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$assert CHANNEL_TILE % 4 == 0 7*4bdc9457SAndroid Build Coastguard Worker$assert KERNEL_TILE >= 2 8*4bdc9457SAndroid Build Coastguard Worker$assert ACCUMULATORS >= 1 9*4bdc9457SAndroid Build Coastguard Worker$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" 10*4bdc9457SAndroid Build Coastguard Worker#include <assert.h> 11*4bdc9457SAndroid Build Coastguard Worker 12*4bdc9457SAndroid Build Coastguard Worker#include <xmmintrin.h> 13*4bdc9457SAndroid Build Coastguard Worker 14*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/dwconv.h> 15*4bdc9457SAndroid Build Coastguard Worker 16*4bdc9457SAndroid Build Coastguard Worker 17*4bdc9457SAndroid Build Coastguard Workervoid xnn_f32_dwconv_minmax_ukernel_up${CHANNEL_TILE}x${KERNEL_TILE}__sse${"" if ACCUMULATORS == 1 else "_acc%d" % ACCUMULATORS}( 18*4bdc9457SAndroid Build Coastguard Worker size_t channels, 19*4bdc9457SAndroid Build Coastguard Worker size_t output_width, 20*4bdc9457SAndroid Build Coastguard Worker const float** input, 21*4bdc9457SAndroid Build Coastguard Worker const float* weights, 22*4bdc9457SAndroid Build Coastguard Worker float* output, 23*4bdc9457SAndroid Build Coastguard Worker size_t input_stride, 24*4bdc9457SAndroid Build Coastguard Worker size_t output_increment, 25*4bdc9457SAndroid Build Coastguard Worker size_t input_offset, 26*4bdc9457SAndroid Build Coastguard Worker const float* zero, 27*4bdc9457SAndroid Build Coastguard Worker const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS 28*4bdc9457SAndroid Build Coastguard Worker{ 29*4bdc9457SAndroid Build Coastguard Worker assert(channels != 0); 30*4bdc9457SAndroid Build Coastguard Worker assert(output_width != 0); 31*4bdc9457SAndroid Build Coastguard Worker 32*4bdc9457SAndroid Build Coastguard Worker const __m128 vmax = _mm_load_ps(params->sse.max); 33*4bdc9457SAndroid Build Coastguard Worker const __m128 vmin = _mm_load_ps(params->sse.min); 34*4bdc9457SAndroid Build Coastguard Worker do { 35*4bdc9457SAndroid Build Coastguard Worker $for K in range(KERNEL_TILE): 36*4bdc9457SAndroid Build Coastguard Worker const float* i${K} = input[${K}]; 37*4bdc9457SAndroid Build Coastguard Worker assert(i${K} != NULL); 38*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(i${K} != zero) { 39*4bdc9457SAndroid Build Coastguard Worker i${K} = (const float*) ((uintptr_t) i${K} + input_offset); 40*4bdc9457SAndroid Build Coastguard Worker } 41*4bdc9457SAndroid Build Coastguard Worker input = (const float**) ((uintptr_t) input + input_stride); 42*4bdc9457SAndroid Build Coastguard Worker 43*4bdc9457SAndroid Build Coastguard Worker size_t c = channels; 44*4bdc9457SAndroid Build Coastguard Worker const float* w = weights; 45*4bdc9457SAndroid Build Coastguard Worker for (; c >= ${CHANNEL_TILE}; c -= ${CHANNEL_TILE}) { 46*4bdc9457SAndroid Build Coastguard Worker __m128 vacc${ABC[0:4]}p0 = _mm_load_ps(w); 47*4bdc9457SAndroid Build Coastguard Worker $for C in range(4, CHANNEL_TILE, 4): 48*4bdc9457SAndroid Build Coastguard Worker __m128 vacc${ABC[C:C+4]}p0 = _mm_load_ps(w + ${C}); 49*4bdc9457SAndroid Build Coastguard Worker 50*4bdc9457SAndroid Build Coastguard Worker $for K in range(KERNEL_TILE): 51*4bdc9457SAndroid Build Coastguard Worker 52*4bdc9457SAndroid Build Coastguard Worker const __m128 vi${K}x${ABC[0:4]} = _mm_loadu_ps(i${K}); 53*4bdc9457SAndroid Build Coastguard Worker $for C in range(4, CHANNEL_TILE, 4): 54*4bdc9457SAndroid Build Coastguard Worker const __m128 vi${K}x${ABC[C:C+4]} = _mm_loadu_ps(i${K} + ${C}); 55*4bdc9457SAndroid Build Coastguard Worker i${K} += ${CHANNEL_TILE}; 56*4bdc9457SAndroid Build Coastguard Worker 57*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 4): 58*4bdc9457SAndroid Build Coastguard Worker const __m128 vk${K}x${ABC[C:C+4]} = _mm_load_ps(w + ${(K + 1) * CHANNEL_TILE + C}); 59*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 4): 60*4bdc9457SAndroid Build Coastguard Worker $if 1 <= K < ACCUMULATORS: 61*4bdc9457SAndroid Build Coastguard Worker __m128 vacc${ABC[C:C+4]}p${K} = _mm_mul_ps(vi${K}x${ABC[C:C+4]}, vk${K}x${ABC[C:C+4]}); 62*4bdc9457SAndroid Build Coastguard Worker $else: 63*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[C:C+4]}p${K % ACCUMULATORS} = _mm_add_ps(vacc${ABC[C:C+4]}p${K % ACCUMULATORS}, _mm_mul_ps(vi${K}x${ABC[C:C+4]}, vk${K}x${ABC[C:C+4]})); 64*4bdc9457SAndroid Build Coastguard Worker 65*4bdc9457SAndroid Build Coastguard Worker w += ${(KERNEL_TILE + 1) * CHANNEL_TILE}; 66*4bdc9457SAndroid Build Coastguard Worker 67*4bdc9457SAndroid Build Coastguard Worker $if ACCUMULATORS > 1: 68*4bdc9457SAndroid Build Coastguard Worker // Add up all accumulators to vacc${ABC[0:CHANNEL_TILE]}p0 69*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE = 1 70*4bdc9457SAndroid Build Coastguard Worker $while ACC_SLICE < ACCUMULATORS: 71*4bdc9457SAndroid Build Coastguard Worker $for A in range(0, ACCUMULATORS, ACC_SLICE * 2): 72*4bdc9457SAndroid Build Coastguard Worker $if A + ACC_SLICE < ACCUMULATORS: 73*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 4): 74*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[C:C+4]}p${A} = _mm_add_ps(vacc${ABC[C:C+4]}p${A}, vacc${ABC[C:C+4]}p${A + ACC_SLICE}); 75*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE *= 2 76*4bdc9457SAndroid Build Coastguard Worker 77*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 4): 78*4bdc9457SAndroid Build Coastguard Worker __m128 vacc${ABC[C:C+4]} = _mm_max_ps(vacc${ABC[C:C+4]}p0, vmin); 79*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 4): 80*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[C:C+4]} = _mm_min_ps(vacc${ABC[C:C+4]}, vmax); 81*4bdc9457SAndroid Build Coastguard Worker 82*4bdc9457SAndroid Build Coastguard Worker _mm_storeu_ps(output, vacc${ABC[0:4]}); 83*4bdc9457SAndroid Build Coastguard Worker $for C in range(4, CHANNEL_TILE, 4): 84*4bdc9457SAndroid Build Coastguard Worker _mm_storeu_ps(output + ${C}, vacc${ABC[C:C+4]}); 85*4bdc9457SAndroid Build Coastguard Worker output += ${CHANNEL_TILE}; 86*4bdc9457SAndroid Build Coastguard Worker } 87*4bdc9457SAndroid Build Coastguard Worker $if CHANNEL_TILE > 4: 88*4bdc9457SAndroid Build Coastguard Worker for (; c >= 4; c -= 4) { 89*4bdc9457SAndroid Build Coastguard Worker __m128 vacc0123p0 = _mm_load_ps(w); 90*4bdc9457SAndroid Build Coastguard Worker $for K in range(KERNEL_TILE): 91*4bdc9457SAndroid Build Coastguard Worker 92*4bdc9457SAndroid Build Coastguard Worker const __m128 vi${K}x0123 = _mm_loadu_ps(i${K}); 93*4bdc9457SAndroid Build Coastguard Worker i${K} += 4; 94*4bdc9457SAndroid Build Coastguard Worker 95*4bdc9457SAndroid Build Coastguard Worker const __m128 vk${K}x0123 = _mm_load_ps(w + ${(K + 1) * CHANNEL_TILE}); 96*4bdc9457SAndroid Build Coastguard Worker $if 1 <= K < ACCUMULATORS: 97*4bdc9457SAndroid Build Coastguard Worker __m128 vacc0123p${K} = _mm_mul_ps(vi${K}x0123, vk${K}x0123); 98*4bdc9457SAndroid Build Coastguard Worker $else: 99*4bdc9457SAndroid Build Coastguard Worker vacc0123p${K % ACCUMULATORS} = _mm_add_ps(vacc0123p${K % ACCUMULATORS}, _mm_mul_ps(vi${K}x0123, vk${K}x0123)); 100*4bdc9457SAndroid Build Coastguard Worker 101*4bdc9457SAndroid Build Coastguard Worker w += 4; 102*4bdc9457SAndroid Build Coastguard Worker 103*4bdc9457SAndroid Build Coastguard Worker $if ACCUMULATORS > 1: 104*4bdc9457SAndroid Build Coastguard Worker // Add up all accumulators to vacc${ABC[0:CHANNEL_TILE]}p0 105*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE = 1 106*4bdc9457SAndroid Build Coastguard Worker $while ACC_SLICE < ACCUMULATORS: 107*4bdc9457SAndroid Build Coastguard Worker $for A in range(0, ACCUMULATORS, ACC_SLICE * 2): 108*4bdc9457SAndroid Build Coastguard Worker $if A + ACC_SLICE < ACCUMULATORS: 109*4bdc9457SAndroid Build Coastguard Worker vacc0123p${A} = _mm_add_ps(vacc0123p${A}, vacc0123p${A + ACC_SLICE}); 110*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE *= 2 111*4bdc9457SAndroid Build Coastguard Worker 112*4bdc9457SAndroid Build Coastguard Worker __m128 vacc0123 = _mm_max_ps(vacc0123p0, vmin); 113*4bdc9457SAndroid Build Coastguard Worker vacc0123 = _mm_min_ps(vacc0123, vmax); 114*4bdc9457SAndroid Build Coastguard Worker 115*4bdc9457SAndroid Build Coastguard Worker _mm_storeu_ps(output, vacc0123); 116*4bdc9457SAndroid Build Coastguard Worker output += 4; 117*4bdc9457SAndroid Build Coastguard Worker } 118*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(c != 0) { 119*4bdc9457SAndroid Build Coastguard Worker __m128 vacc0123p0 = _mm_load_ps(w); 120*4bdc9457SAndroid Build Coastguard Worker $for K in range(KERNEL_TILE): 121*4bdc9457SAndroid Build Coastguard Worker 122*4bdc9457SAndroid Build Coastguard Worker const __m128 vi${K}x0123 = _mm_loadu_ps(i${K}); 123*4bdc9457SAndroid Build Coastguard Worker const __m128 vk${K}x0123 = _mm_load_ps(w + ${(K + 1) * CHANNEL_TILE}); 124*4bdc9457SAndroid Build Coastguard Worker $if 1 <= K < ACCUMULATORS: 125*4bdc9457SAndroid Build Coastguard Worker __m128 vacc0123p${K} = _mm_mul_ps(vi${K}x0123, vk${K}x0123); 126*4bdc9457SAndroid Build Coastguard Worker $else: 127*4bdc9457SAndroid Build Coastguard Worker vacc0123p${K % ACCUMULATORS} = _mm_add_ps(vacc0123p${K % ACCUMULATORS}, _mm_mul_ps(vi${K}x0123, vk${K}x0123)); 128*4bdc9457SAndroid Build Coastguard Worker 129*4bdc9457SAndroid Build Coastguard Worker $if ACCUMULATORS > 1: 130*4bdc9457SAndroid Build Coastguard Worker // Add up all accumulators to vacc${ABC[0:CHANNEL_TILE]}p0 131*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE = 1 132*4bdc9457SAndroid Build Coastguard Worker $while ACC_SLICE < ACCUMULATORS: 133*4bdc9457SAndroid Build Coastguard Worker $for A in range(0, ACCUMULATORS, ACC_SLICE * 2): 134*4bdc9457SAndroid Build Coastguard Worker $if A + ACC_SLICE < ACCUMULATORS: 135*4bdc9457SAndroid Build Coastguard Worker vacc0123p${A} = _mm_add_ps(vacc0123p${A}, vacc0123p${A + ACC_SLICE}); 136*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE *= 2 137*4bdc9457SAndroid Build Coastguard Worker 138*4bdc9457SAndroid Build Coastguard Worker __m128 vacc0123 = _mm_max_ps(vacc0123p0, vmin); 139*4bdc9457SAndroid Build Coastguard Worker vacc0123 = _mm_min_ps(vacc0123, vmax); 140*4bdc9457SAndroid Build Coastguard Worker 141*4bdc9457SAndroid Build Coastguard Worker if (c & 2) { 142*4bdc9457SAndroid Build Coastguard Worker _mm_storel_pi((__m64*) output, vacc0123); 143*4bdc9457SAndroid Build Coastguard Worker vacc0123 = _mm_movehl_ps(vacc0123, vacc0123); 144*4bdc9457SAndroid Build Coastguard Worker output += 2; 145*4bdc9457SAndroid Build Coastguard Worker } 146*4bdc9457SAndroid Build Coastguard Worker if (c & 1) { 147*4bdc9457SAndroid Build Coastguard Worker _mm_store_ss(output, vacc0123); 148*4bdc9457SAndroid Build Coastguard Worker output += 1; 149*4bdc9457SAndroid Build Coastguard Worker } 150*4bdc9457SAndroid Build Coastguard Worker } 151*4bdc9457SAndroid Build Coastguard Worker 152*4bdc9457SAndroid Build Coastguard Worker output = (float*) ((uintptr_t) output + output_increment); 153*4bdc9457SAndroid Build Coastguard Worker } while (--output_width != 0); 154*4bdc9457SAndroid Build Coastguard Worker} 155