File: lower_insert_syncs.h

package info (click to toggle)
pytorch 1.7.1-7
  • links: PTS, VCS
  • area: main
  • in suites: bullseye
  • size: 80,340 kB
  • sloc: cpp: 670,830; python: 343,991; ansic: 67,845; asm: 5,503; sh: 2,924; java: 2,888; xml: 266; makefile: 244; ruby: 148; yacc: 144; objc: 51; lex: 44
file content (51 lines) | stat: -rw-r--r-- 1,641 bytes parent folder | download
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
#pragma once

#include <torch/csrc/WindowsTorchApiMacro.h>

#include <torch/csrc/jit/codegen/cuda/dispatch.h>
#include <torch/csrc/jit/codegen/cuda/ir_all_nodes.h>

#include <vector>

namespace torch {
namespace jit {
namespace fuser {

// Insert sync at end of for-loops to prevent write-after-read race condition.
// WAR race condition occurs when the next iteration of the loop overwrites
// shared memory value before a previous operation has finished reading it.

// WAR Race Check:
// Track all output shared memory TVs before first sync
// Track all input shared memory TVs after last sync
// If the intersection is non-empty, then there is a WAR race condition.
// Recursively check each nested for-loop

// Parent-Child For-Loop Recursive Relationship
// Notation:
// None - Zero Syncs
//   1+ - One or more Syncs
//  End - Sync is last op in for-loop to prevent WAR race condition

// Default: Track all shared memory inputs and outputs

// Parent - None
//  Child - None => Append All Child Outputs to Parent Initial
//  Child - 1+ => Parent first sync => Inherit Child Initial + Final
//  Child - End => Parent first sync => Keep Child Initial / Clear Parent Final

// Parent - 1+
//  Child - None => Append All Child to Parent Last
//  Child - 1+ => Child Final to Parent Final / Discard Child Initial
//  Child - End => Clear Parent Last / Discard Child Initial

// If Child - End and Parent has zero remaining operations, then
// Parent inherits Child End.

std::vector<Expr*> insertThreadSynchronization(
    Fusion* fusion,
    const std::vector<Expr*>& exprs);

} // namespace fuser
} // namespace jit
} // namespace torch