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$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" 7*4bdc9457SAndroid Build Coastguard Worker#include <assert.h> 8*4bdc9457SAndroid Build Coastguard Worker 9*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/math.h> 10*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/spmm.h> 11*4bdc9457SAndroid Build Coastguard Worker 12*4bdc9457SAndroid Build Coastguard Worker 13*4bdc9457SAndroid Build Coastguard Workervoid xnn_f32_spmm_minmax_ukernel_${MR}x${NR}__scalar_pipelined( 14*4bdc9457SAndroid Build Coastguard Worker size_t mc, 15*4bdc9457SAndroid Build Coastguard Worker size_t nc, 16*4bdc9457SAndroid Build Coastguard Worker const float*restrict input, 17*4bdc9457SAndroid Build Coastguard Worker const float*restrict weights, 18*4bdc9457SAndroid Build Coastguard Worker const int32_t*restrict widx_dmap, 19*4bdc9457SAndroid Build Coastguard Worker const uint32_t*restrict nidx_nnzmap, 20*4bdc9457SAndroid Build Coastguard Worker float*restrict output, 21*4bdc9457SAndroid Build Coastguard Worker size_t output_stride, 22*4bdc9457SAndroid Build Coastguard Worker const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) 23*4bdc9457SAndroid Build Coastguard Worker{ 24*4bdc9457SAndroid Build Coastguard Worker assert(mc != 0); 25*4bdc9457SAndroid Build Coastguard Worker assert(mc % sizeof(float) == 0); 26*4bdc9457SAndroid Build Coastguard Worker assert(nc != 0); 27*4bdc9457SAndroid Build Coastguard Worker 28*4bdc9457SAndroid Build Coastguard Worker const float vmin = params->scalar.min; 29*4bdc9457SAndroid Build Coastguard Worker const float vmax = params->scalar.max; 30*4bdc9457SAndroid Build Coastguard Worker size_t output_decrement = output_stride * nc - ${MR} * sizeof(float); 31*4bdc9457SAndroid Build Coastguard Worker while XNN_LIKELY(mc >= ${MR} * sizeof(float)) { 32*4bdc9457SAndroid Build Coastguard Worker const float*restrict w = weights; 33*4bdc9457SAndroid Build Coastguard Worker const int32_t* dmap = widx_dmap; 34*4bdc9457SAndroid Build Coastguard Worker const uint32_t* nnzmap = nidx_nnzmap; 35*4bdc9457SAndroid Build Coastguard Worker float vw = *w++; 36*4bdc9457SAndroid Build Coastguard Worker intptr_t diff = *dmap++; 37*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 38*4bdc9457SAndroid Build Coastguard Worker float vi${ABC[M]} = input[${M}]; 39*4bdc9457SAndroid Build Coastguard Worker size_t n = nc; 40*4bdc9457SAndroid Build Coastguard Worker do { 41*4bdc9457SAndroid Build Coastguard Worker uint32_t nnz = *nnzmap++; 42*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 43*4bdc9457SAndroid Build Coastguard Worker float vacc${ABC[M]} = vw; 44*4bdc9457SAndroid Build Coastguard Worker vw = *w++; 45*4bdc9457SAndroid Build Coastguard Worker if XNN_LIKELY(nnz != 0) { 46*4bdc9457SAndroid Build Coastguard Worker do { 47*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 48*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[M]} += vi${ABC[M]} * vw; 49*4bdc9457SAndroid Build Coastguard Worker input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff); 50*4bdc9457SAndroid Build Coastguard Worker 51*4bdc9457SAndroid Build Coastguard Worker diff = *dmap++; 52*4bdc9457SAndroid Build Coastguard Worker vw = *w++; 53*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 54*4bdc9457SAndroid Build Coastguard Worker vi${ABC[M]} = input[${M}]; 55*4bdc9457SAndroid Build Coastguard Worker } while (--nnz != 0); 56*4bdc9457SAndroid Build Coastguard Worker } 57*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 58*4bdc9457SAndroid Build Coastguard Worker float vout${ABC[M]} = math_min_f32(vacc${ABC[M]}, vmax); 59*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 60*4bdc9457SAndroid Build Coastguard Worker vout${ABC[M]} = math_max_f32(vout${ABC[M]}, vmin); 61*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 62*4bdc9457SAndroid Build Coastguard Worker output[${M}] = vout${ABC[M]}; 63*4bdc9457SAndroid Build Coastguard Worker output = (float*restrict) ((uintptr_t) output + output_stride); 64*4bdc9457SAndroid Build Coastguard Worker } while (--n != 0); 65*4bdc9457SAndroid Build Coastguard Worker output = (float*restrict) ((uintptr_t) output - output_decrement); 66*4bdc9457SAndroid Build Coastguard Worker input += ${MR}; 67*4bdc9457SAndroid Build Coastguard Worker mc -= ${MR} * sizeof(float); 68*4bdc9457SAndroid Build Coastguard Worker } 69*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(mc != 0) { 70*4bdc9457SAndroid Build Coastguard Worker $for LOG2M in reversed(range((MR - 1).bit_length())): 71*4bdc9457SAndroid Build Coastguard Worker $SUBMR = 1 << LOG2M 72*4bdc9457SAndroid Build Coastguard Worker $if SUBMR * 2 >= MR: 73*4bdc9457SAndroid Build Coastguard Worker output_decrement += ${MR - SUBMR} * sizeof(float); 74*4bdc9457SAndroid Build Coastguard Worker $else: 75*4bdc9457SAndroid Build Coastguard Worker output_decrement += ${SUBMR} * sizeof(float); 76*4bdc9457SAndroid Build Coastguard Worker if (mc & (${SUBMR} * sizeof(float))) { 77*4bdc9457SAndroid Build Coastguard Worker const float*restrict w = weights; 78*4bdc9457SAndroid Build Coastguard Worker const int32_t* dmap = widx_dmap; 79*4bdc9457SAndroid Build Coastguard Worker const uint32_t* nnzmap = nidx_nnzmap; 80*4bdc9457SAndroid Build Coastguard Worker float vw = *w++; 81*4bdc9457SAndroid Build Coastguard Worker intptr_t diff = *dmap++; 82*4bdc9457SAndroid Build Coastguard Worker $for M in range(SUBMR): 83*4bdc9457SAndroid Build Coastguard Worker float vi${ABC[M]} = input[${M}]; 84*4bdc9457SAndroid Build Coastguard Worker size_t n = nc; 85*4bdc9457SAndroid Build Coastguard Worker do { 86*4bdc9457SAndroid Build Coastguard Worker uint32_t nnz = *nnzmap++; 87*4bdc9457SAndroid Build Coastguard Worker $for M in range(SUBMR): 88*4bdc9457SAndroid Build Coastguard Worker float vacc${ABC[M]} = vw; 89*4bdc9457SAndroid Build Coastguard Worker vw = *w++; 90*4bdc9457SAndroid Build Coastguard Worker if XNN_LIKELY(nnz != 0) { 91*4bdc9457SAndroid Build Coastguard Worker do { 92*4bdc9457SAndroid Build Coastguard Worker $for M in range(SUBMR): 93*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[M]} += vi${ABC[M]} * vw; 94*4bdc9457SAndroid Build Coastguard Worker input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff); 95*4bdc9457SAndroid Build Coastguard Worker 96*4bdc9457SAndroid Build Coastguard Worker diff = *dmap++; 97*4bdc9457SAndroid Build Coastguard Worker vw = *w++; 98*4bdc9457SAndroid Build Coastguard Worker $for M in range(SUBMR): 99*4bdc9457SAndroid Build Coastguard Worker vi${ABC[M]} = input[${M}]; 100*4bdc9457SAndroid Build Coastguard Worker } while (--nnz != 0); 101*4bdc9457SAndroid Build Coastguard Worker } 102*4bdc9457SAndroid Build Coastguard Worker $for M in range(SUBMR): 103*4bdc9457SAndroid Build Coastguard Worker float vout${ABC[M]} = math_min_f32(vacc${ABC[M]}, vmax); 104*4bdc9457SAndroid Build Coastguard Worker $for M in range(SUBMR): 105*4bdc9457SAndroid Build Coastguard Worker vout${ABC[M]} = math_max_f32(vout${ABC[M]}, vmin); 106*4bdc9457SAndroid Build Coastguard Worker $for M in range(SUBMR): 107*4bdc9457SAndroid Build Coastguard Worker output[${M}] = vout${ABC[M]}; 108*4bdc9457SAndroid Build Coastguard Worker output = (float*restrict) ((uintptr_t) output + output_stride); 109*4bdc9457SAndroid Build Coastguard Worker } while (--n != 0); 110*4bdc9457SAndroid Build Coastguard Worker output = (float*restrict) ((uintptr_t) output - output_decrement); 111*4bdc9457SAndroid Build Coastguard Worker input += ${SUBMR}; 112*4bdc9457SAndroid Build Coastguard Worker } 113*4bdc9457SAndroid Build Coastguard Worker } 114*4bdc9457SAndroid Build Coastguard Worker} 115