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$assert MR % 4 == 0 7*4bdc9457SAndroid Build Coastguard Worker$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" 8*4bdc9457SAndroid Build Coastguard Worker#include <assert.h> 9*4bdc9457SAndroid Build Coastguard Worker 10*4bdc9457SAndroid Build Coastguard Worker#include <immintrin.h> 11*4bdc9457SAndroid Build Coastguard Worker 12*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/spmm.h> 13*4bdc9457SAndroid Build Coastguard Worker 14*4bdc9457SAndroid Build Coastguard Worker 15*4bdc9457SAndroid Build Coastguard Workervoid xnn_f32_spmm_minmax_ukernel_${MR}x${NR}__sse${"_x" + str(UNROLL) if UNROLL > 1 else ""}( 16*4bdc9457SAndroid Build Coastguard Worker size_t mc, 17*4bdc9457SAndroid Build Coastguard Worker size_t nc, 18*4bdc9457SAndroid Build Coastguard Worker const float*restrict input, 19*4bdc9457SAndroid Build Coastguard Worker const float*restrict weights, 20*4bdc9457SAndroid Build Coastguard Worker const int32_t*restrict widx_dmap, 21*4bdc9457SAndroid Build Coastguard Worker const uint32_t*restrict nidx_nnzmap, 22*4bdc9457SAndroid Build Coastguard Worker float*restrict output, 23*4bdc9457SAndroid Build Coastguard Worker size_t output_stride, 24*4bdc9457SAndroid Build Coastguard Worker const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) 25*4bdc9457SAndroid Build Coastguard Worker{ 26*4bdc9457SAndroid Build Coastguard Worker assert(mc != 0); 27*4bdc9457SAndroid Build Coastguard Worker assert(mc % sizeof(float) == 0); 28*4bdc9457SAndroid Build Coastguard Worker assert(nc != 0); 29*4bdc9457SAndroid Build Coastguard Worker 30*4bdc9457SAndroid Build Coastguard Worker const __m128 vmin = _mm_load_ps(params->sse.min); 31*4bdc9457SAndroid Build Coastguard Worker const __m128 vmax = _mm_load_ps(params->sse.max); 32*4bdc9457SAndroid Build Coastguard Worker size_t output_decrement = output_stride * nc - ${MR} * sizeof(float); 33*4bdc9457SAndroid Build Coastguard Worker while XNN_LIKELY(mc >= ${MR} * sizeof(float)) { 34*4bdc9457SAndroid Build Coastguard Worker const float*restrict w = weights; 35*4bdc9457SAndroid Build Coastguard Worker const int32_t* dmap = widx_dmap; 36*4bdc9457SAndroid Build Coastguard Worker const uint32_t* nnzmap = nidx_nnzmap; 37*4bdc9457SAndroid Build Coastguard Worker size_t n = nc; 38*4bdc9457SAndroid Build Coastguard Worker do { 39*4bdc9457SAndroid Build Coastguard Worker uint32_t nnz = *nnzmap++; 40*4bdc9457SAndroid Build Coastguard Worker $if UNROLL > 1: 41*4bdc9457SAndroid Build Coastguard Worker __m128 vacc0123x0 = _mm_load1_ps(w); 42*4bdc9457SAndroid Build Coastguard Worker w += 1; 43*4bdc9457SAndroid Build Coastguard Worker $for K in range(1, UNROLL): 44*4bdc9457SAndroid Build Coastguard Worker __m128 vacc0123x${K} = _mm_setzero_ps(); 45*4bdc9457SAndroid Build Coastguard Worker $for M in range(4, MR, 4): 46*4bdc9457SAndroid Build Coastguard Worker __m128 vacc${ABC[M:M+4]}x0 = vacc0123x0; 47*4bdc9457SAndroid Build Coastguard Worker $for K in range(1, UNROLL): 48*4bdc9457SAndroid Build Coastguard Worker __m128 vacc${ABC[M:M+4]}x${K} = _mm_setzero_ps(); 49*4bdc9457SAndroid Build Coastguard Worker for (; nnz >= ${UNROLL}; nnz -= ${UNROLL}) { 50*4bdc9457SAndroid Build Coastguard Worker $for K in range(UNROLL): 51*4bdc9457SAndroid Build Coastguard Worker const intptr_t diff${K} = dmap[${K}]; 52*4bdc9457SAndroid Build Coastguard Worker dmap += ${UNROLL}; 53*4bdc9457SAndroid Build Coastguard Worker $for K in range(UNROLL): 54*4bdc9457SAndroid Build Coastguard Worker const __m128 vi0123x${K} = _mm_loadu_ps(input); 55*4bdc9457SAndroid Build Coastguard Worker $for M in range(4, MR, 4): 56*4bdc9457SAndroid Build Coastguard Worker const __m128 vi${ABC[M:M+4]}x${K} = _mm_loadu_ps(input + ${M}); 57*4bdc9457SAndroid Build Coastguard Worker input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff${K}); 58*4bdc9457SAndroid Build Coastguard Worker const __m128 vw${K} = _mm_load1_ps(w); 59*4bdc9457SAndroid Build Coastguard Worker w += 1; 60*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, MR, 4): 61*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[M:M+4]}x${K} = _mm_add_ps(vacc${ABC[M:M+4]}x${K}, _mm_mul_ps(vi${ABC[M:M+4]}x${K}, vw${K})); 62*4bdc9457SAndroid Build Coastguard Worker } 63*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, MR, 4): 64*4bdc9457SAndroid Build Coastguard Worker __m128 vacc${ABC[M:M+4]} = vacc${ABC[M:M+4]}x0; 65*4bdc9457SAndroid Build Coastguard Worker $for K in range(1, UNROLL): 66*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, MR, 4): 67*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[M:M+4]} = _mm_add_ps(vacc${ABC[M:M+4]}, vacc${ABC[M:M+4]}x${K}); 68*4bdc9457SAndroid Build Coastguard Worker $else: 69*4bdc9457SAndroid Build Coastguard Worker __m128 vacc0123 = _mm_load1_ps(w); w += 1; 70*4bdc9457SAndroid Build Coastguard Worker $for M in range(4, MR, 4): 71*4bdc9457SAndroid Build Coastguard Worker __m128 vacc${ABC[M:M+4]} = vacc0123; 72*4bdc9457SAndroid Build Coastguard Worker if XNN_LIKELY(nnz != 0) { 73*4bdc9457SAndroid Build Coastguard Worker do { 74*4bdc9457SAndroid Build Coastguard Worker const intptr_t diff = *dmap++; 75*4bdc9457SAndroid Build Coastguard Worker const __m128 vi0123 = _mm_loadu_ps(input); 76*4bdc9457SAndroid Build Coastguard Worker $for M in range(4, MR, 4): 77*4bdc9457SAndroid Build Coastguard Worker const __m128 vi${ABC[M:M+4]} = _mm_loadu_ps(input + ${M}); 78*4bdc9457SAndroid Build Coastguard Worker input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff); 79*4bdc9457SAndroid Build Coastguard Worker const __m128 vw = _mm_load1_ps(w); w += 1; 80*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, MR, 4): 81*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[M:M+4]} = _mm_add_ps(vacc${ABC[M:M+4]}, _mm_mul_ps(vi${ABC[M:M+4]}, vw)); 82*4bdc9457SAndroid Build Coastguard Worker } while (--nnz != 0); 83*4bdc9457SAndroid Build Coastguard Worker } 84*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, MR, 4): 85*4bdc9457SAndroid Build Coastguard Worker __m128 vout${ABC[M:M+4]} = _mm_min_ps(vacc${ABC[M:M+4]}, vmax); 86*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, MR, 4): 87*4bdc9457SAndroid Build Coastguard Worker vout${ABC[M:M+4]} = _mm_max_ps(vout${ABC[M:M+4]}, vmin); 88*4bdc9457SAndroid Build Coastguard Worker _mm_storeu_ps(output, vout0123); 89*4bdc9457SAndroid Build Coastguard Worker $for M in range(4, MR, 4): 90*4bdc9457SAndroid Build Coastguard Worker _mm_storeu_ps(output + ${M}, vout${ABC[M:M+4]}); 91*4bdc9457SAndroid Build Coastguard Worker output = (float*restrict) ((uintptr_t) output + output_stride); 92*4bdc9457SAndroid Build Coastguard Worker } while (--n != 0); 93*4bdc9457SAndroid Build Coastguard Worker output = (float*restrict) ((uintptr_t) output - output_decrement); 94*4bdc9457SAndroid Build Coastguard Worker input += ${MR}; 95*4bdc9457SAndroid Build Coastguard Worker mc -= ${MR} * sizeof(float); 96*4bdc9457SAndroid Build Coastguard Worker } 97*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(mc != 0) { 98*4bdc9457SAndroid Build Coastguard Worker $for LOG2M in reversed(range((MR - 1).bit_length())): 99*4bdc9457SAndroid Build Coastguard Worker $SUBMR = 1 << LOG2M 100*4bdc9457SAndroid Build Coastguard Worker $if SUBMR * 2 >= MR: 101*4bdc9457SAndroid Build Coastguard Worker output_decrement += ${MR - SUBMR} * sizeof(float); 102*4bdc9457SAndroid Build Coastguard Worker $else: 103*4bdc9457SAndroid Build Coastguard Worker output_decrement += ${SUBMR} * sizeof(float); 104*4bdc9457SAndroid Build Coastguard Worker if (mc & (${SUBMR} * sizeof(float))) { 105*4bdc9457SAndroid Build Coastguard Worker const float*restrict w = weights; 106*4bdc9457SAndroid Build Coastguard Worker const int32_t* dmap = widx_dmap; 107*4bdc9457SAndroid Build Coastguard Worker const uint32_t* nnzmap = nidx_nnzmap; 108*4bdc9457SAndroid Build Coastguard Worker size_t n = nc; 109*4bdc9457SAndroid Build Coastguard Worker do { 110*4bdc9457SAndroid Build Coastguard Worker uint32_t nnz = *nnzmap++; 111*4bdc9457SAndroid Build Coastguard Worker $if SUBMR == 1: 112*4bdc9457SAndroid Build Coastguard Worker __m128 vacc0 = _mm_load_ss(w); w += 1; 113*4bdc9457SAndroid Build Coastguard Worker $elif SUBMR == 2: 114*4bdc9457SAndroid Build Coastguard Worker __m128 vacc01 = _mm_load_ss(w); w += 1; 115*4bdc9457SAndroid Build Coastguard Worker vacc01 = _mm_unpacklo_ps(vacc01, vacc01); 116*4bdc9457SAndroid Build Coastguard Worker $else: 117*4bdc9457SAndroid Build Coastguard Worker __m128 vacc0123 = _mm_load1_ps(w); w += 1; 118*4bdc9457SAndroid Build Coastguard Worker $for M in range(4, SUBMR, 4): 119*4bdc9457SAndroid Build Coastguard Worker __m128 vacc${ABC[M:M+4]} = vacc0123; 120*4bdc9457SAndroid Build Coastguard Worker if XNN_LIKELY(nnz != 0) { 121*4bdc9457SAndroid Build Coastguard Worker do { 122*4bdc9457SAndroid Build Coastguard Worker const intptr_t diff = *dmap++; 123*4bdc9457SAndroid Build Coastguard Worker $if SUBMR >= 4: 124*4bdc9457SAndroid Build Coastguard Worker const __m128 vi0123 = _mm_loadu_ps(input); 125*4bdc9457SAndroid Build Coastguard Worker $elif SUBMR == 2: 126*4bdc9457SAndroid Build Coastguard Worker const __m128 vi01 = _mm_loadl_pi(_mm_undefined_ps(), (const __m64*) input); 127*4bdc9457SAndroid Build Coastguard Worker $elif SUBMR == 1: 128*4bdc9457SAndroid Build Coastguard Worker const __m128 vi0 = _mm_load_ss(input); 129*4bdc9457SAndroid Build Coastguard Worker $for M in range(4, SUBMR, 4): 130*4bdc9457SAndroid Build Coastguard Worker const __m128 vi${ABC[M:M+4]} = _mm_loadu_ps(input + ${M}); 131*4bdc9457SAndroid Build Coastguard Worker input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff); 132*4bdc9457SAndroid Build Coastguard Worker $if SUBMR >= 4: 133*4bdc9457SAndroid Build Coastguard Worker const __m128 vw = _mm_load1_ps(w); w += 1; 134*4bdc9457SAndroid Build Coastguard Worker $elif SUBMR == 2: 135*4bdc9457SAndroid Build Coastguard Worker __m128 vw = _mm_load_ss(w); w += 1; 136*4bdc9457SAndroid Build Coastguard Worker vw = _mm_unpacklo_ps(vw, vw); 137*4bdc9457SAndroid Build Coastguard Worker $else: 138*4bdc9457SAndroid Build Coastguard Worker const __m128 vw = _mm_load_ss(w); w += 1; 139*4bdc9457SAndroid Build Coastguard Worker $if SUBMR == 1: 140*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[0]} = _mm_add_ss(vacc${ABC[0]}, _mm_mul_ss(vi${ABC[0]}, vw)); 141*4bdc9457SAndroid Build Coastguard Worker $else: 142*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, SUBMR, 4): 143*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[M:min(M+4,SUBMR)]} = _mm_add_ps(vacc${ABC[M:min(M+4,SUBMR)]}, _mm_mul_ps(vi${ABC[M:min(M+4,SUBMR)]}, vw)); 144*4bdc9457SAndroid Build Coastguard Worker } while (--nnz != 0); 145*4bdc9457SAndroid Build Coastguard Worker } 146*4bdc9457SAndroid Build Coastguard Worker $if SUBMR == 1: 147*4bdc9457SAndroid Build Coastguard Worker __m128 vout${ABC[0]} = _mm_min_ss(vacc${ABC[0]}, vmax); 148*4bdc9457SAndroid Build Coastguard Worker vout${ABC[0]} = _mm_max_ss(vout${ABC[0]}, vmin); 149*4bdc9457SAndroid Build Coastguard Worker $else: 150*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, SUBMR, 4): 151*4bdc9457SAndroid Build Coastguard Worker __m128 vout${ABC[M:min(M+4,SUBMR)]} = _mm_min_ps(vacc${ABC[M:min(M+4,SUBMR)]}, vmax); 152*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, SUBMR, 4): 153*4bdc9457SAndroid Build Coastguard Worker vout${ABC[M:min(M+4,SUBMR)]} = _mm_max_ps(vout${ABC[M:min(M+4,SUBMR)]}, vmin); 154*4bdc9457SAndroid Build Coastguard Worker $if SUBMR >= 4: 155*4bdc9457SAndroid Build Coastguard Worker _mm_storeu_ps(output, vout0123); 156*4bdc9457SAndroid Build Coastguard Worker $elif SUBMR == 2: 157*4bdc9457SAndroid Build Coastguard Worker _mm_storel_pi((__m64*) output, vout01); 158*4bdc9457SAndroid Build Coastguard Worker $elif SUBMR == 1: 159*4bdc9457SAndroid Build Coastguard Worker _mm_store_ss(output, vout0); 160*4bdc9457SAndroid Build Coastguard Worker $for M in range(4, SUBMR, 4): 161*4bdc9457SAndroid Build Coastguard Worker _mm_storeu_ps(output + ${M}, vout${ABC[M:M+4]}); 162*4bdc9457SAndroid Build Coastguard Worker output = (float*restrict) ((uintptr_t) output + output_stride); 163*4bdc9457SAndroid Build Coastguard Worker } while (--n != 0); 164*4bdc9457SAndroid Build Coastguard Worker output = (float*restrict) ((uintptr_t) output - output_decrement); 165*4bdc9457SAndroid Build Coastguard Worker input += ${SUBMR}; 166*4bdc9457SAndroid Build Coastguard Worker } 167*4bdc9457SAndroid Build Coastguard Worker } 168*4bdc9457SAndroid Build Coastguard Worker} 169