1// Copyright 2020 Google LLC 2// 3// This source code is licensed under the BSD-style license found in the 4// LICENSE file in the root directory of this source tree. 5 6$assert CHANNEL_TILE % 8 == 0 7$assert CHANNEL_TILE >= 8 8$assert ROW_TILE >= 2 9$assert ACCUMULATORS >= 1 10$assert ROW_TILE >= ACCUMULATORS * 2 11$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" 12#include <assert.h> 13 14#include <wasm_simd128.h> 15 16#include <xnnpack/gavgpool.h> 17 18 19void xnn_qs8_gavgpool_minmax_ukernel_${ROW_TILE}x__wasmsimd_c${CHANNEL_TILE}${"" if ACCUMULATORS == 1 else "_acc%d" % ACCUMULATORS}( 20 size_t rows, 21 size_t channels, 22 const int8_t* input, 23 size_t input_stride, 24 const int8_t* zero, 25 int8_t* output, 26 const union xnn_qs8_avgpool_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN 27{ 28 assert(rows != 0); 29 assert(rows <= ${ROW_TILE}); 30 assert(channels != 0); 31 32 const int8_t* i0 = input; 33 $for M in range(1, ROW_TILE): 34 const int8_t* i${M} = (const int8_t*) ((uintptr_t) i${M-1} + input_stride); 35 $if M % 2 == 1: 36 if XNN_UNPREDICTABLE(rows < ${M+1}) { 37 i${M} = zero; 38 } 39 $else: 40 if XNN_UNPREDICTABLE(rows <= ${M}) { 41 i${M} = zero; 42 } 43 44 const v128_t vbias = wasm_v128_load(params->wasmsimd.bias); 45 const v128_t vmultiplier = wasm_v128_load(params->wasmsimd.multiplier); 46 const v128_t vrounding = wasm_v128_load(params->wasmsimd.rounding); 47 const int32_t vshift = params->wasmsimd.shift; 48 const v128_t vzero = wasm_f64x2_splat(0.0); 49 while (channels >= ${CHANNEL_TILE}) { 50 $for M in range(ROW_TILE): 51 const v128_t vxi${M}x${ABC[0:8]} = wasm_i16x8_load_8x8(i${M}); 52 $for C in range(8, CHANNEL_TILE, 8): 53 const v128_t vxi${M}x${ABC[C:C+8]} = wasm_i16x8_load_8x8(i${M} + ${C}); 54 i${M} += ${CHANNEL_TILE}; 55 56 $for A in range(ACCUMULATORS): 57 $for C in range(0, CHANNEL_TILE, 8): 58 v128_t vacc${A}x${ABC[C:C+8]} = wasm_i16x8_add(vxi${A*2}x${ABC[C:C+8]}, vxi${A*2+1}x${ABC[C:C+8]}); 59 60 $for M in range(ACCUMULATORS * 2, ROW_TILE): 61 $for C in range(0, CHANNEL_TILE, 8): 62 vacc${M % ACCUMULATORS}x${ABC[C:C+8]} = wasm_i16x8_add(vacc${M % ACCUMULATORS}x${ABC[C:C+8]}, vxi${M}x${ABC[C:C+8]}); 63 64 $if ACCUMULATORS > 1: 65 // Add up all accumulators to vacc0x${ABC[0:CHANNEL_TILE]} 66 $ACC_SLICE = 1 67 $while ACC_SLICE < ACCUMULATORS: 68 $for A in range(0, ACCUMULATORS, ACC_SLICE * 2): 69 $if A + ACC_SLICE < ACCUMULATORS: 70 $for C in range(0, CHANNEL_TILE, 8): 71 vacc${A}x${ABC[C:C+8]} = wasm_i16x8_add(vacc${A}x${ABC[C:C+8]}, vacc${A + ACC_SLICE}x${ABC[C:C+8]}); 72 $ACC_SLICE *= 2 73 74 $for C in range(0, CHANNEL_TILE, 8): 75 const v128_t vacc${ABC[C:C+4]} = wasm_i32x4_add(vbias, wasm_i32x4_widen_low_i16x8(vacc0x${ABC[C:C+8]})); 76 const v128_t vacc${ABC[C+4:C+8]} = wasm_i32x4_add(vbias, wasm_i32x4_widen_high_i16x8(vacc0x${ABC[C:C+8]})); 77 78 $for C in range(0, CHANNEL_TILE, 4): 79 const v128_t vabsacc${ABC[C:C+4]} = wasm_i32x4_abs(vacc${ABC[C:C+4]}); 80 81 $for C in range(0, CHANNEL_TILE, 4): 82 const v128_t vsgnacc${ABC[C:C+4]} = wasm_i32x4_gt(vabsacc${ABC[C:C+4]}, vacc${ABC[C:C+4]}); 83 84 $for C in range(0, CHANNEL_TILE, 4): 85 const v128_t vabsacc${ABC[C:C+2]} = wasm_v32x4_shuffle(vabsacc${ABC[C:C+4]}, vzero, 0, 4, 1, 5); 86 const v128_t vabsacc${ABC[C+2:C+4]} = wasm_v32x4_shuffle(vabsacc${ABC[C:C+4]}, vzero, 2, 6, 3, 7); 87 88 $for C in range(0, CHANNEL_TILE, 4): 89 const v128_t vabsprod${ABC[C:C+2]} = wasm_i64x2_mul(vabsacc${ABC[C:C+2]}, vmultiplier); 90 const v128_t vabsprod${ABC[C+2:C+4]} = wasm_i64x2_mul(vabsacc${ABC[C+2:C+4]}, vmultiplier); 91 92 $for C in range(0, CHANNEL_TILE, 2): 93 const v128_t vabsout${ABC[C:C+2]} = wasm_u64x2_shr(wasm_i64x2_add(vabsprod${ABC[C:C+2]}, vrounding), vshift); 94 95 $for C in range(0, CHANNEL_TILE, 4): 96 const v128_t vabsout${ABC[C:C+4]} = wasm_v32x4_shuffle(vabsout${ABC[C:C+2]}, vabsout${ABC[C+2:C+4]}, 0, 2, 4, 6); 97 98 $for C in range(0, CHANNEL_TILE, 4): 99 const v128_t vout${ABC[C:C+4]} = wasm_i32x4_sub(wasm_v128_xor(vabsout${ABC[C:C+4]}, vsgnacc${ABC[C:C+4]}), vsgnacc${ABC[C:C+4]}); 100 101 const v128_t voutput_zero_point = wasm_v128_load(params->wasmsimd.output_zero_point); 102 $for C in range(0, CHANNEL_TILE, 8): 103 const v128_t vout${ABC[C:C+8]} = wasm_i16x8_add_saturate(wasm_i16x8_narrow_i32x4(vout${ABC[C:C+4]}, vout${ABC[C+4:C+8]}), voutput_zero_point); 104 105 const v128_t voutput_min = wasm_v128_load(params->wasmsimd.output_min); 106 const v128_t voutput_max = wasm_v128_load(params->wasmsimd.output_max); 107 $for C in range(0, CHANNEL_TILE, 16): 108 $if C + 8 < CHANNEL_TILE: 109 const v128_t vout${ABC[C:C+16]} = wasm_i8x16_min(wasm_i8x16_max(wasm_i8x16_narrow_i16x8(vout${ABC[C:C+8]}, vout${ABC[C+8:C+16]}), voutput_min), voutput_max); 110 $else: 111 const v128_t vout${ABC[C:C+8]}${ABC[C:C+8]} = wasm_i8x16_min(wasm_i8x16_max(wasm_i8x16_narrow_i16x8(vout${ABC[C:C+8]}, vout${ABC[C:C+8]}), voutput_min), voutput_max); 112 113 $if CHANNEL_TILE > 8: 114 wasm_v128_store(output, vout${ABC[0:16]}); 115 $else: 116 *((double*) output) = wasm_f64x2_extract_lane(vout${ABC[0:8]}${ABC[0:8]}, 0); 117 $for C in range(16, CHANNEL_TILE, 16): 118 $if C + 8 < CHANNEL_TILE: 119 wasm_v128_store(output + ${C}, vout${ABC[C:C+16]}); 120 $else: 121 *((double*) (output + ${C})) = wasm_f64x2_extract_lane(vout${ABC[C:C+8]}${ABC[C:C+8]}, 0); 122 output += ${CHANNEL_TILE}; 123 124 channels -= ${CHANNEL_TILE}; 125 } 126 if XNN_UNLIKELY(channels != 0) { 127 ${"do " if CHANNEL_TILE > 8 else ""}{ 128 $for M in range(ROW_TILE): 129 const v128_t vxi${M}x${ABC[0:8]} = wasm_i16x8_load_8x8(i${M}); 130 i${M} += 8; 131 132 $for A in range(ACCUMULATORS): 133 v128_t vacc${A}x${ABC[0:8]} = wasm_i16x8_add(vxi${A*2}x${ABC[0:8]}, vxi${A*2+1}x${ABC[0:8]}); 134 135 $for M in range(ACCUMULATORS * 2, ROW_TILE): 136 vacc${M % ACCUMULATORS}x${ABC[0:8]} = wasm_i16x8_add(vacc${M % ACCUMULATORS}x${ABC[0:8]}, vxi${M}x${ABC[0:8]}); 137 138 $if ACCUMULATORS > 1: 139 // Add up all accumulators to vacc0x${ABC[0:8]} 140 $ACC_SLICE = 1 141 $while ACC_SLICE < ACCUMULATORS: 142 $for A in range(0, ACCUMULATORS, ACC_SLICE * 2): 143 $if A + ACC_SLICE < ACCUMULATORS: 144 vacc${A}x${ABC[0:8]} = wasm_i16x8_add(vacc${A}x${ABC[0:8]}, vacc${A + ACC_SLICE}x${ABC[0:8]}); 145 $ACC_SLICE *= 2 146 147 const v128_t vacc${ABC[0:4]} = wasm_i32x4_add(vbias, wasm_i32x4_widen_low_i16x8(vacc0x${ABC[0:8]})); 148 const v128_t vacc${ABC[4:8]} = wasm_i32x4_add(vbias, wasm_i32x4_widen_high_i16x8(vacc0x${ABC[0:8]})); 149 150 const v128_t vabsacc${ABC[0:4]} = wasm_i32x4_abs(vacc${ABC[0:4]}); 151 const v128_t vabsacc${ABC[4:8]} = wasm_i32x4_abs(vacc${ABC[4:8]}); 152 153 const v128_t vsgnacc${ABC[0:4]} = wasm_i32x4_gt(vabsacc${ABC[0:4]}, vacc${ABC[0:4]}); 154 const v128_t vsgnacc${ABC[4:8]} = wasm_i32x4_gt(vabsacc${ABC[4:8]}, vacc${ABC[4:8]}); 155 156 const v128_t vabsacc${ABC[0:2]} = wasm_v32x4_shuffle(vabsacc${ABC[0:4]}, vzero, 0, 4, 1, 5); 157 const v128_t vabsacc${ABC[2:4]} = wasm_v32x4_shuffle(vabsacc${ABC[0:4]}, vzero, 2, 6, 3, 7); 158 const v128_t vabsacc${ABC[4:6]} = wasm_v32x4_shuffle(vabsacc${ABC[4:8]}, vzero, 0, 4, 1, 5); 159 const v128_t vabsacc${ABC[6:8]} = wasm_v32x4_shuffle(vabsacc${ABC[4:8]}, vzero, 2, 6, 3, 7); 160 161 const v128_t vabsprod${ABC[0:2]} = wasm_i64x2_mul(vabsacc${ABC[0:2]}, vmultiplier); 162 const v128_t vabsprod${ABC[2:4]} = wasm_i64x2_mul(vabsacc${ABC[2:4]}, vmultiplier); 163 const v128_t vabsprod${ABC[4:6]} = wasm_i64x2_mul(vabsacc${ABC[4:6]}, vmultiplier); 164 const v128_t vabsprod${ABC[6:8]} = wasm_i64x2_mul(vabsacc${ABC[6:8]}, vmultiplier); 165 166 const v128_t vabsout${ABC[0:2]} = wasm_u64x2_shr(wasm_i64x2_add(vabsprod${ABC[0:2]}, vrounding), vshift); 167 const v128_t vabsout${ABC[2:4]} = wasm_u64x2_shr(wasm_i64x2_add(vabsprod${ABC[2:4]}, vrounding), vshift); 168 const v128_t vabsout${ABC[4:6]} = wasm_u64x2_shr(wasm_i64x2_add(vabsprod${ABC[4:6]}, vrounding), vshift); 169 const v128_t vabsout${ABC[6:8]} = wasm_u64x2_shr(wasm_i64x2_add(vabsprod${ABC[6:8]}, vrounding), vshift); 170 171 const v128_t vabsout${ABC[0:4]} = wasm_v32x4_shuffle(vabsout${ABC[0:2]}, vabsout${ABC[2:4]}, 0, 2, 4, 6); 172 const v128_t vabsout${ABC[4:8]} = wasm_v32x4_shuffle(vabsout${ABC[4:6]}, vabsout${ABC[6:8]}, 0, 2, 4, 6); 173 174 const v128_t vout${ABC[0:4]} = wasm_i32x4_sub(wasm_v128_xor(vabsout${ABC[0:4]}, vsgnacc${ABC[0:4]}), vsgnacc${ABC[0:4]}); 175 const v128_t vout${ABC[4:8]} = wasm_i32x4_sub(wasm_v128_xor(vabsout${ABC[4:8]}, vsgnacc${ABC[4:8]}), vsgnacc${ABC[4:8]}); 176 177 const v128_t voutput_zero_point = wasm_v128_load(params->wasmsimd.output_zero_point); 178 const v128_t vout${ABC[0:8]} = wasm_i16x8_add_saturate(wasm_i16x8_narrow_i32x4(vout${ABC[0:4]}, vout${ABC[4:8]}), voutput_zero_point); 179 180 const v128_t voutput_min = wasm_v128_load(params->wasmsimd.output_min); 181 const v128_t voutput_max = wasm_v128_load(params->wasmsimd.output_max); 182 v128_t vout${ABC[0:8]}${ABC[0:8]} = wasm_i8x16_min(wasm_i8x16_max(wasm_i8x16_narrow_i16x8(vout${ABC[0:8]}, vout${ABC[0:8]}), voutput_min), voutput_max); 183 184 $if CHANNEL_TILE > 8: 185 if XNN_LIKELY(channels >= 8) { 186 *((double*) output) = wasm_f64x2_extract_lane(vout${ABC[0:8]}${ABC[0:8]}, 0); 187 output += 8; 188 channels -= 8; 189 } else { 190 if (channels & 4) { 191 *((float*) output) = wasm_f32x4_extract_lane(vout${ABC[0:8]}${ABC[0:8]}, 0); 192 vout${ABC[0:8]}${ABC[0:8]} = wasm_u64x2_shr(vout${ABC[0:8]}${ABC[0:8]}, 32); 193 output += 4; 194 } 195 if (channels & 2) { 196 *((uint16_t*) output) = (uint16_t) wasm_i16x8_extract_lane(vout${ABC[0:8]}${ABC[0:8]}, 0); 197 vout${ABC[0:8]}${ABC[0:8]} = wasm_u32x4_shr(vout${ABC[0:8]}${ABC[0:8]}, 16); 198 output += 2; 199 } 200 if (channels & 1) { 201 *output = (int8_t) wasm_i8x16_extract_lane(vout${ABC[0:8]}${ABC[0:8]}, 0); 202 output += 1; 203 } 204 channels = 0; 205 } 206 $else: 207 if (channels & 4) { 208 *((float*) output) = wasm_f32x4_extract_lane(vout${ABC[0:8]}${ABC[0:8]}, 0); 209 vout${ABC[0:8]}${ABC[0:8]} = wasm_u64x2_shr(vout${ABC[0:8]}${ABC[0:8]}, 32); 210 output += 4; 211 } 212 if (channels & 2) { 213 *((uint16_t*) output) = (uint16_t) wasm_i16x8_extract_lane(vout${ABC[0:8]}${ABC[0:8]}, 0); 214 vout${ABC[0:8]}${ABC[0:8]} = wasm_u32x4_shr(vout${ABC[0:8]}${ABC[0:8]}, 16); 215 output += 2; 216 } 217 if (channels & 1) { 218 *output = (int8_t) wasm_i8x16_extract_lane(vout${ABC[0:8]}${ABC[0:8]}, 0); 219 } 220 }${" while (channels != 0);" if CHANNEL_TILE > 8 else ""} 221 } 222} 223