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GCC To Receive Automatic Parallelization Support - TechAmok
GCC To Receive Automatic Parallelization Support - [briefly] 10:05 AM EDT - Mar,12 2009 - post a comment IBM's Razya Ladelsky today outlined plans
(thanks brbla) for providing automatic parallelization support within
the GNU Compiler Collection. The Graphite Framework, which provides
high-level loop optimizations based upon the polyhedral model, was
merged for the forthcoming release of GCC 4.4 and it will be used
eventually to provide some level of automatic parallelization support.
Graphite will be combined with autopar, which is an automatic
parallelization code generator based upon GOMP that in turn implements
OpenMP. Once all of the work is completed, GCC will then be able to
optimize some loops into running in parallel, which will yield better
performance on multi-core systems. More on Razya's automatic
parallelization plans can be found in this mailing list message:
There are two possible models for the code generation: 1. Graphite will
annotate parallel loops and pass that information all the way through
CLOOG to the current autopar code generator to produce the parallel,
GOMP based code. 2. Graphite will annotate the parallel loops and CLOOG
itself will be responsible of generating the parallel code. A point to
notice here is that scalars/reductions are currently not handled in
Graphite. In the first model, where Graphite calls autopar's code
generation, scalars can be handled. After Graphite finishes its
analysis, it calls autopar's reduction analysis, and only then the code
generation is called (if the scalar analysis determines that the loop
still parallelizable, of course). Once the first step is accomplished,
the following steps will focus on teaching Graphite to find loop
transformations (such as skewing, interchange etc.) that expose coarse
grain synchronization free parallelism. This will be heavily based on
the polyhedral data dependence and transformation infrastructures. We
have not determined which algorithm/ techniques we're going to use for
this part. Having synchronization free parallelization integrated in
Graphite, will set the ground for handling parallelism requiring a
small amount of parallelization. This is a rough view for our planned
work on autopar in GCC. Please feel free to ask/comment.
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