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$assert CHANNEL_TILE % 16 == 0 7*4bdc9457SAndroid Build Coastguard Worker$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 <immintrin.h> 13*4bdc9457SAndroid Build Coastguard Worker 14*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/dwconv.h> 15*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/intrinsics-polyfill.h> 16*4bdc9457SAndroid Build Coastguard Worker 17*4bdc9457SAndroid Build Coastguard Worker 18*4bdc9457SAndroid Build Coastguard Workervoid xnn_f32_dwconv_minmax_ukernel_up${CHANNEL_TILE}x${KERNEL_TILE}__avx512f${"" if ACCUMULATORS == 1 else "_acc%d" % ACCUMULATORS}( 19*4bdc9457SAndroid Build Coastguard Worker size_t channels, 20*4bdc9457SAndroid Build Coastguard Worker size_t output_width, 21*4bdc9457SAndroid Build Coastguard Worker const float** input, 22*4bdc9457SAndroid Build Coastguard Worker const float* weights, 23*4bdc9457SAndroid Build Coastguard Worker float* output, 24*4bdc9457SAndroid Build Coastguard Worker size_t input_stride, 25*4bdc9457SAndroid Build Coastguard Worker size_t output_increment, 26*4bdc9457SAndroid Build Coastguard Worker size_t input_offset, 27*4bdc9457SAndroid Build Coastguard Worker const float* zero, 28*4bdc9457SAndroid Build Coastguard Worker const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) 29*4bdc9457SAndroid Build Coastguard Worker{ 30*4bdc9457SAndroid Build Coastguard Worker assert(channels != 0); 31*4bdc9457SAndroid Build Coastguard Worker assert(output_width != 0); 32*4bdc9457SAndroid Build Coastguard Worker 33*4bdc9457SAndroid Build Coastguard Worker const __m512 vmax = _mm512_set1_ps(params->scalar.max); 34*4bdc9457SAndroid Build Coastguard Worker const __m512 vmin = _mm512_set1_ps(params->scalar.min); 35*4bdc9457SAndroid Build Coastguard Worker do { 36*4bdc9457SAndroid Build Coastguard Worker $for K in range(KERNEL_TILE): 37*4bdc9457SAndroid Build Coastguard Worker const float* i${K} = input[${K}]; 38*4bdc9457SAndroid Build Coastguard Worker assert(i${K} != NULL); 39*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(i${K} != zero) { 40*4bdc9457SAndroid Build Coastguard Worker i${K} = (const float*) ((uintptr_t) i${K} + input_offset); 41*4bdc9457SAndroid Build Coastguard Worker } 42*4bdc9457SAndroid Build Coastguard Worker input = (const float**) ((uintptr_t) input + input_stride); 43*4bdc9457SAndroid Build Coastguard Worker 44*4bdc9457SAndroid Build Coastguard Worker size_t c = channels; 45*4bdc9457SAndroid Build Coastguard Worker const float* w = weights; 46*4bdc9457SAndroid Build Coastguard Worker for (; c >= ${CHANNEL_TILE}; c -= ${CHANNEL_TILE}) { 47*4bdc9457SAndroid Build Coastguard Worker __m512 vacc${ABC[0:16]}p0 = _mm512_load_ps(w); 48*4bdc9457SAndroid Build Coastguard Worker $for C in range(16, CHANNEL_TILE, 16): 49*4bdc9457SAndroid Build Coastguard Worker __m512 vacc${ABC[C:C+16]}p0 = _mm512_load_ps(w + ${C}); 50*4bdc9457SAndroid Build Coastguard Worker 51*4bdc9457SAndroid Build Coastguard Worker $for K in range(KERNEL_TILE): 52*4bdc9457SAndroid Build Coastguard Worker 53*4bdc9457SAndroid Build Coastguard Worker const __m512 vi${K}x${ABC[0:16]} = _mm512_loadu_ps(i${K}); 54*4bdc9457SAndroid Build Coastguard Worker $for C in range(16, CHANNEL_TILE, 16): 55*4bdc9457SAndroid Build Coastguard Worker const __m512 vi${K}x${ABC[C:C+16]} = _mm512_loadu_ps(i${K} + ${C}); 56*4bdc9457SAndroid Build Coastguard Worker i${K} += ${CHANNEL_TILE}; 57*4bdc9457SAndroid Build Coastguard Worker 58*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 16): 59*4bdc9457SAndroid Build Coastguard Worker const __m512 vk${K}x${ABC[C:C+16]} = _mm512_load_ps(w + ${(K + 1) * CHANNEL_TILE + C}); 60*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 16): 61*4bdc9457SAndroid Build Coastguard Worker $if 1 <= K < ACCUMULATORS: 62*4bdc9457SAndroid Build Coastguard Worker __m512 vacc${ABC[C:C+16]}p${K} = _mm512_mul_ps(vi${K}x${ABC[C:C+16]}, vk${K}x${ABC[C:C+16]}); 63*4bdc9457SAndroid Build Coastguard Worker $else: 64*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[C:C+16]}p${K % ACCUMULATORS} = _mm512_fmadd_ps(vi${K}x${ABC[C:C+16]}, vk${K}x${ABC[C:C+16]}, vacc${ABC[C:C+16]}p${K % ACCUMULATORS}); 65*4bdc9457SAndroid Build Coastguard Worker 66*4bdc9457SAndroid Build Coastguard Worker w += ${(KERNEL_TILE + 1) * CHANNEL_TILE}; 67*4bdc9457SAndroid Build Coastguard Worker 68*4bdc9457SAndroid Build Coastguard Worker $if ACCUMULATORS > 1: 69*4bdc9457SAndroid Build Coastguard Worker // Add up all accumulators to vacc${ABC[0:CHANNEL_TILE]}p0 70*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE = 1 71*4bdc9457SAndroid Build Coastguard Worker $while ACC_SLICE < ACCUMULATORS: 72*4bdc9457SAndroid Build Coastguard Worker $for A in range(0, ACCUMULATORS, ACC_SLICE * 2): 73*4bdc9457SAndroid Build Coastguard Worker $if A + ACC_SLICE < ACCUMULATORS: 74*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 16): 75*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[C:C+16]}p${A} = _mm512_add_ps(vacc${ABC[C:C+16]}p${A}, vacc${ABC[C:C+16]}p${A + ACC_SLICE}); 76*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE *= 2 77*4bdc9457SAndroid Build Coastguard Worker 78*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 16): 79*4bdc9457SAndroid Build Coastguard Worker __m512 vacc${ABC[C:C+16]} = _mm512_max_ps(vacc${ABC[C:C+16]}p0, vmin); 80*4bdc9457SAndroid Build Coastguard Worker $for C in range(0, CHANNEL_TILE, 16): 81*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[C:C+16]} = _mm512_min_ps(vacc${ABC[C:C+16]}, vmax); 82*4bdc9457SAndroid Build Coastguard Worker 83*4bdc9457SAndroid Build Coastguard Worker _mm512_storeu_ps(output, vacc${ABC[0:16]}); 84*4bdc9457SAndroid Build Coastguard Worker $for C in range(16, CHANNEL_TILE, 16): 85*4bdc9457SAndroid Build Coastguard Worker _mm512_storeu_ps(output + ${C}, vacc${ABC[C:C+16]}); 86*4bdc9457SAndroid Build Coastguard Worker output += ${CHANNEL_TILE}; 87*4bdc9457SAndroid Build Coastguard Worker } 88*4bdc9457SAndroid Build Coastguard Worker $if CHANNEL_TILE > 16: 89*4bdc9457SAndroid Build Coastguard Worker for (; c >= 16; c -= 16) { 90*4bdc9457SAndroid Build Coastguard Worker __m512 vacc${ABC[0:16]}p0 = _mm512_load_ps(w); 91*4bdc9457SAndroid Build Coastguard Worker $for K in range(KERNEL_TILE): 92*4bdc9457SAndroid Build Coastguard Worker 93*4bdc9457SAndroid Build Coastguard Worker const __m512 vi${K}x${ABC[0:16]} = _mm512_loadu_ps(i${K}); 94*4bdc9457SAndroid Build Coastguard Worker i${K} += 16; 95*4bdc9457SAndroid Build Coastguard Worker 96*4bdc9457SAndroid Build Coastguard Worker const __m512 vk${K}x${ABC[0:16]} = _mm512_load_ps(w + ${(K + 1) * CHANNEL_TILE}); 97*4bdc9457SAndroid Build Coastguard Worker $if 1 <= K < ACCUMULATORS: 98*4bdc9457SAndroid Build Coastguard Worker __m512 vacc${ABC[0:16]}p${K} = _mm512_mul_ps(vi${K}x${ABC[0:16]}, vk${K}x${ABC[0:16]}); 99*4bdc9457SAndroid Build Coastguard Worker $else: 100*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[0:16]}p${K % ACCUMULATORS} = _mm512_fmadd_ps(vi${K}x${ABC[0:16]}, vk${K}x${ABC[0:16]}, vacc${ABC[0:16]}p${K % ACCUMULATORS}); 101*4bdc9457SAndroid Build Coastguard Worker 102*4bdc9457SAndroid Build Coastguard Worker w += 16; 103*4bdc9457SAndroid Build Coastguard Worker 104*4bdc9457SAndroid Build Coastguard Worker $if ACCUMULATORS > 1: 105*4bdc9457SAndroid Build Coastguard Worker // Add up all accumulators to vacc${ABC[0:16]}p0 106*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE = 1 107*4bdc9457SAndroid Build Coastguard Worker $while ACC_SLICE < ACCUMULATORS: 108*4bdc9457SAndroid Build Coastguard Worker $for A in range(0, ACCUMULATORS, ACC_SLICE * 2): 109*4bdc9457SAndroid Build Coastguard Worker $if A + ACC_SLICE < ACCUMULATORS: 110*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[0:16]}p${A} = _mm512_add_ps(vacc${ABC[0:16]}p${A}, vacc${ABC[0:16]}p${A + ACC_SLICE}); 111*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE *= 2 112*4bdc9457SAndroid Build Coastguard Worker 113*4bdc9457SAndroid Build Coastguard Worker __m512 vacc${ABC[0:16]} = _mm512_max_ps(vacc${ABC[0:16]}p0, vmin); 114*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[0:16]} = _mm512_min_ps(vacc${ABC[0:16]}, vmax); 115*4bdc9457SAndroid Build Coastguard Worker 116*4bdc9457SAndroid Build Coastguard Worker _mm512_storeu_ps(output, vacc${ABC[0:16]}); 117*4bdc9457SAndroid Build Coastguard Worker output += 16; 118*4bdc9457SAndroid Build Coastguard Worker } 119*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(c != 0) { 120*4bdc9457SAndroid Build Coastguard Worker assert(c >= 1); 121*4bdc9457SAndroid Build Coastguard Worker assert(c <= 16); 122*4bdc9457SAndroid Build Coastguard Worker // Prepare mask for valid 32-bit elements (depends on nc). 123*4bdc9457SAndroid Build Coastguard Worker const __mmask16 vmask = _cvtu32_mask16((uint16_t) ((uint32_t) (UINT32_C(1) << c) - UINT32_C(1))); 124*4bdc9457SAndroid Build Coastguard Worker 125*4bdc9457SAndroid Build Coastguard Worker __m512 vacc${ABC[0:16]}p0 = _mm512_maskz_loadu_ps(vmask, w); 126*4bdc9457SAndroid Build Coastguard Worker $for K in range(KERNEL_TILE): 127*4bdc9457SAndroid Build Coastguard Worker 128*4bdc9457SAndroid Build Coastguard Worker const __m512 vi${K}x${ABC[0:16]} = _mm512_maskz_loadu_ps(vmask, i${K}); 129*4bdc9457SAndroid Build Coastguard Worker const __m512 vk${K}x${ABC[0:16]} = _mm512_maskz_loadu_ps(vmask, w + ${(K + 1) * CHANNEL_TILE}); 130*4bdc9457SAndroid Build Coastguard Worker $if 1 <= K < ACCUMULATORS: 131*4bdc9457SAndroid Build Coastguard Worker __m512 vacc${ABC[0:16]}p${K} = _mm512_mul_ps(vi${K}x${ABC[0:16]}, vk${K}x${ABC[0:16]}); 132*4bdc9457SAndroid Build Coastguard Worker $else: 133*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[0:16]}p${K % ACCUMULATORS} = _mm512_fmadd_ps(vi${K}x${ABC[0:16]}, vk${K}x${ABC[0:16]}, vacc${ABC[0:16]}p${K % ACCUMULATORS}); 134*4bdc9457SAndroid Build Coastguard Worker 135*4bdc9457SAndroid Build Coastguard Worker $if ACCUMULATORS > 1: 136*4bdc9457SAndroid Build Coastguard Worker // Add up all accumulators to vacc${ABC[0:16]}p0 137*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE = 1 138*4bdc9457SAndroid Build Coastguard Worker $while ACC_SLICE < ACCUMULATORS: 139*4bdc9457SAndroid Build Coastguard Worker $for A in range(0, ACCUMULATORS, ACC_SLICE * 2): 140*4bdc9457SAndroid Build Coastguard Worker $if A + ACC_SLICE < ACCUMULATORS: 141*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[0:16]}p${A} = _mm512_add_ps(vacc${ABC[0:16]}p${A}, vacc${ABC[0:16]}p${A + ACC_SLICE}); 142*4bdc9457SAndroid Build Coastguard Worker $ACC_SLICE *= 2 143*4bdc9457SAndroid Build Coastguard Worker 144*4bdc9457SAndroid Build Coastguard Worker __m512 vacc${ABC[0:16]} = _mm512_max_ps(vacc${ABC[0:16]}p0, vmin); 145*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[0:16]} = _mm512_min_ps(vacc${ABC[0:16]}, vmax); 146*4bdc9457SAndroid Build Coastguard Worker 147*4bdc9457SAndroid Build Coastguard Worker _mm512_mask_storeu_ps(output, vmask, vacc${ABC[0:16]}); 148*4bdc9457SAndroid Build Coastguard Worker output += c; 149*4bdc9457SAndroid Build Coastguard Worker } 150*4bdc9457SAndroid Build Coastguard Worker 151*4bdc9457SAndroid Build Coastguard Worker output = (float*) ((uintptr_t) output + output_increment); 152*4bdc9457SAndroid Build Coastguard Worker } while (--output_width != 0); 153*4bdc9457SAndroid Build Coastguard Worker} 154