1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620
|
#include <torch/csrc/jit/tensorexpr/ir_mutator.h>
#include <torch/csrc/jit/tensorexpr/eval.h>
#include <torch/csrc/jit/tensorexpr/ir.h>
#include <torch/csrc/jit/tensorexpr/ir_simplifier.h>
#include <torch/csrc/jit/tensorexpr/reduction.h>
#include <c10/util/irange.h>
namespace torch {
namespace jit {
namespace tensorexpr {
template <
typename Op,
typename std::enable_if<std::is_same<
decltype(detail::bin_op_deducer(std::declval<Op>())),
void>::value>::type* = nullptr>
static ExprPtr mutate_binary_op(
NodePtr<Op> v,
IRMutator* mutator,
bool option = false) {
ExprPtr lhs = v->lhs();
ExprPtr rhs = v->rhs();
ExprPtr lhs_new = lhs->accept_mutator(mutator);
ExprPtr rhs_new = rhs->accept_mutator(mutator);
if (lhs != lhs_new) {
v->set_lhs(lhs_new);
}
if (rhs != rhs_new) {
v->set_rhs(rhs_new);
}
Dtype dtype_new =
BinaryOpDtype(lhs_new->dtype(), rhs_new->dtype(), ScalarType::Undefined);
if (dtype_new != v->dtype()) {
v->set_dtype(dtype_new);
}
return v;
}
ExprPtr IRMutator::mutate(AddPtr v) {
return mutate_binary_op(v, this);
}
ExprPtr IRMutator::mutate(SubPtr v) {
return mutate_binary_op(v, this);
}
ExprPtr IRMutator::mutate(MulPtr v) {
return mutate_binary_op(v, this);
}
ExprPtr IRMutator::mutate(DivPtr v) {
return mutate_binary_op(v, this);
}
ExprPtr IRMutator::mutate(ModPtr v) {
return mutate_binary_op(v, this);
}
ExprPtr IRMutator::mutate(AndPtr v) {
return mutate_binary_op(v, this);
}
ExprPtr IRMutator::mutate(OrPtr v) {
return mutate_binary_op(v, this);
}
ExprPtr IRMutator::mutate(XorPtr v) {
return mutate_binary_op(v, this);
}
ExprPtr IRMutator::mutate(LshiftPtr v) {
return mutate_binary_op(v, this);
}
ExprPtr IRMutator::mutate(RshiftPtr v) {
return mutate_binary_op(v, this);
}
ExprPtr IRMutator::mutate(MaxPtr v) {
return mutate_binary_op(v, this, v->propagate_nans());
}
ExprPtr IRMutator::mutate(MinPtr v) {
return mutate_binary_op(v, this, v->propagate_nans());
}
ExprPtr IRMutator::mutate(CompareSelectPtr v) {
ExprPtr lhs = v->lhs();
ExprPtr rhs = v->rhs();
ExprPtr ret_val1 = v->ret_val1();
ExprPtr ret_val2 = v->ret_val2();
ExprPtr lhs_new = lhs->accept_mutator(this);
ExprPtr rhs_new = rhs->accept_mutator(this);
ExprPtr ret_val1_new = ret_val1->accept_mutator(this);
ExprPtr ret_val2_new = ret_val2->accept_mutator(this);
if (lhs != lhs_new) {
v->set_lhs(lhs_new);
}
if (rhs != rhs_new) {
v->set_rhs(rhs_new);
}
if (ret_val1 != ret_val1_new) {
v->set_ret_val1(ret_val1_new);
}
if (ret_val2 != ret_val2_new) {
v->set_ret_val2(ret_val2_new);
}
return v;
}
// NOLINTNEXTLINE
#define IMM_MUTATE_DEFINE(_1, Name) \
ExprPtr IRMutator::mutate(Name##ImmPtr v) { \
return v; \
}
AT_FORALL_SCALAR_TYPES_AND3(Bool, Half, BFloat16, IMM_MUTATE_DEFINE);
#undef IMM_MUTATE_DEFINE
ExprPtr IRMutator::mutate(CastPtr v) {
ExprPtr src_value = v->src_value();
ExprPtr src_value_new = src_value->accept_mutator(this);
if (src_value != src_value_new) {
v->set_src_value(src_value_new);
}
return v;
}
ExprPtr IRMutator::mutate(BitCastPtr v) {
ExprPtr src_value = v->src_value();
ExprPtr src_value_new = src_value->accept_mutator(this);
if (src_value != src_value_new) {
v->set_src_value(src_value_new);
}
return v;
}
ExprPtr IRMutator::mutate(VarPtr v) {
return v;
}
ExprPtr IRMutator::mutate(RampPtr v) {
ExprPtr base = v->base();
ExprPtr stride = v->stride();
ExprPtr base_new = base->accept_mutator(this);
ExprPtr stride_new = stride->accept_mutator(this);
if (base != base_new) {
v->set_base(base_new);
}
if (stride != stride_new) {
v->set_stride(stride_new);
}
return v;
}
ExprPtr IRMutator::mutate(LoadPtr v) {
BufPtr buf = v->buf();
bool any_index_changed = false;
std::vector<ExprPtr> indices_new;
indices_new.reserve(v->indices().size());
for (ExprPtr ind : v->indices()) {
ExprPtr new_ind = ind->accept_mutator(this);
if (new_ind != ind) {
any_index_changed = true;
}
indices_new.push_back(new_ind);
}
BufPtr buf_new = to<Buf>(buf->accept_mutator(this));
if (buf != buf_new) {
v->set_buf(buf_new);
}
if (any_index_changed) {
v->set_indices(indices_new);
}
return v;
}
ExprPtr IRMutator::mutate(BufPtr v) {
VarPtr var = v->base_handle();
VarPtr var_new = to<Var>(var->accept_mutator(this));
if (!var_new) {
return nullptr;
}
bool dims_changed = false;
std::vector<ExprPtr> dims_old = v->dims();
std::vector<ExprPtr> dims_new(dims_old.size());
for (const auto i : c10::irange(dims_old.size())) {
dims_new[i] = dims_old[i]->accept_mutator(this);
dims_changed |= (dims_new[i] != dims_old[i]);
}
if (var != var_new) {
v->set_base_handle(var_new);
}
if (dims_changed) {
v->set_dims(dims_new);
}
ExprPtr qscale = v->qscale();
if (qscale) {
ExprPtr qscale_new = qscale->accept_mutator(this);
if (qscale != qscale_new) {
v->set_qscale(qscale_new);
}
}
ExprPtr qzero = v->qzero();
if (qzero) {
ExprPtr qzero_new = qzero->accept_mutator(this);
if (qzero != qzero_new) {
v->set_qzero(qzero_new);
}
}
return v;
}
ExprPtr IRMutator::mutate(BroadcastPtr v) {
ExprPtr value = v->value();
ExprPtr value_new = value->accept_mutator(this);
if (value != value_new) {
v->set_value(value_new);
}
return v;
}
ExprPtr IRMutator::mutate(IfThenElsePtr v) {
ExprPtr condition = v->condition();
ExprPtr true_value = v->true_value();
ExprPtr false_value = v->false_value();
ExprPtr condition_new = condition->accept_mutator(this);
ExprPtr true_value_new = true_value->accept_mutator(this);
ExprPtr false_value_new = false_value->accept_mutator(this);
if (condition != condition_new) {
v->set_condition(condition_new);
}
if (true_value != true_value_new) {
v->set_true_value(true_value_new);
}
if (false_value != false_value_new) {
v->set_false_value(false_value_new);
}
return v;
}
ExprPtr IRMutator::mutate(IntrinsicsPtr v) {
std::vector<ExprPtr> params(v->nparams());
bool any_change = false;
for (int i = 0; i < v->nparams(); i++) {
ExprPtr value = v->param(i);
ExprPtr value_new = value->accept_mutator(this);
if (value != value_new) {
any_change = true;
}
params[i] = value_new;
}
if (any_change) {
v->set_params(params);
}
return v;
}
ExprPtr IRMutator::mutate(TermPtr v) {
ExprPtr newScalar = v->scalar()->accept_mutator(this);
std::vector<ExprPtr> variables;
for (auto t : v->variables()) {
variables.push_back(t->accept_mutator(this));
}
return alloc<Term>(v->hasher(), newScalar, variables);
}
ExprPtr IRMutator::mutate(PolynomialPtr v) {
ExprPtr newScalar = v->scalar()->accept_mutator(this);
std::vector<TermPtr> variables;
for (auto t : v->variables()) {
variables.push_back(static_to<Term>(t->accept_mutator(this)));
}
return alloc<Polynomial>(v->hasher(), newScalar, variables);
}
ExprPtr IRMutator::mutate(RoundOffPtr v) {
return alloc<RoundOff>(
v->lhs()->accept_mutator(this), v->rhs()->accept_mutator(this));
}
ExprPtr IRMutator::mutate(MaxTermPtr v) {
ExprPtr newScalar = nullptr;
if (v->scalar()) {
newScalar = v->scalar()->accept_mutator(this);
}
std::vector<ExprPtr> variables;
for (auto t : v->variables()) {
variables.push_back(t->accept_mutator(this));
}
return alloc<MaxTerm>(v->hasher(), newScalar, v->propagate_nans(), variables);
}
ExprPtr IRMutator::mutate(MinTermPtr v) {
ExprPtr newScalar = nullptr;
if (v->scalar()) {
newScalar = v->scalar()->accept_mutator(this);
}
std::vector<ExprPtr> variables;
for (auto t : v->variables()) {
variables.push_back(t->accept_mutator(this));
}
return alloc<MinTerm>(v->hasher(), newScalar, v->propagate_nans(), variables);
}
ExprPtr IRMutator::mutate(ReduceOpPtr v) {
ExprPtr body_new = v->body()->accept_mutator(this);
std::vector<VarPtr> new_reduce_args;
for (auto r : v->reduce_args()) {
new_reduce_args.push_back(static_to<Var>(r->accept_mutator(this)));
}
return alloc<ReduceOp>(body_new, new_reduce_args, v->reducer());
}
StmtPtr IRMutator::mutate(ForPtr v) {
ExprPtr var = v->var();
ExprPtr start = v->start();
ExprPtr stop = v->stop();
StmtPtr body = v->body();
LoopOptions loop_options = v->loop_options();
ExprPtr var_new_expr = var->accept_mutator(this);
VarPtr var_new = to<Var>(var_new_expr);
ExprPtr start_new = start->accept_mutator(this);
ExprPtr stop_new = stop->accept_mutator(this);
StmtPtr body_new = body->accept_mutator(this);
if (!body_new) {
return nullptr;
}
if (body != body_new) {
v->set_body(body_new);
}
if (var != var_new) {
v->set_var(var_new);
}
if (start != start_new) {
v->set_start(start_new);
}
if (stop != stop_new) {
v->set_stop(stop_new);
}
return v;
}
StmtPtr IRMutator::mutate(BlockPtr v) {
bool any_change = false;
std::vector<StmtPtr> stmts;
for (StmtPtr stmt : *v) {
StmtPtr stmt_new = stmt->accept_mutator(this);
if (stmt != stmt_new) {
any_change = true;
} else {
stmt_new = Stmt::clone(stmt);
}
if (stmt_new) {
stmts.push_back(stmt_new);
}
}
if (any_change) {
v->set_stmts(stmts);
}
return v;
}
StmtPtr IRMutator::mutate(StorePtr v) {
BufPtr buf = v->buf();
bool any_index_changed = false;
std::vector<ExprPtr> indices_new;
for (ExprPtr ind : v->indices()) {
ExprPtr new_ind = ind->accept_mutator(this);
if (new_ind != ind) {
any_index_changed = true;
}
indices_new.push_back(new_ind);
}
ExprPtr value = v->value();
BufPtr buf_new = to<Buf>(buf->accept_mutator(this));
ExprPtr value_new = value->accept_mutator(this);
if (buf != buf_new) {
v->set_buf(buf_new);
}
if (any_index_changed) {
v->set_indices(indices_new);
}
if (value != value_new) {
v->set_value(value_new);
}
return v;
}
StmtPtr IRMutator::mutate(AtomicAddPtr v) {
BufPtr buf = v->buf();
bool any_index_changed = false;
std::vector<ExprPtr> indices_new;
for (ExprPtr ind : v->indices()) {
ExprPtr new_ind = ind->accept_mutator(this);
if (new_ind != ind) {
any_index_changed = true;
}
indices_new.push_back(new_ind);
}
ExprPtr value = v->value();
BufPtr buf_new = to<Buf>(buf->accept_mutator(this));
ExprPtr value_new = value->accept_mutator(this);
if (buf != buf_new) {
v->set_buf(buf_new);
}
if (any_index_changed) {
v->set_indices(indices_new);
}
if (value != value_new) {
v->set_value(value_new);
}
return v;
}
StmtPtr IRMutator::mutate(SyncThreadsPtr v) {
return alloc<SyncThreads>();
}
StmtPtr IRMutator::mutate(ExternalCallPtr v) {
BufPtr buf = v->buf();
BufPtr buf_new = to<Buf>(buf->accept_mutator(this));
TORCH_INTERNAL_ASSERT(
buf_new, buildErrorMessage("IRMutator produced null for Buf."));
bool buf_args_changed = false;
std::vector<BufPtr> buf_args_new;
buf_args_new.reserve(v->buf_args().size());
for (BufPtr buf_arg : v->buf_args()) {
BufPtr buf_arg_new = to<Buf>(buf_arg->accept_mutator(this));
TORCH_INTERNAL_ASSERT(
buf_arg_new, buildErrorMessage("IRMutator produced null for Buf."));
buf_args_new.push_back(buf_arg_new);
buf_args_changed |= buf_arg_new != buf_arg;
}
bool args_changed = false;
std::vector<ExprPtr> args_new;
args_new.reserve(v->args().size());
for (ExprPtr arg : v->args()) {
ExprPtr arg_new = arg->accept_mutator(this);
args_new.push_back(arg_new);
args_changed |= arg_new != arg;
}
if (buf != buf_new) {
v->set_buf(buf_new);
}
if (buf_args_changed) {
v->set_buf_args(buf_args_new);
}
if (args_changed) {
v->set_args(args_new);
}
return v;
}
StmtPtr IRMutator::mutate(ExternalCallWithAllocPtr v) {
bool buf_out_args_changed = false;
std::vector<BufPtr> buf_out_args_new;
buf_out_args_new.reserve(v->buf_out_args().size());
for (const auto& buf_out_arg : v->buf_out_args()) {
BufPtr buf_out_arg_new = to<Buf>(buf_out_arg->accept_mutator(this));
TORCH_INTERNAL_ASSERT(
buf_out_arg_new, buildErrorMessage("IRMutator produced null for Buf."));
buf_out_args_new.push_back(buf_out_arg_new);
buf_out_args_changed |= buf_out_arg_new != buf_out_arg;
}
bool buf_args_changed = false;
std::vector<BufPtr> buf_args_new;
buf_args_new.reserve(v->buf_args().size());
for (const auto& buf_arg : v->buf_args()) {
BufPtr buf_arg_new = to<Buf>(buf_arg->accept_mutator(this));
TORCH_INTERNAL_ASSERT(
buf_arg_new, buildErrorMessage("IRMutator produced null for Buf."));
buf_args_new.push_back(buf_arg_new);
buf_args_changed |= buf_arg_new != buf_arg;
}
bool args_changed = false;
std::vector<ExprPtr> args_new;
args_new.reserve(v->args().size());
for (const auto& arg : v->args()) {
ExprPtr arg_new = arg->accept_mutator(this);
args_new.push_back(arg_new);
args_changed |= arg_new != arg;
}
if (buf_out_args_changed) {
v->set_buf_out_args(buf_out_args_new);
}
if (buf_args_changed) {
v->set_buf_args(buf_args_new);
}
if (args_changed) {
v->set_args(args_new);
}
return v;
}
StmtPtr IRMutator::mutate(AllocatePtr v) {
BufPtr buf = v->buf();
BufPtr buf_new = to<Buf>(buf->accept_mutator(this));
TORCH_INTERNAL_ASSERT(
buf_new, buildErrorMessage("IRMutator produced null for Buf."));
if (buf != buf_new) {
v->set_buf(buf_new);
}
return v;
}
StmtPtr IRMutator::mutate(FreePtr v) {
BufPtr buf = v->buf();
BufPtr buf_new = to<Buf>(buf->accept_mutator(this));
TORCH_INTERNAL_ASSERT(
buf_new, buildErrorMessage("IRMutator produced null for Buf."));
if (buf != buf_new) {
v->set_buf(buf_new);
}
return v;
}
StmtPtr IRMutator::mutate(FreeExtPtr v) {
bool bufs_changed = false;
std::vector<BufPtr> bufs_new;
bufs_new.reserve(v->bufs().size());
for (const auto& buf : v->bufs()) {
BufPtr buf_new = to<Buf>(buf->accept_mutator(this));
TORCH_INTERNAL_ASSERT(
buf_new, buildErrorMessage("IRMutator produced null for Buf."));
bufs_new.push_back(buf_new);
bufs_changed |= buf_new != buf;
}
if (bufs_changed) {
v->set_bufs(bufs_new);
}
return v;
}
StmtPtr IRMutator::mutate(PlacementAllocatePtr v) {
BufPtr buf = v->buf();
BufPtr buf_new = to<Buf>(buf->accept_mutator(this));
TORCH_INTERNAL_ASSERT(
buf_new, buildErrorMessage("IRMutator produced null for Buf."));
v->set_buf(buf_new);
BufPtr buf_to_reuse = v->buf_to_reuse();
BufPtr buf_to_reuse_new = to<Buf>(buf_to_reuse->accept_mutator(this));
TORCH_INTERNAL_ASSERT(
buf_to_reuse_new, buildErrorMessage("IRMutator produced null for Buf."));
v->set_buf_to_reuse(buf_to_reuse_new);
return v;
}
StmtPtr IRMutator::mutate(LetPtr v) {
VarPtr var_old = v->var();
VarPtr var_new = to<Var>(var_old->accept_mutator(this));
ExprPtr val_old = v->value();
ExprPtr val_new = val_old->accept_mutator(this);
if (var_old != var_new) {
v->set_var(var_new);
}
if (val_old != val_new) {
v->set_val(val_new);
}
return v;
}
StmtPtr IRMutator::mutate(CondPtr v) {
ExprPtr cond_old = v->condition();
StmtPtr true_old = v->true_stmt();
StmtPtr false_old = v->false_stmt();
ExprPtr cond_new = cond_old->accept_mutator(this);
StmtPtr true_new = true_old ? true_old->accept_mutator(this) : true_old;
StmtPtr false_new = false_old ? false_old->accept_mutator(this) : false_old;
if (cond_old != cond_new) {
v->set_condition(cond_new);
}
if (true_old != true_new) {
v->set_true_stmt(true_new);
}
if (false_old != false_new) {
v->set_false_stmt(false_new);
}
return v;
}
} // namespace tensorexpr
} // namespace jit
} // namespace torch
|