1*4bdc9457SAndroid Build Coastguard Worker// Copyright 2020 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$assert NR % 4 == 0 7*4bdc9457SAndroid Build Coastguard Worker$assert ACTIVATION != "MINMAX" or ARCH in ["ARM", "X86", "RELAXED"] 8*4bdc9457SAndroid Build Coastguard Worker$assert not FMA or ARCH == "RELAXED" 9*4bdc9457SAndroid Build Coastguard Worker$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" 10*4bdc9457SAndroid Build Coastguard Worker#include <assert.h> 11*4bdc9457SAndroid Build Coastguard Worker 12*4bdc9457SAndroid Build Coastguard Worker#include <wasm_simd128.h> 13*4bdc9457SAndroid Build Coastguard Worker 14*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/igemm.h> 15*4bdc9457SAndroid Build Coastguard Worker 16*4bdc9457SAndroid Build Coastguard Worker 17*4bdc9457SAndroid Build Coastguard Worker$assert ACTIVATION in ["LINEAR", "RELU", "MINMAX"] 18*4bdc9457SAndroid Build Coastguard Worker$if ACTIVATION == "MINMAX": 19*4bdc9457SAndroid Build Coastguard Worker$ WASM_F32X4_MIN={"ARM": "wasm_f32x4_min", "X86": "wasm_f32x4_pmin", "RELAXED": "__builtin_wasm_relaxed_min_f32x4"}[ARCH] 20*4bdc9457SAndroid Build Coastguard Worker$ WASM_F32X4_MAX={"ARM": "wasm_f32x4_max", "X86": "wasm_f32x4_pmax", "RELAXED": "__builtin_wasm_relaxed_max_f32x4"}[ARCH] 21*4bdc9457SAndroid Build Coastguard Worker$ACTIVATION_SUFFIX = {"LINEAR": ""}.get(ACTIVATION, "_" + ACTIVATION.lower()) 22*4bdc9457SAndroid Build Coastguard Worker$ISA = "wasmsimd" if not FMA and (ACTIVATION in ["LINEAR", "RELU"] or ARCH != "RELAXED") else "wasmrelaxedsimd" 23*4bdc9457SAndroid Build Coastguard Worker$ARCH_SUFFIX = "" if not FMA and (ACTIVATION in ["LINEAR", "RELU"] or ARCH == "RELAXED") else "_" + ("fma" if FMA else ARCH.lower()) 24*4bdc9457SAndroid Build Coastguard Worker$PARAMS = {"LINEAR": "xnn_f32_default_params", "RELU": "xnn_f32_relu_params", "MINMAX": "xnn_f32_minmax_params"}[ACTIVATION] 25*4bdc9457SAndroid Build Coastguard Workervoid xnn_f32_igemm${ACTIVATION_SUFFIX}_ukernel_${MR}x${NR}__${ISA}${ARCH_SUFFIX}_loadsplat( 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 float**restrict a, 31*4bdc9457SAndroid Build Coastguard Worker const float*restrict w, 32*4bdc9457SAndroid Build Coastguard Worker float*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 float* zero, 37*4bdc9457SAndroid Build Coastguard Worker const union ${PARAMS} params[restrict XNN_MIN_ELEMENTS(1)]) 38*4bdc9457SAndroid Build Coastguard Worker{ 39*4bdc9457SAndroid Build Coastguard Worker assert(mr != 0); 40*4bdc9457SAndroid Build Coastguard Worker assert(mr <= ${MR}); 41*4bdc9457SAndroid Build Coastguard Worker assert(nc != 0); 42*4bdc9457SAndroid Build Coastguard Worker assert(kc != 0); 43*4bdc9457SAndroid Build Coastguard Worker assert(kc % sizeof(float) == 0); 44*4bdc9457SAndroid Build Coastguard Worker assert(ks != 0); 45*4bdc9457SAndroid Build Coastguard Worker assert(ks % (${MR} * sizeof(void*)) == 0); 46*4bdc9457SAndroid Build Coastguard Worker assert(a_offset % sizeof(float) == 0); 47*4bdc9457SAndroid Build Coastguard Worker assert(a != NULL); 48*4bdc9457SAndroid Build Coastguard Worker assert(w != NULL); 49*4bdc9457SAndroid Build Coastguard Worker assert(c != NULL); 50*4bdc9457SAndroid Build Coastguard Worker 51*4bdc9457SAndroid Build Coastguard Worker float* c0 = c; 52*4bdc9457SAndroid Build Coastguard Worker $for M in range(1, MR): 53*4bdc9457SAndroid Build Coastguard Worker float* c${M} = (float*) ((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 $if ACTIVATION == "MINMAX": 68*4bdc9457SAndroid Build Coastguard Worker const v128_t vmin = wasm_v128_load64_splat(params->wasmsimd.min); 69*4bdc9457SAndroid Build Coastguard Worker const v128_t vmax = wasm_v128_load64_splat(params->wasmsimd.max); 70*4bdc9457SAndroid Build Coastguard Worker do { 71*4bdc9457SAndroid Build Coastguard Worker v128_t vacc0x${ABC[0:4]} = wasm_v128_load(w); 72*4bdc9457SAndroid Build Coastguard Worker $for N in range(4, NR, 4): 73*4bdc9457SAndroid Build Coastguard Worker v128_t vacc0x${ABC[N:N+4]} = wasm_v128_load(w + ${N}); 74*4bdc9457SAndroid Build Coastguard Worker $for M in range(1, MR): 75*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, NR, 4): 76*4bdc9457SAndroid Build Coastguard Worker v128_t vacc${M}x${ABC[N:N+4]} = vacc0x${ABC[N:N+4]}; 77*4bdc9457SAndroid Build Coastguard Worker w += ${NR}; 78*4bdc9457SAndroid Build Coastguard Worker 79*4bdc9457SAndroid Build Coastguard Worker size_t p = ks; 80*4bdc9457SAndroid Build Coastguard Worker do { 81*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 82*4bdc9457SAndroid Build Coastguard Worker const float* restrict a${M} = a[${M}]; 83*4bdc9457SAndroid Build Coastguard Worker assert(a${M} != NULL); 84*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(a${M} != zero) { 85*4bdc9457SAndroid Build Coastguard Worker a${M} = (const float*) ((uintptr_t) a${M} + a_offset); 86*4bdc9457SAndroid Build Coastguard Worker } 87*4bdc9457SAndroid Build Coastguard Worker a += ${MR}; 88*4bdc9457SAndroid Build Coastguard Worker 89*4bdc9457SAndroid Build Coastguard Worker size_t k = kc; 90*4bdc9457SAndroid Build Coastguard Worker do { 91*4bdc9457SAndroid Build Coastguard Worker const v128_t vb${ABC[0:4]} = wasm_v128_load(w); 92*4bdc9457SAndroid Build Coastguard Worker $for N in range(4, NR, 4): 93*4bdc9457SAndroid Build Coastguard Worker const v128_t vb${ABC[N:N+4]} = wasm_v128_load(w + ${N}); 94*4bdc9457SAndroid Build Coastguard Worker w += ${NR}; 95*4bdc9457SAndroid Build Coastguard Worker 96*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 97*4bdc9457SAndroid Build Coastguard Worker const v128_t va${M} = wasm_v128_load32_splat(a${M}); 98*4bdc9457SAndroid Build Coastguard Worker a${M} += 1; 99*4bdc9457SAndroid Build Coastguard Worker 100*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 101*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, NR, 4): 102*4bdc9457SAndroid Build Coastguard Worker $if FMA: 103*4bdc9457SAndroid Build Coastguard Worker vacc${M}x${ABC[N:N+4]} = __builtin_wasm_fma_f32x4(vacc${M}x${ABC[N:N+4]}, va${M}, vb${ABC[N:N+4]}); 104*4bdc9457SAndroid Build Coastguard Worker $else: 105*4bdc9457SAndroid Build Coastguard Worker vacc${M}x${ABC[N:N+4]} = wasm_f32x4_add(vacc${M}x${ABC[N:N+4]}, wasm_f32x4_mul(va${M}, vb${ABC[N:N+4]})); 106*4bdc9457SAndroid Build Coastguard Worker k -= sizeof(float); 107*4bdc9457SAndroid Build Coastguard Worker } while (k != 0); 108*4bdc9457SAndroid Build Coastguard Worker p -= ${MR} * sizeof(void*); 109*4bdc9457SAndroid Build Coastguard Worker } while (p != 0); 110*4bdc9457SAndroid Build Coastguard Worker 111*4bdc9457SAndroid Build Coastguard Worker $if ACTIVATION == "MINMAX": 112*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, NR, 4): 113*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 114*4bdc9457SAndroid Build Coastguard Worker vacc${M}x${ABC[N:N+4]} = ${WASM_F32X4_MAX}(vmin, vacc${M}x${ABC[N:N+4]}); 115*4bdc9457SAndroid Build Coastguard Worker 116*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, NR, 4): 117*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 118*4bdc9457SAndroid Build Coastguard Worker vacc${M}x${ABC[N:N+4]} = ${WASM_F32X4_MIN}(vmax, vacc${M}x${ABC[N:N+4]}); 119*4bdc9457SAndroid Build Coastguard Worker $elif ACTIVATION == "RELU": 120*4bdc9457SAndroid Build Coastguard Worker const v128_t vzero = wasm_i32x4_const_splat(0); 121*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, NR, 4): 122*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 123*4bdc9457SAndroid Build Coastguard Worker vacc${M}x${ABC[N:N+4]} = wasm_i32x4_max(vacc${M}x${ABC[N:N+4]}, vzero); 124*4bdc9457SAndroid Build Coastguard Worker 125*4bdc9457SAndroid Build Coastguard Worker if XNN_LIKELY(nc >= ${NR}) { 126*4bdc9457SAndroid Build Coastguard Worker $for M in reversed(range(MR)): 127*4bdc9457SAndroid Build Coastguard Worker wasm_v128_store(c${M}, vacc${M}x${ABC[0:4]}); 128*4bdc9457SAndroid Build Coastguard Worker $for N in range(4, NR, 4): 129*4bdc9457SAndroid Build Coastguard Worker wasm_v128_store(c${M} + ${N}, vacc${M}x${ABC[N:N+4]}); 130*4bdc9457SAndroid Build Coastguard Worker c${M} = (float*) ((uintptr_t) c${M} + cn_stride); 131*4bdc9457SAndroid Build Coastguard Worker 132*4bdc9457SAndroid Build Coastguard Worker a = (const float**restrict) ((uintptr_t) a - ks); 133*4bdc9457SAndroid Build Coastguard Worker nc -= ${NR}; 134*4bdc9457SAndroid Build Coastguard Worker } else { 135*4bdc9457SAndroid Build Coastguard Worker $for LOG2N in reversed(range(NR.bit_length())): 136*4bdc9457SAndroid Build Coastguard Worker $if NR != 1 << LOG2N: 137*4bdc9457SAndroid Build Coastguard Worker if (nc & ${1 << LOG2N}) { 138*4bdc9457SAndroid Build Coastguard Worker $if LOG2N >= 2: 139*4bdc9457SAndroid Build Coastguard Worker $for M in reversed(range(MR)): 140*4bdc9457SAndroid Build Coastguard Worker wasm_v128_store(c${M}, vacc${M}x${ABC[0:4]}); 141*4bdc9457SAndroid Build Coastguard Worker $for N in range(4, 1 << LOG2N, 4): 142*4bdc9457SAndroid Build Coastguard Worker wasm_v128_store(c${M} + ${N}, vacc${M}x${ABC[N:N+4]}); 143*4bdc9457SAndroid Build Coastguard Worker 144*4bdc9457SAndroid Build Coastguard Worker $for M in reversed(range(MR)): 145*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, 1 << (LOG2N - 1), 4): 146*4bdc9457SAndroid Build Coastguard Worker vacc${M}x${ABC[N:N+4]} = vacc${M}x${ABC[N + (1 << LOG2N):N + (1 << LOG2N)+4]}; 147*4bdc9457SAndroid Build Coastguard Worker 148*4bdc9457SAndroid Build Coastguard Worker $for M in reversed(range(MR)): 149*4bdc9457SAndroid Build Coastguard Worker c${M} += ${1 << LOG2N}; 150*4bdc9457SAndroid Build Coastguard Worker $elif LOG2N == 1: 151*4bdc9457SAndroid Build Coastguard Worker $for M in reversed(range(MR)): 152*4bdc9457SAndroid Build Coastguard Worker *((double*) c${M}) = wasm_f64x2_extract_lane(vacc${M}x${ABC[0:4]}, 0); 153*4bdc9457SAndroid Build Coastguard Worker 154*4bdc9457SAndroid Build Coastguard Worker $for M in reversed(range(MR)): 155*4bdc9457SAndroid Build Coastguard Worker vacc${M}x${ABC[0:4]} = wasm_v32x4_shuffle(vacc${M}x${ABC[0:4]}, vacc${M}x${ABC[0:4]}, 2, 3, 2, 3); 156*4bdc9457SAndroid Build Coastguard Worker 157*4bdc9457SAndroid Build Coastguard Worker $for M in reversed(range(MR)): 158*4bdc9457SAndroid Build Coastguard Worker c${M} += 2; 159*4bdc9457SAndroid Build Coastguard Worker $elif LOG2N == 0: 160*4bdc9457SAndroid Build Coastguard Worker $for M in reversed(range(MR)): 161*4bdc9457SAndroid Build Coastguard Worker *c${M} = wasm_f32x4_extract_lane(vacc${M}x${ABC[0:4]}, 0); 162*4bdc9457SAndroid Build Coastguard Worker } 163*4bdc9457SAndroid Build Coastguard Worker 164*4bdc9457SAndroid Build Coastguard Worker nc = 0; 165*4bdc9457SAndroid Build Coastguard Worker } 166*4bdc9457SAndroid Build Coastguard Worker } while (nc != 0); 167*4bdc9457SAndroid Build Coastguard Worker} 168