1*4bdc9457SAndroid Build Coastguard Worker// Copyright 2022 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 BATCH_TILE >= 1 8*4bdc9457SAndroid Build Coastguard Worker$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" 9*4bdc9457SAndroid Build Coastguard Worker#include <assert.h> 10*4bdc9457SAndroid Build Coastguard Worker 11*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/math.h> 12*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/vlrelu.h> 13*4bdc9457SAndroid Build Coastguard Worker 14*4bdc9457SAndroid Build Coastguard Worker 15*4bdc9457SAndroid Build Coastguard Worker$XINT8_T = {"QS8": "int8_t", "QU8": "uint8_t"}[DATATYPE] 16*4bdc9457SAndroid Build Coastguard Worker$OUTPUT_MIN = {"QS8": -128, "QU8": 0}[DATATYPE] 17*4bdc9457SAndroid Build Coastguard Worker$OUTPUT_MAX = {"QS8": 127, "QU8": 255}[DATATYPE] 18*4bdc9457SAndroid Build Coastguard Workervoid xnn_${DATATYPE.lower()}_vlrelu_ukernel__scalar_andxor_x${BATCH_TILE}( 19*4bdc9457SAndroid Build Coastguard Worker size_t n, 20*4bdc9457SAndroid Build Coastguard Worker const ${XINT8_T}* x, 21*4bdc9457SAndroid Build Coastguard Worker ${XINT8_T}* y, 22*4bdc9457SAndroid Build Coastguard Worker const union xnn_${DATATYPE.lower()}_lrelu_params params[restrict XNN_MIN_ELEMENTS(1)]) 23*4bdc9457SAndroid Build Coastguard Worker{ 24*4bdc9457SAndroid Build Coastguard Worker const int32_t vinput_zero_point = params->scalar_andxor.input_zero_point; 25*4bdc9457SAndroid Build Coastguard Worker const int32_t vmultiplier_diff = params->scalar_andxor.multiplier_diff; 26*4bdc9457SAndroid Build Coastguard Worker const int32_t vmultiplier_base = params->scalar_andxor.multiplier_base; 27*4bdc9457SAndroid Build Coastguard Worker const int32_t vbias = params->scalar_andxor.bias; 28*4bdc9457SAndroid Build Coastguard Worker $if BATCH_TILE == 1: 29*4bdc9457SAndroid Build Coastguard Worker do { 30*4bdc9457SAndroid Build Coastguard Worker int32_t vacc = (int32_t) *x++ - vinput_zero_point; 31*4bdc9457SAndroid Build Coastguard Worker const int32_t vmultiplier = vmultiplier_base ^ (vmultiplier_diff & math_asr_s32(vacc, 31)); 32*4bdc9457SAndroid Build Coastguard Worker vacc = vbias + vacc * vmultiplier; 33*4bdc9457SAndroid Build Coastguard Worker 34*4bdc9457SAndroid Build Coastguard Worker int32_t vout = math_asr_s32(vacc, 8); 35*4bdc9457SAndroid Build Coastguard Worker vout = math_max_s32(vout, ${OUTPUT_MIN}); 36*4bdc9457SAndroid Build Coastguard Worker vout = math_min_s32(vout, ${OUTPUT_MAX}); 37*4bdc9457SAndroid Build Coastguard Worker *y++ = (${XINT8_T}) vout; 38*4bdc9457SAndroid Build Coastguard Worker 39*4bdc9457SAndroid Build Coastguard Worker n -= sizeof(${XINT8_T}); 40*4bdc9457SAndroid Build Coastguard Worker } while (n != 0); 41*4bdc9457SAndroid Build Coastguard Worker $else: 42*4bdc9457SAndroid Build Coastguard Worker for (; n >= ${BATCH_TILE} * sizeof(${XINT8_T}); n -= ${BATCH_TILE} * sizeof(${XINT8_T})) { 43*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 44*4bdc9457SAndroid Build Coastguard Worker int32_t vacc${ABC[N]} = (int32_t) x[${N}]; 45*4bdc9457SAndroid Build Coastguard Worker x += ${BATCH_TILE}; 46*4bdc9457SAndroid Build Coastguard Worker 47*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 48*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[N]} -= vinput_zero_point; 49*4bdc9457SAndroid Build Coastguard Worker 50*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 51*4bdc9457SAndroid Build Coastguard Worker int32_t vmultiplier${ABC[N]} = math_asr_s32(vacc${ABC[N]}, 31); 52*4bdc9457SAndroid Build Coastguard Worker 53*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 54*4bdc9457SAndroid Build Coastguard Worker vmultiplier${ABC[N]} &= vmultiplier_diff; 55*4bdc9457SAndroid Build Coastguard Worker 56*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 57*4bdc9457SAndroid Build Coastguard Worker vmultiplier${ABC[N]} ^= vmultiplier_base; 58*4bdc9457SAndroid Build Coastguard Worker 59*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 60*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[N]} = vbias + vacc${ABC[N]} * vmultiplier${ABC[N]}; 61*4bdc9457SAndroid Build Coastguard Worker 62*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 63*4bdc9457SAndroid Build Coastguard Worker int32_t vout${ABC[N]} = math_asr_s32(vacc${ABC[N]}, 8); 64*4bdc9457SAndroid Build Coastguard Worker 65*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 66*4bdc9457SAndroid Build Coastguard Worker vout${ABC[N]} = math_max_s32(vout${ABC[N]}, ${OUTPUT_MIN}); 67*4bdc9457SAndroid Build Coastguard Worker 68*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 69*4bdc9457SAndroid Build Coastguard Worker vout${ABC[N]} = math_min_s32(vout${ABC[N]}, ${OUTPUT_MAX}); 70*4bdc9457SAndroid Build Coastguard Worker 71*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 72*4bdc9457SAndroid Build Coastguard Worker y[${N}] = (${XINT8_T}) vout${ABC[N]}; 73*4bdc9457SAndroid Build Coastguard Worker y += ${BATCH_TILE}; 74*4bdc9457SAndroid Build Coastguard Worker } 75*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(n != 0) { 76*4bdc9457SAndroid Build Coastguard Worker $if BATCH_TILE == 2: 77*4bdc9457SAndroid Build Coastguard Worker int32_t vacc = (int32_t) *x++ - vinput_zero_point; 78*4bdc9457SAndroid Build Coastguard Worker const int32_t vmultiplier = vmultiplier_base ^ (vmultiplier_diff & math_asr_s32(vacc, 31)); 79*4bdc9457SAndroid Build Coastguard Worker vacc = vbias + vacc * vmultiplier; 80*4bdc9457SAndroid Build Coastguard Worker 81*4bdc9457SAndroid Build Coastguard Worker int32_t vout = math_asr_s32(vacc, 8); 82*4bdc9457SAndroid Build Coastguard Worker vout = math_max_s32(vout, ${OUTPUT_MIN}); 83*4bdc9457SAndroid Build Coastguard Worker vout = math_min_s32(vout, ${OUTPUT_MAX}); 84*4bdc9457SAndroid Build Coastguard Worker *y = (${XINT8_T}) vout; 85*4bdc9457SAndroid Build Coastguard Worker $else: 86*4bdc9457SAndroid Build Coastguard Worker do { 87*4bdc9457SAndroid Build Coastguard Worker int32_t vacc = (int32_t) *x++ - vinput_zero_point; 88*4bdc9457SAndroid Build Coastguard Worker const int32_t vmultiplier = vmultiplier_base ^ (vmultiplier_diff & math_asr_s32(vacc, 31)); 89*4bdc9457SAndroid Build Coastguard Worker vacc = vbias + vacc * vmultiplier; 90*4bdc9457SAndroid Build Coastguard Worker 91*4bdc9457SAndroid Build Coastguard Worker int32_t vout = math_asr_s32(vacc, 8); 92*4bdc9457SAndroid Build Coastguard Worker vout = math_max_s32(vout, ${OUTPUT_MIN}); 93*4bdc9457SAndroid Build Coastguard Worker vout = math_min_s32(vout, ${OUTPUT_MAX}); 94*4bdc9457SAndroid Build Coastguard Worker *y++ = (${XINT8_T}) vout; 95*4bdc9457SAndroid Build Coastguard Worker 96*4bdc9457SAndroid Build Coastguard Worker n -= sizeof(${XINT8_T}); 97*4bdc9457SAndroid Build Coastguard Worker } while (n != 0); 98*4bdc9457SAndroid Build Coastguard Worker } 99*4bdc9457SAndroid Build Coastguard Worker} 100