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$assert CHANNEL_TILE % 4 == 0 7*4bdc9457SAndroid Build Coastguard Worker$assert KERNEL_TILE >= 2 8*4bdc9457SAndroid Build Coastguard Worker$assert ACCUMULATORS >= 1 9*4bdc9457SAndroid Build Coastguard Worker$assert ACTIVATION != "MINMAX" or ARCH in ["ARM", "X86", "RELAXED"] 10*4bdc9457SAndroid Build Coastguard Worker$assert not FMA or ARCH == "RELAXED" 11*4bdc9457SAndroid Build Coastguard Worker$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" 12*4bdc9457SAndroid Build Coastguard Worker#include <assert.h> 13*4bdc9457SAndroid Build Coastguard Worker 14*4bdc9457SAndroid Build Coastguard Worker#include <wasm_simd128.h> 15*4bdc9457SAndroid Build Coastguard Worker 16*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/dwconv.h> 17*4bdc9457SAndroid Build Coastguard Worker 18*4bdc9457SAndroid Build Coastguard Worker 19*4bdc9457SAndroid Build Coastguard Worker$assert ACTIVATION in ["LINEAR", "RELU", "MINMAX"] 20*4bdc9457SAndroid Build Coastguard Worker$if ACTIVATION == "MINMAX": 21*4bdc9457SAndroid Build Coastguard Worker$ WASM_F32X4_MIN={"ARM": "wasm_f32x4_min", "X86": "wasm_f32x4_pmin", "RELAXED": "__builtin_wasm_relaxed_min_f32x4"}[ARCH] 22*4bdc9457SAndroid Build Coastguard Worker$ WASM_F32X4_MAX={"ARM": "wasm_f32x4_max", "X86": "wasm_f32x4_pmax", "RELAXED": "__builtin_wasm_relaxed_max_f32x4"}[ARCH] 23*4bdc9457SAndroid Build Coastguard Worker$ACTIVATION_SUFFIX = {"LINEAR": ""}.get(ACTIVATION, "_" + ACTIVATION.lower()) 24*4bdc9457SAndroid Build Coastguard Worker$ISA = "wasmsimd" if not FMA and (ACTIVATION in ["LINEAR", "RELU"] or ARCH != "RELAXED") else "wasmrelaxedsimd" 25*4bdc9457SAndroid Build Coastguard Worker$ARCH_SUFFIX = "" if not FMA and (ACTIVATION in ["LINEAR", "RELU"] or ARCH == "RELAXED") else "_" + ("fma" if FMA else ARCH.lower()) 26*4bdc9457SAndroid Build Coastguard Worker$PARAMS = {"LINEAR": "xnn_f32_default_params", "RELU": "xnn_f32_relu_params", "MINMAX": "xnn_f32_minmax_params"}[ACTIVATION] 27*4bdc9457SAndroid Build Coastguard Workervoid xnn_f32_dwconv${ACTIVATION_SUFFIX}_ukernel_up${CHANNEL_TILE}x${KERNEL_TILE}__${ISA}${ARCH_SUFFIX}${"" if ACCUMULATORS == 1 else "_acc%d" % ACCUMULATORS}( 28*4bdc9457SAndroid Build Coastguard Worker size_t channels, 29*4bdc9457SAndroid Build Coastguard Worker size_t output_width, 30*4bdc9457SAndroid Build Coastguard Worker const float** input, 31*4bdc9457SAndroid Build Coastguard Worker const float* weights, 32*4bdc9457SAndroid Build Coastguard Worker float* output, 33*4bdc9457SAndroid Build Coastguard Worker size_t input_stride, 34*4bdc9457SAndroid Build Coastguard Worker size_t output_increment, 35*4bdc9457SAndroid Build Coastguard Worker size_t input_offset, 36*4bdc9457SAndroid Build Coastguard Worker const float* zero, 37*4bdc9457SAndroid Build Coastguard Worker const union ${PARAMS} params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS 38*4bdc9457SAndroid Build Coastguard Worker{ 39*4bdc9457SAndroid Build Coastguard Worker assert(channels != 0); 40*4bdc9457SAndroid Build Coastguard Worker assert(output_width != 0); 41*4bdc9457SAndroid Build Coastguard Worker 42*4bdc9457SAndroid Build Coastguard Worker $if ACTIVATION == "MINMAX": 43*4bdc9457SAndroid Build Coastguard Worker const v128_t vmin = wasm_v128_load64_splat(params->wasmsimd.min); 44*4bdc9457SAndroid Build Coastguard Worker const v128_t vmax = wasm_v128_load64_splat(params->wasmsimd.max); 45*4bdc9457SAndroid Build Coastguard Worker $elif ACTIVATION == "RELU": 46*4bdc9457SAndroid Build Coastguard Worker const v128_t vzero = wasm_i32x4_const_splat(0); 47*4bdc9457SAndroid Build Coastguard Worker do { 48*4bdc9457SAndroid Build Coastguard Worker $for K in range(KERNEL_TILE): 49*4bdc9457SAndroid Build Coastguard Worker const float* i${K} = input[${K}]; 50*4bdc9457SAndroid Build Coastguard Worker assert(i${K} != NULL); 51*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(i${K} != zero) { 52*4bdc9457SAndroid Build Coastguard Worker i${K} = (const float*) ((uintptr_t) i${K} + input_offset); 53*4bdc9457SAndroid Build Coastguard Worker } 54*4bdc9457SAndroid Build Coastguard Worker input = (const float**) ((uintptr_t) input + input_stride); 55*4bdc9457SAndroid Build Coastguard Worker 56*4bdc9457SAndroid Build Coastguard Worker size_t c = channels; 57*4bdc9457SAndroid Build Coastguard Worker const float* w = weights; 58*4bdc9457SAndroid Build Coastguard Worker for (; c >= ${CHANNEL_TILE}; c -= ${CHANNEL_TILE}) { 59*4bdc9457SAndroid Build Coastguard Worker v128_t vacc${ABC[0:4]}p0 = wasm_v128_load(w); 60*4bdc9457SAndroid Build Coastguard Worker $for C in range(4, CHANNEL_TILE, 4): 61*4bdc9457SAndroid Build Coastguard Worker v128_t vacc${ABC[C:C+4]}p0 = wasm_v128_load(w + ${C}); 62*4bdc9457SAndroid Build Coastguard Worker 63*4bdc9457SAndroid Build Coastguard Worker $for K in range(KERNEL_TILE): 64*4bdc9457SAndroid Build Coastguard Worker 65*4bdc9457SAndroid Build Coastguard Worker const v128_t vi${K}x${ABC[0:4]} = wasm_v128_load(i${K}); 66*4bdc9457SAndroid Build Coastguard Worker $for C in range(4, CHANNEL_TILE, 4): 67*4bdc9457SAndroid Build Coastguard Worker const v128_t vi${K}x${ABC[C:C+4]} = wasm_v128_load(i${K} + ${C}); 68*4bdc9457SAndroid Build Coastguard Worker i${K} += ${CHANNEL_TILE}; 69*4bdc9457SAndroid Build Coastguard Worker 70*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 4): 71*4bdc9457SAndroid Build Coastguard Worker const v128_t vk${K}x${ABC[C:C+4]} = wasm_v128_load(w + ${(K + 1) * CHANNEL_TILE + C}); 72*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 4): 73*4bdc9457SAndroid Build Coastguard Worker $if 1 <= K < ACCUMULATORS: 74*4bdc9457SAndroid Build Coastguard Worker v128_t vacc${ABC[C:C+4]}p${K} = wasm_f32x4_mul(vi${K}x${ABC[C:C+4]}, vk${K}x${ABC[C:C+4]}); 75*4bdc9457SAndroid Build Coastguard Worker $else: 76*4bdc9457SAndroid Build Coastguard Worker $if FMA: 77*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[C:C+4]}p${K % ACCUMULATORS} = __builtin_wasm_fma_f32x4(vacc${ABC[C:C+4]}p${K % ACCUMULATORS}, vi${K}x${ABC[C:C+4]}, vk${K}x${ABC[C:C+4]}); 78*4bdc9457SAndroid Build Coastguard Worker $else: 79*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[C:C+4]}p${K % ACCUMULATORS} = wasm_f32x4_add(vacc${ABC[C:C+4]}p${K % ACCUMULATORS}, wasm_f32x4_mul(vi${K}x${ABC[C:C+4]}, vk${K}x${ABC[C:C+4]})); 80*4bdc9457SAndroid Build Coastguard Worker 81*4bdc9457SAndroid Build Coastguard Worker w += ${(KERNEL_TILE + 1) * CHANNEL_TILE}; 82*4bdc9457SAndroid Build Coastguard Worker 83*4bdc9457SAndroid Build Coastguard Worker $if ACCUMULATORS > 1: 84*4bdc9457SAndroid Build Coastguard Worker // Add up all accumulators to vacc${ABC[0:CHANNEL_TILE]}p0 85*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE = 1 86*4bdc9457SAndroid Build Coastguard Worker $while ACC_SLICE < ACCUMULATORS: 87*4bdc9457SAndroid Build Coastguard Worker $for A in range(0, ACCUMULATORS, ACC_SLICE * 2): 88*4bdc9457SAndroid Build Coastguard Worker $if A + ACC_SLICE < ACCUMULATORS: 89*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 4): 90*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[C:C+4]}p${A} = wasm_f32x4_add(vacc${ABC[C:C+4]}p${A}, vacc${ABC[C:C+4]}p${A + ACC_SLICE}); 91*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE *= 2 92*4bdc9457SAndroid Build Coastguard Worker 93*4bdc9457SAndroid Build Coastguard Worker $if ACTIVATION == "MINMAX": 94*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 4): 95*4bdc9457SAndroid Build Coastguard Worker v128_t vacc${ABC[C:C+4]} = ${WASM_F32X4_MAX}(vmin, vacc${ABC[C:C+4]}p0); 96*4bdc9457SAndroid Build Coastguard Worker 97*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 4): 98*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[C:C+4]} = ${WASM_F32X4_MIN}(vmax, vacc${ABC[C:C+4]}); 99*4bdc9457SAndroid Build Coastguard Worker $elif ACTIVATION == "RELU": 100*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 4): 101*4bdc9457SAndroid Build Coastguard Worker const v128_t vacc${ABC[C:C+4]} = wasm_i32x4_max(vacc${ABC[C:C+4]}p0, vzero); 102*4bdc9457SAndroid Build Coastguard Worker $elif ACTIVATION == "LINEAR": 103*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 4): 104*4bdc9457SAndroid Build Coastguard Worker const v128_t vacc${ABC[C:C+4]} = vacc${ABC[C:C+4]}p0; 105*4bdc9457SAndroid Build Coastguard Worker 106*4bdc9457SAndroid Build Coastguard Worker wasm_v128_store(output, vacc${ABC[0:4]}); 107*4bdc9457SAndroid Build Coastguard Worker $for C in range(4, CHANNEL_TILE, 4): 108*4bdc9457SAndroid Build Coastguard Worker wasm_v128_store(output + ${C}, vacc${ABC[C:C+4]}); 109*4bdc9457SAndroid Build Coastguard Worker output += ${CHANNEL_TILE}; 110*4bdc9457SAndroid Build Coastguard Worker } 111*4bdc9457SAndroid Build Coastguard Worker $if CHANNEL_TILE > 4: 112*4bdc9457SAndroid Build Coastguard Worker for (; c >= 4; c -= 4) { 113*4bdc9457SAndroid Build Coastguard Worker v128_t vacc0123p0 = wasm_v128_load(w); 114*4bdc9457SAndroid Build Coastguard Worker $for K in range(KERNEL_TILE): 115*4bdc9457SAndroid Build Coastguard Worker 116*4bdc9457SAndroid Build Coastguard Worker const v128_t vi${K}x0123 = wasm_v128_load(i${K}); 117*4bdc9457SAndroid Build Coastguard Worker i${K} += 4; 118*4bdc9457SAndroid Build Coastguard Worker 119*4bdc9457SAndroid Build Coastguard Worker const v128_t vk${K}x0123 = wasm_v128_load(w + ${(K + 1) * CHANNEL_TILE}); 120*4bdc9457SAndroid Build Coastguard Worker $if 1 <= K < ACCUMULATORS: 121*4bdc9457SAndroid Build Coastguard Worker v128_t vacc0123p${K} = wasm_f32x4_mul(vi${K}x0123, vk${K}x0123); 122*4bdc9457SAndroid Build Coastguard Worker $else: 123*4bdc9457SAndroid Build Coastguard Worker $if FMA: 124*4bdc9457SAndroid Build Coastguard Worker vacc0123p${K % ACCUMULATORS} = __builtin_wasm_fma_f32x4(vacc0123p${K % ACCUMULATORS}, vi${K}x0123, vk${K}x0123); 125*4bdc9457SAndroid Build Coastguard Worker $else: 126*4bdc9457SAndroid Build Coastguard Worker vacc0123p${K % ACCUMULATORS} = wasm_f32x4_add(vacc0123p${K % ACCUMULATORS}, wasm_f32x4_mul(vi${K}x0123, vk${K}x0123)); 127*4bdc9457SAndroid Build Coastguard Worker 128*4bdc9457SAndroid Build Coastguard Worker w += 4; 129*4bdc9457SAndroid Build Coastguard Worker 130*4bdc9457SAndroid Build Coastguard Worker $if ACCUMULATORS > 1: 131*4bdc9457SAndroid Build Coastguard Worker // Add up all accumulators to vacc${ABC[0:CHANNEL_TILE]}p0 132*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE = 1 133*4bdc9457SAndroid Build Coastguard Worker $while ACC_SLICE < ACCUMULATORS: 134*4bdc9457SAndroid Build Coastguard Worker $for A in range(0, ACCUMULATORS, ACC_SLICE * 2): 135*4bdc9457SAndroid Build Coastguard Worker $if A + ACC_SLICE < ACCUMULATORS: 136*4bdc9457SAndroid Build Coastguard Worker vacc0123p${A} = wasm_f32x4_add(vacc0123p${A}, vacc0123p${A + ACC_SLICE}); 137*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE *= 2 138*4bdc9457SAndroid Build Coastguard Worker 139*4bdc9457SAndroid Build Coastguard Worker $if ACTIVATION == "MINMAX": 140*4bdc9457SAndroid Build Coastguard Worker v128_t vacc0123 = ${WASM_F32X4_MAX}(vmin, vacc0123p0); 141*4bdc9457SAndroid Build Coastguard Worker vacc0123 = ${WASM_F32X4_MIN}(vmax, vacc0123); 142*4bdc9457SAndroid Build Coastguard Worker $elif ACTIVATION == "RELU": 143*4bdc9457SAndroid Build Coastguard Worker const v128_t vacc0123 = wasm_i32x4_max(vacc0123p0, vzero); 144*4bdc9457SAndroid Build Coastguard Worker $elif ACTIVATION == "LINEAR": 145*4bdc9457SAndroid Build Coastguard Worker const v128_t vacc0123 = vacc0123p0; 146*4bdc9457SAndroid Build Coastguard Worker 147*4bdc9457SAndroid Build Coastguard Worker wasm_v128_store(output, vacc0123); 148*4bdc9457SAndroid Build Coastguard Worker output += 4; 149*4bdc9457SAndroid Build Coastguard Worker } 150*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(c != 0) { 151*4bdc9457SAndroid Build Coastguard Worker v128_t vacc0123p0 = wasm_v128_load(w); 152*4bdc9457SAndroid Build Coastguard Worker $for K in range(KERNEL_TILE): 153*4bdc9457SAndroid Build Coastguard Worker 154*4bdc9457SAndroid Build Coastguard Worker const v128_t vi${K}x0123 = wasm_v128_load(i${K}); 155*4bdc9457SAndroid Build Coastguard Worker const v128_t vk${K}x0123 = wasm_v128_load(w + ${(K+1) * CHANNEL_TILE}); 156*4bdc9457SAndroid Build Coastguard Worker $if 1 <= K < ACCUMULATORS: 157*4bdc9457SAndroid Build Coastguard Worker v128_t vacc0123p${K} = wasm_f32x4_mul(vi${K}x0123, vk${K}x0123); 158*4bdc9457SAndroid Build Coastguard Worker $else: 159*4bdc9457SAndroid Build Coastguard Worker $if FMA: 160*4bdc9457SAndroid Build Coastguard Worker vacc0123p${K % ACCUMULATORS} = __builtin_wasm_fma_f32x4(vacc0123p${K % ACCUMULATORS}, vi${K}x0123, vk${K}x0123); 161*4bdc9457SAndroid Build Coastguard Worker $else: 162*4bdc9457SAndroid Build Coastguard Worker vacc0123p${K % ACCUMULATORS} = wasm_f32x4_add(vacc0123p${K % ACCUMULATORS}, wasm_f32x4_mul(vi${K}x0123, vk${K}x0123)); 163*4bdc9457SAndroid Build Coastguard Worker 164*4bdc9457SAndroid Build Coastguard Worker $if ACCUMULATORS > 1: 165*4bdc9457SAndroid Build Coastguard Worker // Add up all accumulators to vacc${ABC[0:CHANNEL_TILE]}p0 166*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE = 1 167*4bdc9457SAndroid Build Coastguard Worker $while ACC_SLICE < ACCUMULATORS: 168*4bdc9457SAndroid Build Coastguard Worker $for A in range(0, ACCUMULATORS, ACC_SLICE * 2): 169*4bdc9457SAndroid Build Coastguard Worker $if A + ACC_SLICE < ACCUMULATORS: 170*4bdc9457SAndroid Build Coastguard Worker vacc0123p${A} = wasm_f32x4_add(vacc0123p${A}, vacc0123p${A + ACC_SLICE}); 171*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE *= 2 172*4bdc9457SAndroid Build Coastguard Worker 173*4bdc9457SAndroid Build Coastguard Worker $if ACTIVATION == "MINMAX": 174*4bdc9457SAndroid Build Coastguard Worker v128_t vacc0123 = ${WASM_F32X4_MAX}(vmin, vacc0123p0); 175*4bdc9457SAndroid Build Coastguard Worker vacc0123 = ${WASM_F32X4_MIN}(vmax, vacc0123); 176*4bdc9457SAndroid Build Coastguard Worker $elif ACTIVATION == "RELU": 177*4bdc9457SAndroid Build Coastguard Worker v128_t vacc0123 = wasm_i32x4_max(vacc0123p0, vzero); 178*4bdc9457SAndroid Build Coastguard Worker $elif ACTIVATION == "LINEAR": 179*4bdc9457SAndroid Build Coastguard Worker v128_t vacc0123 = vacc0123p0; 180*4bdc9457SAndroid Build Coastguard Worker 181*4bdc9457SAndroid Build Coastguard Worker if (c & 2) { 182*4bdc9457SAndroid Build Coastguard Worker *((double*) output) = wasm_f64x2_extract_lane(vacc0123, 0); 183*4bdc9457SAndroid Build Coastguard Worker vacc0123 = wasm_v32x4_shuffle(vacc0123, vacc0123, 2, 3, 2, 3); 184*4bdc9457SAndroid Build Coastguard Worker output += 2; 185*4bdc9457SAndroid Build Coastguard Worker } 186*4bdc9457SAndroid Build Coastguard Worker if (c & 1) { 187*4bdc9457SAndroid Build Coastguard Worker *output = wasm_f32x4_extract_lane(vacc0123, 0); 188*4bdc9457SAndroid Build Coastguard Worker output += 1; 189*4bdc9457SAndroid Build Coastguard Worker } 190*4bdc9457SAndroid Build Coastguard Worker } 191*4bdc9457SAndroid Build Coastguard Worker 192*4bdc9457SAndroid Build Coastguard Worker output = (float*) ((uintptr_t) output + output_increment); 193*4bdc9457SAndroid Build Coastguard Worker } while (--output_width != 0); 194*4bdc9457SAndroid Build Coastguard Worker} 195