File: ir_cloner.cpp

package info (click to toggle)
pytorch-cuda 2.6.0%2Bdfsg-7
  • links: PTS, VCS
  • area: contrib
  • in suites: forky, sid, trixie
  • size: 161,620 kB
  • sloc: python: 1,278,832; cpp: 900,322; ansic: 82,710; asm: 7,754; java: 3,363; sh: 2,811; javascript: 2,443; makefile: 597; ruby: 195; xml: 84; objc: 68
file content (369 lines) | stat: -rw-r--r-- 11,520 bytes parent folder | download | duplicates (3)
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
#include <torch/csrc/jit/tensorexpr/ir_cloner.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::jit::tensorexpr {

template <
    typename Op,
    std::enable_if_t<std::is_same_v<
        decltype(detail::bin_op_deducer(std::declval<Op>())),
        void>>* = nullptr>
static ExprPtr mutate_binary_op(
    NodePtr<Op> v,
    IRCloner* cloner,
    bool option = false) {
  ExprPtr lhs_new = v->lhs()->accept_mutator(cloner);
  ExprPtr rhs_new = v->rhs()->accept_mutator(cloner);
  IRNodeType expr_type = v->expr_type();
  switch (expr_type) {
    case IRNodeType::kAdd:
      return alloc<Add>(lhs_new, rhs_new);
    case IRNodeType::kSub:
      return alloc<Sub>(lhs_new, rhs_new);
    case IRNodeType::kMul:
      return alloc<Mul>(lhs_new, rhs_new);
    case IRNodeType::kDiv:
      return alloc<Div>(lhs_new, rhs_new);
    case IRNodeType::kMod:
      return alloc<Mod>(lhs_new, rhs_new);
    case IRNodeType::kMax:
      return alloc<Max>(lhs_new, rhs_new, option);
    case IRNodeType::kMin:
      return alloc<Min>(lhs_new, rhs_new, option);
    case IRNodeType::kAnd:
      return alloc<And>(lhs_new, rhs_new);
    case IRNodeType::kOr:
      return alloc<Or>(lhs_new, rhs_new);
    case IRNodeType::kXor:
      return alloc<Xor>(lhs_new, rhs_new);
    case IRNodeType::kLshift:
      return alloc<Lshift>(lhs_new, rhs_new);
    case IRNodeType::kRshift:
      return alloc<Rshift>(lhs_new, rhs_new);
    default:
      throw unimplemented_lowering(v);
  }
}

ExprPtr IRCloner::mutate(const AddPtr& v) {
  return mutate_binary_op(v, this);
}

ExprPtr IRCloner::mutate(const SubPtr& v) {
  return mutate_binary_op(v, this);
}

ExprPtr IRCloner::mutate(const MulPtr& v) {
  return mutate_binary_op(v, this);
}

ExprPtr IRCloner::mutate(const DivPtr& v) {
  return mutate_binary_op(v, this);
}

ExprPtr IRCloner::mutate(const ModPtr& v) {
  return mutate_binary_op(v, this);
}

ExprPtr IRCloner::mutate(const AndPtr& v) {
  return mutate_binary_op(v, this);
}

ExprPtr IRCloner::mutate(const OrPtr& v) {
  return mutate_binary_op(v, this);
}

ExprPtr IRCloner::mutate(const XorPtr& v) {
  return mutate_binary_op(v, this);
}

ExprPtr IRCloner::mutate(const LshiftPtr& v) {
  return mutate_binary_op(v, this);
}

ExprPtr IRCloner::mutate(const RshiftPtr& v) {
  return mutate_binary_op(v, this);
}

ExprPtr IRCloner::mutate(const MaxPtr& v) {
  return mutate_binary_op(v, this, v->propagate_nans());
}

ExprPtr IRCloner::mutate(const MinPtr& v) {
  return mutate_binary_op(v, this, v->propagate_nans());
}

ExprPtr IRCloner::mutate(const CompareSelectPtr& v) {
  ExprPtr lhs_new = v->lhs()->accept_mutator(this);
  ExprPtr rhs_new = v->rhs()->accept_mutator(this);
  ExprPtr retval1_new = v->ret_val1()->accept_mutator(this);
  ExprPtr retval2_new = v->ret_val2()->accept_mutator(this);
  return alloc<CompareSelect>(
      lhs_new,
      rhs_new,
      retval1_new,
      retval2_new,
      v->compare_select_op(),
      v->bias());
}

#define IMM_MUTATE_DEFINE(_1, Name)                 \
  ExprPtr IRCloner::mutate(const Name##ImmPtr& v) { \
    return v;                                       \
  }
AT_FORALL_SCALAR_TYPES_AND3(Bool, Half, BFloat16, IMM_MUTATE_DEFINE)
#undef IMM_MUTATE_DEFINE

ExprPtr IRCloner::mutate(const CastPtr& v) {
  ExprPtr src_value_new = v->src_value()->accept_mutator(this);
  return alloc<Cast>(v->dtype(), src_value_new);
}

ExprPtr IRCloner::mutate(const BitCastPtr& v) {
  ExprPtr src_value_new = v->src_value()->accept_mutator(this);
  return alloc<BitCast>(v->dtype(), src_value_new);
}

ExprPtr IRCloner::mutate(const RampPtr& v) {
  ExprPtr base_new = v->base()->accept_mutator(this);
  ExprPtr stride_new = v->stride()->accept_mutator(this);
  return alloc<Ramp>(base_new, stride_new, v->lanes());
}

ExprPtr IRCloner::mutate(const LoadPtr& v) {
  std::vector<ExprPtr> indices_new;
  indices_new.reserve(v->indices().size());
  for (const ExprPtr& ind : v->indices()) {
    indices_new.push_back(ind->accept_mutator(this));
  }
  BufPtr buf_new = to<Buf>(v->buf()->accept_mutator(this));
  return alloc<Load>(v->dtype(), buf_new, indices_new);
}

// We do not clone Vars since the original IR and cloned IR are expected to
// share the underlying variables.
ExprPtr IRCloner::mutate(const VarPtr& v) {
  return v;
}

// We do not clone Bufs since the original IR and cloned IR are expected to
// share the underlying Bufs. In spite of Bufs having expressions as dims and
// initializers, this is the expected usage of clone at this point.
//
// TODO: Revisit this if Bufs need to be cloned as well.
ExprPtr IRCloner::mutate(const BufPtr& v) {
  return v;
}

ExprPtr IRCloner::mutate(const BroadcastPtr& v) {
  auto lanes = v->lanes();
  ExprPtr value_new = v->value()->accept_mutator(this);
  return alloc<Broadcast>(value_new, lanes);
}

ExprPtr IRCloner::mutate(const IfThenElsePtr& v) {
  ExprPtr condition_new = v->condition()->accept_mutator(this);
  ExprPtr true_value_new = v->true_value()->accept_mutator(this);
  ExprPtr false_value_new = v->false_value()->accept_mutator(this);

  return alloc<IfThenElse>(condition_new, true_value_new, false_value_new);
}

ExprPtr IRCloner::mutate(const IntrinsicsPtr& v) {
  std::vector<ExprPtr> params_new;
  params_new.reserve(v->nparams());
  for (const auto& param : v->params()) {
    params_new.push_back(param->accept_mutator(this));
  }
  return alloc<Intrinsics>(v->op_type(), v->dtype(), params_new);
}

ExprPtr IRCloner::mutate(const TermPtr& v) {
  ExprPtr scalar_new = v->scalar()->accept_mutator(this);

  std::vector<ExprPtr> variables_new;
  variables_new.reserve(v->variables().size());
  for (const auto& t : v->variables()) {
    variables_new.push_back(t->accept_mutator(this));
  }
  return alloc<Term>(v->hasher(), scalar_new, variables_new);
}

ExprPtr IRCloner::mutate(const PolynomialPtr& v) {
  ExprPtr scalar_new = v->scalar()->accept_mutator(this);

  std::vector<TermPtr> variables_new;
  variables_new.reserve(v->variables().size());
  for (const auto& t : v->variables()) {
    variables_new.push_back(static_to<Term>(t->accept_mutator(this)));
  }
  return alloc<Polynomial>(v->hasher(), scalar_new, variables_new);
}

ExprPtr IRCloner::mutate(const RoundOffPtr& v) {
  return alloc<RoundOff>(
      v->lhs()->accept_mutator(this), v->rhs()->accept_mutator(this));
}

ExprPtr IRCloner::mutate(const MaxTermPtr& v) {
  ExprPtr scalar_new =
      v->scalar() ? v->scalar()->accept_mutator(this) : nullptr;

  std::vector<ExprPtr> variables_new;
  variables_new.reserve(v->variables().size());
  for (const auto& t : v->variables()) {
    variables_new.push_back(t->accept_mutator(this));
  }
  return alloc<MaxTerm>(
      v->hasher(), scalar_new, v->propagate_nans(), variables_new);
}

ExprPtr IRCloner::mutate(const MinTermPtr& v) {
  ExprPtr scalar_new =
      v->scalar() ? v->scalar()->accept_mutator(this) : nullptr;

  std::vector<ExprPtr> variables_new;
  variables_new.reserve(v->variables().size());
  for (const auto& t : v->variables()) {
    variables_new.push_back(t->accept_mutator(this));
  }
  return alloc<MinTerm>(
      v->hasher(), scalar_new, v->propagate_nans(), variables_new);
}

ExprPtr IRCloner::mutate(const ReduceOpPtr& v) {
  ExprPtr body_new = v->body()->accept_mutator(this);

  std::vector<VarPtr> reduce_args_new;
  reduce_args_new.reserve(v->reduce_args().size());
  for (const auto& r : v->reduce_args()) {
    reduce_args_new.push_back(static_to<Var>(r->accept_mutator(this)));
  }

  return alloc<ReduceOp>(body_new, reduce_args_new, v->reducer());
}

StmtPtr IRCloner::mutate(const ForPtr& v) {
  auto start_new = v->start()->accept_mutator(this);
  auto stop_new = v->stop()->accept_mutator(this);
  auto body_new = v->body()->accept_mutator(this);

  return alloc<For>(v->var(), start_new, stop_new, body_new, v->loop_options());
}

StmtPtr IRCloner::mutate(const BlockPtr& v) {
  std::vector<StmtPtr> stmts_new;
  stmts_new.reserve(v->nstmts());
  for (const StmtPtr& stmt : *v) {
    stmts_new.push_back(stmt->accept_mutator(this));
  }
  return alloc<Block>(stmts_new);
}

StmtPtr IRCloner::mutate(const StorePtr& v) {
  std::vector<ExprPtr> indices_new;
  indices_new.reserve(v->indices().size());
  for (const auto& ind : v->indices()) {
    indices_new.push_back(ind->accept_mutator(this));
  }
  auto value_new = v->value()->accept_mutator(this);
  BufPtr buf_new = to<Buf>(v->buf()->accept_mutator(this));
  return alloc<Store>(buf_new, indices_new, value_new);
}

StmtPtr IRCloner::mutate(const AtomicAddPtr& v) {
  std::vector<ExprPtr> indices_new;
  indices_new.reserve(v->indices().size());
  for (const auto& ind : v->indices()) {
    indices_new.push_back(ind->accept_mutator(this));
  }
  auto value_new = v->value()->accept_mutator(this);
  BufPtr buf_new = to<Buf>(v->buf()->accept_mutator(this));
  return alloc<AtomicAdd>(buf_new, indices_new, value_new);
}

StmtPtr IRCloner::mutate(const AllocatePtr& v) {
  BufPtr buf_new = to<Buf>(v->buf()->accept_mutator(this));
  return alloc<Allocate>(buf_new);
}

StmtPtr IRCloner::mutate(const FreePtr& v) {
  BufPtr buf_new = to<Buf>(v->buf()->accept_mutator(this));
  return alloc<Free>(buf_new);
}

StmtPtr IRCloner::mutate(const SyncThreadsPtr& v) {
  return alloc<SyncThreads>();
}

StmtPtr IRCloner::mutate(const ExternalCallPtr& v) {
  BufPtr buf_new = to<Buf>(v->buf()->accept_mutator(this));

  std::vector<BufPtr> buf_args_new;
  buf_args_new.reserve(v->buf_args().size());
  for (const BufPtr& buf_arg : v->buf_args()) {
    buf_args_new.push_back(to<Buf>(buf_arg->accept_mutator(this)));
  }
  std::vector<ExprPtr> args_new;
  args_new.reserve(v->args().size());
  for (const ExprPtr& arg : v->args()) {
    args_new.push_back(arg->accept_mutator(this));
  }

  return alloc<ExternalCall>(buf_new, v->func_name(), buf_args_new, args_new);
}

StmtPtr IRCloner::mutate(const ExternalCallWithAllocPtr& v) {
  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()) {
    buf_out_args_new.push_back(to<Buf>(buf_out_arg->accept_mutator(this)));
  }

  std::vector<BufPtr> buf_args_new;
  buf_args_new.reserve(v->buf_args().size());
  for (const auto& buf_arg : v->buf_args()) {
    buf_args_new.push_back(to<Buf>(buf_arg->accept_mutator(this)));
  }
  std::vector<ExprPtr> args_new;
  args_new.reserve(v->args().size());
  for (const auto& arg : v->args()) {
    args_new.push_back(arg->accept_mutator(this));
  }

  return alloc<ExternalCallWithAlloc>(
      v->func_name(), buf_out_args_new, buf_args_new, args_new);
}

StmtPtr IRCloner::mutate(const LetPtr& v) {
  auto value_new = v->value()->accept_mutator(this);
  return alloc<Let>(v->var(), value_new);
}

StmtPtr IRCloner::mutate(const CondPtr& v) {
  auto condition_new = v->condition()->accept_mutator(this);
  StmtPtr true_old = v->true_stmt();
  StmtPtr false_old = v->false_stmt();
  StmtPtr true_new = true_old ? true_old->accept_mutator(this) : true_old;
  StmtPtr false_new = false_old ? false_old->accept_mutator(this) : false_old;
  return alloc<Cond>(condition_new, true_new, false_new);
}

StmtPtr Stmt::clone(const StmtPtr& s) {
  IRCloner cloner;
  StmtPtr cloned = s->accept_mutator(&cloner);
  set_parent(cloned, nullptr);
  return cloned;
}

ExprPtr Expr::clone(const ExprPtr& e) {
  IRCloner cloner;
  return e->accept_mutator(&cloner);
}

} // namespace torch::jit::tensorexpr