xref: /aosp_15_r20/external/XNNPACK/src/qs8-igemm/c2-neon-mull-dup.c.in (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1*4bdc9457SAndroid Build Coastguard Worker// Copyright 2021 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$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ"
7*4bdc9457SAndroid Build Coastguard Worker$assert NR % 8 == 0
8*4bdc9457SAndroid Build Coastguard Worker$assert 8 <= NR <= 16
9*4bdc9457SAndroid Build Coastguard Worker$assert REQUANTIZATION in ["FP32", "RNDNU"]
10*4bdc9457SAndroid Build Coastguard Worker$assert not CHANNELWISE or REQUANTIZATION == "FP32"
11*4bdc9457SAndroid Build Coastguard Worker$assert DUP in ["DUP", "LD1R", "LD2R", "LD4R"]
12*4bdc9457SAndroid Build Coastguard Worker#include <assert.h>
13*4bdc9457SAndroid Build Coastguard Worker
14*4bdc9457SAndroid Build Coastguard Worker#include <arm_neon.h>
15*4bdc9457SAndroid Build Coastguard Worker
16*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/gemm.h>
17*4bdc9457SAndroid Build Coastguard Worker$if REQUANTIZATION == "FP32" and ARMV8:
18*4bdc9457SAndroid Build Coastguard Worker  #include <xnnpack/intrinsics-polyfill.h>
19*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/math.h>
20*4bdc9457SAndroid Build Coastguard Worker
21*4bdc9457SAndroid Build Coastguard Worker$DATATYPE = "qc8" if CHANNELWISE else "qs8"
22*4bdc9457SAndroid Build Coastguard Worker$PARAMS_STRUCT = REQUANTIZATION.lower() + "_" + ("neonv8" if REQUANTIZATION == "FP32" and ARMV8 else "neon")
23*4bdc9457SAndroid Build Coastguard Worker$PARAMS_UNION = "xnn_%s_conv_minmax_params" % DATATYPE.lower()
24*4bdc9457SAndroid Build Coastguard Worker$ISA = "neonv8" if ARMV8 else "neon"
25*4bdc9457SAndroid Build Coastguard Workervoid xnn_${DATATYPE}_igemm_minmax_${REQUANTIZATION.lower()}_ukernel_${MR}x${NR}c2__${ISA}_${"mlal" if MLA else "mull"}_${DUP.lower()}(
26*4bdc9457SAndroid Build Coastguard Worker    size_t mr,
27*4bdc9457SAndroid Build Coastguard Worker    size_t nc,
28*4bdc9457SAndroid Build Coastguard Worker    size_t kc,
29*4bdc9457SAndroid Build Coastguard Worker    size_t ks,
30*4bdc9457SAndroid Build Coastguard Worker    const int8_t** restrict a,
31*4bdc9457SAndroid Build Coastguard Worker    const void* restrict w,
32*4bdc9457SAndroid Build Coastguard Worker    int8_t* restrict c,
33*4bdc9457SAndroid Build Coastguard Worker    size_t cm_stride,
34*4bdc9457SAndroid Build Coastguard Worker    size_t cn_stride,
35*4bdc9457SAndroid Build Coastguard Worker    size_t a_offset,
36*4bdc9457SAndroid Build Coastguard Worker    const int8_t* zero,
37*4bdc9457SAndroid Build Coastguard Worker    const union ${PARAMS_UNION} params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
38*4bdc9457SAndroid Build Coastguard Worker{
39*4bdc9457SAndroid Build Coastguard Worker  assert(mr != 0);
40*4bdc9457SAndroid Build Coastguard Worker  assert(mr <= ${MR});
41*4bdc9457SAndroid Build Coastguard Worker  assert(nc != 0);
42*4bdc9457SAndroid Build Coastguard Worker  assert(kc != 0);
43*4bdc9457SAndroid Build Coastguard Worker  assert(ks != 0);
44*4bdc9457SAndroid Build Coastguard Worker  assert(ks % (${MR} * sizeof(void*)) == 0);
45*4bdc9457SAndroid Build Coastguard Worker  assert(a_offset % sizeof(int8_t) == 0);
46*4bdc9457SAndroid Build Coastguard Worker  assert(a != NULL);
47*4bdc9457SAndroid Build Coastguard Worker  assert(w != NULL);
48*4bdc9457SAndroid Build Coastguard Worker  assert(c != NULL);
49*4bdc9457SAndroid Build Coastguard Worker
50*4bdc9457SAndroid Build Coastguard Worker  kc = round_up_po2(kc, 2 * sizeof(int8_t));
51*4bdc9457SAndroid Build Coastguard Worker  int8_t* c0 = c;
52*4bdc9457SAndroid Build Coastguard Worker  $for M in range(1, MR):
53*4bdc9457SAndroid Build Coastguard Worker    int8_t* c${M} = (int8_t*) ((uintptr_t) c${M-1} + cm_stride);
54*4bdc9457SAndroid Build Coastguard Worker    $if M % 2 == 0:
55*4bdc9457SAndroid Build Coastguard Worker      if XNN_UNPREDICTABLE(mr <= ${M}) {
56*4bdc9457SAndroid Build Coastguard Worker        c${M} = c${M-1};
57*4bdc9457SAndroid Build Coastguard Worker      }
58*4bdc9457SAndroid Build Coastguard Worker    $elif M + 1 == MR:
59*4bdc9457SAndroid Build Coastguard Worker      if XNN_UNPREDICTABLE(mr != ${M+1}) {
60*4bdc9457SAndroid Build Coastguard Worker        c${M} = c${M-1};
61*4bdc9457SAndroid Build Coastguard Worker      }
62*4bdc9457SAndroid Build Coastguard Worker    $else:
63*4bdc9457SAndroid Build Coastguard Worker      if XNN_UNPREDICTABLE(mr < ${M+1}) {
64*4bdc9457SAndroid Build Coastguard Worker        c${M} = c${M-1};
65*4bdc9457SAndroid Build Coastguard Worker      }
66*4bdc9457SAndroid Build Coastguard Worker
67*4bdc9457SAndroid Build Coastguard Worker  do {
68*4bdc9457SAndroid Build Coastguard Worker    $for N in range(0, NR, 4):
69*4bdc9457SAndroid Build Coastguard Worker      int32x4_t vacc0x${ABC[N:N+4]} = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t));
70*4bdc9457SAndroid Build Coastguard Worker    $for M in range(1, MR):
71*4bdc9457SAndroid Build Coastguard Worker      $for N in range(0, NR, 4):
72*4bdc9457SAndroid Build Coastguard Worker        int32x4_t vacc${M}x${ABC[N:N+4]} = vacc0x${ABC[N:N+4]};
73*4bdc9457SAndroid Build Coastguard Worker
74*4bdc9457SAndroid Build Coastguard Worker    size_t p = ks;
75*4bdc9457SAndroid Build Coastguard Worker    do {
76*4bdc9457SAndroid Build Coastguard Worker      $for M in range(MR):
77*4bdc9457SAndroid Build Coastguard Worker        const int8_t* restrict a${M} = a[${M}];
78*4bdc9457SAndroid Build Coastguard Worker        if XNN_UNPREDICTABLE(a${M} != zero) {
79*4bdc9457SAndroid Build Coastguard Worker          a${M} = (const int8_t*) ((uintptr_t) a${M} + a_offset);
80*4bdc9457SAndroid Build Coastguard Worker        }
81*4bdc9457SAndroid Build Coastguard Worker      a += ${MR};
82*4bdc9457SAndroid Build Coastguard Worker
83*4bdc9457SAndroid Build Coastguard Worker      size_t k = kc;
84*4bdc9457SAndroid Build Coastguard Worker
85*4bdc9457SAndroid Build Coastguard Worker      $if MLA:
86*4bdc9457SAndroid Build Coastguard Worker        while (k >= 16 * sizeof(int8_t)) {
87*4bdc9457SAndroid Build Coastguard Worker          $for M in range(MR):
88*4bdc9457SAndroid Build Coastguard Worker            $if DUP == "LD4R":
89*4bdc9457SAndroid Build Coastguard Worker              const int16x4x4_t va${M}x0 = vld4_dup_s16((const void*)a${M}); a${M} += 8;
90*4bdc9457SAndroid Build Coastguard Worker              const int16x4x4_t va${M}x1 = vld4_dup_s16((const void*)a${M}); a${M} += 8;
91*4bdc9457SAndroid Build Coastguard Worker            $elif DUP == "LD2R":
92*4bdc9457SAndroid Build Coastguard Worker              const int16x4x2_t va${M}0x0 = vld2_dup_s16((const void*)a${M});
93*4bdc9457SAndroid Build Coastguard Worker              const int16x4x2_t va${M}1x0 = vld2_dup_s16((const void*)(a${M} + 4)); a${M} += 8;
94*4bdc9457SAndroid Build Coastguard Worker              const int16x4x2_t va${M}0x1 = vld2_dup_s16((const void*)a${M});
95*4bdc9457SAndroid Build Coastguard Worker              const int16x4x2_t va${M}1x1 = vld2_dup_s16((const void*)(a${M} + 4)); a${M} += 8;
96*4bdc9457SAndroid Build Coastguard Worker            $elif DUP == "LD1R":
97*4bdc9457SAndroid Build Coastguard Worker              const int16x4_t va${M}0x0 = vld1_dup_s16((const void*)a${M});
98*4bdc9457SAndroid Build Coastguard Worker              const int16x4_t va${M}1x0 = vld1_dup_s16((const void*)(a${M} + 2));
99*4bdc9457SAndroid Build Coastguard Worker              const int16x4_t va${M}2x0 = vld1_dup_s16((const void*)(a${M} + 4));
100*4bdc9457SAndroid Build Coastguard Worker              const int16x4_t va${M}3x0 = vld1_dup_s16((const void*)(a${M} + 6)); a${M} += 8;
101*4bdc9457SAndroid Build Coastguard Worker              const int16x4_t va${M}0x1 = vld1_dup_s16((const void*)a${M});
102*4bdc9457SAndroid Build Coastguard Worker              const int16x4_t va${M}1x1 = vld1_dup_s16((const void*)(a${M} + 2));
103*4bdc9457SAndroid Build Coastguard Worker              const int16x4_t va${M}2x1 = vld1_dup_s16((const void*)(a${M} + 4));
104*4bdc9457SAndroid Build Coastguard Worker              const int16x4_t va${M}3x1 = vld1_dup_s16((const void*)(a${M} + 6)); a${M} += 8;
105*4bdc9457SAndroid Build Coastguard Worker            $else:
106*4bdc9457SAndroid Build Coastguard Worker              const int8x8_t va${M}x0 = vld1_s8(a${M}); a${M} += 8;
107*4bdc9457SAndroid Build Coastguard Worker              const int8x8_t va${M}x1 = vld1_s8(a${M}); a${M} += 8;
108*4bdc9457SAndroid Build Coastguard Worker
109*4bdc9457SAndroid Build Coastguard Worker          $for K in range(4):
110*4bdc9457SAndroid Build Coastguard Worker            $for N in range(0, NR, 4):
111*4bdc9457SAndroid Build Coastguard Worker              const int8x8_t vb${ABC[N:N+4]}c${K}x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
112*4bdc9457SAndroid Build Coastguard Worker
113*4bdc9457SAndroid Build Coastguard Worker          $for K in range(4):
114*4bdc9457SAndroid Build Coastguard Worker            $for M in range(MR):
115*4bdc9457SAndroid Build Coastguard Worker              $if DUP == "LD4R":
116*4bdc9457SAndroid Build Coastguard Worker                const int8x8_t va${M}c${K}x0 = vreinterpret_s8_s16(va${M}x0.val[${K}]);
117*4bdc9457SAndroid Build Coastguard Worker                const int8x8_t va${M}c${K}x1 = vreinterpret_s8_s16(va${M}x1.val[${K}]);
118*4bdc9457SAndroid Build Coastguard Worker              $elif DUP == "LD2R":
119*4bdc9457SAndroid Build Coastguard Worker                const int8x8_t va${M}c${K}x0 = vreinterpret_s8_s16(va${M}${int(K/2)}x0.val[${K%2}]);
120*4bdc9457SAndroid Build Coastguard Worker                const int8x8_t va${M}c${K}x1 = vreinterpret_s8_s16(va${M}${int(K/2)}x1.val[${K%2}]);
121*4bdc9457SAndroid Build Coastguard Worker              $elif DUP == "LD1R":
122*4bdc9457SAndroid Build Coastguard Worker                const int8x8_t va${M}c${K}x0 = vreinterpret_s8_s16(va${M}${K}x0);
123*4bdc9457SAndroid Build Coastguard Worker                const int8x8_t va${M}c${K}x1 = vreinterpret_s8_s16(va${M}${K}x1);
124*4bdc9457SAndroid Build Coastguard Worker              $else:
125*4bdc9457SAndroid Build Coastguard Worker                const int8x8_t va${M}c${K}x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va${M}x0), ${K}));
126*4bdc9457SAndroid Build Coastguard Worker                const int8x8_t va${M}c${K}x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va${M}x1), ${K}));
127*4bdc9457SAndroid Build Coastguard Worker
128*4bdc9457SAndroid Build Coastguard Worker            $for N in range(0, NR, 4):
129*4bdc9457SAndroid Build Coastguard Worker              $for M in range(MR):
130*4bdc9457SAndroid Build Coastguard Worker                int16x8_t vprod${M}x${ABC[N:N+4]}c${K} = vmull_s8(vb${ABC[N:N+4]}c${K}x0, va${M}c${K}x0);
131*4bdc9457SAndroid Build Coastguard Worker              const int8x8_t vb${ABC[N:N+4]}c${K}x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
132*4bdc9457SAndroid Build Coastguard Worker              $for M in range(MR):
133*4bdc9457SAndroid Build Coastguard Worker                vprod${M}x${ABC[N:N+4]}c${K} = vmlal_s8(vprod${M}x${ABC[N:N+4]}c${K}, vb${ABC[N:N+4]}c${K}x1, va${M}c${K}x1);
134*4bdc9457SAndroid Build Coastguard Worker              $for M in range(MR):
135*4bdc9457SAndroid Build Coastguard Worker                vacc${M}x${ABC[N:N+4]} = vpadalq_s16(vacc${M}x${ABC[N:N+4]}, vprod${M}x${ABC[N:N+4]}c${K});
136*4bdc9457SAndroid Build Coastguard Worker
137*4bdc9457SAndroid Build Coastguard Worker          k -= 16 * sizeof(int8_t);
138*4bdc9457SAndroid Build Coastguard Worker        }
139*4bdc9457SAndroid Build Coastguard Worker
140*4bdc9457SAndroid Build Coastguard Worker      ${"if" if MLA else "while"} (k >= 8 * sizeof(int8_t)) {
141*4bdc9457SAndroid Build Coastguard Worker        $for M in range(MR):
142*4bdc9457SAndroid Build Coastguard Worker          $if DUP == "LD4R":
143*4bdc9457SAndroid Build Coastguard Worker            const int16x4x4_t va${M} = vld4_dup_s16((const void*)a${M}); a${M} += 8;
144*4bdc9457SAndroid Build Coastguard Worker          $elif DUP == "LD2R":
145*4bdc9457SAndroid Build Coastguard Worker            const int16x4x2_t va${M}0 = vld2_dup_s16((const void*)a${M});
146*4bdc9457SAndroid Build Coastguard Worker            const int16x4x2_t va${M}1 = vld2_dup_s16((const void*)(a${M} + 4)); a${M} += 8;
147*4bdc9457SAndroid Build Coastguard Worker          $elif DUP == "LD1R":
148*4bdc9457SAndroid Build Coastguard Worker            const int16x4_t va${M}0 = vld1_dup_s16((const void*)a${M});
149*4bdc9457SAndroid Build Coastguard Worker            const int16x4_t va${M}1 = vld1_dup_s16((const void*)(a${M} + 2));
150*4bdc9457SAndroid Build Coastguard Worker            const int16x4_t va${M}2 = vld1_dup_s16((const void*)(a${M} + 4));
151*4bdc9457SAndroid Build Coastguard Worker            const int16x4_t va${M}3 = vld1_dup_s16((const void*)(a${M} + 6)); a${M} += 8;
152*4bdc9457SAndroid Build Coastguard Worker          $else:
153*4bdc9457SAndroid Build Coastguard Worker            const int8x8_t va${M} = vld1_s8(a${M}); a${M} += 8;
154*4bdc9457SAndroid Build Coastguard Worker
155*4bdc9457SAndroid Build Coastguard Worker        $for K in range(4):
156*4bdc9457SAndroid Build Coastguard Worker          $for N in range(0, NR, 4):
157*4bdc9457SAndroid Build Coastguard Worker            const int8x8_t vb${ABC[N:N+4]}c${K} = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
158*4bdc9457SAndroid Build Coastguard Worker
159*4bdc9457SAndroid Build Coastguard Worker        $for K in range(4):
160*4bdc9457SAndroid Build Coastguard Worker          $for M in range(MR):
161*4bdc9457SAndroid Build Coastguard Worker            $if DUP == "LD4R":
162*4bdc9457SAndroid Build Coastguard Worker              const int8x8_t va${M}c${K} = vreinterpret_s8_s16(va${M}.val[${K}]);
163*4bdc9457SAndroid Build Coastguard Worker            $elif DUP == "LD2R":
164*4bdc9457SAndroid Build Coastguard Worker              const int8x8_t va${M}c${K} = vreinterpret_s8_s16(va${M}${int(K/2)}.val[${K%2}]);
165*4bdc9457SAndroid Build Coastguard Worker            $elif DUP == "LD1R":
166*4bdc9457SAndroid Build Coastguard Worker              const int8x8_t va${M}c${K} = vreinterpret_s8_s16(va${M}${K});
167*4bdc9457SAndroid Build Coastguard Worker            $else:
168*4bdc9457SAndroid Build Coastguard Worker              const int8x8_t va${M}c${K} = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va${M}), ${K}));
169*4bdc9457SAndroid Build Coastguard Worker
170*4bdc9457SAndroid Build Coastguard Worker          $for N in range(0, NR, 4):
171*4bdc9457SAndroid Build Coastguard Worker            $for M in range(MR):
172*4bdc9457SAndroid Build Coastguard Worker              const int16x8_t vprod${M}x${ABC[N:N+4]}c${K} = vmull_s8(vb${ABC[N:N+4]}c${K}, va${M}c${K});
173*4bdc9457SAndroid Build Coastguard Worker            $for M in range(MR):
174*4bdc9457SAndroid Build Coastguard Worker              vacc${M}x${ABC[N:N+4]} = vpadalq_s16(vacc${M}x${ABC[N:N+4]}, vprod${M}x${ABC[N:N+4]}c${K});
175*4bdc9457SAndroid Build Coastguard Worker
176*4bdc9457SAndroid Build Coastguard Worker        k -= 8 * sizeof(int8_t);
177*4bdc9457SAndroid Build Coastguard Worker      }
178*4bdc9457SAndroid Build Coastguard Worker
179*4bdc9457SAndroid Build Coastguard Worker      if XNN_UNLIKELY(k != 0) {
180*4bdc9457SAndroid Build Coastguard Worker        $for M in range(MR):
181*4bdc9457SAndroid Build Coastguard Worker          const int8x8_t va${M} = vld1_s8(a${M}); a${M} = (const int8_t*) ((uintptr_t) a${M} + k);
182*4bdc9457SAndroid Build Coastguard Worker
183*4bdc9457SAndroid Build Coastguard Worker        $for N in range(0, NR, 4):
184*4bdc9457SAndroid Build Coastguard Worker          const int8x8_t vb${ABC[N:N+4]}c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
185*4bdc9457SAndroid Build Coastguard Worker
186*4bdc9457SAndroid Build Coastguard Worker        $for M in range(MR):
187*4bdc9457SAndroid Build Coastguard Worker          const int8x8_t va${M}c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va${M}), 0));
188*4bdc9457SAndroid Build Coastguard Worker          $for N in range(0, NR, 4):
189*4bdc9457SAndroid Build Coastguard Worker            const int16x8_t vprod${M}x${ABC[N:N+4]}c0 = vmull_s8(vb${ABC[N:N+4]}c0, va${M}c0);
190*4bdc9457SAndroid Build Coastguard Worker            vacc${M}x${ABC[N:N+4]} = vpadalq_s16(vacc${M}x${ABC[N:N+4]}, vprod${M}x${ABC[N:N+4]}c0);
191*4bdc9457SAndroid Build Coastguard Worker
192*4bdc9457SAndroid Build Coastguard Worker        if (k > 2 * sizeof(int8_t)) {
193*4bdc9457SAndroid Build Coastguard Worker          $for N in range(0, NR, 4):
194*4bdc9457SAndroid Build Coastguard Worker            const int8x8_t vb${ABC[N:N+4]}c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
195*4bdc9457SAndroid Build Coastguard Worker
196*4bdc9457SAndroid Build Coastguard Worker          $for M in range(MR):
197*4bdc9457SAndroid Build Coastguard Worker            const int8x8_t va${M}c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va${M}), 1));
198*4bdc9457SAndroid Build Coastguard Worker            $for N in range(0, NR, 4):
199*4bdc9457SAndroid Build Coastguard Worker              const int16x8_t vprod${M}x${ABC[N:N+4]}c1 = vmull_s8(vb${ABC[N:N+4]}c1, va${M}c1);
200*4bdc9457SAndroid Build Coastguard Worker              vacc${M}x${ABC[N:N+4]} = vpadalq_s16(vacc${M}x${ABC[N:N+4]}, vprod${M}x${ABC[N:N+4]}c1);
201*4bdc9457SAndroid Build Coastguard Worker
202*4bdc9457SAndroid Build Coastguard Worker          if (k > 4 * sizeof(int8_t)) {
203*4bdc9457SAndroid Build Coastguard Worker            $for N in range(0, NR, 4):
204*4bdc9457SAndroid Build Coastguard Worker              const int8x8_t vb${ABC[N:N+4]}c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
205*4bdc9457SAndroid Build Coastguard Worker
206*4bdc9457SAndroid Build Coastguard Worker            $for M in range(MR):
207*4bdc9457SAndroid Build Coastguard Worker              const int8x8_t va${M}c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va${M}), 2));
208*4bdc9457SAndroid Build Coastguard Worker              $for N in range(0, NR, 4):
209*4bdc9457SAndroid Build Coastguard Worker                const int16x8_t vprod${M}x${ABC[N:N+4]}c2 = vmull_s8(vb${ABC[N:N+4]}c2, va${M}c2);
210*4bdc9457SAndroid Build Coastguard Worker                vacc${M}x${ABC[N:N+4]} = vpadalq_s16(vacc${M}x${ABC[N:N+4]}, vprod${M}x${ABC[N:N+4]}c2);
211*4bdc9457SAndroid Build Coastguard Worker          }
212*4bdc9457SAndroid Build Coastguard Worker        }
213*4bdc9457SAndroid Build Coastguard Worker      }
214*4bdc9457SAndroid Build Coastguard Worker      p -= ${MR} * sizeof(void*);
215*4bdc9457SAndroid Build Coastguard Worker    } while (p != 0);
216*4bdc9457SAndroid Build Coastguard Worker
217*4bdc9457SAndroid Build Coastguard Worker    $if REQUANTIZATION == "RNDNU":
218*4bdc9457SAndroid Build Coastguard Worker      const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->${PARAMS_STRUCT}.right_pre_shift);
219*4bdc9457SAndroid Build Coastguard Worker      const int32x4_t vmultiplier = vld1q_dup_s32(&params->${PARAMS_STRUCT}.multiplier);
220*4bdc9457SAndroid Build Coastguard Worker      const int32x4_t vright_post_shift = vld1q_dup_s32(&params->${PARAMS_STRUCT}.right_post_shift);
221*4bdc9457SAndroid Build Coastguard Worker
222*4bdc9457SAndroid Build Coastguard Worker      $for M in range(MR):
223*4bdc9457SAndroid Build Coastguard Worker        $for N in range(0, NR, 4):
224*4bdc9457SAndroid Build Coastguard Worker          vacc${M}x${ABC[N:N+4]} = vqshlq_s32(vacc${M}x${ABC[N:N+4]}, vright_pre_shift);
225*4bdc9457SAndroid Build Coastguard Worker
226*4bdc9457SAndroid Build Coastguard Worker      $for M in range(MR):
227*4bdc9457SAndroid Build Coastguard Worker        $for N in range(0, NR, 4):
228*4bdc9457SAndroid Build Coastguard Worker          vacc${M}x${ABC[N:N+4]} = vqdmulhq_s32(vacc${M}x${ABC[N:N+4]}, vmultiplier);
229*4bdc9457SAndroid Build Coastguard Worker
230*4bdc9457SAndroid Build Coastguard Worker      $for M in range(MR):
231*4bdc9457SAndroid Build Coastguard Worker        $for N in range(0, NR, 4):
232*4bdc9457SAndroid Build Coastguard Worker          vacc${M}x${ABC[N:N+4]} = vrshlq_s32(vacc${M}x${ABC[N:N+4]}, vright_post_shift);
233*4bdc9457SAndroid Build Coastguard Worker    $elif REQUANTIZATION == "FP32":
234*4bdc9457SAndroid Build Coastguard Worker      $for M in range(MR):
235*4bdc9457SAndroid Build Coastguard Worker        $for N in range(0, NR, 4):
236*4bdc9457SAndroid Build Coastguard Worker          float32x4_t vfpacc${M}x${ABC[N:N+4]} = vcvtq_f32_s32(vacc${M}x${ABC[N:N+4]});
237*4bdc9457SAndroid Build Coastguard Worker
238*4bdc9457SAndroid Build Coastguard Worker      $if CHANNELWISE:
239*4bdc9457SAndroid Build Coastguard Worker        $for N in range(0, NR, 4):
240*4bdc9457SAndroid Build Coastguard Worker          const float32x4_t vscale${ABC[N:N+4]} = vld1q_f32((const float*) w); w = (const void*) ((const float*) w + 4);
241*4bdc9457SAndroid Build Coastguard Worker          $for M in range(MR):
242*4bdc9457SAndroid Build Coastguard Worker            vfpacc${M}x${ABC[N:N+4]} = vmulq_f32(vfpacc${M}x${ABC[N:N+4]}, vscale${ABC[N:N+4]});
243*4bdc9457SAndroid Build Coastguard Worker      $else:
244*4bdc9457SAndroid Build Coastguard Worker        const float32x4_t vscale = vld1q_dup_f32(&params->${PARAMS_STRUCT}.scale);
245*4bdc9457SAndroid Build Coastguard Worker        $for M in range(MR):
246*4bdc9457SAndroid Build Coastguard Worker          $for N in range(0, NR, 4):
247*4bdc9457SAndroid Build Coastguard Worker            vfpacc${M}x${ABC[N:N+4]} = vmulq_f32(vfpacc${M}x${ABC[N:N+4]}, vscale);
248*4bdc9457SAndroid Build Coastguard Worker
249*4bdc9457SAndroid Build Coastguard Worker      $if ARMV8:
250*4bdc9457SAndroid Build Coastguard Worker        $for M in range(MR):
251*4bdc9457SAndroid Build Coastguard Worker          $for N in range(0, NR, 4):
252*4bdc9457SAndroid Build Coastguard Worker            vacc${M}x${ABC[N:N+4]} = vcvtnq_s32_f32(vfpacc${M}x${ABC[N:N+4]});
253*4bdc9457SAndroid Build Coastguard Worker      $else:
254*4bdc9457SAndroid Build Coastguard Worker        const float32x4_t vmagic_bias = vld1q_dup_f32(&params->${PARAMS_STRUCT}.magic_bias);
255*4bdc9457SAndroid Build Coastguard Worker        $for M in range(MR):
256*4bdc9457SAndroid Build Coastguard Worker          $for N in range(0, NR, 4):
257*4bdc9457SAndroid Build Coastguard Worker            vacc${M}x${ABC[N:N+4]} = vreinterpretq_s32_f32(vaddq_f32(vfpacc${M}x${ABC[N:N+4]}, vmagic_bias));
258*4bdc9457SAndroid Build Coastguard Worker
259*4bdc9457SAndroid Build Coastguard Worker        const int32x4_t vmagic_bias_less_output_zero_point = vld1q_dup_s32(&params->${PARAMS_STRUCT}.magic_bias_less_output_zero_point);
260*4bdc9457SAndroid Build Coastguard Worker        $for M in range(MR):
261*4bdc9457SAndroid Build Coastguard Worker          $for N in range(0, NR, 4):
262*4bdc9457SAndroid Build Coastguard Worker            vacc${M}x${ABC[N:N+4]} = vqsubq_s32(vacc${M}x${ABC[N:N+4]}, vmagic_bias_less_output_zero_point);
263*4bdc9457SAndroid Build Coastguard Worker
264*4bdc9457SAndroid Build Coastguard Worker    $if REQUANTIZATION != "FP32" or ARMV8:
265*4bdc9457SAndroid Build Coastguard Worker      const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->${PARAMS_STRUCT}.output_zero_point);
266*4bdc9457SAndroid Build Coastguard Worker#if XNN_ARCH_ARM64
267*4bdc9457SAndroid Build Coastguard Worker    $for M in range(MR):
268*4bdc9457SAndroid Build Coastguard Worker      $for N in range(0, NR, 8):
269*4bdc9457SAndroid Build Coastguard Worker        int16x8_t vacc${M}x${ABC[N:N+8]} = vqmovn_high_s32(vqmovn_s32(vacc${M}x${ABC[N:N+4]}), vacc${M}x${ABC[N+4:N+8]});
270*4bdc9457SAndroid Build Coastguard Worker
271*4bdc9457SAndroid Build Coastguard Worker    $if REQUANTIZATION != "FP32" or ARMV8:
272*4bdc9457SAndroid Build Coastguard Worker      $for M in range(MR):
273*4bdc9457SAndroid Build Coastguard Worker        $for N in range(0, NR, 8):
274*4bdc9457SAndroid Build Coastguard Worker          vacc${M}x${ABC[N:N+8]} = vqaddq_s16(vacc${M}x${ABC[N:N+8]}, voutput_zero_point);
275*4bdc9457SAndroid Build Coastguard Worker
276*4bdc9457SAndroid Build Coastguard Worker    $for M in range(MR):
277*4bdc9457SAndroid Build Coastguard Worker      $for N in range(0, NR, 16):
278*4bdc9457SAndroid Build Coastguard Worker        $if N + 8 < NR:
279*4bdc9457SAndroid Build Coastguard Worker          int8x16_t vout${M}x${ABC[N:N+16]} = vqmovn_high_s16(vqmovn_s16(vacc${M}x${ABC[N:N+8]}), vacc${M}x${ABC[N+8:N+16]});
280*4bdc9457SAndroid Build Coastguard Worker        $elif M % 2 == 1:
281*4bdc9457SAndroid Build Coastguard Worker          int8x16_t vout${M-1}x${ABC[N:N+8]}_${M}x${ABC[N:N+8]} = vqmovn_high_s16(vqmovn_s16(vacc${M-1}x${ABC[N:N+8]}), vacc${M}x${ABC[N:N+8]});
282*4bdc9457SAndroid Build Coastguard Worker        $elif M + 1 == MR:
283*4bdc9457SAndroid Build Coastguard Worker          int8x8_t vout${M}x${ABC[N:N+8]} = vqmovn_s16(vacc${M}x${ABC[N:N+8]});
284*4bdc9457SAndroid Build Coastguard Worker#else
285*4bdc9457SAndroid Build Coastguard Worker    $for M in range(MR):
286*4bdc9457SAndroid Build Coastguard Worker      $for N in range(0, NR, 8):
287*4bdc9457SAndroid Build Coastguard Worker        int16x8_t vacc${M}x${ABC[N:N+8]} = vcombine_s16(vqmovn_s32(vacc${M}x${ABC[N:N+4]}), vqmovn_s32(vacc${M}x${ABC[N+4:N+8]}));
288*4bdc9457SAndroid Build Coastguard Worker
289*4bdc9457SAndroid Build Coastguard Worker    $if REQUANTIZATION != "FP32" or ARMV8:
290*4bdc9457SAndroid Build Coastguard Worker      $for M in range(MR):
291*4bdc9457SAndroid Build Coastguard Worker        $for N in range(0, NR, 8):
292*4bdc9457SAndroid Build Coastguard Worker          vacc${M}x${ABC[N:N+8]} = vqaddq_s16(vacc${M}x${ABC[N:N+8]}, voutput_zero_point);
293*4bdc9457SAndroid Build Coastguard Worker
294*4bdc9457SAndroid Build Coastguard Worker    $for M in range(MR):
295*4bdc9457SAndroid Build Coastguard Worker      $for N in range(0, NR, 16):
296*4bdc9457SAndroid Build Coastguard Worker        $if N + 8 < NR:
297*4bdc9457SAndroid Build Coastguard Worker          int8x16_t vout${M}x${ABC[N:N+16]} = vcombine_s8(vqmovn_s16(vacc${M}x${ABC[N:N+8]}), vqmovn_s16(vacc${M}x${ABC[N+8:N+16]}));
298*4bdc9457SAndroid Build Coastguard Worker        $elif M % 2 == 1:
299*4bdc9457SAndroid Build Coastguard Worker          int8x16_t vout${M-1}x${ABC[N:N+8]}_${M}x${ABC[N:N+8]} = vcombine_s8(vqmovn_s16(vacc${M-1}x${ABC[N:N+8]}), vqmovn_s16(vacc${M}x${ABC[N:N+8]}));
300*4bdc9457SAndroid Build Coastguard Worker        $elif M + 1 == MR:
301*4bdc9457SAndroid Build Coastguard Worker          int8x8_t vout${M}x${ABC[N:N+8]} = vqmovn_s16(vacc${M}x${ABC[N:N+8]});
302*4bdc9457SAndroid Build Coastguard Worker#endif
303*4bdc9457SAndroid Build Coastguard Worker
304*4bdc9457SAndroid Build Coastguard Worker    $if NR == 8 and MR == 1:
305*4bdc9457SAndroid Build Coastguard Worker      const int8x8_t voutput_min = vld1_dup_s8(&params->${PARAMS_STRUCT}.output_min);
306*4bdc9457SAndroid Build Coastguard Worker    $else:
307*4bdc9457SAndroid Build Coastguard Worker      const int8x16_t voutput_min = vld1q_dup_s8(&params->${PARAMS_STRUCT}.output_min);
308*4bdc9457SAndroid Build Coastguard Worker    $for M in range(MR):
309*4bdc9457SAndroid Build Coastguard Worker      $for N in range(0, NR, 16):
310*4bdc9457SAndroid Build Coastguard Worker        $if N + 8 < NR:
311*4bdc9457SAndroid Build Coastguard Worker          vout${M}x${ABC[N:N+16]} = vmaxq_s8(vout${M}x${ABC[N:N+16]}, voutput_min);
312*4bdc9457SAndroid Build Coastguard Worker        $elif M % 2 == 1:
313*4bdc9457SAndroid Build Coastguard Worker          vout${M-1}x${ABC[N:N+8]}_${M}x${ABC[N:N+8]} = vmaxq_s8(vout${M-1}x${ABC[N:N+8]}_${M}x${ABC[N:N+8]}, voutput_min);
314*4bdc9457SAndroid Build Coastguard Worker        $elif M + 1 == MR:
315*4bdc9457SAndroid Build Coastguard Worker          $if NR == 8 and MR == 1:
316*4bdc9457SAndroid Build Coastguard Worker            vout${M}x${ABC[N:N+8]} = vmax_s8(vout${M}x${ABC[N:N+8]}, voutput_min);
317*4bdc9457SAndroid Build Coastguard Worker          $else:
318*4bdc9457SAndroid Build Coastguard Worker            vout${M}x${ABC[N:N+8]} = vmax_s8(vout${M}x${ABC[N:N+8]}, vget_low_s8(voutput_min));
319*4bdc9457SAndroid Build Coastguard Worker
320*4bdc9457SAndroid Build Coastguard Worker    $if NR == 8 and MR == 1:
321*4bdc9457SAndroid Build Coastguard Worker      const int8x8_t voutput_max = vld1_dup_s8(&params->${PARAMS_STRUCT}.output_max);
322*4bdc9457SAndroid Build Coastguard Worker    $else:
323*4bdc9457SAndroid Build Coastguard Worker      const int8x16_t voutput_max = vld1q_dup_s8(&params->${PARAMS_STRUCT}.output_max);
324*4bdc9457SAndroid Build Coastguard Worker    $for M in range(MR):
325*4bdc9457SAndroid Build Coastguard Worker      $for N in range(0, NR, 16):
326*4bdc9457SAndroid Build Coastguard Worker        $if N + 8 < NR:
327*4bdc9457SAndroid Build Coastguard Worker          vout${M}x${ABC[N:N+16]} = vminq_s8(vout${M}x${ABC[N:N+16]}, voutput_max);
328*4bdc9457SAndroid Build Coastguard Worker        $elif M % 2 == 1:
329*4bdc9457SAndroid Build Coastguard Worker          vout${M-1}x${ABC[N:N+8]}_${M}x${ABC[N:N+8]} = vminq_s8(vout${M-1}x${ABC[N:N+8]}_${M}x${ABC[N:N+8]}, voutput_max);
330*4bdc9457SAndroid Build Coastguard Worker        $elif M + 1 == MR:
331*4bdc9457SAndroid Build Coastguard Worker          $if NR == 8 and MR == 1:
332*4bdc9457SAndroid Build Coastguard Worker            vout${M}x${ABC[N:N+8]} = vmin_s8(vout${M}x${ABC[N:N+8]}, voutput_max);
333*4bdc9457SAndroid Build Coastguard Worker          $else:
334*4bdc9457SAndroid Build Coastguard Worker            vout${M}x${ABC[N:N+8]} = vmin_s8(vout${M}x${ABC[N:N+8]}, vget_low_s8(voutput_max));
335*4bdc9457SAndroid Build Coastguard Worker
336*4bdc9457SAndroid Build Coastguard Worker    if (nc >= ${NR}) {
337*4bdc9457SAndroid Build Coastguard Worker      $for M in reversed(range(MR)):
338*4bdc9457SAndroid Build Coastguard Worker        $for N in range(0, NR, 16):
339*4bdc9457SAndroid Build Coastguard Worker          $if N + 8 < NR:
340*4bdc9457SAndroid Build Coastguard Worker            vst1q_s8(c${M} + ${N}, vout${M}x${ABC[N:N+16]});
341*4bdc9457SAndroid Build Coastguard Worker          $elif M % 2 == 1:
342*4bdc9457SAndroid Build Coastguard Worker            vst1_s8(c${M} + ${N}, vget_high_s8(vout${M-1}x${ABC[N:N+8]}_${M}x${ABC[N:N+8]}));
343*4bdc9457SAndroid Build Coastguard Worker            vst1_s8(c${M-1} + ${N}, vget_low_s8(vout${M-1}x${ABC[N:N+8]}_${M}x${ABC[N:N+8]}));
344*4bdc9457SAndroid Build Coastguard Worker          $elif M + 1 == MR:
345*4bdc9457SAndroid Build Coastguard Worker            vst1_s8(c${M} + ${N}, vout${M}x${ABC[N:N+8]});
346*4bdc9457SAndroid Build Coastguard Worker
347*4bdc9457SAndroid Build Coastguard Worker      $for M in reversed(range(MR)):
348*4bdc9457SAndroid Build Coastguard Worker        c${M} = (int8_t*) ((uintptr_t) c${M} + cn_stride);
349*4bdc9457SAndroid Build Coastguard Worker
350*4bdc9457SAndroid Build Coastguard Worker      a = (const int8_t**restrict) ((uintptr_t) a - ks);
351*4bdc9457SAndroid Build Coastguard Worker
352*4bdc9457SAndroid Build Coastguard Worker      nc -= ${NR};
353*4bdc9457SAndroid Build Coastguard Worker    } else {
354*4bdc9457SAndroid Build Coastguard Worker      $if NR == 16:
355*4bdc9457SAndroid Build Coastguard Worker        $for M in reversed(range(MR)):
356*4bdc9457SAndroid Build Coastguard Worker          $if M % 2 == 1:
357*4bdc9457SAndroid Build Coastguard Worker            int8x16_t vout${M-1}x01234567_${M}x01234567 = vcombine_s8(vget_low_s8(vout${M-1}x0123456789ABCDEF), vget_low_s8(vout${M}x0123456789ABCDEF));
358*4bdc9457SAndroid Build Coastguard Worker          $elif M + 1 == MR:
359*4bdc9457SAndroid Build Coastguard Worker            int8x8_t vout${M}x01234567 = vget_low_s8(vout${M}x0123456789ABCDEF);
360*4bdc9457SAndroid Build Coastguard Worker        if (nc & 8) {
361*4bdc9457SAndroid Build Coastguard Worker          $for M in reversed(range(MR)):
362*4bdc9457SAndroid Build Coastguard Worker            $if M % 2 == 1:
363*4bdc9457SAndroid Build Coastguard Worker              vst1_s8(c${M}, vget_high_s8(vout${M-1}x01234567_${M}x01234567)); c${M} += 8;
364*4bdc9457SAndroid Build Coastguard Worker              vst1_s8(c${M-1}, vget_low_s8(vout${M-1}x01234567_${M}x01234567)); c${M-1} += 8;
365*4bdc9457SAndroid Build Coastguard Worker            $elif M + 1 == MR:
366*4bdc9457SAndroid Build Coastguard Worker              vst1_s8(c${M}, vout${M}x01234567); c${M} += 8;
367*4bdc9457SAndroid Build Coastguard Worker          $for M in reversed(range(MR)):
368*4bdc9457SAndroid Build Coastguard Worker            $if M % 2 == 1:
369*4bdc9457SAndroid Build Coastguard Worker              vout${M-1}x01234567_${M}x01234567 = vcombine_s8(vget_high_s8(vout${M-1}x0123456789ABCDEF), vget_high_s8(vout${M}x0123456789ABCDEF));
370*4bdc9457SAndroid Build Coastguard Worker            $elif M + 1 == MR:
371*4bdc9457SAndroid Build Coastguard Worker              vout${M}x01234567 = vget_high_s8(vout${M}x0123456789ABCDEF);
372*4bdc9457SAndroid Build Coastguard Worker        }
373*4bdc9457SAndroid Build Coastguard Worker      if (nc & 4) {
374*4bdc9457SAndroid Build Coastguard Worker        $for M in reversed(range(MR)):
375*4bdc9457SAndroid Build Coastguard Worker          $if M % 2 == 1:
376*4bdc9457SAndroid Build Coastguard Worker            vst1q_lane_u32((void*) c${M}, vreinterpretq_u32_s8(vout${M-1}x01234567_${M}x01234567), 2); c${M} += 4;
377*4bdc9457SAndroid Build Coastguard Worker            vst1q_lane_u32((void*) c${M-1}, vreinterpretq_u32_s8(vout${M-1}x01234567_${M}x01234567), 0); c${M-1} += 4;
378*4bdc9457SAndroid Build Coastguard Worker          $elif M + 1 == MR:
379*4bdc9457SAndroid Build Coastguard Worker            vst1_lane_u32((void*) c${M}, vreinterpret_u32_s8(vout${M}x01234567), 0); c${M} += 4;
380*4bdc9457SAndroid Build Coastguard Worker        $for M in reversed(range(MR)):
381*4bdc9457SAndroid Build Coastguard Worker          $if M % 2 == 1:
382*4bdc9457SAndroid Build Coastguard Worker            vout${M-1}x01234567_${M}x01234567 = vextq_s8(vout${M-1}x01234567_${M}x01234567, vout${M-1}x01234567_${M}x01234567, 4);
383*4bdc9457SAndroid Build Coastguard Worker          $elif M + 1 == MR:
384*4bdc9457SAndroid Build Coastguard Worker            vout${M}x01234567 = vext_s8(vout${M}x01234567, vout${M}x01234567, 4);
385*4bdc9457SAndroid Build Coastguard Worker      }
386*4bdc9457SAndroid Build Coastguard Worker      if (nc & 2) {
387*4bdc9457SAndroid Build Coastguard Worker        $for M in reversed(range(MR)):
388*4bdc9457SAndroid Build Coastguard Worker          $if M % 2 == 1:
389*4bdc9457SAndroid Build Coastguard Worker            vst1q_lane_u16((void*) c${M}, vreinterpretq_u16_s8(vout${M-1}x01234567_${M}x01234567), 4); c${M} += 2;
390*4bdc9457SAndroid Build Coastguard Worker            vst1q_lane_u16((void*) c${M-1}, vreinterpretq_u16_s8(vout${M-1}x01234567_${M}x01234567), 0); c${M-1} += 2;
391*4bdc9457SAndroid Build Coastguard Worker          $elif M + 1 == MR:
392*4bdc9457SAndroid Build Coastguard Worker            vst1_lane_u16((void*) c${M}, vreinterpret_u16_s8(vout${M}x01234567), 0); c${M} += 2;
393*4bdc9457SAndroid Build Coastguard Worker        $for M in reversed(range(MR)):
394*4bdc9457SAndroid Build Coastguard Worker          $if M % 2 == 1:
395*4bdc9457SAndroid Build Coastguard Worker            vout${M-1}x01234567_${M}x01234567 = vextq_s8(vout${M-1}x01234567_${M}x01234567, vout${M-1}x01234567_${M}x01234567, 2);
396*4bdc9457SAndroid Build Coastguard Worker          $elif M + 1 == MR:
397*4bdc9457SAndroid Build Coastguard Worker            vout${M}x01234567 = vext_s8(vout${M}x01234567, vout${M}x01234567, 2);
398*4bdc9457SAndroid Build Coastguard Worker      }
399*4bdc9457SAndroid Build Coastguard Worker      if (nc & 1) {
400*4bdc9457SAndroid Build Coastguard Worker        $for M in reversed(range(MR)):
401*4bdc9457SAndroid Build Coastguard Worker          $if M % 2 == 1:
402*4bdc9457SAndroid Build Coastguard Worker            vst1q_lane_s8(c${M}, vout${M-1}x01234567_${M}x01234567, 8);
403*4bdc9457SAndroid Build Coastguard Worker            vst1q_lane_s8(c${M-1}, vout${M-1}x01234567_${M}x01234567, 0);
404*4bdc9457SAndroid Build Coastguard Worker          $elif M + 1 == MR:
405*4bdc9457SAndroid Build Coastguard Worker            vst1_lane_s8(c${M}, vout${M}x01234567, 0);
406*4bdc9457SAndroid Build Coastguard Worker      }
407*4bdc9457SAndroid Build Coastguard Worker
408*4bdc9457SAndroid Build Coastguard Worker      nc = 0;
409*4bdc9457SAndroid Build Coastguard Worker    }
410*4bdc9457SAndroid Build Coastguard Worker  } while (nc != 0);
411*4bdc9457SAndroid Build Coastguard Worker}
412