1// Copyright 2021 Google LLC 2// 3// This source code is licensed under the BSD-style license found in the 4// LICENSE file in the root directory of this source tree. 5 6$assert DATATYPE in ["QS8", "QU8"] 7$assert REQUANTIZATION == "FP32" 8$assert SSE in [2, 4] 9$assert not AVX or SSE == 4 10$SSE_HEADER = {2: "emmintrin.h", 4: "smmintrin.h"}[SSE] 11$assert BATCH_TILE % 8 == 0 12$assert BATCH_TILE >= 8 13$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" 14#include <assert.h> 15 16#include <${SSE_HEADER}> 17 18#include <xnnpack/unaligned.h> 19#include <xnnpack/vmul.h> 20 21 22$PARAMS_STRUCT = REQUANTIZATION.lower() + "_" + ("sse4" if SSE == 4 and DATATYPE == "QS8" else "sse2") 23$XINT8_T = {"QS8": "int8_t", "QU8": "uint8_t"}[DATATYPE] 24$_MM_CVTEPX8_EPI16 = {"QS8": "_mm_cvtepi8_epi16", "QU8": "_mm_cvtepu8_epi16"}[DATATYPE] 25$_MM_PACKXS_EPI16 = {"QS8": "_mm_packs_epi16", "QU8": "_mm_packus_epi16"}[DATATYPE] 26$_MM_MIN_EPX8 = {"QS8": "_mm_min_epi8", "QU8": "_mm_min_epu8"}[DATATYPE] 27$_MM_MAX_EPX8 = {"QS8": "_mm_max_epi8", "QU8": "_mm_max_epu8"}[DATATYPE] 28$ISA = "avx" if AVX else {2: "sse2", 4: "sse41"}[SSE] 29void xnn_${DATATYPE.lower()}_vmul_minmax_${REQUANTIZATION.lower()}_ukernel__${ISA}_mul16_ld64_x${BATCH_TILE}( 30 size_t n, 31 const ${XINT8_T}* input_a, 32 const ${XINT8_T}* input_b, 33 ${XINT8_T}* output, 34 const union xnn_${DATATYPE.lower()}_mul_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS 35 36{ 37 const __m128i va_zero_point = _mm_load_si128((const __m128i*) params->${PARAMS_STRUCT}.a_zero_point); 38 const __m128i vb_zero_point = _mm_load_si128((const __m128i*) params->${PARAMS_STRUCT}.b_zero_point); 39 const __m128 vscale = _mm_load_ps(params->${PARAMS_STRUCT}.scale); 40 const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->${PARAMS_STRUCT}.output_zero_point); 41 const __m128i voutput_min = _mm_load_si128((const __m128i*) params->${PARAMS_STRUCT}.output_min); 42 const __m128i voutput_max = _mm_load_si128((const __m128i*) params->${PARAMS_STRUCT}.output_max); 43 44 for (; n >= ${BATCH_TILE} * sizeof(${XINT8_T}); n -= ${BATCH_TILE} * sizeof(${XINT8_T})) { 45 $if SSE == 4: 46 const __m128i va${ABC[0:8]} = ${_MM_CVTEPX8_EPI16}(_mm_loadl_epi64((const __m128i*) input_a)); 47 const __m128i vb${ABC[0:8]} = ${_MM_CVTEPX8_EPI16}(_mm_loadl_epi64((const __m128i*) input_b)); 48 $for N in range(8, BATCH_TILE, 8): 49 const __m128i va${ABC[N:N+8]} = ${_MM_CVTEPX8_EPI16}(_mm_loadl_epi64((const __m128i*) (input_a + ${N}))); 50 const __m128i vb${ABC[N:N+8]} = ${_MM_CVTEPX8_EPI16}(_mm_loadl_epi64((const __m128i*) (input_b + ${N}))); 51 $else: 52 __m128i va${ABC[0:8]} = _mm_loadl_epi64((const __m128i*) input_a); 53 __m128i vb${ABC[0:8]} = _mm_loadl_epi64((const __m128i*) input_b); 54 $for N in range(8, BATCH_TILE, 8): 55 __m128i va${ABC[N:N+8]} = _mm_loadl_epi64((const __m128i*) (input_a + ${N})); 56 __m128i vb${ABC[N:N+8]} = _mm_loadl_epi64((const __m128i*) (input_b + ${N})); 57 input_a += ${BATCH_TILE}; 58 input_b += ${BATCH_TILE}; 59 60 $if SSE < 4: 61 $if DATATYPE == "QU8": 62 const __m128i vzero = _mm_setzero_si128(); 63 $for N in range(0, BATCH_TILE, 8): 64 va${ABC[N:N+8]} = _mm_unpacklo_epi8(va${ABC[N:N+8]}, vzero); 65 vb${ABC[N:N+8]} = _mm_unpacklo_epi8(vb${ABC[N:N+8]}, vzero); 66 $else: 67 $for N in range(0, BATCH_TILE, 8): 68 va${ABC[N:N+8]} = _mm_srai_epi16(_mm_unpacklo_epi8(va${ABC[N:N+8]}, va${ABC[N:N+8]}), 8); 69 vb${ABC[N:N+8]} = _mm_srai_epi16(_mm_unpacklo_epi8(vb${ABC[N:N+8]}, vb${ABC[N:N+8]}), 8); 70 71 $for N in range(0, BATCH_TILE, 8): 72 const __m128i vxa${ABC[N:N+8]} = _mm_sub_epi16(va${ABC[N:N+8]}, va_zero_point); 73 const __m128i vxb${ABC[N:N+8]} = _mm_sub_epi16(vb${ABC[N:N+8]}, vb_zero_point); 74 75 $for N in range(0, BATCH_TILE, 8): 76 const __m128i vprod${ABC[N:N+8]}lo = _mm_mullo_epi16(vxa${ABC[N:N+8]}, vxb${ABC[N:N+8]}); 77 const __m128i vprod${ABC[N:N+8]}hi = _mm_mulhi_epi16(vxa${ABC[N:N+8]}, vxb${ABC[N:N+8]}); 78 79 $for N in range(0, BATCH_TILE, 8): 80 const __m128i vprod${ABC[N:N+4]} = _mm_unpacklo_epi16(vprod${ABC[N:N+8]}lo, vprod${ABC[N:N+8]}hi); 81 const __m128i vprod${ABC[N+4:N+8]} = _mm_unpackhi_epi16(vprod${ABC[N:N+8]}lo, vprod${ABC[N:N+8]}hi); 82 83 $for N in range(0, BATCH_TILE, 4): 84 __m128 vfpacc${ABC[N:N+4]} = _mm_cvtepi32_ps(vprod${ABC[N:N+4]}); 85 86 $for N in range(0, BATCH_TILE, 4): 87 vfpacc${ABC[N:N+4]} = _mm_mul_ps(vfpacc${ABC[N:N+4]}, vscale); 88 89 $for N in range(0, BATCH_TILE, 4): 90 const __m128i vacc${ABC[N:N+4]} = _mm_cvtps_epi32(vfpacc${ABC[N:N+4]}); 91 92 $for N in range(0, BATCH_TILE, 8): 93 __m128i vout${ABC[N:N+8]} = _mm_adds_epi16(_mm_packs_epi32(vacc${ABC[N:N+4]}, vacc${ABC[N+4:N+8]}), voutput_zero_point); 94 95 $if DATATYPE == "QS8" and SSE < 4: 96 $for N in range(0, BATCH_TILE, 8): 97 vout${ABC[N:N+8]} = _mm_max_epi16(vout${ABC[N:N+8]}, voutput_min); 98 99 $for N in range(0, BATCH_TILE, 8): 100 vout${ABC[N:N+8]} = _mm_min_epi16(vout${ABC[N:N+8]}, voutput_max); 101 102 $for N in range(0, BATCH_TILE, 16): 103 $if N + 8 < BATCH_TILE: 104 __m128i vout${ABC[N:N+16]} = ${_MM_PACKXS_EPI16}(vout${ABC[N:N+8]}, vout${ABC[N+8:N+16]}); 105 $else: 106 __m128i vout${ABC[N:N+8]}${ABC[N:N+8]} = ${_MM_PACKXS_EPI16}(vout${ABC[N:N+8]}, vout${ABC[N:N+8]}); 107 108 $if DATATYPE == "QU8" or SSE == 4: 109 $for N in range(0, BATCH_TILE, 16): 110 $if N + 8 < BATCH_TILE: 111 vout${ABC[N:N+16]} = ${_MM_MAX_EPX8}(vout${ABC[N:N+16]}, voutput_min); 112 $else: 113 vout${ABC[N:N+8]}${ABC[N:N+8]} = ${_MM_MAX_EPX8}(vout${ABC[N:N+8]}${ABC[N:N+8]}, voutput_min); 114 115 $for N in range(0, BATCH_TILE, 16): 116 $if N + 8 < BATCH_TILE: 117 vout${ABC[N:N+16]} = ${_MM_MIN_EPX8}(vout${ABC[N:N+16]}, voutput_max); 118 $else: 119 vout${ABC[N:N+8]}${ABC[N:N+8]} = ${_MM_MIN_EPX8}(vout${ABC[N:N+8]}${ABC[N:N+8]}, voutput_max); 120 121 $if BATCH_TILE >= 16: 122 _mm_storeu_si128((__m128i*) output, vout${ABC[0:16]}); 123 $else: 124 _mm_storel_epi64((__m128i*) output, vout${ABC[0:8]}${ABC[0:8]}); 125 $for N in range(16, BATCH_TILE, 16): 126 $if N + 8 < BATCH_TILE: 127 _mm_storeu_si128((__m128i*) (output + ${N}), vout${ABC[N:N+16]}); 128 $else: 129 _mm_storel_epi64((__m128i*) (output + ${N}), vout${ABC[N:N+8]}${ABC[N:N+8]}); 130 output += ${BATCH_TILE}; 131 } 132 if XNN_UNLIKELY(n != 0) { 133 ${"do " if BATCH_TILE > 8 else ""}{ 134 $if SSE == 4: 135 const __m128i va${ABC[0:8]} = ${_MM_CVTEPX8_EPI16}(_mm_loadl_epi64((const __m128i*) input_a)); 136 const __m128i vb${ABC[0:8]} = ${_MM_CVTEPX8_EPI16}(_mm_loadl_epi64((const __m128i*) input_b)); 137 $else: 138 __m128i va${ABC[0:8]} = _mm_loadl_epi64((const __m128i*) input_a); 139 __m128i vb${ABC[0:8]} = _mm_loadl_epi64((const __m128i*) input_b); 140 $if BATCH_TILE > 8: 141 input_a += 8; 142 input_b += 8; 143 144 $if SSE < 4: 145 $if DATATYPE == "QU8": 146 const __m128i vzero = _mm_setzero_si128(); 147 va${ABC[0:8]} = _mm_unpacklo_epi8(va${ABC[0:8]}, vzero); 148 vb${ABC[0:8]} = _mm_unpacklo_epi8(vb${ABC[0:8]}, vzero); 149 $else: 150 va${ABC[0:8]} = _mm_srai_epi16(_mm_unpacklo_epi8(va${ABC[0:8]}, va${ABC[0:8]}), 8); 151 vb${ABC[0:8]} = _mm_srai_epi16(_mm_unpacklo_epi8(vb${ABC[0:8]}, vb${ABC[0:8]}), 8); 152 153 const __m128i vxa${ABC[0:8]} = _mm_sub_epi16(va${ABC[0:8]}, va_zero_point); 154 const __m128i vxb${ABC[0:8]} = _mm_sub_epi16(vb${ABC[0:8]}, vb_zero_point); 155 156 const __m128i vprod${ABC[0:8]}lo = _mm_mullo_epi16(vxa${ABC[0:8]}, vxb${ABC[0:8]}); 157 const __m128i vprod${ABC[0:8]}hi = _mm_mulhi_epi16(vxa${ABC[0:8]}, vxb${ABC[0:8]}); 158 159 const __m128i vprod${ABC[0:4]} = _mm_unpacklo_epi16(vprod${ABC[0:8]}lo, vprod${ABC[0:8]}hi); 160 const __m128i vprod${ABC[4:8]} = _mm_unpackhi_epi16(vprod${ABC[0:8]}lo, vprod${ABC[0:8]}hi); 161 162 __m128 vfpacc${ABC[0:4]} = _mm_cvtepi32_ps(vprod${ABC[0:4]}); 163 __m128 vfpacc${ABC[4:8]} = _mm_cvtepi32_ps(vprod${ABC[4:8]}); 164 165 vfpacc${ABC[0:4]} = _mm_mul_ps(vfpacc${ABC[0:4]}, vscale); 166 vfpacc${ABC[4:8]} = _mm_mul_ps(vfpacc${ABC[4:8]}, vscale); 167 168 const __m128i vacc${ABC[0:4]} = _mm_cvtps_epi32(vfpacc${ABC[0:4]}); 169 const __m128i vacc${ABC[4:8]} = _mm_cvtps_epi32(vfpacc${ABC[4:8]}); 170 171 __m128i vout${ABC[0:8]} = _mm_adds_epi16(_mm_packs_epi32(vacc${ABC[0:4]}, vacc${ABC[4:8]}), voutput_zero_point); 172 $if DATATYPE == "QS8" and SSE < 4: 173 vout${ABC[0:8]} = _mm_max_epi16(vout${ABC[0:8]}, voutput_min); 174 vout${ABC[0:8]} = _mm_min_epi16(vout${ABC[0:8]}, voutput_max); 175 176 __m128i vout${ABC[0:8]}${ABC[0:8]} = ${_MM_PACKXS_EPI16}(vout${ABC[0:8]}, vout${ABC[0:8]}); 177 $if DATATYPE == "QU8" or SSE == 4: 178 vout${ABC[0:8]}${ABC[0:8]} = ${_MM_MAX_EPX8}(vout${ABC[0:8]}${ABC[0:8]}, voutput_min); 179 vout${ABC[0:8]}${ABC[0:8]} = ${_MM_MIN_EPX8}(vout${ABC[0:8]}${ABC[0:8]}, voutput_max); 180 181 $if BATCH_TILE > 8: 182 if XNN_LIKELY(n >= (8 * sizeof(${XINT8_T}))) { 183 _mm_storel_epi64((__m128i*) output, vout${ABC[0:8]}${ABC[0:8]}); 184 output += 8; 185 n -= 8 * sizeof(${XINT8_T}); 186 } else { 187 if (n & (4 * sizeof(${XINT8_T}))) { 188 unaligned_store_u32(output, (uint32_t) _mm_cvtsi128_si32(vout${ABC[0:8]}${ABC[0:8]})); 189 vout${ABC[0:8]}${ABC[0:8]} = _mm_srli_epi64(vout${ABC[0:8]}${ABC[0:8]}, 32); 190 output += 4; 191 } 192 if (n & (2 * sizeof(${XINT8_T}))) { 193 $if SSE == 4: 194 unaligned_store_u16(output, (uint16_t) _mm_extract_epi16(vout${ABC[0:8]}${ABC[0:8]}, 0)); 195 $else: 196 unaligned_store_u16(output, (uint16_t) _mm_cvtsi128_si32(vout${ABC[0:8]}${ABC[0:8]})); 197 vout${ABC[0:8]}${ABC[0:8]} = _mm_srli_epi32(vout${ABC[0:8]}${ABC[0:8]}, 16); 198 output += 2; 199 } 200 if (n & (1 * sizeof(${XINT8_T}))) { 201 $if SSE == 4: 202 *output = (${XINT8_T}) _mm_extract_epi8(vout${ABC[0:8]}${ABC[0:8]}, 0); 203 $else: 204 *output = (int32_t) _mm_cvtsi128_si32(vout${ABC[0:8]}${ABC[0:8]}); 205 } 206 n = 0; 207 } 208 $else: 209 if (n & (4 * sizeof(${XINT8_T}))) { 210 unaligned_store_u32(output, (uint32_t) _mm_cvtsi128_si32(vout${ABC[0:8]}${ABC[0:8]})); 211 vout${ABC[0:8]}${ABC[0:8]} = _mm_srli_epi64(vout${ABC[0:8]}${ABC[0:8]}, 32); 212 output += 4; 213 } 214 if (n & (2 * sizeof(${XINT8_T}))) { 215 $if SSE == 4: 216 unaligned_store_u16(output, (uint16_t) _mm_extract_epi16(vout${ABC[0:8]}${ABC[0:8]}, 0)); 217 $else: 218 unaligned_store_u16(output, (uint16_t) _mm_cvtsi128_si32(vout${ABC[0:8]}${ABC[0:8]})); 219 vout${ABC[0:8]}${ABC[0:8]} = _mm_srli_epi32(vout${ABC[0:8]}${ABC[0:8]}, 16); 220 output += 2; 221 } 222 if (n & (1 * sizeof(${XINT8_T}))) { 223 $if SSE == 4: 224 *output = (${XINT8_T}) _mm_extract_epi8(vout${ABC[0:8]}${ABC[0:8]}, 0); 225 $else: 226 *output = (${XINT8_T}) _mm_cvtsi128_si32(vout${ABC[0:8]}${ABC[0:8]}); 227 } 228 }${" while (n != 0);" if BATCH_TILE > 8 else ""} 229 } 230} 231