1*4bdc9457SAndroid Build Coastguard Worker// Copyright 2019 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$assert ACTIVATION in ["LINEAR", "RELU", "MINMAX"] 7*4bdc9457SAndroid Build Coastguard Worker$assert ACTIVATION != "LINEAR" or not WASM 8*4bdc9457SAndroid Build Coastguard Worker#include <assert.h> 9*4bdc9457SAndroid Build Coastguard Worker 10*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/gemm.h> 11*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/math.h> 12*4bdc9457SAndroid Build Coastguard Worker 13*4bdc9457SAndroid Build Coastguard Worker 14*4bdc9457SAndroid Build Coastguard Worker$MIN_F32 = "__builtin_wasm_min_f32" if WASM else "math_min_f32" 15*4bdc9457SAndroid Build Coastguard Worker$MAX_F32 = "__builtin_wasm_max_f32" if WASM else "math_max_f32" 16*4bdc9457SAndroid Build Coastguard Worker$KERNEL = "gemminc" if INC else "gemm" 17*4bdc9457SAndroid Build Coastguard Worker$SUFFIX = {"LINEAR": "", "RELU": "_relu", "MINMAX": "_minmax"}[ACTIVATION] 18*4bdc9457SAndroid Build Coastguard Worker$PARAMS = {"LINEAR": "xnn_f32_default_params", "RELU": "xnn_f32_relu_params", "MINMAX": "xnn_f32_minmax_params"}[ACTIVATION] 19*4bdc9457SAndroid Build Coastguard Workervoid xnn_f32_${KERNEL}${SUFFIX}_ukernel_${MR}x${NR}__${"wasm" if WASM else "scalar"}( 20*4bdc9457SAndroid Build Coastguard Worker size_t mr, 21*4bdc9457SAndroid Build Coastguard Worker size_t nc, 22*4bdc9457SAndroid Build Coastguard Worker size_t kc, 23*4bdc9457SAndroid Build Coastguard Worker const float* restrict a, 24*4bdc9457SAndroid Build Coastguard Worker size_t a_stride, 25*4bdc9457SAndroid Build Coastguard Worker const float* restrict w, 26*4bdc9457SAndroid Build Coastguard Worker float* restrict c, 27*4bdc9457SAndroid Build Coastguard Worker size_t cm_stride, 28*4bdc9457SAndroid Build Coastguard Worker size_t cn_stride, 29*4bdc9457SAndroid Build Coastguard Worker $if INC: 30*4bdc9457SAndroid Build Coastguard Worker const float*restrict acc, 31*4bdc9457SAndroid Build Coastguard Worker const union ${PARAMS} params[restrict XNN_MIN_ELEMENTS(1)]) 32*4bdc9457SAndroid Build Coastguard Worker{ 33*4bdc9457SAndroid Build Coastguard Worker assert(mr != 0); 34*4bdc9457SAndroid Build Coastguard Worker assert(mr <= ${MR}); 35*4bdc9457SAndroid Build Coastguard Worker assert(nc != 0); 36*4bdc9457SAndroid Build Coastguard Worker assert(kc != 0); 37*4bdc9457SAndroid Build Coastguard Worker assert(kc % sizeof(float) == 0); 38*4bdc9457SAndroid Build Coastguard Worker assert(a != NULL); 39*4bdc9457SAndroid Build Coastguard Worker assert(w != NULL); 40*4bdc9457SAndroid Build Coastguard Worker assert(c != NULL); 41*4bdc9457SAndroid Build Coastguard Worker $if INC: 42*4bdc9457SAndroid Build Coastguard Worker assert(acc != NULL); 43*4bdc9457SAndroid Build Coastguard Worker 44*4bdc9457SAndroid Build Coastguard Worker const float* a0 = a; 45*4bdc9457SAndroid Build Coastguard Worker float* c0 = c; 46*4bdc9457SAndroid Build Coastguard Worker $for M in range(1, MR): 47*4bdc9457SAndroid Build Coastguard Worker const float* a${M} = (const float*) ((uintptr_t) a${M-1} + a_stride); 48*4bdc9457SAndroid Build Coastguard Worker float* c${M} = (float*) ((uintptr_t) c${M-1} + cm_stride); 49*4bdc9457SAndroid Build Coastguard Worker $if M % 2 == 0: 50*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(mr <= ${M}) { 51*4bdc9457SAndroid Build Coastguard Worker a${M} = a${M-1}; 52*4bdc9457SAndroid Build Coastguard Worker c${M} = c${M-1}; 53*4bdc9457SAndroid Build Coastguard Worker } 54*4bdc9457SAndroid Build Coastguard Worker $elif M + 1 == MR: 55*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(mr != ${M+1}) { 56*4bdc9457SAndroid Build Coastguard Worker a${M} = a${M-1}; 57*4bdc9457SAndroid Build Coastguard Worker c${M} = c${M-1}; 58*4bdc9457SAndroid Build Coastguard Worker } 59*4bdc9457SAndroid Build Coastguard Worker $else: 60*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(mr < ${M+1}) { 61*4bdc9457SAndroid Build Coastguard Worker a${M} = a${M-1}; 62*4bdc9457SAndroid Build Coastguard Worker c${M} = c${M-1}; 63*4bdc9457SAndroid Build Coastguard Worker } 64*4bdc9457SAndroid Build Coastguard Worker 65*4bdc9457SAndroid Build Coastguard Worker $if ACTIVATION == "MINMAX": 66*4bdc9457SAndroid Build Coastguard Worker const float vmin = params->scalar.min; 67*4bdc9457SAndroid Build Coastguard Worker const float vmax = params->scalar.max; 68*4bdc9457SAndroid Build Coastguard Worker do { 69*4bdc9457SAndroid Build Coastguard Worker $if INC: 70*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 71*4bdc9457SAndroid Build Coastguard Worker $for N in range(NR): 72*4bdc9457SAndroid Build Coastguard Worker float vacc${M}${N} = acc[${M*NR+N}]; 73*4bdc9457SAndroid Build Coastguard Worker acc += ${MR*NR}; 74*4bdc9457SAndroid Build Coastguard Worker $else: 75*4bdc9457SAndroid Build Coastguard Worker $for N in range(NR): 76*4bdc9457SAndroid Build Coastguard Worker float vacc0${N} = w[${N}]; 77*4bdc9457SAndroid Build Coastguard Worker w += ${NR}; 78*4bdc9457SAndroid Build Coastguard Worker $for M in range(1, MR): 79*4bdc9457SAndroid Build Coastguard Worker $for N in range(NR): 80*4bdc9457SAndroid Build Coastguard Worker float vacc${M}${N} = vacc0${N}; 81*4bdc9457SAndroid Build Coastguard Worker 82*4bdc9457SAndroid Build Coastguard Worker size_t k = kc; 83*4bdc9457SAndroid Build Coastguard Worker do { 84*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 85*4bdc9457SAndroid Build Coastguard Worker const float va${M} = *a${M}++; 86*4bdc9457SAndroid Build Coastguard Worker 87*4bdc9457SAndroid Build Coastguard Worker $for N in range(NR): 88*4bdc9457SAndroid Build Coastguard Worker const float vb${N} = w[${N}]; 89*4bdc9457SAndroid Build Coastguard Worker w += ${NR}; 90*4bdc9457SAndroid Build Coastguard Worker 91*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 92*4bdc9457SAndroid Build Coastguard Worker $for N in range(NR): 93*4bdc9457SAndroid Build Coastguard Worker vacc${M}${N} = math_muladd_f32(va${M}, vb${N}, vacc${M}${N}); 94*4bdc9457SAndroid Build Coastguard Worker 95*4bdc9457SAndroid Build Coastguard Worker k -= sizeof(float); 96*4bdc9457SAndroid Build Coastguard Worker } while (k != 0); 97*4bdc9457SAndroid Build Coastguard Worker 98*4bdc9457SAndroid Build Coastguard Worker $if ACTIVATION == "MINMAX": 99*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 100*4bdc9457SAndroid Build Coastguard Worker $for N in range(NR): 101*4bdc9457SAndroid Build Coastguard Worker vacc${M}${N} = ${MAX_F32}(vacc${M}${N}, vmin); 102*4bdc9457SAndroid Build Coastguard Worker 103*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 104*4bdc9457SAndroid Build Coastguard Worker $for N in range(NR): 105*4bdc9457SAndroid Build Coastguard Worker vacc${M}${N} = ${MIN_F32}(vacc${M}${N}, vmax); 106*4bdc9457SAndroid Build Coastguard Worker $elif ACTIVATION == "RELU": 107*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 108*4bdc9457SAndroid Build Coastguard Worker $for N in range(NR): 109*4bdc9457SAndroid Build Coastguard Worker vacc${M}${N} = ${MAX_F32}(vacc${M}${N}, 0.0f); 110*4bdc9457SAndroid Build Coastguard Worker 111*4bdc9457SAndroid Build Coastguard Worker if XNN_LIKELY(nc >= ${NR}) { 112*4bdc9457SAndroid Build Coastguard Worker $for M in reversed(range(MR)): 113*4bdc9457SAndroid Build Coastguard Worker $for N in range(NR): 114*4bdc9457SAndroid Build Coastguard Worker c${M}[${N}] = vacc${M}${N}; 115*4bdc9457SAndroid Build Coastguard Worker c${M} = (float*) ((uintptr_t) c${M} + cn_stride); 116*4bdc9457SAndroid Build Coastguard Worker 117*4bdc9457SAndroid Build Coastguard Worker $for M in reversed(range(MR)): 118*4bdc9457SAndroid Build Coastguard Worker a${M} = (const void*) ((uintptr_t) a${M} - kc); 119*4bdc9457SAndroid Build Coastguard Worker 120*4bdc9457SAndroid Build Coastguard Worker nc -= ${NR}; 121*4bdc9457SAndroid Build Coastguard Worker } else { 122*4bdc9457SAndroid Build Coastguard Worker $for LOG2N in reversed(range(NR.bit_length() - 1)): 123*4bdc9457SAndroid Build Coastguard Worker if (nc & ${1 << LOG2N}) { 124*4bdc9457SAndroid Build Coastguard Worker $for M in reversed(range(MR)): 125*4bdc9457SAndroid Build Coastguard Worker $for N in range(1 << LOG2N): 126*4bdc9457SAndroid Build Coastguard Worker c${M}[${N}] = vacc${M}${N}; 127*4bdc9457SAndroid Build Coastguard Worker $if LOG2N != 0: 128*4bdc9457SAndroid Build Coastguard Worker $for N in range(1 << (LOG2N - 1)): 129*4bdc9457SAndroid Build Coastguard Worker vacc${M}${N} = vacc${M}${N + (1 << LOG2N)}; 130*4bdc9457SAndroid Build Coastguard Worker c${M} += ${1 << LOG2N}; 131*4bdc9457SAndroid Build Coastguard Worker } 132*4bdc9457SAndroid Build Coastguard Worker 133*4bdc9457SAndroid Build Coastguard Worker nc = 0; 134*4bdc9457SAndroid Build Coastguard Worker } 135*4bdc9457SAndroid Build Coastguard Worker } while (nc != 0); 136*4bdc9457SAndroid Build Coastguard Worker} 137