD_TILE): const __m128 vn${N}_hi = _mm256_extractf128_ps(vn${N}, 1); __m256 vs${N} = _mm256_castps128_ps256(_mm_castsi128_ps(_mm_slli_epi32(_mm_castps_si128(_mm256_castps256_ps128(vn${N})), 23))); vn${N} = _mm256_sub_ps(vn${N}, vmagic_bias); $for N in range(SIMD_TILE): const __m128 vs${N}_hi = _mm_castsi128_ps(_mm_slli_epi32(_mm_castps_si128(vn${N}_hi), 23)); $for N in range(SIMD_TILE): vs${N} = _mm256_insertf128_ps(vs${N}, vs${N}_hi, 1); $else: $for N in range(SIMD_TILE): const __m256 vs${N} = _mm256_castsi256_ps(_mm256_slli_epi32(_mm256_castps_si256(vn${N}), 23)); vn${N} = _mm256_sub_ps(vn${N}, vmagic_bias); $for N in range(SIMD_TILE): $if FMA == 3: const __m256 vt${N} = _mm256_fmadd_ps(vn${N}, vminus_ln2, vz${N}); $else: const __m256 vt${N} = _mm256_add_ps(_mm256_mul_ps(vn${N}, vminus_ln2), vz${N}); $if FMA == 3: $for N in range(SIMD_TILE): __m256 vp${N} = vc${P}; $for i in reversed(range(2, P)): $for N in range(SIMD_TILE): vp${N} = _mm256_fmadd_ps(vp${N}, vt${N}, vc${i}); $else: $for N in range(SIMD_TILE): __m256 vp${N} = _mm256_add_ps(_mm256_mul_ps(vc${P}, vt${N}), vc${P-1}); $for i in reversed(range(2, P-1)): $for N in range(SIMD_TILE): vp${N} = _mm256_add_ps(_mm256_mul_ps(vp${N}, vt${N}), vc${i}); $if P == H + 1: $for N in range(SIMD_TILE): $if FMA == 3: vp${N} = _mm256_fmadd_ps(vp${N}, vt${N}, vtwo); $else: vp${N} = _mm256_add_ps(_mm256_mul_ps(vp${N}, vt${N}), vtwo); $else: $for N in range(SIMD_TILE): vp${N} = _mm256_mul_ps(vp${N}, vt${N}); $for N in range(SIMD_TILE): const __m256 vts${N} = _mm256_mul_ps(vt${N}, vs${N}); const __m256 vsmo${N} = _mm256_add_ps(vs${N}, vminus_one); $if P == H + 1: $for N in range(SIMD_TILE): $if FMA == 3: const __m256 vemo${N} = _mm256_fmadd_ps(vp${N}, vts${N}, vsmo${N}); $else: const __m256 vemo${N} = _mm256_add_ps(_mm256_mul_ps(vp${N}, vts${N}), vsmo${N}); $else: $if FMA == 3: $for N in range(SIMD_TILE): vp${N} = _mm256_fmadd_ps(vp${N}, vts${N}, vts${N}); $for N in range(SIMD_TILE): const __m256 vemo${N} = _mm256_fmadd_ps(vp${N}, vtwo${N}, vsmo${N}); $else: $for N in range(SIMD_TILE): vp${N} = _mm256_add_ps(_mm256_mul_ps(vp${N}, vts${N}), vts${N}); $for N in range(SIMD_TILE): const __m256 vemo${N} = _mm256_add_ps(_mm256_mul_ps(vp${N}, vtwo), vsmo${N}); $for N in range(SIMD_TILE): const __m256 vepo${N} = _mm256_add_ps(vemo${N}, vtwo); $if DIV == "DIV": $for N in range(SIMD_TILE): __m256 vy${N} = _mm256_div_ps(vemo${N}, vepo${N}); $else: $for N in range(SIMD_TILE): __m256 vrepo${N} = _mm256_rcp_ps(vepo${N}); $for N in range(SIMD_TILE): __m256 vy${N} = _mm256_mul_ps(vemo${N}, vrepo${N}); $if SAT == "SELECT": $for N in range(SIMD_TILE): vy${N} = _mm256_blendv_ps(vy${N}, vminus_one, vm${N}); $for N in range(SIMD_TILE): __m128i vh${N} = _mm256_cvtps_ph(vy${N}, _MM_FROUND_TO_NEAREST_INT); $for N in range(SIMD_TILE): vh${N} = _mm_xor_si128(vh${N}, vinvsignx${N}); _mm_storeu_si128((__m128i*) o, vh0); $for N in range(1, SIMD_TILE): _mm_storeu_si128((__m128i*) (o + ${N * 8}), vh${N}); o += ${BATCH_TILE}; } for (; batch >= 8 * sizeof(uint16_t); batch -= 8 * sizeof(uint16_t)) { const __m128i vx = _mm_loadu_si128((const __m128i*) i); i += 8; const __m128i vabsx = _mm_or_si128(vx, vsign_mask); __m256 vz = _mm256_cvtph_ps(vabsx); const __m128i vinvsignx = _mm_xor_si128(vx, vabsx); $if SAT == "MINMAX": vz = _mm256_max_ps(vsat_cutoff, vz); $elif SAT == "SELECT": const __m256 vm = _mm256_cmp_ps(vz, vsat_cutoff, _CMP_LE_OS); $if FMA == 3: __m256 vn = _mm256_fmadd_ps(vz, vlog2e, vmagic_bias); $else: __m256 vn = _mm256_add_ps(_mm256_mul_ps(vz, vlog2e), vmagic_bias); $if AVX == 1: const __m128 vn_hi = _mm256_extractf128_ps(vn, 1); __m256 vs = _mm256_castps128_ps256(_mm_castsi128_ps(_mm_slli_epi32(_mm_castps_si128(_mm256_castps256_ps128(vn)), 23))); const __m128 vs_hi = _mm_castsi128_ps(_mm_slli_epi32(_mm_castps_si128(vn_hi), 23)); vs = _mm256_insertf128_ps(vs, vs_hi, 1); $else: const __m256 vs = _mm256_castsi256_ps(_mm256_slli_epi32(_mm256_castps_si256(vn), 23)); vn = _mm256_sub_ps(vn, vmagic_bias); $if FMA == 3: const __m256 vt = _mm256_fmadd_ps(vn, vminus_ln2, vz); $else: const __m256 vt = _mm256_add_ps(_mm256_mul_ps(vn, vminus_ln2), vz); $if FMA == 3: __m256 vp = vc${P}; $for i in reversed(range(2, P)): vp = _mm256_fmadd_ps(vp, vt, vc${i}); $else: __m256 vp = _mm256_add_ps(_mm256_mul_ps(vc${P}, vt), vc${P-1}); $for i in reversed(range(2, P-1)): vp = _mm256_add_ps(_mm256_mul_ps(vp, vt), vc${i}); $if P == H + 1: $if FMA == 3: vp = _mm256_fmadd_ps(vp, vt, vtwo); $else: vp = _mm256_add_ps(_mm256_mul_ps(vp, vt), vtwo); $else: vp = _mm256_mul_ps(vp, vt); const __m256 vts = _mm256_mul_ps(vt, vs); const __m256 vsmo = _mm256_add_ps(vs, vminus_one); $if P == H + 1: $if FMA == 3: const __m256 vemo = _mm256_fmadd_ps(vp, vts, vsmo); $else: const __m256 vemo = _mm256_add_ps(_mm256_mul_ps(vp, vts), vsmo); $else: $if FMA == 3: vp = _mm256_fmadd_ps(vp, vts, vts); const __m256 vemo = _mm256_fmadd_ps(vp, vtwo, vsmo); $else: vp = _mm256_add_ps(_mm256_mul_ps(vp, vts), vts); const __m256 vemo = _mm256_add_ps(_mm256_mul_ps(vp, vtwo), vsmo); const __m256 vepo = _mm256_add_ps(vemo, vtwo); $if DIV == "DIV": __m256 vy = _mm256_div_ps(vemo, vepo); $else: __m256 vrepo = _mm256_rcp_ps(vepo); __m256 vy = _mm256_mul_ps(vemo, vrepo); $if SAT == "SELECT": vy = _mm256_blendv_ps(vy, vminus_one, vm); __m128i vh = _mm256_cvtps_ph(vy, _MM_FROUND_TO_NEAREST_INT); vh = _mm_xor_si128(vh, vinvsignx); _mm_storeu_si128((__m128i*) o, vh); o += 8; } if (batch != 0) { const __m128i vx = _mm_loadu_si128((const __m128i*) i); const __m128i vabsx = _mm_or_si128(vx, vsign_mask); __m256 vz = _mm256_cvtph_ps(vabsx); const __m128i vinvsignx = _mm_xor_si128(vx, vabsx); $if SAT == "MINMAX": vz = _mm256_max_ps(vsat_cutoff, vz); $elif SAT == "SELECT": const __m256 vm = _mm256_cmp_ps(vz, vsat_cutoff, _CMP_LE_OS); $if FMA == 3: __m256 vn = _mm256_fmadd_ps(vz, vlog2e, vmagic_bias); $else: __m256 vn = _mm256_add_ps(_mm256_mul_ps(vz, vlog2e), vmagic_bias); $if AVX == 1: const __m128 vn_hi = _mm256_extractf128_ps(vn, 1); __m256 vs = _mm256_castps128_ps256(_mm_castsi128_ps(_mm_slli_epi32(_mm_castps_si128(_mm256_castps256_ps128(vn)), 23))); const __m128 vs_hi = _mm_castsi128_ps(_mm_slli_epi32(_mm_castps_si128(vn_hi), 23)); vs = _mm256_insertf128_ps(vs, vs_hi, 1); $else: const __m256 vs = _mm256_castsi256_ps(_mm256_slli_epi32(_mm256_castps_si256(vn), 23)); vn = _mm256_sub_ps(vn, vmagic_bias); $if FMA == 3: const __m256 vt = _mm256_fmadd_ps(vn, vminus_ln2, vz); $else: const __m256 vt = _mm256_add_ps(_mm256_mul_ps(vn, vminus_ln2), vz); $if FMA == 3: __m256 vp = vc${P}; $for i in reversed(range(2, P)): vp = _mm256_fmadd_ps(vp, vt, vc${i}); $else: __m256 vp = _mm256_add_ps(_mm256_mul_ps(vc${P}, vt), vc${P-1}); $for i in reversed(range(2, P-1)): vp = _mm256_add_ps(_mm256_mul_ps(vp, vt), vc${i}); $if P == H + 1: $if FMA == 3: vp = _mm256_fmadd_ps(vp, vt, vtwo); $else: vp = _mm256_add_ps(_mm256_mul_ps(vp, vt), vtwo); $else: vp = _mm256_mul_ps(vp, vt); const __m256 vts = _mm256_mul_ps(vt, vs); const __m256 vsmo = _mm256_add_ps(vs, vminus_one); $if P == H + 1: $if FMA == 3: const __m256 vemo = _mm256_fmadd_ps(vp, vts, vsmo); $else: const __m256 vemo = _mm256_add_ps(_mm256_mul_ps(vp, vts), vsmo); $else: $if FMA == 3: vp = _mm256_fmadd_ps(vp, vts, vts); const __m256 vemo = _mm256_fmadd_ps(vp, vtwo, vsmo); $else: vp = _mm256_add_ps(_mm256_mul_ps(vp, vts), vts); const __m256 vemo = _mm256_add_ps(_mm256_mul_ps(vp, vtwo), vsmo); const __m256 vepo = _mm256_add_ps(vemo, vtwo); $if DIV == "DIV": __m256 vy = _mm256_div_ps(vemo, vepo); $else: __m256 vrepo = _mm256_rcp_ps(vepo); __m256 vy = _mm256_mul_ps(vemo, vrepo); $if SAT == "SELECT": vy = _mm256_blendv_ps(vy, vminus_one, vm); __m128i vh = _mm256_cvtps_ph(vy, _MM_FROUND_TO_NEAREST_INT); vh = _mm_xor_si128(vh, vinvsignx); if (batch & (4 * sizeof(uint16_t))) { _mm_storel_epi64((__m128i*) o, vh); vh = _mm_unpackhi_epi64(vh, vh); o += 4; } if (batch & (2 * sizeof(uint16_t))) { _mm_storeu_si32(o, vh); vh = _mm_srli_epi64(vh, 32); o += 2; } if (batch & (1 * sizeof(uint16_t))) { *o = (uint16_t) _mm_extract_epi16(vh, 0); } } }