| 1 | /******************************************************************************* |
| 2 | * Copyright 2017-2018 Intel Corporation |
| 3 | * Copyright 2018 YANDEX LLC |
| 4 | * |
| 5 | * Licensed under the Apache License, Version 2.0 (the "License"); |
| 6 | * you may not use this file except in compliance with the License. |
| 7 | * You may obtain a copy of the License at |
| 8 | * |
| 9 | * http://www.apache.org/licenses/LICENSE-2.0 |
| 10 | * |
| 11 | * Unless required by applicable law or agreed to in writing, software |
| 12 | * distributed under the License is distributed on an "AS IS" BASIS, |
| 13 | * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 14 | * See the License for the specific language governing permissions and |
| 15 | * limitations under the License. |
| 16 | *******************************************************************************/ |
| 17 | |
| 18 | #include "c_types_map.hpp" |
| 19 | #include "nstl.hpp" |
| 20 | #include "utils.hpp" |
| 21 | #include "cpu_pooling_pd.hpp" |
| 22 | |
| 23 | #include "jit_uni_pool_kernel_f32.hpp" |
| 24 | |
| 25 | namespace mkldnn { |
| 26 | namespace impl { |
| 27 | namespace cpu { |
| 28 | |
| 29 | using namespace Xbyak; |
| 30 | using namespace alg_kind; |
| 31 | |
| 32 | #define GET_OFF(field) offsetof(jit_pool_call_s, field) |
| 33 | |
| 34 | template <cpu_isa_t isa> |
| 35 | status_t jit_uni_pool_kernel_f32<isa>::init_conf(jit_pool_conf_t &jpp, |
| 36 | const pooling_pd_t *ppd) { |
| 37 | const auto &pd = *ppd->desc(); |
| 38 | const memory_desc_wrapper src_d( |
| 39 | ppd->is_fwd() ? ppd->src_md() : ppd->diff_src_md()); |
| 40 | const memory_desc_wrapper dst_d( |
| 41 | ppd->is_fwd() ? ppd->dst_md() : ppd->diff_dst_md()); |
| 42 | |
| 43 | bool args_ok = true |
| 44 | && mayiuse(isa) |
| 45 | && utils::one_of(pd.alg_kind, pooling_max, |
| 46 | pooling_avg_include_padding, |
| 47 | pooling_avg_exclude_padding); |
| 48 | if (!args_ok) return status::unimplemented; |
| 49 | |
| 50 | const int simd_w = isa == avx512_common ? 16 : 8; |
| 51 | const int ndims = src_d.ndims(); |
| 52 | |
| 53 | jpp.ndims = ndims; |
| 54 | jpp.mb = src_d.dims()[0]; |
| 55 | |
| 56 | jpp.c = utils::rnd_up(src_d.dims()[1], simd_w); |
| 57 | if (jpp.c > src_d.padded_dims()[1]) |
| 58 | return status::unimplemented; |
| 59 | |
| 60 | jpp.id = (ndims == 5) ? src_d.dims()[2] : 1; |
| 61 | jpp.ih = src_d.dims()[ndims-2]; |
| 62 | jpp.iw = src_d.dims()[ndims-1]; |
| 63 | jpp.od = (ndims == 5) ? dst_d.dims()[2] : 1; |
| 64 | jpp.oh = dst_d.dims()[ndims-2]; |
| 65 | jpp.ow = dst_d.dims()[ndims-1]; |
| 66 | |
| 67 | jpp.stride_d = (ndims == 5 ) ? pd.strides[0] : 1; |
| 68 | jpp.stride_h = pd.strides[ndims-4]; |
| 69 | jpp.stride_w = pd.strides[ndims-3]; |
| 70 | jpp.kd = (ndims == 5) ? pd.kernel[0] : 1; |
| 71 | jpp.kh = pd.kernel[ndims-4]; |
| 72 | jpp.kw = pd.kernel[ndims-3]; |
| 73 | |
| 74 | jpp.f_pad = (ndims == 5 ) ? pd.padding[0][0] : 0; |
| 75 | jpp.t_pad = pd.padding[0][ndims-4]; |
| 76 | jpp.l_pad = pd.padding[0][ndims-3]; |
| 77 | |
| 78 | jpp.alg = pd.alg_kind; |
| 79 | |
| 80 | jpp.is_training = pd.prop_kind == prop_kind::forward_training; |
| 81 | jpp.is_backward = pd.prop_kind == prop_kind::backward_data; |
| 82 | jpp.ind_dt = ppd->workspace_md() |
| 83 | ? ppd->workspace_md()->data_type : data_type::undef; |
| 84 | |
| 85 | jpp.simple_alg = jpp.is_training |
| 86 | || IMPLICATION(jpp.is_backward, jpp.kd <= jpp.stride_d); |
| 87 | |
| 88 | jpp.c_block = simd_w; |
| 89 | |
| 90 | jpp.nb_c = jpp.c / jpp.c_block; |
| 91 | if (jpp.alg == pooling_max) { |
| 92 | jpp.ur_w = isa == avx512_common ? 16 : 4; |
| 93 | if (jpp.is_training) |
| 94 | jpp.ur_w = isa == avx512_common ? 9 : 3; |
| 95 | else if (jpp.is_backward) |
| 96 | jpp.ur_w = isa == avx512_common ? 6 : 3; |
| 97 | } else { |
| 98 | if (jpp.is_backward) |
| 99 | jpp.ur_w = isa == avx512_common ? 12 : 6; |
| 100 | else |
| 101 | jpp.ur_w = isa == avx512_common ? 24 : 12; |
| 102 | } |
| 103 | if (jpp.ow < jpp.ur_w) jpp.ur_w = jpp.ow; |
| 104 | if (jpp.l_pad > jpp.ur_w) return status::unimplemented; |
| 105 | |
| 106 | jpp.ur_w_tail = jpp.ow % jpp.ur_w; |
| 107 | |
| 108 | return status::success; |
| 109 | } |
| 110 | |
| 111 | template <cpu_isa_t isa> |
| 112 | inline void jit_uni_pool_kernel_f32<isa>::maybe_recalculate_divisor(int jj, |
| 113 | int ur_w, int pad_l, int pad_r) { |
| 114 | if (jpp.alg == pooling_avg_exclude_padding) { |
| 115 | int kw = jpp.kw; |
| 116 | int stride_w = jpp.stride_w; |
| 117 | |
| 118 | int non_zero_kw = kw; |
| 119 | non_zero_kw -= nstl::max(0, pad_l - jj*stride_w); |
| 120 | non_zero_kw -= nstl::max(0, pad_r - (ur_w - 1 - jj)*stride_w); |
| 121 | |
| 122 | if (non_zero_kw != prev_kw) { |
| 123 | mov(tmp_gpr, float2int((float)non_zero_kw)); |
| 124 | movq(xmm_tmp, tmp_gpr); |
| 125 | uni_vbroadcastss(vmm_tmp, xmm_tmp); |
| 126 | uni_vmulps(vmm_tmp, vmm_tmp, vmm_ker_area_h); |
| 127 | prev_kw = non_zero_kw; |
| 128 | } |
| 129 | } |
| 130 | } |
| 131 | |
| 132 | template <cpu_isa_t isa> |
| 133 | inline void jit_uni_pool_kernel_f32<isa>::avg_step(int ur_w, int pad_l, |
| 134 | int pad_r) { |
| 135 | |
| 136 | int iw = jpp.iw; |
| 137 | int kw = jpp.kw; |
| 138 | int stride_w = jpp.stride_w; |
| 139 | int c_block = jpp.c_block; |
| 140 | Label kd_label, kh_label; |
| 141 | |
| 142 | for (int jj = 0; jj < ur_w; jj++) { |
| 143 | if (jpp.is_backward) { |
| 144 | uni_vmovups(vreg(jj), ptr[reg_output + sizeof(float)*jj*c_block]); |
| 145 | maybe_recalculate_divisor(jj, ur_w, pad_l, pad_r); |
| 146 | uni_vdivps(vreg(jj), vreg(jj), vmm_tmp); |
| 147 | } else { |
| 148 | uni_vpxor(vreg(jj), vreg(jj), vreg(jj)); |
| 149 | } |
| 150 | } |
| 151 | |
| 152 | if (jpp.simple_alg && jpp.ndims == 5) { |
| 153 | push(reg_input); |
| 154 | push(reg_output); |
| 155 | mov(aux_reg_input_d, reg_input); |
| 156 | mov(ki, ptr[reg_param + GET_OFF(kd_padding)]); |
| 157 | L(kd_label); |
| 158 | mov(aux_reg_input, aux_reg_input_d); |
| 159 | } else { |
| 160 | mov(aux_reg_input, reg_input); |
| 161 | } |
| 162 | |
| 163 | xor_(kj, kj); |
| 164 | L(kh_label); |
| 165 | { |
| 166 | for (int ki = 0; ki < kw; ki++) { |
| 167 | int jj_start = nstl::max(0, pad_l - ki); |
| 168 | int jj_end = ur_w |
| 169 | - utils::div_up(nstl::max(0, ki + pad_r - (kw-1)), stride_w); |
| 170 | for (int jj = jj_start; jj < jj_end; jj++) { |
| 171 | int aux_input_offset = (ki+jj*stride_w-pad_l)* c_block; |
| 172 | if (aux_input_offset > iw * c_block) |
| 173 | continue; |
| 174 | int input_offset = sizeof(float)*aux_input_offset; |
| 175 | if (jpp.is_backward) { |
| 176 | uni_vmovups(vreg(ur_w+jj), |
| 177 | ptr[aux_reg_input + input_offset]); |
| 178 | uni_vaddps(vreg(ur_w+jj), vreg(ur_w+jj), vreg(jj)); |
| 179 | uni_vmovups(vmmword[aux_reg_input + input_offset], |
| 180 | vreg(ur_w+jj)); |
| 181 | } else { |
| 182 | uni_vaddps(vreg(jj), vreg(jj), |
| 183 | ptr[aux_reg_input + input_offset]); |
| 184 | } |
| 185 | } |
| 186 | } |
| 187 | add(aux_reg_input, sizeof(float) * iw * c_block); |
| 188 | inc(kj); |
| 189 | cmp(kj, reg_kh); |
| 190 | jl(kh_label, T_NEAR); |
| 191 | } |
| 192 | |
| 193 | if (jpp.simple_alg && jpp.ndims == 5) |
| 194 | { |
| 195 | add(aux_reg_input_d, sizeof(float) * jpp.ih * iw * c_block); |
| 196 | dec(ki); |
| 197 | cmp(ki, 0); |
| 198 | jg(kd_label, T_NEAR); |
| 199 | pop(reg_output); |
| 200 | pop(reg_input); |
| 201 | } |
| 202 | |
| 203 | if (!jpp.is_backward) { |
| 204 | for (int jj = 0; jj < ur_w; jj++) { |
| 205 | maybe_recalculate_divisor(jj, ur_w, pad_l, pad_r); |
| 206 | uni_vdivps(vreg(jj), vreg(jj), vmm_tmp); |
| 207 | uni_vmovups(vmmword[reg_output + sizeof(float)*jj*c_block], |
| 208 | vreg(jj)); |
| 209 | } |
| 210 | } |
| 211 | } |
| 212 | |
| 213 | template <cpu_isa_t isa> |
| 214 | inline void jit_uni_pool_kernel_f32<isa>::max_step_fwd(int ur_w, int pad_l, |
| 215 | int pad_r) { |
| 216 | int iw = jpp.iw; |
| 217 | int kw = jpp.kw; |
| 218 | int stride_w = jpp.stride_w; |
| 219 | int c_block = jpp.c_block; |
| 220 | Label kd_label, kh_label; |
| 221 | |
| 222 | mov(tmp_gpr, float2int(nstl::numeric_limits<float>::lowest())); |
| 223 | movq(xmm_tmp, tmp_gpr); |
| 224 | uni_vbroadcastss(vmm_tmp, xmm_tmp); |
| 225 | |
| 226 | for (int jj = 0; jj < ur_w; jj++) { |
| 227 | uni_vmovups(vreg(jj), vmm_tmp); |
| 228 | if (jpp.is_training) |
| 229 | uni_vpxor(vreg(2*ur_w+jj), vreg(2*ur_w+jj), vreg(2*ur_w+jj)); |
| 230 | } |
| 231 | if (jpp.is_training) |
| 232 | { |
| 233 | movq(xmm_tmp, reg_k_shift); |
| 234 | uni_vpbroadcastd(vmm_k_offset, xmm_tmp); |
| 235 | } |
| 236 | |
| 237 | if (jpp.ndims == 5) { |
| 238 | push(reg_input); |
| 239 | push(reg_output); |
| 240 | mov(aux_reg_input_d, reg_input); |
| 241 | mov(ki, ptr[reg_param + GET_OFF(kd_padding)]); |
| 242 | L(kd_label); |
| 243 | mov(aux_reg_input, aux_reg_input_d); |
| 244 | } else { |
| 245 | mov(aux_reg_input, reg_input); |
| 246 | } |
| 247 | xor_(kj, kj); |
| 248 | L(kh_label); |
| 249 | { |
| 250 | for (int ki = 0; ki < kw; ki++) { |
| 251 | int jj_start = nstl::max(0, pad_l - ki); |
| 252 | int jj_end = ur_w |
| 253 | - utils::div_up(nstl::max(0, ki + pad_r - (kw-1)), stride_w); |
| 254 | for (int jj = jj_start; jj < jj_end; jj++) { |
| 255 | int aux_input_offset = (ki+jj*stride_w-pad_l)* c_block; |
| 256 | if (aux_input_offset > iw * c_block) |
| 257 | continue; |
| 258 | int input_offset = sizeof(float)*aux_input_offset; |
| 259 | uni_vmovups(vreg(ur_w+jj), ptr[aux_reg_input + input_offset]); |
| 260 | if (isa == sse42) { |
| 261 | movups(vmm_mask, vreg(jj)); |
| 262 | cmpps(vmm_mask, vreg(ur_w+jj), _cmp_lt_os); |
| 263 | blendvps(vreg(jj), vreg(ur_w+jj)); |
| 264 | if (jpp.is_training) |
| 265 | blendvps(vreg(2*ur_w+jj), vmm_k_offset); |
| 266 | } else if (isa == avx) { |
| 267 | vcmpps(vreg(3*ur_w+jj), vreg(jj), vreg(ur_w+jj), |
| 268 | _cmp_lt_os); |
| 269 | vblendvps(vreg(jj), vreg(jj), vreg(ur_w+jj), |
| 270 | vreg(3*ur_w+jj)); |
| 271 | if (jpp.is_training) |
| 272 | vblendvps(vreg(2*ur_w+jj), vreg(2*ur_w+jj), |
| 273 | vmm_k_offset, vreg(3*ur_w+jj)); |
| 274 | } else { |
| 275 | vcmpps(k_store_mask, vreg(jj), vreg(ur_w+jj), _cmp_lt_os); |
| 276 | vblendmps(vreg(jj) | k_store_mask, vreg(jj), vreg(ur_w+jj)); |
| 277 | if (jpp.is_training) |
| 278 | vblendmps(vreg(2*ur_w+jj) | k_store_mask, |
| 279 | vreg(2*ur_w+jj), vmm_k_offset); |
| 280 | } |
| 281 | } |
| 282 | if (jpp.is_training) { |
| 283 | if (isa == avx && !mayiuse(avx2)) { |
| 284 | avx_vpadd1(vmm_k_offset, vmm_one, xmm_tmp); |
| 285 | } else { |
| 286 | uni_vpaddd(vmm_k_offset, vmm_k_offset, vmm_one); |
| 287 | } |
| 288 | } |
| 289 | } |
| 290 | add(aux_reg_input, sizeof(float) * iw * c_block); |
| 291 | inc(kj); |
| 292 | cmp(kj, reg_kh); |
| 293 | jl(kh_label, T_NEAR); |
| 294 | } |
| 295 | |
| 296 | if (jpp.ndims == 5) |
| 297 | { |
| 298 | add(aux_reg_input_d, sizeof(float) * jpp.ih * iw * c_block); |
| 299 | if (jpp.is_training) { |
| 300 | mov(tmp_gpr, ptr[reg_param + GET_OFF(kd_padding_shift)]); |
| 301 | movq(xmm_tmp, tmp_gpr); |
| 302 | uni_vpbroadcastd(vmm_tmp, xmm_tmp); |
| 303 | if (isa == avx && !mayiuse(avx2)) { |
| 304 | Xmm t(vmm_mask.getIdx()); |
| 305 | avx_vpadd1(vmm_k_offset, xmm_tmp, t); |
| 306 | } else { |
| 307 | uni_vpaddd(vmm_k_offset, vmm_k_offset, vmm_tmp); |
| 308 | } |
| 309 | } |
| 310 | |
| 311 | dec(ki); |
| 312 | cmp(ki, 0); |
| 313 | jg(kd_label, T_NEAR); |
| 314 | pop(reg_output); |
| 315 | pop(reg_input); |
| 316 | } |
| 317 | |
| 318 | for (int jj = 0; jj < ur_w; jj++) { |
| 319 | uni_vmovups(vmmword[reg_output + sizeof(float)*jj*c_block], vreg(jj)); |
| 320 | if (jpp.is_training) { |
| 321 | const size_t step_index |
| 322 | = jj * c_block * types::data_type_size(jpp.ind_dt); |
| 323 | |
| 324 | auto x = xreg(2 * ur_w + jj); |
| 325 | if (jpp.ind_dt == data_type::u8) { |
| 326 | if (isa == sse42) { |
| 327 | for (int i = 0; i < 4; ++i) |
| 328 | pextrb(ptr[reg_index + step_index + i], x, 4*i); |
| 329 | } else if (isa == avx) { |
| 330 | auto y = yreg(2 * ur_w + jj); |
| 331 | if (jj == 0) { |
| 332 | movd(xmm_tmp, reg_shuf_mask); |
| 333 | uni_vpbroadcastd(vmm_tmp, xmm_tmp); |
| 334 | } |
| 335 | if (mayiuse(avx2)) { |
| 336 | vpshufb(y, y, vmm_tmp); |
| 337 | movd(ptr[reg_index + step_index], x); |
| 338 | vperm2i128(y, y, y, 0x1u); |
| 339 | movd(ptr[reg_index + step_index + 4], x); |
| 340 | } else { |
| 341 | Xmm t(vmm_mask.getIdx()); |
| 342 | vextractf128(t, y, 0); |
| 343 | vpshufb(t, t, xmm_tmp); |
| 344 | movd(ptr[reg_index + step_index], t); |
| 345 | vextractf128(t, y, 1); |
| 346 | vpshufb(t, t, xmm_tmp); // ymm_tmp[:128]==ymm_tmp[127:0] |
| 347 | movd(ptr[reg_index + step_index + 4], t); |
| 348 | } |
| 349 | } else { |
| 350 | auto v = vreg(2 * ur_w + jj); |
| 351 | vpmovusdb(x, v); |
| 352 | vmovups(ptr[reg_index + step_index], v | k_index_mask); |
| 353 | } |
| 354 | } else { |
| 355 | uni_vmovups(ptr[reg_index + step_index], vreg(2*ur_w+jj)); |
| 356 | } |
| 357 | } |
| 358 | } |
| 359 | } |
| 360 | |
| 361 | template <cpu_isa_t isa> |
| 362 | inline void jit_uni_pool_kernel_f32<isa>::max_step_bwd(int ur_w, int pad_l, |
| 363 | int pad_r) { |
| 364 | |
| 365 | int iw = jpp.iw; |
| 366 | int kw = jpp.kw; |
| 367 | int stride_w = jpp.stride_w; |
| 368 | int c_block = jpp.c_block; |
| 369 | Label kd_label, kh_label; |
| 370 | |
| 371 | for (int jj = 0; jj < ur_w; jj++) { |
| 372 | uni_vmovups(vreg(jj), ptr[reg_output + sizeof(float)*jj*c_block]); |
| 373 | |
| 374 | const size_t step_index |
| 375 | = jj * c_block * types::data_type_size(jpp.ind_dt); |
| 376 | if (jpp.ind_dt == data_type::u8) { |
| 377 | if (isa == sse42) { |
| 378 | movd(xreg(ur_w+jj), ptr[reg_index + step_index]); |
| 379 | pmovzxbd(vreg(ur_w+jj), xreg(ur_w+jj)); |
| 380 | } else if (isa == avx) { |
| 381 | movq(xreg(ur_w+jj), ptr[reg_index + step_index]); |
| 382 | if (!mayiuse(avx2)) { |
| 383 | avx_pmovzxbd(vreg(ur_w+jj), xreg(ur_w+jj), xmm_tmp); |
| 384 | } else { |
| 385 | vpmovzxbd(vreg(ur_w+jj), xreg(ur_w+jj)); |
| 386 | } |
| 387 | } else { |
| 388 | vmovups(vreg(ur_w+jj) | k_index_mask, |
| 389 | ptr[reg_index + step_index]); |
| 390 | vpmovzxbd(vreg(ur_w+jj), xreg(ur_w+jj)); |
| 391 | } |
| 392 | } else { |
| 393 | uni_vmovups(vreg(ur_w+jj), ptr[reg_index + step_index]); |
| 394 | } |
| 395 | } |
| 396 | movq(xmm_tmp, reg_k_shift); |
| 397 | uni_vpbroadcastd(vmm_k_offset, xmm_tmp); |
| 398 | |
| 399 | if (jpp.simple_alg && jpp.ndims == 5) { |
| 400 | push(reg_input); |
| 401 | push(reg_output); |
| 402 | if (isa == sse42) { |
| 403 | // Save rdi since it is used in maskmovdqu |
| 404 | assert(dst_ptr == rdi); |
| 405 | push(dst_ptr); |
| 406 | } |
| 407 | mov(aux_reg_input_d, reg_input); |
| 408 | mov(ki, ptr[reg_param + GET_OFF(kd_padding)]); |
| 409 | mov(reg_kd_pad_shift, ptr[reg_param + GET_OFF(kd_padding_shift)]); |
| 410 | L(kd_label); |
| 411 | mov(aux_reg_input, aux_reg_input_d); |
| 412 | } else { |
| 413 | mov(aux_reg_input, reg_input); |
| 414 | } |
| 415 | |
| 416 | xor_(kj, kj); |
| 417 | L(kh_label); |
| 418 | { |
| 419 | for (int ki = 0; ki < kw; ki++) { |
| 420 | int jj_start = nstl::max(0, pad_l - ki); |
| 421 | int jj_end = ur_w |
| 422 | - utils::div_up(nstl::max(0, ki + pad_r - (kw-1)), stride_w); |
| 423 | for (int jj = jj_start; jj < jj_end; jj++) { |
| 424 | int aux_input_offset = (ki+jj*stride_w-pad_l)* c_block; |
| 425 | if (aux_input_offset > iw * c_block) |
| 426 | continue; |
| 427 | int input_offset = sizeof(float)*aux_input_offset; |
| 428 | uni_vmovups(vreg(2*ur_w+jj), ptr[aux_reg_input + input_offset]); |
| 429 | if (isa == sse42) { |
| 430 | mov(dst_ptr, aux_reg_input); |
| 431 | add(dst_ptr, input_offset); |
| 432 | |
| 433 | movups(vreg(3*ur_w+jj), vreg(ur_w+jj)); |
| 434 | pcmpeqd(vreg(3*ur_w+jj), vmm_k_offset); |
| 435 | addps(vreg(2*ur_w+jj), vreg(jj)); |
| 436 | maskmovdqu(vreg(2*ur_w+jj), vreg(3*ur_w+jj)); |
| 437 | } else if (isa == avx) { |
| 438 | if (mayiuse(avx2)) { |
| 439 | vpcmpeqd(vreg(3*ur_w+jj), vreg(ur_w+jj), vmm_k_offset); |
| 440 | } else { |
| 441 | avx_pcmpeqd(vreg(3*ur_w+jj), vreg(ur_w+jj), vmm_k_offset, xmm_tmp); |
| 442 | } |
| 443 | vaddps(vreg(2*ur_w+jj), vreg(2*ur_w+jj), vreg(jj)); |
| 444 | vmaskmovps(vmmword[aux_reg_input + input_offset], |
| 445 | vreg(3*ur_w+jj), vreg(2*ur_w+jj)); |
| 446 | } else { |
| 447 | vpcmpeqd(k_store_mask, vreg(ur_w+jj), vmm_k_offset); |
| 448 | vblendmps(vmm_tmp | k_store_mask | T_z, vreg(jj), vreg(jj)); |
| 449 | vaddps(vreg(2*ur_w+jj), vreg(2*ur_w+jj), vmm_tmp); |
| 450 | vmovups(vmmword[aux_reg_input + |
| 451 | sizeof(float)*aux_input_offset], vreg(2*ur_w+jj)); |
| 452 | } |
| 453 | } |
| 454 | if (isa == avx && !mayiuse(avx2)) { |
| 455 | avx_vpadd1(vmm_k_offset, vmm_one, xmm_tmp); |
| 456 | } else { |
| 457 | uni_vpaddd(vmm_k_offset, vmm_k_offset, vmm_one); |
| 458 | } |
| 459 | } |
| 460 | add(aux_reg_input, sizeof(float) * iw * c_block); |
| 461 | inc(kj); |
| 462 | cmp(kj, reg_kh); |
| 463 | jl(kh_label, T_NEAR); |
| 464 | } |
| 465 | if (jpp.simple_alg && jpp.ndims == 5) |
| 466 | { |
| 467 | add(aux_reg_input_d, sizeof(float) * jpp.ih * iw * c_block); |
| 468 | |
| 469 | mov(tmp_gpr, reg_kd_pad_shift); |
| 470 | movq(xmm_tmp, tmp_gpr); |
| 471 | uni_vpbroadcastd(vmm_tmp, xmm_tmp); |
| 472 | if (isa == avx && !mayiuse(avx2)) { |
| 473 | Xmm t(vmm_mask.getIdx()); |
| 474 | avx_vpadd1(vmm_k_offset, vmm_tmp, t); |
| 475 | } else { |
| 476 | uni_vpaddd(vmm_k_offset, vmm_k_offset, vmm_tmp); |
| 477 | } |
| 478 | |
| 479 | dec(ki); |
| 480 | cmp(ki, 0); |
| 481 | jg(kd_label, T_NEAR); |
| 482 | if (isa == sse42) { |
| 483 | // Save rdi since it is used in maskmovdqu |
| 484 | assert(dst_ptr == rdi); |
| 485 | pop(dst_ptr); |
| 486 | } |
| 487 | pop(reg_output); |
| 488 | pop(reg_input); |
| 489 | } |
| 490 | } |
| 491 | |
| 492 | template <cpu_isa_t isa> |
| 493 | void jit_uni_pool_kernel_f32<isa>::maybe_zero_diff_src() { |
| 494 | assert(jpp.c_block * sizeof(float) % cpu_isa_traits<isa>::vlen == 0); |
| 495 | Label l_skip, l_zero; |
| 496 | |
| 497 | auto reg_oh = tmp_gpr; |
| 498 | mov(reg_oh, ptr[reg_param + GET_OFF(oh)]); |
| 499 | cmp(reg_oh, 0); |
| 500 | jz(l_skip, T_NEAR); |
| 501 | |
| 502 | if (jpp.ndims == 5) { |
| 503 | mov(zero_size, ptr[reg_param + GET_OFF(oh)]); |
| 504 | mov(tmp_gpr, jpp.ih * jpp.iw * jpp.c_block * sizeof(float)); |
| 505 | imul(zero_size, tmp_gpr); |
| 506 | } |
| 507 | |
| 508 | auto vzero = vmm_tmp; |
| 509 | uni_vpxor(vzero, vzero, vzero); |
| 510 | |
| 511 | auto reg_off = tmp_gpr; |
| 512 | xor_(reg_off, reg_off); |
| 513 | |
| 514 | L(l_zero); |
| 515 | { |
| 516 | const int dim = jpp.iw * jpp.c_block * sizeof(float); |
| 517 | for (int i = 0; i < dim; i += cpu_isa_traits<isa>::vlen) |
| 518 | uni_vmovups(ptr[reg_input + reg_off + i], vzero); |
| 519 | add(reg_off, dim); |
| 520 | if (jpp.ndims == 5) cmp(reg_off, zero_size); |
| 521 | else cmp(reg_off, jpp.ih * dim); |
| 522 | jl(l_zero, T_NEAR); |
| 523 | } |
| 524 | |
| 525 | L(l_skip); |
| 526 | } |
| 527 | |
| 528 | template <cpu_isa_t isa> |
| 529 | void jit_uni_pool_kernel_f32<isa>::generate() { |
| 530 | |
| 531 | this->preamble(); |
| 532 | |
| 533 | int ow = jpp.ow; |
| 534 | int iw = jpp.iw; |
| 535 | int kw = jpp.kw; |
| 536 | int kh = jpp.kh; |
| 537 | int ur_w = jpp.ur_w; |
| 538 | int c_block = jpp.c_block; |
| 539 | int stride_w = jpp.stride_w; |
| 540 | int l_pad = jpp.l_pad; |
| 541 | int ur_w_tail = jpp.ur_w_tail; |
| 542 | |
| 543 | int n_oi = ow / ur_w; |
| 544 | |
| 545 | prev_kw = 0; |
| 546 | |
| 547 | int vlen = cpu_isa_traits<isa>::vlen; |
| 548 | |
| 549 | #if defined(_WIN32) |
| 550 | // Always mimic the Unix ABI (see the note about maskmovdqu in the header |
| 551 | // file). |
| 552 | xor_(rdi, rcx); |
| 553 | xor_(rcx, rdi); |
| 554 | xor_(rdi, rcx); |
| 555 | #endif |
| 556 | |
| 557 | mov(reg_input, ptr[reg_param + GET_OFF(src)]); |
| 558 | mov(reg_output, ptr[reg_param + GET_OFF(dst)]); |
| 559 | if (jpp.alg == pooling_max && (jpp.is_training || jpp.is_backward)) |
| 560 | mov(reg_index, ptr[reg_param + GET_OFF(indices)]); |
| 561 | mov(reg_kh, ptr[reg_param + GET_OFF(kh_padding)]); |
| 562 | mov(reg_k_shift, ptr[reg_param + GET_OFF(kh_padding_shift)]); |
| 563 | mov(reg_ker_area_h, ptr[reg_param + GET_OFF(ker_area_h)]); |
| 564 | |
| 565 | if (jpp.is_backward) |
| 566 | maybe_zero_diff_src(); |
| 567 | |
| 568 | if (jpp.alg == pooling_max && (jpp.is_training || jpp.is_backward)) { |
| 569 | mov(tmp_gpr, 1); |
| 570 | movq(xmm_one, tmp_gpr); |
| 571 | uni_vpbroadcastd(vmm_one, xmm_one); |
| 572 | |
| 573 | if (isa == avx) { |
| 574 | mov(reg_shuf_mask, 0x0c080400); |
| 575 | } else if (isa >= avx512_common) { |
| 576 | mov(tmp_gpr.cvt32(), 0x000f); |
| 577 | kmovw(k_index_mask, tmp_gpr.cvt32()); |
| 578 | } |
| 579 | } |
| 580 | |
| 581 | int r_pad = nstl::max(0, ((ow-1)*stride_w) + kw - 1 - (iw + l_pad - 1)); |
| 582 | int r_pad1 = (ur_w*n_oi - 1)*stride_w + kw - 1 - (iw + l_pad - 1); |
| 583 | if (r_pad1 > 0) n_oi--; |
| 584 | |
| 585 | if (jpp.alg == pooling_avg_exclude_padding) { |
| 586 | movq(xmm_ker_area_h, reg_ker_area_h); |
| 587 | uni_vpbroadcastd(vmm_ker_area_h, xmm_ker_area_h); |
| 588 | } |
| 589 | |
| 590 | if (jpp.alg == pooling_avg_include_padding) { |
| 591 | mov(tmp_gpr, float2int((float)(kw * kh * jpp.kd))); |
| 592 | movq(xmm_tmp, tmp_gpr); |
| 593 | uni_vpbroadcastd(vmm_tmp, xmm_tmp); |
| 594 | } |
| 595 | if (l_pad > 0) { |
| 596 | n_oi--; |
| 597 | if (n_oi < 0 && r_pad1 > 0) { |
| 598 | step(ur_w, l_pad, r_pad1); |
| 599 | } else { |
| 600 | step(ur_w, l_pad, 0); |
| 601 | } |
| 602 | |
| 603 | if (isa == sse42) { |
| 604 | if (n_oi < 0 && r_pad1 > 0) { |
| 605 | step_high_half(ur_w, l_pad, r_pad1); |
| 606 | } else { |
| 607 | step_high_half(ur_w, l_pad, 0); |
| 608 | } |
| 609 | } |
| 610 | |
| 611 | if (isa == sse42) { |
| 612 | add(reg_input, sizeof(float)*(ur_w*stride_w-l_pad)*c_block - vlen); |
| 613 | add(reg_output, sizeof(float)*ur_w*c_block - vlen); |
| 614 | if (jpp.alg == pooling_max && (jpp.is_training || jpp.is_backward)) |
| 615 | add(reg_index, (2 * ur_w - 1) * c_block / 2 |
| 616 | * types::data_type_size(jpp.ind_dt)); |
| 617 | } else { |
| 618 | add(reg_input, sizeof(float)*(ur_w*stride_w - l_pad)*c_block); |
| 619 | add(reg_output, sizeof(float)*ur_w*c_block); |
| 620 | if (jpp.alg == pooling_max && (jpp.is_training || jpp.is_backward)) |
| 621 | add(reg_index, ur_w * c_block |
| 622 | * types::data_type_size(jpp.ind_dt)); |
| 623 | } |
| 624 | } |
| 625 | |
| 626 | xor_(oi_iter, oi_iter); |
| 627 | if (n_oi > 0) { |
| 628 | Label ow_loop; |
| 629 | L(ow_loop); { |
| 630 | step(ur_w, 0, 0); |
| 631 | |
| 632 | if (isa == sse42) { |
| 633 | step_high_half(ur_w, 0, 0); |
| 634 | } |
| 635 | |
| 636 | if (isa == sse42) { |
| 637 | add(reg_input, sizeof(float)*ur_w*stride_w*c_block - vlen); |
| 638 | add(reg_output, sizeof(float)*ur_w*c_block - vlen); |
| 639 | if (jpp.alg == pooling_max && |
| 640 | (jpp.is_training || jpp.is_backward)) |
| 641 | add(reg_index, (2 * ur_w - 1) * c_block / 2 |
| 642 | * types::data_type_size(jpp.ind_dt)); |
| 643 | } else { |
| 644 | add(reg_input, sizeof(float)*ur_w*stride_w*c_block); |
| 645 | add(reg_output, sizeof(float)*ur_w*c_block); |
| 646 | if (jpp.alg == pooling_max && |
| 647 | (jpp.is_training || jpp.is_backward)) |
| 648 | add(reg_index, ur_w * c_block |
| 649 | * types::data_type_size(jpp.ind_dt)); |
| 650 | } |
| 651 | |
| 652 | inc(oi_iter); |
| 653 | cmp(oi_iter, n_oi); |
| 654 | jl(ow_loop, T_NEAR); |
| 655 | } |
| 656 | } |
| 657 | |
| 658 | if (r_pad1 > 0 && n_oi >= 0) { |
| 659 | step(ur_w, 0, r_pad1); |
| 660 | |
| 661 | if (isa == sse42) { |
| 662 | step_high_half(ur_w, 0, r_pad1); |
| 663 | } |
| 664 | |
| 665 | if (isa == sse42) { |
| 666 | add(reg_input, sizeof(float)*ur_w*stride_w*c_block - vlen); |
| 667 | add(reg_output, sizeof(float)*ur_w*c_block - vlen); |
| 668 | if (jpp.alg == pooling_max && (jpp.is_training || jpp.is_backward)) |
| 669 | add(reg_index, (2 * ur_w - 1) * c_block / 2 |
| 670 | * types::data_type_size(jpp.ind_dt)); |
| 671 | } else { |
| 672 | add(reg_input, sizeof(float)*ur_w*stride_w*c_block); |
| 673 | add(reg_output, sizeof(float)*ur_w*c_block); |
| 674 | if (jpp.alg == pooling_max && (jpp.is_training || jpp.is_backward)) |
| 675 | add(reg_index, ur_w * c_block |
| 676 | * types::data_type_size(jpp.ind_dt)); |
| 677 | } |
| 678 | } |
| 679 | |
| 680 | if (ur_w_tail != 0) { |
| 681 | step(ur_w_tail, 0, r_pad); |
| 682 | |
| 683 | if (isa == sse42) { |
| 684 | step_high_half(ur_w_tail, 0, r_pad); |
| 685 | } |
| 686 | } |
| 687 | |
| 688 | this->postamble(); |
| 689 | } |
| 690 | |
| 691 | template struct jit_uni_pool_kernel_f32<sse42>; |
| 692 | template struct jit_uni_pool_kernel_f32<avx>; // implements both <avx> and <avx2> |
| 693 | template struct jit_uni_pool_kernel_f32<avx512_common>; |
| 694 | |
| 695 | } |
| 696 | } |
| 697 | } |
| 698 | |
| 699 | // vim: et ts=4 sw=4 cindent cino^=l0,\:0,N-s |
| 700 | |