xref: /aosp_15_r20/external/XNNPACK/src/qs8-vmulc/neon.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$assert DATATYPE in ["QS8", "QU8"]
7*4bdc9457SAndroid Build Coastguard Worker$assert REQUANTIZATION in ["FP32", "RNDNU"]
8*4bdc9457SAndroid Build Coastguard Worker$assert BATCH_TILE % (16 if LD128 else 8) == 0
9*4bdc9457SAndroid Build Coastguard Worker$assert BATCH_TILE >= 8
10*4bdc9457SAndroid Build Coastguard Worker$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ"
11*4bdc9457SAndroid Build Coastguard Worker#include <assert.h>
12*4bdc9457SAndroid Build Coastguard Worker
13*4bdc9457SAndroid Build Coastguard Worker#include <arm_neon.h>
14*4bdc9457SAndroid Build Coastguard Worker
15*4bdc9457SAndroid Build Coastguard Worker$if REQUANTIZATION == "FP32" and ARMV8:
16*4bdc9457SAndroid Build Coastguard Worker  #include <xnnpack/intrinsics-polyfill.h>
17*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/vmul.h>
18*4bdc9457SAndroid Build Coastguard Worker
19*4bdc9457SAndroid Build Coastguard Worker
20*4bdc9457SAndroid Build Coastguard Worker$PARAMS_STRUCT = REQUANTIZATION.lower() + "_" + ("neonv8" if ARMV8 else "neon")
21*4bdc9457SAndroid Build Coastguard Worker$XINT8_T = {"QS8": "int8_t", "QU8": "uint8_t"}[DATATYPE]
22*4bdc9457SAndroid Build Coastguard Worker$XINT8X8_T = {"QS8": "int8x8_t", "QU8": "uint8x8_t"}[DATATYPE]
23*4bdc9457SAndroid Build Coastguard Worker$XINT8X16_T = {"QS8": "int8x16_t", "QU8": "uint8x16_t"}[DATATYPE]
24*4bdc9457SAndroid Build Coastguard Worker$VLD1_X8 = {"QS8": "vld1_s8", "QU8": "vld1_u8"}[DATATYPE]
25*4bdc9457SAndroid Build Coastguard Worker$VLD1Q_X8 = {"QS8": "vld1q_s8", "QU8": "vld1q_u8"}[DATATYPE]
26*4bdc9457SAndroid Build Coastguard Worker$VLD1_DUP_X8 = {"QS8": "vld1_dup_s8", "QU8": "vld1_dup_u8"}[DATATYPE]
27*4bdc9457SAndroid Build Coastguard Worker$VLD1Q_DUP_X8 = {"QS8": "vld1q_dup_s8", "QU8": "vld1q_dup_u8"}[DATATYPE]
28*4bdc9457SAndroid Build Coastguard Worker$VST1_LANE_X8 = {"QS8": "vst1_lane_s8", "QU8": "vst1_lane_u8"}[DATATYPE]
29*4bdc9457SAndroid Build Coastguard Worker$VST1_X8 = {"QS8": "vst1_s8", "QU8": "vst1_u8"}[DATATYPE]
30*4bdc9457SAndroid Build Coastguard Worker$VST1Q_X8 = {"QS8": "vst1q_s8", "QU8": "vst1q_u8"}[DATATYPE]
31*4bdc9457SAndroid Build Coastguard Worker$VMIN_X8 = {"QS8": "vmin_s8", "QU8": "vmin_u8"}[DATATYPE]
32*4bdc9457SAndroid Build Coastguard Worker$VMAX_X8 = {"QS8": "vmax_s8", "QU8": "vmax_u8"}[DATATYPE]
33*4bdc9457SAndroid Build Coastguard Worker$VMINQ_X8 = {"QS8": "vminq_s8", "QU8": "vminq_u8"}[DATATYPE]
34*4bdc9457SAndroid Build Coastguard Worker$VMAXQ_X8 = {"QS8": "vmaxq_s8", "QU8": "vmaxq_u8"}[DATATYPE]
35*4bdc9457SAndroid Build Coastguard Worker$VQMOVXN_S16 = {"QS8": "vqmovn_s16", "QU8": "vqmovun_s16"}[DATATYPE]
36*4bdc9457SAndroid Build Coastguard Worker$VQMOVXN_HIGH_S16 = {"QS8": "vqmovn_high_s16", "QU8": "vqmovun_high_s16"}[DATATYPE]
37*4bdc9457SAndroid Build Coastguard Worker$VEXT_X8 = {"QS8": "vext_s8", "QU8": "vext_u8"}[DATATYPE]
38*4bdc9457SAndroid Build Coastguard Worker$VGET_LOW_X8 = {"QS8": "vget_low_s8", "QU8": "vget_low_u8"}[DATATYPE]
39*4bdc9457SAndroid Build Coastguard Worker$VCOMBINE_X8 = {"QS8": "vcombine_s8", "QU8": "vcombine_u8"}[DATATYPE]
40*4bdc9457SAndroid Build Coastguard Worker$VREINTERPRET_U32_X8 = {"QS8": "vreinterpret_u32_s8", "QU8": "vreinterpret_u32_u8"}[DATATYPE]
41*4bdc9457SAndroid Build Coastguard Worker$VREINTERPRET_U16_X8 = {"QS8": "vreinterpret_u16_s8", "QU8": "vreinterpret_u16_u8"}[DATATYPE]
42*4bdc9457SAndroid Build Coastguard Workervoid xnn_${DATATYPE.lower()}_vmulc_minmax_${REQUANTIZATION.lower()}_ukernel__${"neonv8" if ARMV8 else "neon"}_${"ld128" if LD128 else "ld64"}_x${BATCH_TILE}(
43*4bdc9457SAndroid Build Coastguard Worker    size_t n,
44*4bdc9457SAndroid Build Coastguard Worker    const ${XINT8_T}* input_a,
45*4bdc9457SAndroid Build Coastguard Worker    const ${XINT8_T}* input_b,
46*4bdc9457SAndroid Build Coastguard Worker    ${XINT8_T}* output,
47*4bdc9457SAndroid Build Coastguard Worker    const union xnn_${DATATYPE.lower()}_mul_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
48*4bdc9457SAndroid Build Coastguard Worker{
49*4bdc9457SAndroid Build Coastguard Worker  $if LD128:
50*4bdc9457SAndroid Build Coastguard Worker    #if XNN_ARCH_ARM64
51*4bdc9457SAndroid Build Coastguard Worker      const ${XINT8X16_T} va_zero_point = ${VLD1Q_DUP_X8}(params->${PARAMS_STRUCT}.a_zero_point);
52*4bdc9457SAndroid Build Coastguard Worker    #else
53*4bdc9457SAndroid Build Coastguard Worker      const ${XINT8X8_T} va_zero_point = ${VLD1_DUP_X8}(params->${PARAMS_STRUCT}.a_zero_point);
54*4bdc9457SAndroid Build Coastguard Worker    #endif
55*4bdc9457SAndroid Build Coastguard Worker  $else:
56*4bdc9457SAndroid Build Coastguard Worker    const ${XINT8X8_T} va_zero_point = ${VLD1_DUP_X8}(params->${PARAMS_STRUCT}.a_zero_point);
57*4bdc9457SAndroid Build Coastguard Worker  $if REQUANTIZATION == "FP32":
58*4bdc9457SAndroid Build Coastguard Worker    const float32x4_t vscale = vld1q_dup_f32(&params->${PARAMS_STRUCT}.scale);
59*4bdc9457SAndroid Build Coastguard Worker    $if ARMV8:
60*4bdc9457SAndroid Build Coastguard Worker      const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->fp32_neonv8.output_zero_point);
61*4bdc9457SAndroid Build Coastguard Worker    $else:
62*4bdc9457SAndroid Build Coastguard Worker      const float32x4_t vmagic_bias = vld1q_dup_f32(&params->fp32_neon.magic_bias);
63*4bdc9457SAndroid Build Coastguard Worker      const int32x4_t vmagic_bias_less_output_zero_point = vld1q_dup_s32(&params->fp32_neon.magic_bias_less_output_zero_point);
64*4bdc9457SAndroid Build Coastguard Worker  $elif REQUANTIZATION == "RNDNU":
65*4bdc9457SAndroid Build Coastguard Worker    const int32x4_t vleft_pre_shift = vld1q_dup_s32(&params->rndnu_neon.left_pre_shift);
66*4bdc9457SAndroid Build Coastguard Worker    const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier);
67*4bdc9457SAndroid Build Coastguard Worker    const int32x4_t vleft_post_shift = vld1q_dup_s32(&params->rndnu_neon.left_post_shift);
68*4bdc9457SAndroid Build Coastguard Worker    const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point);
69*4bdc9457SAndroid Build Coastguard Worker  $if BATCH_TILE > 8:
70*4bdc9457SAndroid Build Coastguard Worker    const ${XINT8X16_T} voutput_min = ${VLD1Q_DUP_X8}(&params->${PARAMS_STRUCT}.output_min);
71*4bdc9457SAndroid Build Coastguard Worker    const ${XINT8X16_T} voutput_max = ${VLD1Q_DUP_X8}(&params->${PARAMS_STRUCT}.output_max);
72*4bdc9457SAndroid Build Coastguard Worker  $else:
73*4bdc9457SAndroid Build Coastguard Worker    const ${XINT8X8_T} voutput_min = ${VLD1_DUP_X8}(&params->${PARAMS_STRUCT}.output_min);
74*4bdc9457SAndroid Build Coastguard Worker    const ${XINT8X8_T} voutput_max = ${VLD1_DUP_X8}(&params->${PARAMS_STRUCT}.output_max);
75*4bdc9457SAndroid Build Coastguard Worker
76*4bdc9457SAndroid Build Coastguard Worker  const ${XINT8X8_T} vb = ${VLD1_DUP_X8}(input_b);
77*4bdc9457SAndroid Build Coastguard Worker  const ${XINT8X8_T} vb_zero_point = ${VLD1_DUP_X8}(params->${PARAMS_STRUCT}.b_zero_point);
78*4bdc9457SAndroid Build Coastguard Worker  $if DATATYPE == "QU8":
79*4bdc9457SAndroid Build Coastguard Worker    const int16x8_t vxb = vreinterpretq_s16_u16(vsubl_u8(vb, vb_zero_point));
80*4bdc9457SAndroid Build Coastguard Worker  $else:
81*4bdc9457SAndroid Build Coastguard Worker    const int16x8_t vxb = vsubl_s8(vb, vb_zero_point);
82*4bdc9457SAndroid Build Coastguard Worker  for (; n >= ${BATCH_TILE} * sizeof(${XINT8_T}); n -= ${BATCH_TILE} * sizeof(${XINT8_T})) {
83*4bdc9457SAndroid Build Coastguard Worker    $if LD128:
84*4bdc9457SAndroid Build Coastguard Worker      $for N in range(0, BATCH_TILE, 16):
85*4bdc9457SAndroid Build Coastguard Worker        const ${XINT8X16_T} va${ABC[N:N+16]} = ${VLD1Q_X8}(input_a); input_a += 16;
86*4bdc9457SAndroid Build Coastguard Worker
87*4bdc9457SAndroid Build Coastguard Worker      #if XNN_ARCH_ARM64
88*4bdc9457SAndroid Build Coastguard Worker        $for N in range(0, BATCH_TILE, 16):
89*4bdc9457SAndroid Build Coastguard Worker          $if DATATYPE == "QU8":
90*4bdc9457SAndroid Build Coastguard Worker            const int16x8_t vxa${ABC[N:N+8]} = vreinterpretq_s16_u16(vsubl_u8(vget_low_u8(va${ABC[N:N+16]}), vget_low_u8(va_zero_point)));
91*4bdc9457SAndroid Build Coastguard Worker            const int16x8_t vxa${ABC[N+8:N+16]} = vreinterpretq_s16_u16(vsubl_high_u8(va${ABC[N:N+16]}, va_zero_point));
92*4bdc9457SAndroid Build Coastguard Worker          $else:
93*4bdc9457SAndroid Build Coastguard Worker            const int16x8_t vxa${ABC[N:N+8]} = vsubl_s8(vget_low_s8(va${ABC[N:N+16]}), vget_low_s8(va_zero_point));
94*4bdc9457SAndroid Build Coastguard Worker            const int16x8_t vxa${ABC[N+8:N+16]} = vsubl_high_s8(va${ABC[N:N+16]}, va_zero_point);
95*4bdc9457SAndroid Build Coastguard Worker      #else  // !XNN_ARCH_ARM64
96*4bdc9457SAndroid Build Coastguard Worker        $for N in range(0, BATCH_TILE, 16):
97*4bdc9457SAndroid Build Coastguard Worker          $if DATATYPE == "QU8":
98*4bdc9457SAndroid Build Coastguard Worker            const int16x8_t vxa${ABC[N:N+8]} = vreinterpretq_s16_u16(vsubl_u8(vget_low_u8(va${ABC[N:N+16]}), va_zero_point));
99*4bdc9457SAndroid Build Coastguard Worker            const int16x8_t vxa${ABC[N+8:N+16]} = vreinterpretq_s16_u16(vsubl_u8(vget_high_u8(va${ABC[N:N+16]}), va_zero_point));
100*4bdc9457SAndroid Build Coastguard Worker          $else:
101*4bdc9457SAndroid Build Coastguard Worker            const int16x8_t vxa${ABC[N:N+8]} = vsubl_s8(vget_low_s8(va${ABC[N:N+16]}), va_zero_point);
102*4bdc9457SAndroid Build Coastguard Worker            const int16x8_t vxa${ABC[N+8:N+16]} = vsubl_s8(vget_high_s8(va${ABC[N:N+16]}), va_zero_point);
103*4bdc9457SAndroid Build Coastguard Worker      #endif  // XNN_ARCH_ARM64
104*4bdc9457SAndroid Build Coastguard Worker    $else:
105*4bdc9457SAndroid Build Coastguard Worker      $for N in range(0, BATCH_TILE, 8):
106*4bdc9457SAndroid Build Coastguard Worker        const ${XINT8X8_T} va${ABC[N:N+8]} = ${VLD1_X8}(input_a); input_a += 8;
107*4bdc9457SAndroid Build Coastguard Worker
108*4bdc9457SAndroid Build Coastguard Worker      $for N in range(0, BATCH_TILE, 8):
109*4bdc9457SAndroid Build Coastguard Worker        $if DATATYPE == "QU8":
110*4bdc9457SAndroid Build Coastguard Worker          const int16x8_t vxa${ABC[N:N+8]} = vreinterpretq_s16_u16(vsubl_u8(va${ABC[N:N+8]}, va_zero_point));
111*4bdc9457SAndroid Build Coastguard Worker        $else:
112*4bdc9457SAndroid Build Coastguard Worker          const int16x8_t vxa${ABC[N:N+8]} = vsubl_s8(va${ABC[N:N+8]}, va_zero_point);
113*4bdc9457SAndroid Build Coastguard Worker
114*4bdc9457SAndroid Build Coastguard Worker    $for N in range(0, BATCH_TILE, 8):
115*4bdc9457SAndroid Build Coastguard Worker      int32x4_t vacc${ABC[N:N+4]} = vmull_s16(vget_low_s16(vxa${ABC[N:N+8]}), vget_low_s16(vxb));
116*4bdc9457SAndroid Build Coastguard Worker      int32x4_t vacc${ABC[N+4:N+8]} = vmull_s16(vget_high_s16(vxa${ABC[N:N+8]}), vget_high_s16(vxb));
117*4bdc9457SAndroid Build Coastguard Worker
118*4bdc9457SAndroid Build Coastguard Worker    $if REQUANTIZATION == "FP32":
119*4bdc9457SAndroid Build Coastguard Worker      $for N in range(0, BATCH_TILE, 4):
120*4bdc9457SAndroid Build Coastguard Worker        float32x4_t vfpacc${ABC[N:N+4]} = vcvtq_f32_s32(vacc${ABC[N:N+4]});
121*4bdc9457SAndroid Build Coastguard Worker
122*4bdc9457SAndroid Build Coastguard Worker      $for N in range(0, BATCH_TILE, 4):
123*4bdc9457SAndroid Build Coastguard Worker        vfpacc${ABC[N:N+4]} = vmulq_f32(vfpacc${ABC[N:N+4]}, vscale);
124*4bdc9457SAndroid Build Coastguard Worker
125*4bdc9457SAndroid Build Coastguard Worker      $if ARMV8:
126*4bdc9457SAndroid Build Coastguard Worker        $for N in range(0, BATCH_TILE, 4):
127*4bdc9457SAndroid Build Coastguard Worker          vacc${ABC[N:N+4]} = vcvtnq_s32_f32(vfpacc${ABC[N:N+4]});
128*4bdc9457SAndroid Build Coastguard Worker      $else:
129*4bdc9457SAndroid Build Coastguard Worker        $for N in range(0, BATCH_TILE, 4):
130*4bdc9457SAndroid Build Coastguard Worker          vacc${ABC[N:N+4]} = vreinterpretq_s32_f32(vaddq_f32(vfpacc${ABC[N:N+4]}, vmagic_bias));
131*4bdc9457SAndroid Build Coastguard Worker
132*4bdc9457SAndroid Build Coastguard Worker        $for N in range(0, BATCH_TILE, 4):
133*4bdc9457SAndroid Build Coastguard Worker          vacc${ABC[N:N+4]} = vqsubq_s32(vacc${ABC[N:N+4]}, vmagic_bias_less_output_zero_point);
134*4bdc9457SAndroid Build Coastguard Worker    $elif REQUANTIZATION == "RNDNU":
135*4bdc9457SAndroid Build Coastguard Worker      $for N in range(0, BATCH_TILE, 4):
136*4bdc9457SAndroid Build Coastguard Worker        vacc${ABC[N:N+4]} = vqshlq_s32(vacc${ABC[N:N+4]}, vleft_pre_shift);
137*4bdc9457SAndroid Build Coastguard Worker
138*4bdc9457SAndroid Build Coastguard Worker      $for N in range(0, BATCH_TILE, 4):
139*4bdc9457SAndroid Build Coastguard Worker        vacc${ABC[N:N+4]} = vqdmulhq_s32(vacc${ABC[N:N+4]}, vmultiplier);
140*4bdc9457SAndroid Build Coastguard Worker
141*4bdc9457SAndroid Build Coastguard Worker      $for N in range(0, BATCH_TILE, 4):
142*4bdc9457SAndroid Build Coastguard Worker        vacc${ABC[N:N+4]} = vrshlq_s32(vacc${ABC[N:N+4]}, vleft_post_shift);
143*4bdc9457SAndroid Build Coastguard Worker
144*4bdc9457SAndroid Build Coastguard Worker    #if XNN_ARCH_ARM64
145*4bdc9457SAndroid Build Coastguard Worker      $for N in range(0, BATCH_TILE, 8):
146*4bdc9457SAndroid Build Coastguard Worker        int16x8_t vacc${ABC[N:N+8]} = vqmovn_high_s32(vqmovn_s32(vacc${ABC[N:N+4]}), vacc${ABC[N+4:N+8]});
147*4bdc9457SAndroid Build Coastguard Worker    #else
148*4bdc9457SAndroid Build Coastguard Worker      $for N in range(0, BATCH_TILE, 8):
149*4bdc9457SAndroid Build Coastguard Worker        int16x8_t vacc${ABC[N:N+8]} = vcombine_s16(vqmovn_s32(vacc${ABC[N:N+4]}), vqmovn_s32(vacc${ABC[N+4:N+8]}));
150*4bdc9457SAndroid Build Coastguard Worker    #endif
151*4bdc9457SAndroid Build Coastguard Worker
152*4bdc9457SAndroid Build Coastguard Worker    $if REQUANTIZATION != "FP32" or ARMV8:
153*4bdc9457SAndroid Build Coastguard Worker      $for N in range(0, BATCH_TILE, 8):
154*4bdc9457SAndroid Build Coastguard Worker        vacc${ABC[N:N+8]} = vqaddq_s16(vacc${ABC[N:N+8]}, voutput_zero_point);
155*4bdc9457SAndroid Build Coastguard Worker
156*4bdc9457SAndroid Build Coastguard Worker    #if XNN_ARCH_ARM64
157*4bdc9457SAndroid Build Coastguard Worker      $for N in range(0, BATCH_TILE, 16):
158*4bdc9457SAndroid Build Coastguard Worker        $if N + 8 < BATCH_TILE:
159*4bdc9457SAndroid Build Coastguard Worker          ${XINT8X16_T} vout${ABC[N:N+16]} = ${VQMOVXN_HIGH_S16}(${VQMOVXN_S16}(vacc${ABC[N:N+8]}), vacc${ABC[N+8:N+16]});
160*4bdc9457SAndroid Build Coastguard Worker        $else:
161*4bdc9457SAndroid Build Coastguard Worker          ${XINT8X8_T} vout${ABC[N:N+8]} = ${VQMOVXN_S16}(vacc${ABC[N:N+8]});
162*4bdc9457SAndroid Build Coastguard Worker    #else
163*4bdc9457SAndroid Build Coastguard Worker      $for N in range(0, BATCH_TILE, 16):
164*4bdc9457SAndroid Build Coastguard Worker        $if N + 8 < BATCH_TILE:
165*4bdc9457SAndroid Build Coastguard Worker          ${XINT8X16_T} vout${ABC[N:N+16]} = ${VCOMBINE_X8}(${VQMOVXN_S16}(vacc${ABC[N:N+8]}), ${VQMOVXN_S16}(vacc${ABC[N+8:N+16]}));
166*4bdc9457SAndroid Build Coastguard Worker        $else:
167*4bdc9457SAndroid Build Coastguard Worker          ${XINT8X8_T} vout${ABC[N:N+8]} = ${VQMOVXN_S16}(vacc${ABC[N:N+8]});
168*4bdc9457SAndroid Build Coastguard Worker    #endif
169*4bdc9457SAndroid Build Coastguard Worker
170*4bdc9457SAndroid Build Coastguard Worker    $for N in range(0, BATCH_TILE, 16):
171*4bdc9457SAndroid Build Coastguard Worker      $if N + 8 < BATCH_TILE:
172*4bdc9457SAndroid Build Coastguard Worker        vout${ABC[N:N+16]} = ${VMAXQ_X8}(vout${ABC[N:N+16]}, voutput_min);
173*4bdc9457SAndroid Build Coastguard Worker      $elif BATCH_TILE > 8:
174*4bdc9457SAndroid Build Coastguard Worker        vout${ABC[N:N+8]} = ${VMAX_X8}(vout${ABC[N:N+8]}, ${VGET_LOW_X8}(voutput_min));
175*4bdc9457SAndroid Build Coastguard Worker      $else:
176*4bdc9457SAndroid Build Coastguard Worker        vout${ABC[N:N+8]} = ${VMAX_X8}(vout${ABC[N:N+8]}, voutput_min);
177*4bdc9457SAndroid Build Coastguard Worker
178*4bdc9457SAndroid Build Coastguard Worker    $for N in range(0, BATCH_TILE, 16):
179*4bdc9457SAndroid Build Coastguard Worker      $if N + 8 < BATCH_TILE:
180*4bdc9457SAndroid Build Coastguard Worker        vout${ABC[N:N+16]} = ${VMINQ_X8}(vout${ABC[N:N+16]}, voutput_max);
181*4bdc9457SAndroid Build Coastguard Worker      $elif BATCH_TILE > 8:
182*4bdc9457SAndroid Build Coastguard Worker        vout${ABC[N:N+8]} = ${VMIN_X8}(vout${ABC[N:N+8]}, ${VGET_LOW_X8}(voutput_max));
183*4bdc9457SAndroid Build Coastguard Worker      $else:
184*4bdc9457SAndroid Build Coastguard Worker        vout${ABC[N:N+8]} = ${VMIN_X8}(vout${ABC[N:N+8]}, voutput_max);
185*4bdc9457SAndroid Build Coastguard Worker
186*4bdc9457SAndroid Build Coastguard Worker    $for N in range(0, BATCH_TILE, 16):
187*4bdc9457SAndroid Build Coastguard Worker      $if N + 8 < BATCH_TILE:
188*4bdc9457SAndroid Build Coastguard Worker        ${VST1Q_X8}(output, vout${ABC[N:N+16]}); output += 16;
189*4bdc9457SAndroid Build Coastguard Worker      $else:
190*4bdc9457SAndroid Build Coastguard Worker        ${VST1_X8}(output, vout${ABC[N:N+8]}); output += 8;
191*4bdc9457SAndroid Build Coastguard Worker  }
192*4bdc9457SAndroid Build Coastguard Worker  if XNN_UNLIKELY(n != 0) {
193*4bdc9457SAndroid Build Coastguard Worker    ${"do " if BATCH_TILE > 8 else ""}{
194*4bdc9457SAndroid Build Coastguard Worker      $if BATCH_TILE > 8:
195*4bdc9457SAndroid Build Coastguard Worker        const ${XINT8X8_T} va${ABC[0:8]} = ${VLD1_X8}(input_a); input_a += 8;
196*4bdc9457SAndroid Build Coastguard Worker      $else:
197*4bdc9457SAndroid Build Coastguard Worker        const ${XINT8X8_T} va${ABC[0:8]} = ${VLD1_X8}(input_a);
198*4bdc9457SAndroid Build Coastguard Worker
199*4bdc9457SAndroid Build Coastguard Worker      $if LD128:
200*4bdc9457SAndroid Build Coastguard Worker        $if DATATYPE == "QU8":
201*4bdc9457SAndroid Build Coastguard Worker          #if XNN_ARCH_ARM64
202*4bdc9457SAndroid Build Coastguard Worker            const int16x8_t vxa${ABC[0:8]} = vreinterpretq_s16_u16(vsubl_u8(va${ABC[0:8]}, vget_low_u8(va_zero_point)));
203*4bdc9457SAndroid Build Coastguard Worker          #else  // !XNN_ARCH_ARM64
204*4bdc9457SAndroid Build Coastguard Worker            const int16x8_t vxa${ABC[0:8]} = vreinterpretq_s16_u16(vsubl_u8(va${ABC[0:8]}, va_zero_point));
205*4bdc9457SAndroid Build Coastguard Worker          #endif  // XNN_ARCH_ARM64
206*4bdc9457SAndroid Build Coastguard Worker        $else:
207*4bdc9457SAndroid Build Coastguard Worker          #if XNN_ARCH_ARM64
208*4bdc9457SAndroid Build Coastguard Worker            const int16x8_t vxa${ABC[0:8]} = vsubl_s8(va${ABC[0:8]}, vget_low_s8(va_zero_point));
209*4bdc9457SAndroid Build Coastguard Worker          #else  // !XNN_ARCH_ARM64
210*4bdc9457SAndroid Build Coastguard Worker            const int16x8_t vxa${ABC[0:8]} = vsubl_s8(va${ABC[0:8]}, va_zero_point);
211*4bdc9457SAndroid Build Coastguard Worker          #endif  // XNN_ARCH_ARM64
212*4bdc9457SAndroid Build Coastguard Worker      $else:
213*4bdc9457SAndroid Build Coastguard Worker        $if DATATYPE == "QU8":
214*4bdc9457SAndroid Build Coastguard Worker          const int16x8_t vxa${ABC[0:8]} = vreinterpretq_s16_u16(vsubl_u8(va${ABC[0:8]}, va_zero_point));
215*4bdc9457SAndroid Build Coastguard Worker        $else:
216*4bdc9457SAndroid Build Coastguard Worker          const int16x8_t vxa${ABC[0:8]} = vsubl_s8(va${ABC[0:8]}, va_zero_point);
217*4bdc9457SAndroid Build Coastguard Worker
218*4bdc9457SAndroid Build Coastguard Worker      int32x4_t vacc${ABC[0:4]} = vmull_s16(vget_low_s16(vxa${ABC[0:8]}), vget_low_s16(vxb));
219*4bdc9457SAndroid Build Coastguard Worker      int32x4_t vacc${ABC[4:8]} = vmull_s16(vget_high_s16(vxa${ABC[0:8]}), vget_high_s16(vxb));
220*4bdc9457SAndroid Build Coastguard Worker
221*4bdc9457SAndroid Build Coastguard Worker      $if REQUANTIZATION == "FP32":
222*4bdc9457SAndroid Build Coastguard Worker        float32x4_t vfpacc${ABC[0:4]} = vcvtq_f32_s32(vacc${ABC[0:4]});
223*4bdc9457SAndroid Build Coastguard Worker        float32x4_t vfpacc${ABC[4:8]} = vcvtq_f32_s32(vacc${ABC[4:8]});
224*4bdc9457SAndroid Build Coastguard Worker
225*4bdc9457SAndroid Build Coastguard Worker        vfpacc${ABC[0:4]} = vmulq_f32(vfpacc${ABC[0:4]}, vscale);
226*4bdc9457SAndroid Build Coastguard Worker        vfpacc${ABC[4:8]} = vmulq_f32(vfpacc${ABC[4:8]}, vscale);
227*4bdc9457SAndroid Build Coastguard Worker
228*4bdc9457SAndroid Build Coastguard Worker        $if ARMV8:
229*4bdc9457SAndroid Build Coastguard Worker          vacc${ABC[0:4]} = vcvtnq_s32_f32(vfpacc${ABC[0:4]});
230*4bdc9457SAndroid Build Coastguard Worker          vacc${ABC[4:8]} = vcvtnq_s32_f32(vfpacc${ABC[4:8]});
231*4bdc9457SAndroid Build Coastguard Worker        $else:
232*4bdc9457SAndroid Build Coastguard Worker          vacc${ABC[0:4]} = vreinterpretq_s32_f32(vaddq_f32(vfpacc${ABC[0:4]}, vmagic_bias));
233*4bdc9457SAndroid Build Coastguard Worker          vacc${ABC[4:8]} = vreinterpretq_s32_f32(vaddq_f32(vfpacc${ABC[4:8]}, vmagic_bias));
234*4bdc9457SAndroid Build Coastguard Worker
235*4bdc9457SAndroid Build Coastguard Worker          vacc${ABC[0:4]} = vqsubq_s32(vacc${ABC[0:4]}, vmagic_bias_less_output_zero_point);
236*4bdc9457SAndroid Build Coastguard Worker          vacc${ABC[4:8]} = vqsubq_s32(vacc${ABC[4:8]}, vmagic_bias_less_output_zero_point);
237*4bdc9457SAndroid Build Coastguard Worker      $elif REQUANTIZATION == "RNDNU":
238*4bdc9457SAndroid Build Coastguard Worker        vacc${ABC[0:4]} = vqshlq_s32(vacc${ABC[0:4]}, vleft_pre_shift);
239*4bdc9457SAndroid Build Coastguard Worker        vacc${ABC[4:8]} = vqshlq_s32(vacc${ABC[4:8]}, vleft_pre_shift);
240*4bdc9457SAndroid Build Coastguard Worker
241*4bdc9457SAndroid Build Coastguard Worker        vacc${ABC[0:4]} = vqdmulhq_s32(vacc${ABC[0:4]}, vmultiplier);
242*4bdc9457SAndroid Build Coastguard Worker        vacc${ABC[4:8]} = vqdmulhq_s32(vacc${ABC[4:8]}, vmultiplier);
243*4bdc9457SAndroid Build Coastguard Worker
244*4bdc9457SAndroid Build Coastguard Worker        vacc${ABC[0:4]} = vrshlq_s32(vacc${ABC[0:4]}, vleft_post_shift);
245*4bdc9457SAndroid Build Coastguard Worker        vacc${ABC[4:8]} = vrshlq_s32(vacc${ABC[4:8]}, vleft_post_shift);
246*4bdc9457SAndroid Build Coastguard Worker
247*4bdc9457SAndroid Build Coastguard Worker      #if XNN_ARCH_ARM64
248*4bdc9457SAndroid Build Coastguard Worker        int16x8_t vacc${ABC[0:8]} = vqmovn_high_s32(vqmovn_s32(vacc${ABC[0:4]}), vacc${ABC[4:8]});
249*4bdc9457SAndroid Build Coastguard Worker      #else
250*4bdc9457SAndroid Build Coastguard Worker        int16x8_t vacc${ABC[0:8]} = vcombine_s16(vqmovn_s32(vacc${ABC[0:4]}), vqmovn_s32(vacc${ABC[4:8]}));
251*4bdc9457SAndroid Build Coastguard Worker      #endif
252*4bdc9457SAndroid Build Coastguard Worker
253*4bdc9457SAndroid Build Coastguard Worker      $if REQUANTIZATION != "FP32" or ARMV8:
254*4bdc9457SAndroid Build Coastguard Worker        vacc${ABC[0:8]} = vqaddq_s16(vacc${ABC[0:8]}, voutput_zero_point);
255*4bdc9457SAndroid Build Coastguard Worker
256*4bdc9457SAndroid Build Coastguard Worker      ${XINT8X8_T} vout${ABC[0:8]} = ${VQMOVXN_S16}(vacc${ABC[0:8]});
257*4bdc9457SAndroid Build Coastguard Worker
258*4bdc9457SAndroid Build Coastguard Worker      $if BATCH_TILE > 8:
259*4bdc9457SAndroid Build Coastguard Worker        vout${ABC[0:8]} = ${VMAX_X8}(vout${ABC[0:8]}, ${VGET_LOW_X8}(voutput_min));
260*4bdc9457SAndroid Build Coastguard Worker        vout${ABC[0:8]} = ${VMIN_X8}(vout${ABC[0:8]}, ${VGET_LOW_X8}(voutput_max));
261*4bdc9457SAndroid Build Coastguard Worker        if XNN_LIKELY(n >= (8 * sizeof(${XINT8_T}))) {
262*4bdc9457SAndroid Build Coastguard Worker          ${VST1_X8}(output, vout${ABC[0:8]}); output += 8;
263*4bdc9457SAndroid Build Coastguard Worker          n -= 8 * sizeof(${XINT8_T});
264*4bdc9457SAndroid Build Coastguard Worker        } else {
265*4bdc9457SAndroid Build Coastguard Worker          if (n & (4 * sizeof(${XINT8_T}))) {
266*4bdc9457SAndroid Build Coastguard Worker            vst1_lane_u32((void*) output, ${VREINTERPRET_U32_X8}(vout${ABC[0:8]}), 0); output += 4;
267*4bdc9457SAndroid Build Coastguard Worker            vout${ABC[0:8]} = ${VEXT_X8}(vout${ABC[0:8]}, vout${ABC[0:8]}, 4);
268*4bdc9457SAndroid Build Coastguard Worker          }
269*4bdc9457SAndroid Build Coastguard Worker          if (n & (2 * sizeof(${XINT8_T}))) {
270*4bdc9457SAndroid Build Coastguard Worker            vst1_lane_u16((void*) output, ${VREINTERPRET_U16_X8}(vout${ABC[0:8]}), 0); output += 2;
271*4bdc9457SAndroid Build Coastguard Worker            vout${ABC[0:8]} = ${VEXT_X8}(vout${ABC[0:8]}, vout${ABC[0:8]}, 2);
272*4bdc9457SAndroid Build Coastguard Worker          }
273*4bdc9457SAndroid Build Coastguard Worker          if (n & (1 * sizeof(${XINT8_T}))) {
274*4bdc9457SAndroid Build Coastguard Worker            ${VST1_LANE_X8}(output, vout${ABC[0:8]}, 0);
275*4bdc9457SAndroid Build Coastguard Worker          }
276*4bdc9457SAndroid Build Coastguard Worker          n = 0;
277*4bdc9457SAndroid Build Coastguard Worker        }
278*4bdc9457SAndroid Build Coastguard Worker      $else:
279*4bdc9457SAndroid Build Coastguard Worker        vout${ABC[0:8]} = ${VMAX_X8}(vout${ABC[0:8]}, voutput_min);
280*4bdc9457SAndroid Build Coastguard Worker        vout${ABC[0:8]} = ${VMIN_X8}(vout${ABC[0:8]}, voutput_max);
281*4bdc9457SAndroid Build Coastguard Worker        if (n & (4 * sizeof(${XINT8_T}))) {
282*4bdc9457SAndroid Build Coastguard Worker          vst1_lane_u32((void*) output, ${VREINTERPRET_U32_X8}(vout${ABC[0:8]}), 0); output += 4;
283*4bdc9457SAndroid Build Coastguard Worker          vout${ABC[0:8]} = ${VEXT_X8}(vout${ABC[0:8]}, vout${ABC[0:8]}, 4);
284*4bdc9457SAndroid Build Coastguard Worker        }
285*4bdc9457SAndroid Build Coastguard Worker        if (n & (2 * sizeof(${XINT8_T}))) {
286*4bdc9457SAndroid Build Coastguard Worker          vst1_lane_u16((void*) output, ${VREINTERPRET_U16_X8}(vout${ABC[0:8]}), 0); output += 2;
287*4bdc9457SAndroid Build Coastguard Worker          vout${ABC[0:8]} = ${VEXT_X8}(vout${ABC[0:8]}, vout${ABC[0:8]}, 2);
288*4bdc9457SAndroid Build Coastguard Worker        }
289*4bdc9457SAndroid Build Coastguard Worker        if (n & (1 * sizeof(${XINT8_T}))) {
290*4bdc9457SAndroid Build Coastguard Worker          ${VST1_LANE_X8}(output, vout${ABC[0:8]}, 0);
291*4bdc9457SAndroid Build Coastguard Worker        }
292*4bdc9457SAndroid Build Coastguard Worker    }${" while (n != 0);" if BATCH_TILE > 8 else ""}
293*4bdc9457SAndroid Build Coastguard Worker  }
294*4bdc9457SAndroid Build Coastguard Worker}
295