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 $if REQUANTIZATION == "FP32": 58*4bdc9457SAndroid Build Coastguard Worker const float32x4_t vscale = vld1q_dup_f32(¶ms->${PARAMS_STRUCT}.scale); 59*4bdc9457SAndroid Build Coastguard Worker $if ARMV8: 60*4bdc9457SAndroid Build Coastguard Worker const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->fp32_neonv8.output_zero_point); 61*4bdc9457SAndroid Build Coastguard Worker $else: 62*4bdc9457SAndroid Build Coastguard Worker const float32x4_t vmagic_bias = vld1q_dup_f32(¶ms->fp32_neon.magic_bias); 63*4bdc9457SAndroid Build Coastguard Worker const int32x4_t vmagic_bias_less_output_zero_point = vld1q_dup_s32(¶ms->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(¶ms->rndnu_neon.left_pre_shift); 66*4bdc9457SAndroid Build Coastguard Worker const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->rndnu_neon.multiplier); 67*4bdc9457SAndroid Build Coastguard Worker const int32x4_t vleft_post_shift = vld1q_dup_s32(¶ms->rndnu_neon.left_post_shift); 68*4bdc9457SAndroid Build Coastguard Worker const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->rndnu_neon.output_zero_point); 69*4bdc9457SAndroid Build Coastguard Worker $if BATCH_TILE > 8: 70*4bdc9457SAndroid Build Coastguard Worker const ${XINT8X16_T} voutput_min = ${VLD1Q_DUP_X8}(¶ms->${PARAMS_STRUCT}.output_min); 71*4bdc9457SAndroid Build Coastguard Worker const ${XINT8X16_T} voutput_max = ${VLD1Q_DUP_X8}(¶ms->${PARAMS_STRUCT}.output_max); 72*4bdc9457SAndroid Build Coastguard Worker $else: 73*4bdc9457SAndroid Build Coastguard Worker const ${XINT8X8_T} voutput_min = ${VLD1_DUP_X8}(¶ms->${PARAMS_STRUCT}.output_min); 74*4bdc9457SAndroid Build Coastguard Worker const ${XINT8X8_T} voutput_max = ${VLD1_DUP_X8}(¶ms->${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