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 $if REQUANTIZATION == "RNDNU": 218*4bdc9457SAndroid Build Coastguard Worker const int32x4_t vright_pre_shift = vld1q_dup_s32(¶ms->${PARAMS_STRUCT}.right_pre_shift); 219*4bdc9457SAndroid Build Coastguard Worker const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->${PARAMS_STRUCT}.multiplier); 220*4bdc9457SAndroid Build Coastguard Worker const int32x4_t vright_post_shift = vld1q_dup_s32(¶ms->${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 $else: 244*4bdc9457SAndroid Build Coastguard Worker const float32x4_t vscale = vld1q_dup_f32(¶ms->${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 $else: 254*4bdc9457SAndroid Build Coastguard Worker const float32x4_t vmagic_bias = vld1q_dup_f32(¶ms->${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${ABC[N:N+4]}, vmagic_bias)); 258*4bdc9457SAndroid Build Coastguard Worker 259*4bdc9457SAndroid Build Coastguard Worker const int32x4_t vmagic_bias_less_output_zero_point = vld1q_dup_s32(¶ms->${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 $if REQUANTIZATION != "FP32" or ARMV8: 265*4bdc9457SAndroid Build Coastguard Worker const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->${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 $if NR == 8 and MR == 1: 305*4bdc9457SAndroid Build Coastguard Worker const int8x8_t voutput_min = vld1_dup_s8(¶ms->${PARAMS_STRUCT}.output_min); 306*4bdc9457SAndroid Build Coastguard Worker $else: 307*4bdc9457SAndroid Build Coastguard Worker const int8x16_t voutput_min = vld1q_dup_s8(¶ms->${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 $if NR == 8 and MR == 1: 321*4bdc9457SAndroid Build Coastguard Worker const int8x8_t voutput_max = vld1_dup_s8(¶ms->${PARAMS_STRUCT}.output_max); 322*4bdc9457SAndroid Build Coastguard Worker $else: 323*4bdc9457SAndroid Build Coastguard Worker const int8x16_t voutput_max = vld1q_dup_s8(¶ms->${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