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/gemm.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_gemm${"inc" if INC else ""}${ACTIVATION_SUFFIX}_ukernel_${MR}x${NR}__${ISA}${ARCH_SUFFIX}_splat( 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 const float*restrict a, 30*4bdc9457SAndroid Build Coastguard Worker size_t a_stride, 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 $if INC: 36*4bdc9457SAndroid Build Coastguard Worker const float*restrict acc, 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(a != NULL); 45*4bdc9457SAndroid Build Coastguard Worker assert(w != NULL); 46*4bdc9457SAndroid Build Coastguard Worker assert(c != NULL); 47*4bdc9457SAndroid Build Coastguard Worker $if INC: 48*4bdc9457SAndroid Build Coastguard Worker assert(acc != NULL); 49*4bdc9457SAndroid Build Coastguard Worker 50*4bdc9457SAndroid Build Coastguard Worker const float* a0 = a; 51*4bdc9457SAndroid Build Coastguard Worker float* c0 = c; 52*4bdc9457SAndroid Build Coastguard Worker $for M in range(1, MR): 53*4bdc9457SAndroid Build Coastguard Worker const float* a${M} = (const float*) ((uintptr_t) a${M-1} + a_stride); 54*4bdc9457SAndroid Build Coastguard Worker float* c${M} = (float*) ((uintptr_t) c${M-1} + cm_stride); 55*4bdc9457SAndroid Build Coastguard Worker $if M % 2 == 0: 56*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(mr <= ${M}) { 57*4bdc9457SAndroid Build Coastguard Worker a${M} = a${M-1}; 58*4bdc9457SAndroid Build Coastguard Worker c${M} = c${M-1}; 59*4bdc9457SAndroid Build Coastguard Worker } 60*4bdc9457SAndroid Build Coastguard Worker $elif M + 1 == MR: 61*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(mr != ${M+1}) { 62*4bdc9457SAndroid Build Coastguard Worker a${M} = a${M-1}; 63*4bdc9457SAndroid Build Coastguard Worker c${M} = c${M-1}; 64*4bdc9457SAndroid Build Coastguard Worker } 65*4bdc9457SAndroid Build Coastguard Worker $else: 66*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(mr < ${M+1}) { 67*4bdc9457SAndroid Build Coastguard Worker a${M} = a${M-1}; 68*4bdc9457SAndroid Build Coastguard Worker c${M} = c${M-1}; 69*4bdc9457SAndroid Build Coastguard Worker } 70*4bdc9457SAndroid Build Coastguard Worker 71*4bdc9457SAndroid Build Coastguard Worker $if ACTIVATION == "MINMAX": 72*4bdc9457SAndroid Build Coastguard Worker const v128_t vmin = wasm_v128_load64_splat(params->wasmsimd.min); 73*4bdc9457SAndroid Build Coastguard Worker const v128_t vmax = wasm_v128_load64_splat(params->wasmsimd.max); 74*4bdc9457SAndroid Build Coastguard Worker do { 75*4bdc9457SAndroid Build Coastguard Worker $if INC: 76*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 77*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, NR, 4): 78*4bdc9457SAndroid Build Coastguard Worker v128_t vacc${M}x${ABC[N:N+4]} = wasm_v128_load(acc + ${M*NR+N}); 79*4bdc9457SAndroid Build Coastguard Worker acc += ${MR*NR}; 80*4bdc9457SAndroid Build Coastguard Worker $else: 81*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, NR, 4): 82*4bdc9457SAndroid Build Coastguard Worker v128_t vacc0x${ABC[N:N+4]} = wasm_v128_load(w + ${N}); 83*4bdc9457SAndroid Build Coastguard Worker $for M in range(1, MR): 84*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, NR, 4): 85*4bdc9457SAndroid Build Coastguard Worker v128_t vacc${M}x${ABC[N:N+4]} = vacc0x${ABC[N:N+4]}; 86*4bdc9457SAndroid Build Coastguard Worker w += ${NR}; 87*4bdc9457SAndroid Build Coastguard Worker 88*4bdc9457SAndroid Build Coastguard Worker size_t k = kc; 89*4bdc9457SAndroid Build Coastguard Worker while (k >= 4 * sizeof(float)) { 90*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 91*4bdc9457SAndroid Build Coastguard Worker const v128_t va${M} = wasm_v128_load(a${M}); 92*4bdc9457SAndroid Build Coastguard Worker a${M} += 4; 93*4bdc9457SAndroid Build Coastguard Worker 94*4bdc9457SAndroid Build Coastguard Worker $for L in range(4): 95*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 96*4bdc9457SAndroid Build Coastguard Worker const v128_t va${M}c${L} = wasm_v32x4_shuffle(va${M}, va${M}, ${L}, ${L}, ${L}, ${L}); 97*4bdc9457SAndroid Build Coastguard Worker 98*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, NR, 4): 99*4bdc9457SAndroid Build Coastguard Worker const v128_t vb${ABC[N:N+4]}c${L} = wasm_v128_load(w + ${L * NR + N}); 100*4bdc9457SAndroid Build Coastguard Worker 101*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, NR, 4): 102*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 103*4bdc9457SAndroid Build Coastguard Worker vacc${M}x${ABC[N:N+4]} = wasm_f32x4_add(vacc${M}x${ABC[N:N+4]}, wasm_f32x4_mul(va${M}c${L}, vb${ABC[N:N+4]}c${L})); 104*4bdc9457SAndroid Build Coastguard Worker 105*4bdc9457SAndroid Build Coastguard Worker w += ${4 * NR}; 106*4bdc9457SAndroid Build Coastguard Worker k -= 4 * sizeof(float); 107*4bdc9457SAndroid Build Coastguard Worker } 108*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(k != 0) { 109*4bdc9457SAndroid Build Coastguard Worker do { 110*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 111*4bdc9457SAndroid Build Coastguard Worker const v128_t va${M} = wasm_v128_load32_splat(a${M}); 112*4bdc9457SAndroid Build Coastguard Worker a${M} += 1; 113*4bdc9457SAndroid Build Coastguard Worker 114*4bdc9457SAndroid Build Coastguard Worker const v128_t vb${ABC[0:4]} = wasm_v128_load(w); 115*4bdc9457SAndroid Build Coastguard Worker $for N in range(4, NR, 4): 116*4bdc9457SAndroid Build Coastguard Worker const v128_t vb${ABC[N:N+4]} = wasm_v128_load(w + ${N}); 117*4bdc9457SAndroid Build Coastguard Worker w += ${NR}; 118*4bdc9457SAndroid Build Coastguard Worker 119*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, NR, 4): 120*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 121*4bdc9457SAndroid Build Coastguard Worker $if FMA: 122*4bdc9457SAndroid Build Coastguard Worker vacc${M}x${ABC[N:N+4]} = __builtin_wasm_fma_f32x4(vacc${M}x${ABC[N:N+4]}, va${M}, vb${ABC[N:N+4]}); 123*4bdc9457SAndroid Build Coastguard Worker $else: 124*4bdc9457SAndroid Build Coastguard Worker vacc${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]})); 125*4bdc9457SAndroid Build Coastguard Worker 126*4bdc9457SAndroid Build Coastguard Worker k -= sizeof(float); 127*4bdc9457SAndroid Build Coastguard Worker } while (k != 0); 128*4bdc9457SAndroid Build Coastguard Worker } 129*4bdc9457SAndroid Build Coastguard Worker 130*4bdc9457SAndroid Build Coastguard Worker $if ACTIVATION == "MINMAX": 131*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, NR, 4): 132*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 133*4bdc9457SAndroid Build Coastguard Worker vacc${M}x${ABC[N:N+4]} = ${WASM_F32X4_MAX}(vmin, vacc${M}x${ABC[N:N+4]}); 134*4bdc9457SAndroid Build Coastguard Worker 135*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, NR, 4): 136*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 137*4bdc9457SAndroid Build Coastguard Worker vacc${M}x${ABC[N:N+4]} = ${WASM_F32X4_MIN}(vmax, vacc${M}x${ABC[N:N+4]}); 138*4bdc9457SAndroid Build Coastguard Worker $elif ACTIVATION == "RELU": 139*4bdc9457SAndroid Build Coastguard Worker const v128_t vzero = wasm_i32x4_const_splat(0); 140*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, NR, 4): 141*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 142*4bdc9457SAndroid Build Coastguard Worker vacc${M}x${ABC[N:N+4]} = wasm_i32x4_max(vacc${M}x${ABC[N:N+4]}, vzero); 143*4bdc9457SAndroid Build Coastguard Worker 144*4bdc9457SAndroid Build Coastguard Worker if XNN_LIKELY(nc >= ${NR}) { 145*4bdc9457SAndroid Build Coastguard Worker $for M in reversed(range(MR)): 146*4bdc9457SAndroid Build Coastguard Worker wasm_v128_store(c${M}, vacc${M}x${ABC[0:4]}); 147*4bdc9457SAndroid Build Coastguard Worker $for N in range(4, NR, 4): 148*4bdc9457SAndroid Build Coastguard Worker wasm_v128_store(c${M} + ${N}, vacc${M}x${ABC[N:N+4]}); 149*4bdc9457SAndroid Build Coastguard Worker c${M} = (float*) ((uintptr_t) c${M} + cn_stride); 150*4bdc9457SAndroid Build Coastguard Worker 151*4bdc9457SAndroid Build Coastguard Worker $for M in reversed(range(MR)): 152*4bdc9457SAndroid Build Coastguard Worker a${M} = (const float*) ((uintptr_t) a${M} - kc); 153*4bdc9457SAndroid Build Coastguard Worker 154*4bdc9457SAndroid Build Coastguard Worker nc -= ${NR}; 155*4bdc9457SAndroid Build Coastguard Worker } else { 156*4bdc9457SAndroid Build Coastguard Worker $for LOG2N in reversed(range(NR.bit_length())): 157*4bdc9457SAndroid Build Coastguard Worker $if NR != 1 << LOG2N: 158*4bdc9457SAndroid Build Coastguard Worker if (nc & ${1 << LOG2N}) { 159*4bdc9457SAndroid Build Coastguard Worker $if LOG2N >= 2: 160*4bdc9457SAndroid Build Coastguard Worker $for M in reversed(range(MR)): 161*4bdc9457SAndroid Build Coastguard Worker wasm_v128_store(c${M}, vacc${M}x${ABC[0:4]}); 162*4bdc9457SAndroid Build Coastguard Worker $for N in range(4, 1 << LOG2N, 4): 163*4bdc9457SAndroid Build Coastguard Worker wasm_v128_store(c${M} + ${N}, vacc${M}x${ABC[N:N+4]}); 164*4bdc9457SAndroid Build Coastguard Worker 165*4bdc9457SAndroid Build Coastguard Worker $for M in reversed(range(MR)): 166*4bdc9457SAndroid Build Coastguard Worker $for N in range(0, 1 << (LOG2N - 1), 4): 167*4bdc9457SAndroid Build Coastguard Worker vacc${M}x${ABC[N:N+4]} = vacc${M}x${ABC[N + (1 << LOG2N):N + (1 << LOG2N)+4]}; 168*4bdc9457SAndroid Build Coastguard Worker 169*4bdc9457SAndroid Build Coastguard Worker $for M in reversed(range(MR)): 170*4bdc9457SAndroid Build Coastguard Worker c${M} += ${1 << LOG2N}; 171*4bdc9457SAndroid Build Coastguard Worker $elif LOG2N == 1: 172*4bdc9457SAndroid Build Coastguard Worker $for M in reversed(range(MR)): 173*4bdc9457SAndroid Build Coastguard Worker *((double*) c${M}) = wasm_f64x2_extract_lane(vacc${M}x${ABC[0:4]}, 0); 174*4bdc9457SAndroid Build Coastguard Worker 175*4bdc9457SAndroid Build Coastguard Worker $for M in reversed(range(MR)): 176*4bdc9457SAndroid Build Coastguard Worker vacc${M}x${ABC[0:4]} = wasm_v32x4_shuffle(vacc${M}x${ABC[0:4]}, vacc${M}x${ABC[0:4]}, 2, 3, 2, 3); 177*4bdc9457SAndroid Build Coastguard Worker 178*4bdc9457SAndroid Build Coastguard Worker $for M in reversed(range(MR)): 179*4bdc9457SAndroid Build Coastguard Worker c${M} += 2; 180*4bdc9457SAndroid Build Coastguard Worker $elif LOG2N == 0: 181*4bdc9457SAndroid Build Coastguard Worker $for M in reversed(range(MR)): 182*4bdc9457SAndroid Build Coastguard Worker *c${M} = wasm_f32x4_extract_lane(vacc${M}x${ABC[0:4]}, 0); 183*4bdc9457SAndroid Build Coastguard Worker } 184*4bdc9457SAndroid Build Coastguard Worker 185*4bdc9457SAndroid Build Coastguard Worker nc = 0; 186*4bdc9457SAndroid Build Coastguard Worker } 187*4bdc9457SAndroid Build Coastguard Worker } while (nc != 0); 188*4bdc9457SAndroid Build Coastguard Worker} 189