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$assert BATCH_TILE >= 1 7*4bdc9457SAndroid Build Coastguard Worker$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" 8*4bdc9457SAndroid Build Coastguard Worker$assert OP in ["ADD", "DIV", "RDIV", "MAX", "MIN", "MUL", "SUB", "RSUB", "SQRDIFF"] 9*4bdc9457SAndroid Build Coastguard Worker$assert ACTIVATION in ["LINEAR", "MINMAX", "RELU"] 10*4bdc9457SAndroid Build Coastguard Worker#include <assert.h> 11*4bdc9457SAndroid Build Coastguard Worker 12*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/common.h> 13*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/math.h> 14*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/vbinary.h> 15*4bdc9457SAndroid Build Coastguard Worker 16*4bdc9457SAndroid Build Coastguard Worker 17*4bdc9457SAndroid Build Coastguard Worker$MIN_F32 = "__builtin_wasm_min_f32" if WASM else "math_min_f32" 18*4bdc9457SAndroid Build Coastguard Worker$MAX_F32 = "__builtin_wasm_max_f32" if WASM else "math_max_f32" 19*4bdc9457SAndroid Build Coastguard Worker$OP_FUNC = { 20*4bdc9457SAndroid Build Coastguard Worker$ "ADD": lambda x: "%s + vb" % x, 21*4bdc9457SAndroid Build Coastguard Worker$ "DIV": lambda x: "%s / vb" % x, 22*4bdc9457SAndroid Build Coastguard Worker$ "RDIV": lambda x: "vb / %s" % x, 23*4bdc9457SAndroid Build Coastguard Worker$ "MAX": lambda x: "%s(%s, vb)" % (MAX_F32, x), 24*4bdc9457SAndroid Build Coastguard Worker$ "MIN": lambda x: "%s(%s, vb)" % (MIN_F32, x), 25*4bdc9457SAndroid Build Coastguard Worker$ "MUL": lambda x: "%s * vb" % x, 26*4bdc9457SAndroid Build Coastguard Worker$ "SUB": lambda x: "%s - vb" % x, 27*4bdc9457SAndroid Build Coastguard Worker$ "RSUB": lambda x: "vb - %s" % x, 28*4bdc9457SAndroid Build Coastguard Worker$ "SQRDIFF": lambda x: "%s - vb" % x, 29*4bdc9457SAndroid Build Coastguard Worker$}[OP] 30*4bdc9457SAndroid Build Coastguard Worker$SUFFIX = {"LINEAR": "", "RELU": "_relu", "MINMAX": "_minmax"}[ACTIVATION] 31*4bdc9457SAndroid Build Coastguard Worker$PARAMS = {"LINEAR": "xnn_f32_default_params", "RELU": "xnn_f32_relu_params", "MINMAX": "xnn_f32_minmax_params"}[ACTIVATION] 32*4bdc9457SAndroid Build Coastguard Workervoid xnn_f32_v${OP.lower()}c${SUFFIX}_ukernel__${"wasm" if WASM else "scalar"}_x${BATCH_TILE}( 33*4bdc9457SAndroid Build Coastguard Worker size_t n, 34*4bdc9457SAndroid Build Coastguard Worker const float* a, 35*4bdc9457SAndroid Build Coastguard Worker const float* b, 36*4bdc9457SAndroid Build Coastguard Worker float* y, 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(n != 0); 40*4bdc9457SAndroid Build Coastguard Worker assert(n % sizeof(float) == 0); 41*4bdc9457SAndroid Build Coastguard Worker assert(a != NULL); 42*4bdc9457SAndroid Build Coastguard Worker assert(b != NULL); 43*4bdc9457SAndroid Build Coastguard Worker assert(y != NULL); 44*4bdc9457SAndroid Build Coastguard Worker 45*4bdc9457SAndroid Build Coastguard Worker $if ACTIVATION == "MINMAX": 46*4bdc9457SAndroid Build Coastguard Worker const float vy_min = params->scalar.min; 47*4bdc9457SAndroid Build Coastguard Worker const float vy_max = params->scalar.max; 48*4bdc9457SAndroid Build Coastguard Worker 49*4bdc9457SAndroid Build Coastguard Worker const float vb = *b; 50*4bdc9457SAndroid Build Coastguard Worker $if BATCH_TILE > 1: 51*4bdc9457SAndroid Build Coastguard Worker for (; n >= ${BATCH_TILE} * sizeof(float); n -= ${BATCH_TILE} * sizeof(float)) { 52*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 53*4bdc9457SAndroid Build Coastguard Worker const float va${ABC[N]} = a[${N}]; 54*4bdc9457SAndroid Build Coastguard Worker a += ${BATCH_TILE}; 55*4bdc9457SAndroid Build Coastguard Worker 56*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 57*4bdc9457SAndroid Build Coastguard Worker float vy${ABC[N]} = ${OP_FUNC("va" + ABC[N])}; 58*4bdc9457SAndroid Build Coastguard Worker 59*4bdc9457SAndroid Build Coastguard Worker $if OP == "SQRDIFF": 60*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 61*4bdc9457SAndroid Build Coastguard Worker vy${ABC[N]} = vy${ABC[N]} * vy${ABC[N]}; 62*4bdc9457SAndroid Build Coastguard Worker 63*4bdc9457SAndroid Build Coastguard Worker $if ACTIVATION == "MINMAX": 64*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 65*4bdc9457SAndroid Build Coastguard Worker vy${ABC[N]} = ${MAX_F32}(vy${ABC[N]}, vy_min); 66*4bdc9457SAndroid Build Coastguard Worker 67*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 68*4bdc9457SAndroid Build Coastguard Worker vy${ABC[N]} = ${MIN_F32}(vy${ABC[N]}, vy_max); 69*4bdc9457SAndroid Build Coastguard Worker $elif ACTIVATION == "RELU": 70*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 71*4bdc9457SAndroid Build Coastguard Worker vy${ABC[N]} = ${MAX_F32}(vy${ABC[N]}, 0.0f); 72*4bdc9457SAndroid Build Coastguard Worker 73*4bdc9457SAndroid Build Coastguard Worker $for N in range(BATCH_TILE): 74*4bdc9457SAndroid Build Coastguard Worker y[${N}] = vy${ABC[N]}; 75*4bdc9457SAndroid Build Coastguard Worker y += ${BATCH_TILE}; 76*4bdc9457SAndroid Build Coastguard Worker } 77*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(n != 0) { 78*4bdc9457SAndroid Build Coastguard Worker $if BATCH_TILE > 2: 79*4bdc9457SAndroid Build Coastguard Worker do { 80*4bdc9457SAndroid Build Coastguard Worker const float va = *a++; 81*4bdc9457SAndroid Build Coastguard Worker float vy = ${OP_FUNC("va")}; 82*4bdc9457SAndroid Build Coastguard Worker $if OP == "SQRDIFF": 83*4bdc9457SAndroid Build Coastguard Worker vy = vy * vy; 84*4bdc9457SAndroid Build Coastguard Worker $if ACTIVATION == "MINMAX": 85*4bdc9457SAndroid Build Coastguard Worker vy = ${MAX_F32}(vy, vy_min); 86*4bdc9457SAndroid Build Coastguard Worker vy = ${MIN_F32}(vy, vy_max); 87*4bdc9457SAndroid Build Coastguard Worker $elif ACTIVATION == "RELU": 88*4bdc9457SAndroid Build Coastguard Worker vy = ${MAX_F32}(vy, 0.0f); 89*4bdc9457SAndroid Build Coastguard Worker *y++ = vy; 90*4bdc9457SAndroid Build Coastguard Worker n -= sizeof(float); 91*4bdc9457SAndroid Build Coastguard Worker } while (n != 0); 92*4bdc9457SAndroid Build Coastguard Worker $else: 93*4bdc9457SAndroid Build Coastguard Worker const float va = *a; 94*4bdc9457SAndroid Build Coastguard Worker float vy = ${OP_FUNC("va")}; 95*4bdc9457SAndroid Build Coastguard Worker $if OP == "SQRDIFF": 96*4bdc9457SAndroid Build Coastguard Worker vy = vy * vy; 97*4bdc9457SAndroid Build Coastguard Worker $if ACTIVATION == "MINMAX": 98*4bdc9457SAndroid Build Coastguard Worker vy = ${MAX_F32}(vy, vy_min); 99*4bdc9457SAndroid Build Coastguard Worker vy = ${MIN_F32}(vy, vy_max); 100*4bdc9457SAndroid Build Coastguard Worker $elif ACTIVATION == "RELU": 101*4bdc9457SAndroid Build Coastguard Worker vy = ${MAX_F32}(vy, 0.0f); 102*4bdc9457SAndroid Build Coastguard Worker *y = vy; 103*4bdc9457SAndroid Build Coastguard Worker } 104*4bdc9457SAndroid Build Coastguard Worker $else: 105*4bdc9457SAndroid Build Coastguard Worker for (; n >= sizeof(float); n -= sizeof(float)) { 106*4bdc9457SAndroid Build Coastguard Worker const float va = *a++; 107*4bdc9457SAndroid Build Coastguard Worker float vy = ${OP_FUNC("va")}; 108*4bdc9457SAndroid Build Coastguard Worker $if OP == "SQRDIFF": 109*4bdc9457SAndroid Build Coastguard Worker vy = vy * vy; 110*4bdc9457SAndroid Build Coastguard Worker $if ACTIVATION == "MINMAX": 111*4bdc9457SAndroid Build Coastguard Worker vy = ${MAX_F32}(vy, vy_min); 112*4bdc9457SAndroid Build Coastguard Worker vy = ${MIN_F32}(vy, vy_max); 113*4bdc9457SAndroid Build Coastguard Worker $elif ACTIVATION == "RELU": 114*4bdc9457SAndroid Build Coastguard Worker vy = ${MAX_F32}(vy, 0.0f); 115*4bdc9457SAndroid Build Coastguard Worker *y++ = vy; 116*4bdc9457SAndroid Build Coastguard Worker } 117*4bdc9457SAndroid Build Coastguard Worker} 118