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${ARCH_SUFFIX}_pipelined${"_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 v128_t vw = wasm_v128_load32_splat(w); w += 1; 42*4bdc9457SAndroid Build Coastguard Worker intptr_t diff = *dmap++; 43*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, MR, 4): 44*4bdc9457SAndroid Build Coastguard Worker v128_t vi${ABC[M:M+4]} = wasm_v128_load(input + ${M}); 45*4bdc9457SAndroid Build Coastguard Worker size_t n = nc; 46*4bdc9457SAndroid Build Coastguard Worker do { 47*4bdc9457SAndroid Build Coastguard Worker uint32_t nnz = *nnzmap++; 48*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, MR, 4): 49*4bdc9457SAndroid Build Coastguard Worker v128_t vacc${ABC[M:M+4]} = vw; 50*4bdc9457SAndroid Build Coastguard Worker vw = wasm_v128_load32_splat(w); w += 1; 51*4bdc9457SAndroid Build Coastguard Worker 52*4bdc9457SAndroid Build Coastguard Worker $if UNROLL > 1: 53*4bdc9457SAndroid Build Coastguard Worker for (; nnz >= ${UNROLL}; nnz -= ${UNROLL}) { 54*4bdc9457SAndroid Build Coastguard Worker $for K in range(0, UNROLL): 55*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, MR, 4): 56*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[M:M+4]} = wasm_f32x4_add(vacc${ABC[M:M+4]}, wasm_f32x4_mul(vi${ABC[M:M+4]}, vw)); 57*4bdc9457SAndroid Build Coastguard Worker input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff); 58*4bdc9457SAndroid Build Coastguard Worker diff = *dmap++; 59*4bdc9457SAndroid Build Coastguard Worker vw = wasm_v128_load32_splat(w); w += 1; 60*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, MR, 4): 61*4bdc9457SAndroid Build Coastguard Worker vi${ABC[M:M+4]} = wasm_v128_load(input + ${M}); 62*4bdc9457SAndroid Build Coastguard Worker } 63*4bdc9457SAndroid Build Coastguard Worker 64*4bdc9457SAndroid Build Coastguard Worker if XNN_LIKELY(nnz != 0) { 65*4bdc9457SAndroid Build Coastguard Worker do { 66*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, MR, 4): 67*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[M:M+4]} = wasm_f32x4_add(vacc${ABC[M:M+4]}, wasm_f32x4_mul(vi${ABC[M:M+4]}, vw)); 68*4bdc9457SAndroid Build Coastguard Worker input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff); 69*4bdc9457SAndroid Build Coastguard Worker 70*4bdc9457SAndroid Build Coastguard Worker diff = *dmap++; 71*4bdc9457SAndroid Build Coastguard Worker vw = wasm_v128_load32_splat(w); w += 1; 72*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, MR, 4): 73*4bdc9457SAndroid Build Coastguard Worker vi${ABC[M:M+4]} = wasm_v128_load(input + ${M}); 74*4bdc9457SAndroid Build Coastguard Worker } while (--nnz != 0); 75*4bdc9457SAndroid Build Coastguard Worker } 76*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, MR, 4): 77*4bdc9457SAndroid Build Coastguard Worker v128_t vout${ABC[M:M+4]} = ${WASM_F32X4_MIN}(vmax, vacc${ABC[M:M+4]}); 78*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, MR, 4): 79*4bdc9457SAndroid Build Coastguard Worker vout${ABC[M:M+4]} = ${WASM_F32X4_MAX}(vmin, vout${ABC[M:M+4]}); 80*4bdc9457SAndroid Build Coastguard Worker wasm_v128_store(output, vout0123); 81*4bdc9457SAndroid Build Coastguard Worker $for M in range(4, MR, 4): 82*4bdc9457SAndroid Build Coastguard Worker wasm_v128_store(output + ${M}, vout${ABC[M:M+4]}); 83*4bdc9457SAndroid Build Coastguard Worker output = (float*restrict) ((uintptr_t) output + output_stride); 84*4bdc9457SAndroid Build Coastguard Worker } while (--n != 0); 85*4bdc9457SAndroid Build Coastguard Worker output = (float*restrict) ((uintptr_t) output - output_decrement); 86*4bdc9457SAndroid Build Coastguard Worker input += ${MR}; 87*4bdc9457SAndroid Build Coastguard Worker mc -= ${MR} * sizeof(float); 88*4bdc9457SAndroid Build Coastguard Worker } 89*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(mc != 0) { 90*4bdc9457SAndroid Build Coastguard Worker $for LOG2M in reversed(range((MR - 1).bit_length())): 91*4bdc9457SAndroid Build Coastguard Worker $SUBMR = 1 << LOG2M 92*4bdc9457SAndroid Build Coastguard Worker $if SUBMR * 2 >= MR: 93*4bdc9457SAndroid Build Coastguard Worker output_decrement += ${MR - SUBMR} * sizeof(float); 94*4bdc9457SAndroid Build Coastguard Worker $else: 95*4bdc9457SAndroid Build Coastguard Worker output_decrement += ${SUBMR} * sizeof(float); 96*4bdc9457SAndroid Build Coastguard Worker if (mc & (${SUBMR} * sizeof(float))) { 97*4bdc9457SAndroid Build Coastguard Worker const float*restrict w = weights; 98*4bdc9457SAndroid Build Coastguard Worker const int32_t* dmap = widx_dmap; 99*4bdc9457SAndroid Build Coastguard Worker const uint32_t* nnzmap = nidx_nnzmap; 100*4bdc9457SAndroid Build Coastguard Worker size_t n = nc; 101*4bdc9457SAndroid Build Coastguard Worker do { 102*4bdc9457SAndroid Build Coastguard Worker uint32_t nnz = *nnzmap++; 103*4bdc9457SAndroid Build Coastguard Worker $if SUBMR == 1: 104*4bdc9457SAndroid Build Coastguard Worker v128_t vacc0 = wasm_v128_load32_splat(w); w += 1; 105*4bdc9457SAndroid Build Coastguard Worker $elif SUBMR == 2: 106*4bdc9457SAndroid Build Coastguard Worker v128_t vacc01 = wasm_v128_load32_splat(w); w += 1; 107*4bdc9457SAndroid Build Coastguard Worker $else: 108*4bdc9457SAndroid Build Coastguard Worker v128_t vacc0123 = wasm_v128_load32_splat(w); w += 1; 109*4bdc9457SAndroid Build Coastguard Worker $for M in range(4, SUBMR, 4): 110*4bdc9457SAndroid Build Coastguard Worker v128_t vacc${ABC[M:M+4]} = vacc0123; 111*4bdc9457SAndroid Build Coastguard Worker if XNN_LIKELY(nnz != 0) { 112*4bdc9457SAndroid Build Coastguard Worker do { 113*4bdc9457SAndroid Build Coastguard Worker const intptr_t diff = *dmap++; 114*4bdc9457SAndroid Build Coastguard Worker $if SUBMR >= 4: 115*4bdc9457SAndroid Build Coastguard Worker const v128_t vi0123 = wasm_v128_load(input); 116*4bdc9457SAndroid Build Coastguard Worker $elif SUBMR == 2: 117*4bdc9457SAndroid Build Coastguard Worker const v128_t vi01 = wasm_v128_load64_splat(input); 118*4bdc9457SAndroid Build Coastguard Worker $elif SUBMR == 1: 119*4bdc9457SAndroid Build Coastguard Worker const v128_t vi0 = wasm_v128_load32_splat(input); 120*4bdc9457SAndroid Build Coastguard Worker $for M in range(4, SUBMR, 4): 121*4bdc9457SAndroid Build Coastguard Worker const v128_t vi${ABC[M:M+4]} = wasm_v128_load(input + ${M}); 122*4bdc9457SAndroid Build Coastguard Worker input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff); 123*4bdc9457SAndroid Build Coastguard Worker const v128_t vw = wasm_v128_load32_splat(w); w += 1; 124*4bdc9457SAndroid Build Coastguard Worker $if SUBMR == 1: 125*4bdc9457SAndroid Build Coastguard Worker vacc${ABC[0]} = wasm_f32x4_add(vacc${ABC[0]}, wasm_f32x4_mul(vi${ABC[0]}, vw)); 126*4bdc9457SAndroid Build Coastguard Worker $else: 127*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, SUBMR, 4): 128*4bdc9457SAndroid Build Coastguard Worker vacc${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)); 129*4bdc9457SAndroid Build Coastguard Worker } while (--nnz != 0); 130*4bdc9457SAndroid Build Coastguard Worker } 131*4bdc9457SAndroid Build Coastguard Worker $if SUBMR == 1: 132*4bdc9457SAndroid Build Coastguard Worker v128_t vout${ABC[0]} = ${WASM_F32X4_MIN}(vmax, vacc${ABC[0]}); 133*4bdc9457SAndroid Build Coastguard Worker vout${ABC[0]} = ${WASM_F32X4_MAX}(vmin, vout${ABC[0]}); 134*4bdc9457SAndroid Build Coastguard Worker $else: 135*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, SUBMR, 4): 136*4bdc9457SAndroid Build Coastguard Worker v128_t vout${ABC[M:min(M+4,SUBMR)]} = ${WASM_F32X4_MIN}(vmax, vacc${ABC[M:min(M+4,SUBMR)]}); 137*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, SUBMR, 4): 138*4bdc9457SAndroid Build Coastguard Worker vout${ABC[M:min(M+4,SUBMR)]} = ${WASM_F32X4_MAX}(vmin, vout${ABC[M:min(M+4,SUBMR)]}); 139*4bdc9457SAndroid Build Coastguard Worker $if SUBMR >= 4: 140*4bdc9457SAndroid Build Coastguard Worker wasm_v128_store(output, vout0123); 141*4bdc9457SAndroid Build Coastguard Worker $elif SUBMR == 2: 142*4bdc9457SAndroid Build Coastguard Worker *((double*) output) = wasm_f64x2_extract_lane(vout01, 0); 143*4bdc9457SAndroid Build Coastguard Worker $elif SUBMR == 1: 144*4bdc9457SAndroid Build Coastguard Worker *output = wasm_f32x4_extract_lane(vout0, 0); 145*4bdc9457SAndroid Build Coastguard Worker 146*4bdc9457SAndroid Build Coastguard Worker $for M in range(4, SUBMR, 4): 147*4bdc9457SAndroid Build Coastguard Worker wasm_v128_store(output + ${M}, vout${ABC[M:M+4]}); 148*4bdc9457SAndroid Build Coastguard Worker output = (float*restrict) ((uintptr_t) output + output_stride); 149*4bdc9457SAndroid Build Coastguard Worker } while (--n != 0); 150*4bdc9457SAndroid Build Coastguard Worker output = (float*restrict) ((uintptr_t) output - output_decrement); 151*4bdc9457SAndroid Build Coastguard Worker input += ${SUBMR}; 152*4bdc9457SAndroid Build Coastguard Worker } 153*4bdc9457SAndroid Build Coastguard Worker } 154*4bdc9457SAndroid Build Coastguard Worker} 155