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Thread-level speculative (TLS) execution can facilitate automatic parallelization of programs that exhibit complicated memory access patterns, which make complete compile-time dependence analysis either impossible or extremely complicated. The decision on where to speculate can make a large difference in the resulting performance. Up to now, we still lack of appropriate dynamic profiling tool used...
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