AtoMig: Automatically Migrating Millions Lines of Code from TSO to WMM
Research output: Contribution to book/Conference proceedings/Anthology/Report › Conference contribution › Contributed › peer-review
Contributors
Abstract
CPUs with weak memory-consistency models (WMMs), such as Arm and RISC-V, are rapidly increasing their market share. Porting legacy x86 applications to such CPUs requires introducing extra synchronization to prevent WMM-related concurrency bugs - -a task often left to human experts. Given the rarity of such experts and the enormous size of legacy applications, we develop AtoMig, an effective, fully automated tool for porting large, real-world applications to WMM CPU architectures. AtoMig detects shared memory access patterns with novel static analysis strategies and performs program transformations to properly protect them from WMM effects. In the absence of sufficiently scalable verification methods, AtoMig shows practicality of focusing on code patterns more prone to WMM faults, trading off completeness for scalability. We validate the correctness of AtoMig's transformations on several small concurrent benchmarks via model checking. We demonstrate the scalability and performance of our approach by applying AtoMig to popular real-world large code bases with up to millions of lines of code, viz., MariaDB, Postgres, SQlite, LevelDB, and Memcached. As part of this work, we also found a WMM bug in MariaDB, which AtoMig fixes automatically.
Details
| Original language | English |
|---|---|
| Title of host publication | ASPLOS 2023 - Proceedings of the 28th ACM International Conference on Architectural Support for Programming Languages and Operating Systems |
| Editors | Tor M. Aamodt, Natalie Enright Jerger, Michael Swift |
| Publisher | Association for Computing Machinery |
| Pages | 61-73 |
| Number of pages | 13 |
| ISBN (electronic) | 9781450399166 |
| Publication status | Published - 27 Jan 2023 |
| Peer-reviewed | Yes |
Publication series
| Series | ASPLOS: Architectural Support for Programming Languages and Operating Systems |
|---|---|
| Volume | 2 |
Conference
| Title | 28th ACM International Conference on Architectural Support for Programming Languages and Operating Systems |
|---|---|
| Abbreviated title | ASPLOS 2023 |
| Conference number | 28 |
| Duration | 25 - 29 March 2023 |
| Website | |
| Location | Sheraton Vancouver Wall Centre |
| City | Vancouver |
| Country | Canada |
Keywords
ASJC Scopus subject areas
Keywords
- memory consistency models, parallelism and concurrency, static analysis, sustainability