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$assert NR == 2 7*4bdc9457SAndroid Build Coastguard Worker$assert MR % 2 == 0 8*4bdc9457SAndroid Build Coastguard Worker$assert ACTIVATION != "MINMAX" or ARCH in ["ARM", "X86", "RELAXED"] 9*4bdc9457SAndroid Build Coastguard Worker$assert not FMA or ARCH == "RELAXED" 10*4bdc9457SAndroid Build Coastguard Worker#include <assert.h> 11*4bdc9457SAndroid Build Coastguard Worker 12*4bdc9457SAndroid Build Coastguard Worker#include <wasm_simd128.h> 13*4bdc9457SAndroid Build Coastguard Worker 14*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/gemm.h> 15*4bdc9457SAndroid Build Coastguard Worker 16*4bdc9457SAndroid Build Coastguard Worker 17*4bdc9457SAndroid Build Coastguard Worker$assert ACTIVATION in ["LINEAR", "RELU", "MINMAX"] 18*4bdc9457SAndroid Build Coastguard Worker$if ACTIVATION == "MINMAX": 19*4bdc9457SAndroid Build Coastguard Worker$ WASM_F32X4_MIN={"ARM": "wasm_f32x4_min", "X86": "wasm_f32x4_pmin", "RELAXED": "__builtin_wasm_relaxed_min_f32x4"}[ARCH] 20*4bdc9457SAndroid Build Coastguard Worker$ WASM_F32X4_MAX={"ARM": "wasm_f32x4_max", "X86": "wasm_f32x4_pmax", "RELAXED": "__builtin_wasm_relaxed_max_f32x4"}[ARCH] 21*4bdc9457SAndroid Build Coastguard Worker$ACTIVATION_SUFFIX = {"LINEAR": ""}.get(ACTIVATION, "_" + ACTIVATION.lower()) 22*4bdc9457SAndroid Build Coastguard Worker$ISA = "wasmsimd" if not FMA and (ACTIVATION in ["LINEAR", "RELU"] or ARCH != "RELAXED") else "wasmrelaxedsimd" 23*4bdc9457SAndroid Build Coastguard Worker$ARCH_SUFFIX = "" if not FMA and (ACTIVATION in ["LINEAR", "RELU"] or ARCH == "RELAXED") else "_" + ("fma" if FMA else ARCH.lower()) 24*4bdc9457SAndroid Build Coastguard Worker$PARAMS = {"LINEAR": "xnn_f32_default_params", "RELU": "xnn_f32_relu_params", "MINMAX": "xnn_f32_minmax_params"}[ACTIVATION] 25*4bdc9457SAndroid Build Coastguard Workervoid xnn_f32_gemm${ACTIVATION_SUFFIX}_ukernel_${MR}x${NR}c4__${ISA}${ARCH_SUFFIX}( 26*4bdc9457SAndroid Build Coastguard Worker size_t mr, 27*4bdc9457SAndroid Build Coastguard Worker size_t nc, 28*4bdc9457SAndroid Build Coastguard Worker size_t kc, 29*4bdc9457SAndroid Build Coastguard Worker const float* restrict a, 30*4bdc9457SAndroid Build Coastguard Worker size_t a_stride, 31*4bdc9457SAndroid Build Coastguard Worker const float* restrict w, 32*4bdc9457SAndroid Build Coastguard Worker float* restrict c, 33*4bdc9457SAndroid Build Coastguard Worker size_t cm_stride, 34*4bdc9457SAndroid Build Coastguard Worker size_t cn_stride, 35*4bdc9457SAndroid Build Coastguard Worker const union ${PARAMS} params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS 36*4bdc9457SAndroid Build Coastguard Worker{ 37*4bdc9457SAndroid Build Coastguard Worker assert(mr != 0); 38*4bdc9457SAndroid Build Coastguard Worker assert(mr <= ${MR}); 39*4bdc9457SAndroid Build Coastguard Worker assert(nc != 0); 40*4bdc9457SAndroid Build Coastguard Worker assert(kc != 0); 41*4bdc9457SAndroid Build Coastguard Worker assert(kc % sizeof(float) == 0); 42*4bdc9457SAndroid Build Coastguard Worker assert(a != NULL); 43*4bdc9457SAndroid Build Coastguard Worker assert(w != NULL); 44*4bdc9457SAndroid Build Coastguard Worker assert(c != NULL); 45*4bdc9457SAndroid Build Coastguard Worker 46*4bdc9457SAndroid Build Coastguard Worker const float* a0 = a; 47*4bdc9457SAndroid Build Coastguard Worker float* c0 = c; 48*4bdc9457SAndroid Build Coastguard Worker $for M in range(1, MR): 49*4bdc9457SAndroid Build Coastguard Worker const float* a${M} = (const float*) ((uintptr_t) a${M-1} + a_stride); 50*4bdc9457SAndroid Build Coastguard Worker float* c${M} = (float*) ((uintptr_t) c${M-1} + cm_stride); 51*4bdc9457SAndroid Build Coastguard Worker $if M % 2 == 0: 52*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(mr <= ${M}) { 53*4bdc9457SAndroid Build Coastguard Worker a${M} = a${M-1}; 54*4bdc9457SAndroid Build Coastguard Worker c${M} = c${M-1}; 55*4bdc9457SAndroid Build Coastguard Worker } 56*4bdc9457SAndroid Build Coastguard Worker $elif M + 1 == MR: 57*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(mr != ${M+1}) { 58*4bdc9457SAndroid Build Coastguard Worker a${M} = a${M-1}; 59*4bdc9457SAndroid Build Coastguard Worker c${M} = c${M-1}; 60*4bdc9457SAndroid Build Coastguard Worker } 61*4bdc9457SAndroid Build Coastguard Worker $else: 62*4bdc9457SAndroid Build Coastguard Worker if XNN_UNPREDICTABLE(mr < ${M+1}) { 63*4bdc9457SAndroid Build Coastguard Worker a${M} = a${M-1}; 64*4bdc9457SAndroid Build Coastguard Worker c${M} = c${M-1}; 65*4bdc9457SAndroid Build Coastguard Worker } 66*4bdc9457SAndroid Build Coastguard Worker 67*4bdc9457SAndroid Build Coastguard Worker $if ACTIVATION == "MINMAX": 68*4bdc9457SAndroid Build Coastguard Worker const v128_t vmin = wasm_v128_load64_splat(params->wasmsimd.min); 69*4bdc9457SAndroid Build Coastguard Worker const v128_t vmax = wasm_v128_load64_splat(params->wasmsimd.max); 70*4bdc9457SAndroid Build Coastguard Worker do { 71*4bdc9457SAndroid Build Coastguard Worker v128_t vacc0x0c4 = wasm_f32x4_replace_lane(wasm_f32x4_const_splat(0.0f), 0, w[0]); 72*4bdc9457SAndroid Build Coastguard Worker $for N in range(1, NR): 73*4bdc9457SAndroid Build Coastguard Worker v128_t vacc0x${N}c4 = wasm_f32x4_replace_lane(vacc0x0c4, 0, w[${N}]); 74*4bdc9457SAndroid Build Coastguard Worker $for M in range(1, MR): 75*4bdc9457SAndroid Build Coastguard Worker $for N in range(NR): 76*4bdc9457SAndroid Build Coastguard Worker v128_t vacc${M}x${N}c4 = vacc0x${N}c4; 77*4bdc9457SAndroid Build Coastguard Worker w += ${NR}; 78*4bdc9457SAndroid Build Coastguard Worker 79*4bdc9457SAndroid Build Coastguard Worker size_t k = kc; 80*4bdc9457SAndroid Build Coastguard Worker for (; k >= 4 * sizeof(float); k -= 4 * sizeof(float)) { 81*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 82*4bdc9457SAndroid Build Coastguard Worker const v128_t va${M} = wasm_v128_load(a${M}); 83*4bdc9457SAndroid Build Coastguard Worker a${M} += 4; 84*4bdc9457SAndroid Build Coastguard Worker 85*4bdc9457SAndroid Build Coastguard Worker const v128_t vb0 = wasm_v128_load(w); 86*4bdc9457SAndroid Build Coastguard Worker $for N in range(1, NR): 87*4bdc9457SAndroid Build Coastguard Worker const v128_t vb${N} = wasm_v128_load(w + ${N * 4}); 88*4bdc9457SAndroid Build Coastguard Worker w += ${NR * 4}; 89*4bdc9457SAndroid Build Coastguard Worker 90*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 91*4bdc9457SAndroid Build Coastguard Worker $for N in range(NR): 92*4bdc9457SAndroid Build Coastguard Worker $if FMA: 93*4bdc9457SAndroid Build Coastguard Worker vacc${M}x${N}c4 = __builtin_wasm_fma_f32x4(vacc${M}x${N}c4, va${M}, vb${N}); 94*4bdc9457SAndroid Build Coastguard Worker $else: 95*4bdc9457SAndroid Build Coastguard Worker vacc${M}x${N}c4 = wasm_f32x4_add(vacc${M}x${N}c4, wasm_f32x4_mul(va${M}, vb${N})); 96*4bdc9457SAndroid Build Coastguard Worker } 97*4bdc9457SAndroid Build Coastguard Worker if XNN_UNLIKELY(k != 0) { 98*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 99*4bdc9457SAndroid Build Coastguard Worker const v128_t va${M} = wasm_v128_load(a${M}); 100*4bdc9457SAndroid Build Coastguard Worker a${M} = (const float*) ((uintptr_t) a${M} + k); 101*4bdc9457SAndroid Build Coastguard Worker 102*4bdc9457SAndroid Build Coastguard Worker const v128_t vb0 = wasm_v128_load(w); 103*4bdc9457SAndroid Build Coastguard Worker $for N in range(1, NR): 104*4bdc9457SAndroid Build Coastguard Worker const v128_t vb${N} = wasm_v128_load(w + ${N * 4}); 105*4bdc9457SAndroid Build Coastguard Worker w += ${NR * 4}; 106*4bdc9457SAndroid Build Coastguard Worker 107*4bdc9457SAndroid Build Coastguard Worker const v128_t vzero = wasm_f32x4_const_splat(0.0f); 108*4bdc9457SAndroid Build Coastguard Worker $for N in range(NR): 109*4bdc9457SAndroid Build Coastguard Worker const v128_t vmask${N} = wasm_f32x4_eq(vb${N}, vzero); 110*4bdc9457SAndroid Build Coastguard Worker 111*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 112*4bdc9457SAndroid Build Coastguard Worker $for N in range(NR): 113*4bdc9457SAndroid Build Coastguard Worker $if FMA: 114*4bdc9457SAndroid Build Coastguard Worker vacc${M}x${N}c4 = __builtin_wasm_fma_f32x4(vacc${M}x${N}c4, wasm_v128_andnot(va${M}, vmask${N}), vb${N}); 115*4bdc9457SAndroid Build Coastguard Worker $else: 116*4bdc9457SAndroid Build Coastguard Worker vacc${M}x${N}c4 = wasm_f32x4_add(vacc${M}x${N}c4, wasm_f32x4_mul(wasm_v128_andnot(va${M}, vmask${N}), vb${N})); 117*4bdc9457SAndroid Build Coastguard Worker } 118*4bdc9457SAndroid Build Coastguard Worker 119*4bdc9457SAndroid Build Coastguard Worker $for M in range(MR): 120*4bdc9457SAndroid Build Coastguard Worker const v128_t vacc${M}x01c2 = wasm_f32x4_add( 121*4bdc9457SAndroid Build Coastguard Worker wasm_v32x4_shuffle(vacc${M}x0c4, vacc${M}x1c4, 0, 4, 1, 5), 122*4bdc9457SAndroid Build Coastguard Worker wasm_v32x4_shuffle(vacc${M}x0c4, vacc${M}x1c4, 2, 6, 3, 7)); 123*4bdc9457SAndroid Build Coastguard Worker 124*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, MR, 2): 125*4bdc9457SAndroid Build Coastguard Worker v128_t vacc${M}${M+1}x01 = wasm_f32x4_add( 126*4bdc9457SAndroid Build Coastguard Worker wasm_v32x4_shuffle(vacc${M}x01c2, vacc${M+1}x01c2, 0, 1, 4, 5), 127*4bdc9457SAndroid Build Coastguard Worker wasm_v32x4_shuffle(vacc${M}x01c2, vacc${M+1}x01c2, 2, 3, 6, 7)); 128*4bdc9457SAndroid Build Coastguard Worker 129*4bdc9457SAndroid Build Coastguard Worker $if ACTIVATION == "MINMAX": 130*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, MR, 2): 131*4bdc9457SAndroid Build Coastguard Worker vacc${M}${M+1}x01 = ${WASM_F32X4_MAX}(vmin, vacc${M}${M+1}x01); 132*4bdc9457SAndroid Build Coastguard Worker 133*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, MR, 2): 134*4bdc9457SAndroid Build Coastguard Worker vacc${M}${M+1}x01 = ${WASM_F32X4_MIN}(vmax, vacc${M}${M+1}x01); 135*4bdc9457SAndroid Build Coastguard Worker $elif ACTIVATION == "RELU": 136*4bdc9457SAndroid Build Coastguard Worker const v128_t vzero = wasm_i32x4_const_splat(0); 137*4bdc9457SAndroid Build Coastguard Worker $for M in range(0, MR, 2): 138*4bdc9457SAndroid Build Coastguard Worker vacc${M}${M+1}x01 = wasm_i32x4_max(vacc${M}${M+1}x01, vzero); 139*4bdc9457SAndroid Build Coastguard Worker 140*4bdc9457SAndroid Build Coastguard Worker if XNN_LIKELY(nc >= ${NR}) { 141*4bdc9457SAndroid Build Coastguard Worker $for M in reversed(range(0, MR, 2)): 142*4bdc9457SAndroid Build Coastguard Worker *((double*) c${M}) = wasm_f64x2_extract_lane(vacc${M}${M+1}x01, 0); 143*4bdc9457SAndroid Build Coastguard Worker c${M} = (float*) ((uintptr_t) c${M} + cn_stride); 144*4bdc9457SAndroid Build Coastguard Worker a${M} = (const float*) ((uintptr_t) a${M} - kc); 145*4bdc9457SAndroid Build Coastguard Worker *((double*) c${M+1}) = wasm_f64x2_extract_lane(vacc${M}${M+1}x01, 1); 146*4bdc9457SAndroid Build Coastguard Worker c${M+1} = (float*) ((uintptr_t) c${M+1} + cn_stride); 147*4bdc9457SAndroid Build Coastguard Worker a${M+1} = (const float*) ((uintptr_t) a${M+1} - kc); 148*4bdc9457SAndroid Build Coastguard Worker 149*4bdc9457SAndroid Build Coastguard Worker nc -= ${NR}; 150*4bdc9457SAndroid Build Coastguard Worker } else { 151*4bdc9457SAndroid Build Coastguard Worker assert(nc == 1); 152*4bdc9457SAndroid Build Coastguard Worker $for M in reversed(range(0, MR, 2)): 153*4bdc9457SAndroid Build Coastguard Worker *c${M} = wasm_f32x4_extract_lane(vacc${M}${M+1}x01, 0); 154*4bdc9457SAndroid Build Coastguard Worker *c${M+1} = wasm_f32x4_extract_lane(vacc${M}${M+1}x01, 2); 155*4bdc9457SAndroid Build Coastguard Worker 156*4bdc9457SAndroid Build Coastguard Worker nc = 0; 157*4bdc9457SAndroid Build Coastguard Worker } 158*4bdc9457SAndroid Build Coastguard Worker } while (nc != 0); 159*4bdc9457SAndroid Build Coastguard Worker} 160