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Content Provider | IEEE Xplore Digital Library |
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Author | Zhen Cao Verbrugge, C. |
Copyright Year | 2013 |
Description | Author affiliation: Sch. of Comput. Sci., McGill Univ., Montreal, QC, Canada (Zhen Cao; Verbrugge, C.) |
Abstract | Software approaches to Thread-Level Speculation (TLS) have been recently explored, bypassing the need for specialized hardware designs. These approaches, however, tend to focus on source or VM-level implementations aimed at specific language and runtime environments. In addition, previous software approaches tend to make use of a simple thread forking model, reducing their ability to extract substantial parallelism from tree-form recursion programs such as depth-first search and divide-and-conquer. This paper proposes a Mixed forking model Universal software-TLS (MUTLS) system to overcome these limitations. MUTLS is purely based on the LLVM intermediate representation (IR), a language and architecture independent IR that supports more than 10 source languages and target architectures by many projects. MUTLS maximizes parallel coverage by applying a mixed forking model that allows all threads to speculate, forming a tree of threads. We evaluate MUTLS using several C/C++ and Fortran benchmarks on a 64-core machine. On 3 computation intensive applications we achieve speedups of 30 to 50 and 20 to 50 for the C and Fortran versions, respectively. We also observe speedups of 2 to 7 for memory intensive applications. Our experiments indicate that a mixed model is preferable for parallelization of tree-form recursion applications over the simple forking models used by previous software-TLS approaches. Our work also demonstrates that actual speedup is achievable on existing, commodity multi-core processors while maintaining the flexibility of a highly generic implementation context. |
Starting Page | 651 |
Ending Page | 660 |
File Size | 823657 |
Page Count | 10 |
File Format | |
ISBN | 9780769551173 |
ISSN | 01903918 |
DOI | 10.1109/ICPP.2013.79 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2013-10-01 |
Publisher Place | France |
Access Restriction | Subscribed |
Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subject Keyword | Parallel processing Synchronization Out of order Hardware Context Libraries Forking Model Thread-Level Speculation Parallelization |
Content Type | Text |
Resource Type | Article |
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