xref: /aosp_15_r20/external/XNNPACK/src/qs8-igemm/MRx8c8-avx2.c.in (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1*4bdc9457SAndroid Build Coastguard Worker// Copyright 2020 Google LLC
2*4bdc9457SAndroid Build Coastguard Worker//
3*4bdc9457SAndroid Build Coastguard Worker// This source code is licensed under the BSD-style license found in the
4*4bdc9457SAndroid Build Coastguard Worker// LICENSE file in the root directory of this source tree.
5*4bdc9457SAndroid Build Coastguard Worker
6*4bdc9457SAndroid Build Coastguard Worker$assert REQUANTIZATION == "FP32"
7*4bdc9457SAndroid Build Coastguard Worker$assert DATATYPE in ["QC8", "QS8", "QU8"]
8*4bdc9457SAndroid Build Coastguard Worker$assert MR <= 4
9*4bdc9457SAndroid Build Coastguard Worker#include <assert.h>
10*4bdc9457SAndroid Build Coastguard Worker
11*4bdc9457SAndroid Build Coastguard Worker#include <immintrin.h>
12*4bdc9457SAndroid Build Coastguard Worker
13*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/igemm.h>
14*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/intrinsics-polyfill.h>
15*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/math.h>
16*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/unaligned.h>
17*4bdc9457SAndroid Build Coastguard Worker
18*4bdc9457SAndroid Build Coastguard Worker
19*4bdc9457SAndroid Build Coastguard Worker$PARAMS_STRUCT = REQUANTIZATION.lower() + "_avx2"
20*4bdc9457SAndroid Build Coastguard Worker$PARAMS_UNION = "xnn_%s_conv_minmax_params" % DATATYPE.lower()
21*4bdc9457SAndroid Build Coastguard Worker$XINT8_T = "uint8_t" if DATATYPE == "QU8" else "int8_t"
22*4bdc9457SAndroid Build Coastguard Workervoid xnn_${DATATYPE.lower()}_igemm_minmax_fp32_ukernel_${MR}x8c8__avx2(
23*4bdc9457SAndroid Build Coastguard Worker    size_t mr,
24*4bdc9457SAndroid Build Coastguard Worker    size_t nc,
25*4bdc9457SAndroid Build Coastguard Worker    size_t kc,
26*4bdc9457SAndroid Build Coastguard Worker    size_t ks,
27*4bdc9457SAndroid Build Coastguard Worker    const ${XINT8_T}** restrict a,
28*4bdc9457SAndroid Build Coastguard Worker    const void* restrict w,
29*4bdc9457SAndroid Build Coastguard Worker    ${XINT8_T}* restrict c,
30*4bdc9457SAndroid Build Coastguard Worker    size_t cm_stride,
31*4bdc9457SAndroid Build Coastguard Worker    size_t cn_stride,
32*4bdc9457SAndroid Build Coastguard Worker    size_t a_offset,
33*4bdc9457SAndroid Build Coastguard Worker    const ${XINT8_T}* zero,
34*4bdc9457SAndroid Build Coastguard Worker    const union ${PARAMS_UNION} params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
35*4bdc9457SAndroid Build Coastguard Worker{
36*4bdc9457SAndroid Build Coastguard Worker  assert(mr != 0);
37*4bdc9457SAndroid Build Coastguard Worker  assert(mr <= ${MR});
38*4bdc9457SAndroid Build Coastguard Worker  assert(nc != 0);
39*4bdc9457SAndroid Build Coastguard Worker  assert(kc != 0);
40*4bdc9457SAndroid Build Coastguard Worker  assert(ks != 0);
41*4bdc9457SAndroid Build Coastguard Worker  assert(ks % (${MR} * sizeof(void*)) == 0);
42*4bdc9457SAndroid Build Coastguard Worker  assert(a_offset % sizeof(${XINT8_T}) == 0);
43*4bdc9457SAndroid Build Coastguard Worker  assert(a != NULL);
44*4bdc9457SAndroid Build Coastguard Worker  assert(w != NULL);
45*4bdc9457SAndroid Build Coastguard Worker  assert(c != NULL);
46*4bdc9457SAndroid Build Coastguard Worker
47*4bdc9457SAndroid Build Coastguard Worker  kc = round_up_po2(kc, 8);
48*4bdc9457SAndroid Build Coastguard Worker  ${XINT8_T}* c0 = c;
49*4bdc9457SAndroid Build Coastguard Worker  $for M in range(1, MR):
50*4bdc9457SAndroid Build Coastguard Worker    ${XINT8_T}* c${M} = (${XINT8_T}*) ((uintptr_t) c${M-1} + cm_stride);
51*4bdc9457SAndroid Build Coastguard Worker    $if M % 2 == 0:
52*4bdc9457SAndroid Build Coastguard Worker      if XNN_UNPREDICTABLE(mr <= ${M}) {
53*4bdc9457SAndroid Build Coastguard Worker        c${M} = c${M-1};
54*4bdc9457SAndroid Build Coastguard Worker      }
55*4bdc9457SAndroid Build Coastguard Worker    $elif M + 1 == MR:
56*4bdc9457SAndroid Build Coastguard Worker      if XNN_UNPREDICTABLE(mr != ${M+1}) {
57*4bdc9457SAndroid Build Coastguard Worker        c${M} = c${M-1};
58*4bdc9457SAndroid Build Coastguard Worker      }
59*4bdc9457SAndroid Build Coastguard Worker    $else:
60*4bdc9457SAndroid Build Coastguard Worker      if XNN_UNPREDICTABLE(mr < ${M+1}) {
61*4bdc9457SAndroid Build Coastguard Worker        c${M} = c${M-1};
62*4bdc9457SAndroid Build Coastguard Worker      }
63*4bdc9457SAndroid Build Coastguard Worker
64*4bdc9457SAndroid Build Coastguard Worker  do {
65*4bdc9457SAndroid Build Coastguard Worker    $for N in range(0, 8, 2):
66*4bdc9457SAndroid Build Coastguard Worker      const __m128i vbias0x${N} = _mm_cvtsi32_si128(((const int*) w)[${N}]);
67*4bdc9457SAndroid Build Coastguard Worker      const __m128i vbias0x${N+1} = _mm_cvtsi32_si128(((const int*) w)[${N+1}]);
68*4bdc9457SAndroid Build Coastguard Worker      __m256i vacc0x${N}${N+1} = _mm256_inserti128_si256(_mm256_castsi128_si256(vbias0x${N}), vbias0x${N+1}, 1);
69*4bdc9457SAndroid Build Coastguard Worker    $for M in range(1, MR):
70*4bdc9457SAndroid Build Coastguard Worker      $for N in range(0, 8, 2):
71*4bdc9457SAndroid Build Coastguard Worker        __m256i vacc${M}x${N}${N+1} = vacc0x${N}${N+1};
72*4bdc9457SAndroid Build Coastguard Worker    w = (const int32_t*) w + 8;
73*4bdc9457SAndroid Build Coastguard Worker
74*4bdc9457SAndroid Build Coastguard Worker    size_t p = ks;
75*4bdc9457SAndroid Build Coastguard Worker    $if DATATYPE == "QU8":
76*4bdc9457SAndroid Build Coastguard Worker      const __m256i vb_zero_point = _mm256_load_si256((const __m256i*) params->${PARAMS_STRUCT}.kernel_zero_point);
77*4bdc9457SAndroid Build Coastguard Worker    do {
78*4bdc9457SAndroid Build Coastguard Worker      $for M in range(MR):
79*4bdc9457SAndroid Build Coastguard Worker        const ${XINT8_T}* restrict a${M} = a[${M}];
80*4bdc9457SAndroid Build Coastguard Worker        if XNN_UNPREDICTABLE(a${M} != zero) {
81*4bdc9457SAndroid Build Coastguard Worker          a${M} = (const ${XINT8_T}*) ((uintptr_t) a${M} + a_offset);
82*4bdc9457SAndroid Build Coastguard Worker        }
83*4bdc9457SAndroid Build Coastguard Worker      a += ${MR};
84*4bdc9457SAndroid Build Coastguard Worker
85*4bdc9457SAndroid Build Coastguard Worker      size_t k = 0;
86*4bdc9457SAndroid Build Coastguard Worker      while (k < kc) {
87*4bdc9457SAndroid Build Coastguard Worker        $for M in range(MR):
88*4bdc9457SAndroid Build Coastguard Worker          const __m128i va${M} = _mm_broadcastq_epi64(_mm_loadl_epi64((const __m128i*) a${M}));
89*4bdc9457SAndroid Build Coastguard Worker          $if DATATYPE == "QU8":
90*4bdc9457SAndroid Build Coastguard Worker            const __m256i vxa${M} = _mm256_cvtepu8_epi16(va${M});
91*4bdc9457SAndroid Build Coastguard Worker          $else:
92*4bdc9457SAndroid Build Coastguard Worker            const __m256i vxa${M} = _mm256_cvtepi8_epi16(va${M});
93*4bdc9457SAndroid Build Coastguard Worker          a${M} += 8;
94*4bdc9457SAndroid Build Coastguard Worker
95*4bdc9457SAndroid Build Coastguard Worker        $for N in range(0, 8, 2):
96*4bdc9457SAndroid Build Coastguard Worker          $if N == 0:
97*4bdc9457SAndroid Build Coastguard Worker            const __m128i vb${N}${N+1} = _mm_load_si128((const __m128i*) w);
98*4bdc9457SAndroid Build Coastguard Worker          $else:
99*4bdc9457SAndroid Build Coastguard Worker            const __m128i vb${N}${N+1} = _mm_load_si128((const __m128i*) ((const ${XINT8_T}*) w + ${N * 8}));
100*4bdc9457SAndroid Build Coastguard Worker          $if DATATYPE == "QU8":
101*4bdc9457SAndroid Build Coastguard Worker            const __m256i vxb${N}${N+1} = _mm256_sub_epi16(_mm256_cvtepu8_epi16(vb${N}${N+1}), vb_zero_point);
102*4bdc9457SAndroid Build Coastguard Worker          $else:
103*4bdc9457SAndroid Build Coastguard Worker            const __m256i vxb${N}${N+1} = _mm256_cvtepi8_epi16(vb${N}${N+1});
104*4bdc9457SAndroid Build Coastguard Worker
105*4bdc9457SAndroid Build Coastguard Worker          $for M in range(MR):
106*4bdc9457SAndroid Build Coastguard Worker            vacc${M}x${N}${N+1} = _mm256_add_epi32(vacc${M}x${N}${N+1}, _mm256_madd_epi16(vxa${M}, vxb${N}${N+1}));
107*4bdc9457SAndroid Build Coastguard Worker
108*4bdc9457SAndroid Build Coastguard Worker        w = (const void*) ((const ${XINT8_T}*) w + 64);
109*4bdc9457SAndroid Build Coastguard Worker        k += 8 * sizeof(${XINT8_T});
110*4bdc9457SAndroid Build Coastguard Worker      }
111*4bdc9457SAndroid Build Coastguard Worker      p -= ${MR} * sizeof(void*);
112*4bdc9457SAndroid Build Coastguard Worker    } while (p != 0);
113*4bdc9457SAndroid Build Coastguard Worker
114*4bdc9457SAndroid Build Coastguard Worker    $for M in range(MR):
115*4bdc9457SAndroid Build Coastguard Worker      const __m256i vacc${M}x0213 = _mm256_hadd_epi32(vacc${M}x01, vacc${M}x23);
116*4bdc9457SAndroid Build Coastguard Worker      const __m256i vacc${M}x4657 = _mm256_hadd_epi32(vacc${M}x45, vacc${M}x67);
117*4bdc9457SAndroid Build Coastguard Worker
118*4bdc9457SAndroid Build Coastguard Worker    $for M in range(MR):
119*4bdc9457SAndroid Build Coastguard Worker      const __m256i vacc${M}x02461357 = _mm256_hadd_epi32(vacc${M}x0213, vacc${M}x4657);
120*4bdc9457SAndroid Build Coastguard Worker
121*4bdc9457SAndroid Build Coastguard Worker    const __m256i vpermute_mask = _mm256_set_epi32(7, 3, 6, 2, 5, 1, 4, 0);
122*4bdc9457SAndroid Build Coastguard Worker    $for M in range(MR):
123*4bdc9457SAndroid Build Coastguard Worker      __m256i vacc${M}x01234567 = _mm256_permutevar8x32_epi32(vacc${M}x02461357, vpermute_mask);
124*4bdc9457SAndroid Build Coastguard Worker
125*4bdc9457SAndroid Build Coastguard Worker    $for M in range(MR):
126*4bdc9457SAndroid Build Coastguard Worker      __m256 vscaled${M}x01234567 = _mm256_cvtepi32_ps(vacc${M}x01234567);
127*4bdc9457SAndroid Build Coastguard Worker
128*4bdc9457SAndroid Build Coastguard Worker    $if DATATYPE == "QC8":
129*4bdc9457SAndroid Build Coastguard Worker      const __m256 vscale01234567 = _mm256_load_ps(w);
130*4bdc9457SAndroid Build Coastguard Worker      w = (const void*) ((const float*) w + 8);
131*4bdc9457SAndroid Build Coastguard Worker      $for M in range(MR):
132*4bdc9457SAndroid Build Coastguard Worker        vscaled${M}x01234567 = _mm256_mul_ps(vscaled${M}x01234567, vscale01234567);
133*4bdc9457SAndroid Build Coastguard Worker    $else:
134*4bdc9457SAndroid Build Coastguard Worker      const __m256 vscale = _mm256_load_ps(params->fp32_avx2.scale);
135*4bdc9457SAndroid Build Coastguard Worker      $for M in range(MR):
136*4bdc9457SAndroid Build Coastguard Worker        vscaled${M}x01234567 = _mm256_mul_ps(vscaled${M}x01234567, vscale);
137*4bdc9457SAndroid Build Coastguard Worker
138*4bdc9457SAndroid Build Coastguard Worker    const __m256 voutput_max_less_zero_point = _mm256_load_ps(params->${PARAMS_STRUCT}.output_max_less_zero_point);
139*4bdc9457SAndroid Build Coastguard Worker    $for M in range(MR):
140*4bdc9457SAndroid Build Coastguard Worker      vscaled${M}x01234567 = _mm256_min_ps(vscaled${M}x01234567, voutput_max_less_zero_point);
141*4bdc9457SAndroid Build Coastguard Worker
142*4bdc9457SAndroid Build Coastguard Worker    $for M in range(MR):
143*4bdc9457SAndroid Build Coastguard Worker      vacc${M}x01234567 = _mm256_cvtps_epi32(vscaled${M}x01234567);
144*4bdc9457SAndroid Build Coastguard Worker
145*4bdc9457SAndroid Build Coastguard Worker    const __m256i voutput_zero_point = _mm256_load_si256((const __m256i*) params->${PARAMS_STRUCT}.output_zero_point);
146*4bdc9457SAndroid Build Coastguard Worker    $for M in range(0, MR, 2):
147*4bdc9457SAndroid Build Coastguard Worker      __m256i vacc${M}${min(M+1, MR-1)}x01234567 = _mm256_adds_epi16(_mm256_packs_epi32(vacc${M}x01234567, vacc${min(M+1, MR-1)}x01234567), voutput_zero_point);
148*4bdc9457SAndroid Build Coastguard Worker
149*4bdc9457SAndroid Build Coastguard Worker    $for M in range(0, MR, 2):
150*4bdc9457SAndroid Build Coastguard Worker      vacc${M}${min(M+1, MR-1)}x01234567 = _mm256_permute4x64_epi64(vacc${M}${min(M+1, MR-1)}x01234567, _MM_SHUFFLE(3, 1, 2, 0));
151*4bdc9457SAndroid Build Coastguard Worker
152*4bdc9457SAndroid Build Coastguard Worker    $if DATATYPE == "QU8":
153*4bdc9457SAndroid Build Coastguard Worker      $if MR > 2:
154*4bdc9457SAndroid Build Coastguard Worker        __m256i vout = _mm256_packus_epi16(vacc0${min(1, MR-1)}x01234567, vacc${min(2, MR-1)}${min(3, MR-1)}x01234567);
155*4bdc9457SAndroid Build Coastguard Worker      $else:
156*4bdc9457SAndroid Build Coastguard Worker        __m256i vout = _mm256_packus_epi16(vacc0${min(1, MR-1)}x01234567, vacc0${min(1, MR-1)}x01234567);
157*4bdc9457SAndroid Build Coastguard Worker
158*4bdc9457SAndroid Build Coastguard Worker      vout = _mm256_max_epu8(vout, _mm256_load_si256((const __m256i*) params->${PARAMS_STRUCT}.output_min));
159*4bdc9457SAndroid Build Coastguard Worker    $else:
160*4bdc9457SAndroid Build Coastguard Worker      $if MR > 2:
161*4bdc9457SAndroid Build Coastguard Worker        __m256i vout = _mm256_packs_epi16(vacc0${min(1, MR-1)}x01234567, vacc${min(2, MR-1)}${min(3, MR-1)}x01234567);
162*4bdc9457SAndroid Build Coastguard Worker      $else:
163*4bdc9457SAndroid Build Coastguard Worker        __m256i vout = _mm256_packs_epi16(vacc0${min(1, MR-1)}x01234567, vacc0${min(1, MR-1)}x01234567);
164*4bdc9457SAndroid Build Coastguard Worker
165*4bdc9457SAndroid Build Coastguard Worker      vout = _mm256_max_epi8(vout, _mm256_load_si256((const __m256i*) params->${PARAMS_STRUCT}.output_min));
166*4bdc9457SAndroid Build Coastguard Worker
167*4bdc9457SAndroid Build Coastguard Worker    __m128i vout_lo = _mm256_castsi256_si128(vout);
168*4bdc9457SAndroid Build Coastguard Worker    __m128i vout_hi = _mm256_extracti128_si256(vout, 1);
169*4bdc9457SAndroid Build Coastguard Worker
170*4bdc9457SAndroid Build Coastguard Worker    if (nc >= 8) {
171*4bdc9457SAndroid Build Coastguard Worker      $if MR > 3:
172*4bdc9457SAndroid Build Coastguard Worker        _mm_storeh_pi((__m64*) c3, _mm_castsi128_ps(vout_hi));
173*4bdc9457SAndroid Build Coastguard Worker      $if MR > 2:
174*4bdc9457SAndroid Build Coastguard Worker        _mm_storeh_pi((__m64*) c2, _mm_castsi128_ps(vout_lo));
175*4bdc9457SAndroid Build Coastguard Worker      $if MR > 1:
176*4bdc9457SAndroid Build Coastguard Worker        _mm_storel_epi64((__m128i*) c1, vout_hi);
177*4bdc9457SAndroid Build Coastguard Worker      _mm_storel_epi64((__m128i*) c0, vout_lo);
178*4bdc9457SAndroid Build Coastguard Worker
179*4bdc9457SAndroid Build Coastguard Worker      $for M in reversed(range(MR)):
180*4bdc9457SAndroid Build Coastguard Worker        c${M} = (${XINT8_T}*) ((uintptr_t) c${M} + cn_stride);
181*4bdc9457SAndroid Build Coastguard Worker
182*4bdc9457SAndroid Build Coastguard Worker      a = (const ${XINT8_T}**restrict) ((uintptr_t) a - ks);
183*4bdc9457SAndroid Build Coastguard Worker
184*4bdc9457SAndroid Build Coastguard Worker      nc -= 8;
185*4bdc9457SAndroid Build Coastguard Worker    } else {
186*4bdc9457SAndroid Build Coastguard Worker      if (nc & 4) {
187*4bdc9457SAndroid Build Coastguard Worker        $if MR > 3:
188*4bdc9457SAndroid Build Coastguard Worker          unaligned_store_u32(c3, (uint32_t) _mm_extract_epi32(vout_hi, 2));
189*4bdc9457SAndroid Build Coastguard Worker        $if MR > 2:
190*4bdc9457SAndroid Build Coastguard Worker          unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout_lo, 2));
191*4bdc9457SAndroid Build Coastguard Worker        $if MR > 1:
192*4bdc9457SAndroid Build Coastguard Worker          _mm_storeu_si32(c1, vout_hi);
193*4bdc9457SAndroid Build Coastguard Worker        _mm_storeu_si32(c0, vout_lo);
194*4bdc9457SAndroid Build Coastguard Worker
195*4bdc9457SAndroid Build Coastguard Worker        $for M in reversed(range(MR)):
196*4bdc9457SAndroid Build Coastguard Worker          c${M} += 4;
197*4bdc9457SAndroid Build Coastguard Worker
198*4bdc9457SAndroid Build Coastguard Worker        vout_lo = _mm_srli_epi64(vout_lo, 32);
199*4bdc9457SAndroid Build Coastguard Worker        vout_hi = _mm_srli_epi64(vout_hi, 32);
200*4bdc9457SAndroid Build Coastguard Worker      }
201*4bdc9457SAndroid Build Coastguard Worker      if (nc & 2) {
202*4bdc9457SAndroid Build Coastguard Worker        $if MR > 3:
203*4bdc9457SAndroid Build Coastguard Worker          unaligned_store_u16(c3, (uint16_t) _mm_extract_epi16(vout_hi, 4));
204*4bdc9457SAndroid Build Coastguard Worker        $if MR > 2:
205*4bdc9457SAndroid Build Coastguard Worker          unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout_lo, 4));
206*4bdc9457SAndroid Build Coastguard Worker        $if MR > 1:
207*4bdc9457SAndroid Build Coastguard Worker          unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout_hi, 0));
208*4bdc9457SAndroid Build Coastguard Worker        unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout_lo, 0));
209*4bdc9457SAndroid Build Coastguard Worker
210*4bdc9457SAndroid Build Coastguard Worker        $for M in reversed(range(MR)):
211*4bdc9457SAndroid Build Coastguard Worker          c${M} += 2;
212*4bdc9457SAndroid Build Coastguard Worker
213*4bdc9457SAndroid Build Coastguard Worker        vout_lo = _mm_srli_epi32(vout_lo, 16);
214*4bdc9457SAndroid Build Coastguard Worker        vout_hi = _mm_srli_epi32(vout_hi, 16);
215*4bdc9457SAndroid Build Coastguard Worker      }
216*4bdc9457SAndroid Build Coastguard Worker      if (nc & 1) {
217*4bdc9457SAndroid Build Coastguard Worker        $if MR > 3:
218*4bdc9457SAndroid Build Coastguard Worker          *c3 = (${XINT8_T}) _mm_extract_epi8(vout_hi, 8);
219*4bdc9457SAndroid Build Coastguard Worker        $if MR > 2:
220*4bdc9457SAndroid Build Coastguard Worker          *c2 = (${XINT8_T}) _mm_extract_epi8(vout_lo, 8);
221*4bdc9457SAndroid Build Coastguard Worker        $if MR > 1:
222*4bdc9457SAndroid Build Coastguard Worker          *c1 = (${XINT8_T}) _mm_extract_epi8(vout_hi, 0);
223*4bdc9457SAndroid Build Coastguard Worker        *c0 = (${XINT8_T}) _mm_extract_epi8(vout_lo, 0);
224*4bdc9457SAndroid Build Coastguard Worker      }
225*4bdc9457SAndroid Build Coastguard Worker
226*4bdc9457SAndroid Build Coastguard Worker      nc = 0;
227*4bdc9457SAndroid Build Coastguard Worker    }
228*4bdc9457SAndroid Build Coastguard Worker  } while (nc != 0);
229*4bdc9457SAndroid Build Coastguard Worker}
230