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$assert MR % 4 == 0 7*4bdc9457SAndroid Build Coastguard Worker$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" 8*4bdc9457SAndroid Build Coastguard Worker$assert MINMAX in ["MINMAX", "PMINMAX"] 9*4bdc9457SAndroid Build Coastguard Worker#include <assert.h> 10*4bdc9457SAndroid Build Coastguard Worker 11*4bdc9457SAndroid Build Coastguard Worker#include <wasm_simd128.h> 12*4bdc9457SAndroid Build Coastguard Worker 13*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/spmm.h> 14*4bdc9457SAndroid Build Coastguard Worker 15*4bdc9457SAndroid Build Coastguard Worker 16*4bdc9457SAndroid Build Coastguard Worker$WASM_F32X4_MIN={"MINMAX": "wasm_f32x4_min", "PMINMAX": "wasm_f32x4_pmin"}[MINMAX] 17*4bdc9457SAndroid Build Coastguard Worker$WASM_F32X4_MAX={"MINMAX": "wasm_f32x4_max", "PMINMAX": "wasm_f32x4_pmax"}[MINMAX] 18*4bdc9457SAndroid Build Coastguard Worker$ARCH_SUFFIX = "_x86" if MINMAX == "PMINMAX" else "_arm" 19*4bdc9457SAndroid Build Coastguard Workervoid xnn_f32_spmm_minmax_ukernel_${MR}x${NR}__wasmsimd${ARCH_SUFFIX}${"_x" + str(UNROLL) if UNROLL > 1 else ""}( 20*4bdc9457SAndroid Build Coastguard Worker size_t mc, 21*4bdc9457SAndroid Build Coastguard Worker size_t nc, 22*4bdc9457SAndroid Build Coastguard Worker const float*restrict input, 23*4bdc9457SAndroid Build Coastguard Worker const float*restrict weights, 24*4bdc9457SAndroid Build Coastguard Worker const int32_t*restrict widx_dmap, 25*4bdc9457SAndroid Build Coastguard Worker const uint32_t*restrict nidx_nnzmap, 26*4bdc9457SAndroid Build Coastguard Worker float*restrict output, 27*4bdc9457SAndroid Build Coastguard Worker size_t output_stride, 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(mc != 0); 31*4bdc9457SAndroid Build Coastguard Worker assert(mc % sizeof(float) == 0); 32*4bdc9457SAndroid Build Coastguard Worker assert(nc != 0); 33*4bdc9457SAndroid Build Coastguard Worker 34*4bdc9457SAndroid Build Coastguard Worker const v128_t vmin = wasm_v128_load64_splat(params->wasmsimd.min); 35*4bdc9457SAndroid Build Coastguard Worker const v128_t vmax = wasm_v128_load64_splat(params->wasmsimd.max); 36*4bdc9457SAndroid Build Coastguard Worker size_t output_decrement = output_stride * nc - ${MR} * sizeof(float); 37*4bdc9457SAndroid Build Coastguard Worker while XNN_LIKELY(mc >= ${MR} * sizeof(float)) { 38*4bdc9457SAndroid Build Coastguard Worker const float*restrict w = weights; 39*4bdc9457SAndroid Build Coastguard Worker const int32_t* dmap = widx_dmap; 40*4bdc9457SAndroid Build Coastguard Worker const uint32_t* nnzmap = nidx_nnzmap; 41*4bdc9457SAndroid Build Coastguard Worker size_t n = nc; 42*4bdc9457SAndroid Build Coastguard Worker do { 43*4bdc9457SAndroid Build Coastguard Worker uint32_t nnz = *nnzmap++; 44*4bdc9457SAndroid Build Coastguard Worker $if UNROLL > 1: 45*4bdc9457SAndroid Build Coastguard Worker v128_t vacc0123x0 = wasm_v128_load32_splat(w); 46*4bdc9457SAndroid Build Coastguard Worker w += 1; 47*4bdc9457SAndroid Build Coastguard Worker $for K in range(1, UNROLL): 48*4bdc9457SAndroid Build Coastguard Worker v128_t vacc0123x${K} = wasm_f32x4_const_splat(0.0f); 49*4bdc9457SAndroid Build Coastguard Worker $for M in range(4, MR, 4): 50*4bdc9457SAndroid Build Coastguard Worker v128_t vacc${ABC[M:M+4]}x0 = vacc0123x0; 51*4bdc9457SAndroid Build Coastguard Worker $for K in range(1, UNROLL): 52*4bdc9457SAndroid Build Coastguard Worker v128_t vacc${ABC[M:M+4]}x${K} = wasm_f32x4_const_splat(0.0f); 53*4bdc9457SAndroid Build Coastguard Worker for (; nnz >= ${UNROLL}; nnz -= ${UNROLL}) { 54*4bdc9457SAndroid Build Coastguard Worker $for K in range(UNROLL): 55*4bdc9457SAndroid Build Coastguard Worker const intptr_t diff${K} = dmap[${K}]; 56*4bdc9457SAndroid Build Coastguard Worker dmap += ${UNROLL}; 57*4bdc9457SAndroid Build Coastguard Worker $for K in range(UNROLL): 58*4bdc9457SAndroid Build Coastguard Worker const v128_t vi0123x${K} = wasm_v128_load(input); 59*4bdc9457SAndroid Build Coastguard Worker $for M in range(4, MR, 4): 60*4bdc9457SAndroid Build Coastguard Worker const v128_t vi${ABC[M:M+4]}x${K} = wasm_v128_load(input + ${M}); 61*4bdc9457SAndroid Build Coastguard Worker input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff${K}); 62*4bdc9457SAndroid Build Coastguard Worker const v128_t vw${K} = wasm_v128_load32_splat(w); 63*4bdc9457SAndroid Build Coastguard Worker w += 1; 64*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, MR, 4): 65*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[M:M+4]}x${K} = wasm_f32x4_add(vacc${ABC[M:M+4]}x${K}, wasm_f32x4_mul(vi${ABC[M:M+4]}x${K}, vw${K})); 66*4bdc9457SAndroid Build Coastguard Worker } 67*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, MR, 4): 68*4bdc9457SAndroid Build Coastguard Worker v128_t vacc${ABC[M:M+4]} = vacc${ABC[M:M+4]}x0; 69*4bdc9457SAndroid Build Coastguard Worker $for K in range(1, UNROLL): 70*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, MR, 4): 71*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[M:M+4]} = wasm_f32x4_add(vacc${ABC[M:M+4]}, vacc${ABC[M:M+4]}x${K}); 72*4bdc9457SAndroid Build Coastguard Worker $else: 73*4bdc9457SAndroid Build Coastguard Worker v128_t vacc0123 = wasm_v128_load32_splat(w); w += 1; 74*4bdc9457SAndroid Build Coastguard Worker $for M in range(4, MR, 4): 75*4bdc9457SAndroid Build Coastguard Worker v128_t vacc${ABC[M:M+4]} = vacc0123; 76*4bdc9457SAndroid Build Coastguard Worker if XNN_LIKELY(nnz != 0) { 77*4bdc9457SAndroid Build Coastguard Worker do { 78*4bdc9457SAndroid Build Coastguard Worker const intptr_t diff = *dmap++; 79*4bdc9457SAndroid Build Coastguard Worker const v128_t vi0123 = wasm_v128_load(input); 80*4bdc9457SAndroid Build Coastguard Worker $for M in range(4, MR, 4): 81*4bdc9457SAndroid Build Coastguard Worker const v128_t vi${ABC[M:M+4]} = wasm_v128_load(input + ${M}); 82*4bdc9457SAndroid Build Coastguard Worker input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff); 83*4bdc9457SAndroid Build Coastguard Worker const v128_t vw = wasm_v128_load32_splat(w); w += 1; 84*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, MR, 4): 85*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[M:M+4]} = wasm_f32x4_add(vacc${ABC[M:M+4]}, wasm_f32x4_mul(vi${ABC[M:M+4]}, vw)); 86*4bdc9457SAndroid Build Coastguard Worker } while (--nnz != 0); 87*4bdc9457SAndroid Build Coastguard Worker } 88*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, MR, 4): 89*4bdc9457SAndroid Build Coastguard Worker v128_t vout${ABC[M:M+4]} = ${WASM_F32X4_MIN}(vmax, vacc${ABC[M:M+4]}); 90*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, MR, 4): 91*4bdc9457SAndroid Build Coastguard Worker vout${ABC[M:M+4]} = ${WASM_F32X4_MAX}(vmin, vout${ABC[M:M+4]}); 92*4bdc9457SAndroid Build Coastguard Worker wasm_v128_store(output, vout0123); 93*4bdc9457SAndroid Build Coastguard Worker $for M in range(4, MR, 4): 94*4bdc9457SAndroid Build Coastguard Worker wasm_v128_store(output + ${M}, vout${ABC[M:M+4]}); 95*4bdc9457SAndroid Build Coastguard Worker output = (float*restrict) ((uintptr_t) output + output_stride); 96*4bdc9457SAndroid Build Coastguard Worker } while (--n != 0); 97*4bdc9457SAndroid Build Coastguard Worker output = (float*restrict) ((uintptr_t) output - output_decrement); 98*4bdc9457SAndroid Build Coastguard Worker input += ${MR}; 99*4bdc9457SAndroid Build Coastguard Worker mc -= ${MR} * sizeof(float); 100*4bdc9457SAndroid Build Coastguard Worker } 101*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(mc != 0) { 102*4bdc9457SAndroid Build Coastguard Worker $for LOG2M in reversed(range((MR - 1).bit_length())): 103*4bdc9457SAndroid Build Coastguard Worker $SUBMR = 1 << LOG2M 104*4bdc9457SAndroid Build Coastguard Worker $if SUBMR * 2 >= MR: 105*4bdc9457SAndroid Build Coastguard Worker output_decrement += ${MR - SUBMR} * sizeof(float); 106*4bdc9457SAndroid Build Coastguard Worker $else: 107*4bdc9457SAndroid Build Coastguard Worker output_decrement += ${SUBMR} * sizeof(float); 108*4bdc9457SAndroid Build Coastguard Worker if (mc & (${SUBMR} * sizeof(float))) { 109*4bdc9457SAndroid Build Coastguard Worker const float*restrict w = weights; 110*4bdc9457SAndroid Build Coastguard Worker const int32_t* dmap = widx_dmap; 111*4bdc9457SAndroid Build Coastguard Worker const uint32_t* nnzmap = nidx_nnzmap; 112*4bdc9457SAndroid Build Coastguard Worker size_t n = nc; 113*4bdc9457SAndroid Build Coastguard Worker do { 114*4bdc9457SAndroid Build Coastguard Worker uint32_t nnz = *nnzmap++; 115*4bdc9457SAndroid Build Coastguard Worker $if SUBMR == 1: 116*4bdc9457SAndroid Build Coastguard Worker v128_t vacc0 = wasm_v128_load32_splat(w); w += 1; 117*4bdc9457SAndroid Build Coastguard Worker $elif SUBMR == 2: 118*4bdc9457SAndroid Build Coastguard Worker v128_t vacc01 = wasm_v128_load32_splat(w); w += 1; 119*4bdc9457SAndroid Build Coastguard Worker $else: 120*4bdc9457SAndroid Build Coastguard Worker v128_t vacc0123 = wasm_v128_load32_splat(w); w += 1; 121*4bdc9457SAndroid Build Coastguard Worker $for M in range(4, SUBMR, 4): 122*4bdc9457SAndroid Build Coastguard Worker v128_t vacc${ABC[M:M+4]} = vacc0123; 123*4bdc9457SAndroid Build Coastguard Worker if XNN_LIKELY(nnz != 0) { 124*4bdc9457SAndroid Build Coastguard Worker do { 125*4bdc9457SAndroid Build Coastguard Worker const intptr_t diff = *dmap++; 126*4bdc9457SAndroid Build Coastguard Worker $if SUBMR >= 4: 127*4bdc9457SAndroid Build Coastguard Worker const v128_t vi0123 = wasm_v128_load(input); 128*4bdc9457SAndroid Build Coastguard Worker $elif SUBMR == 2: 129*4bdc9457SAndroid Build Coastguard Worker const v128_t vi01 = wasm_v128_load64_splat(input); 130*4bdc9457SAndroid Build Coastguard Worker $elif SUBMR == 1: 131*4bdc9457SAndroid Build Coastguard Worker const v128_t vi0 = wasm_v128_load32_splat(input); 132*4bdc9457SAndroid Build Coastguard Worker $for M in range(4, SUBMR, 4): 133*4bdc9457SAndroid Build Coastguard Worker const v128_t vi${ABC[M:M+4]} = wasm_v128_load(input + ${M}); 134*4bdc9457SAndroid Build Coastguard Worker input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff); 135*4bdc9457SAndroid Build Coastguard Worker const v128_t vw = wasm_v128_load32_splat(w); w += 1; 136*4bdc9457SAndroid Build Coastguard Worker $if SUBMR == 1: 137*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[0]} = wasm_f32x4_add(vacc${ABC[0]}, wasm_f32x4_mul(vi${ABC[0]}, vw)); 138*4bdc9457SAndroid Build Coastguard Worker $else: 139*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, SUBMR, 4): 140*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[M:min(M+4,SUBMR)]} = wasm_f32x4_add(vacc${ABC[M:min(M+4,SUBMR)]}, wasm_f32x4_mul(vi${ABC[M:min(M+4,SUBMR)]}, vw)); 141*4bdc9457SAndroid Build Coastguard Worker } while (--nnz != 0); 142*4bdc9457SAndroid Build Coastguard Worker } 143*4bdc9457SAndroid Build Coastguard Worker $if SUBMR == 1: 144*4bdc9457SAndroid Build Coastguard Worker v128_t vout${ABC[0]} = ${WASM_F32X4_MIN}(vmax, vacc${ABC[0]}); 145*4bdc9457SAndroid Build Coastguard Worker vout${ABC[0]} = ${WASM_F32X4_MAX}(vmin, vout${ABC[0]}); 146*4bdc9457SAndroid Build Coastguard Worker $else: 147*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, SUBMR, 4): 148*4bdc9457SAndroid Build Coastguard Worker v128_t vout${ABC[M:min(M+4,SUBMR)]} = ${WASM_F32X4_MIN}(vmax, vacc${ABC[M:min(M+4,SUBMR)]}); 149*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, SUBMR, 4): 150*4bdc9457SAndroid Build Coastguard Worker vout${ABC[M:min(M+4,SUBMR)]} = ${WASM_F32X4_MAX}(vmin, vout${ABC[M:min(M+4,SUBMR)]}); 151*4bdc9457SAndroid Build Coastguard Worker $if SUBMR >= 4: 152*4bdc9457SAndroid Build Coastguard Worker wasm_v128_store(output, vout0123); 153*4bdc9457SAndroid Build Coastguard Worker $elif SUBMR == 2: 154*4bdc9457SAndroid Build Coastguard Worker *((double*) output) = wasm_f64x2_extract_lane(vout01, 0); 155*4bdc9457SAndroid Build Coastguard Worker $elif SUBMR == 1: 156*4bdc9457SAndroid Build Coastguard Worker *output = wasm_f32x4_extract_lane(vout0, 0); 157*4bdc9457SAndroid Build Coastguard Worker 158*4bdc9457SAndroid Build Coastguard Worker $for M in range(4, SUBMR, 4): 159*4bdc9457SAndroid Build Coastguard Worker wasm_v128_store(output + ${M}, vout${ABC[M:M+4]}); 160*4bdc9457SAndroid Build Coastguard Worker output = (float*restrict) ((uintptr_t) output + output_stride); 161*4bdc9457SAndroid Build Coastguard Worker } while (--n != 0); 162*4bdc9457SAndroid Build Coastguard Worker output = (float*restrict) ((uintptr_t) output - output_decrement); 163*4bdc9457SAndroid Build Coastguard Worker input += ${SUBMR}; 164*4bdc9457SAndroid Build Coastguard Worker } 165*4bdc9457SAndroid Build Coastguard Worker } 166*4bdc9457SAndroid Build Coastguard Worker} 167