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Gria: An efficient deterministic concurrency control protocol

August 29, 2024
in Technology and Engineering
Denise Maddox
By Denise Maddox Scienmag Editorial Profile - Mechanical Engineering
Reading Time: 3 mins read
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Gria: An efficient deterministic concurrency control protocol
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The concurrency control in deterministic databases, i.e., deterministic concurrency control, ensures that each transaction batch produces a unique result. In this way, replicas can process transactions in batches without communicating with each other to ensure consistency, which is simpler and more efficient than non-deterministic databases in achieving high availability through replication.
Early deterministic concurrency control protocols, e.g. Calvin, Bohm, PWV, rely on the prior knowledge of the read-write set, which is impractical in most scenarios. The state-of-the-art Ari breaks this limitation. However, Aria has three issues. First, it is hard for users to configure a suitable batch size when the read-write set is unknown, while the batch size has a significant impact on performance. Second, the conflicts are fixed, making Aria may suffer a large number of conflicts even in low-concurrency scenarios, e.g., a single-thread scenario. Third, the write-after-write conflicts caused by concurrently in-place-update a single version makes Aria inefficient in write-intensive workloads. The running sample of Aria is shown in Figure 1.
To address these issues, we propose Gria, an efficient deterministic concurrency control protocol. Gria does not rely on the prior knowledge of the read-write set and has the following properties. First, the batch size of Gria is auto-scaling. Second, Gria’s conflict probability in low-concurrency scenarios is lower than that in high-concurrency scenarios. Third, Gria has no write-after-write conflicts by adopting a multi-version structure. A running sample of Gria is shown in Figure 2. To further reduce conflicts, we propose two optimizations: a reordering mechanism as well as a rechecking strategy. The evaluation result on two popular benchmarks shows that Gria outperforms Aria by 13x.
DOI: 10.1007/s11704-023-2605-z

Figure 1

Credit: Xinyuan WANG, Yun PENG, Hejiao HUANG

The concurrency control in deterministic databases, i.e., deterministic concurrency control, ensures that each transaction batch produces a unique result. In this way, replicas can process transactions in batches without communicating with each other to ensure consistency, which is simpler and more efficient than non-deterministic databases in achieving high availability through replication.
Early deterministic concurrency control protocols, e.g. Calvin, Bohm, PWV, rely on the prior knowledge of the read-write set, which is impractical in most scenarios. The state-of-the-art Ari breaks this limitation. However, Aria has three issues. First, it is hard for users to configure a suitable batch size when the read-write set is unknown, while the batch size has a significant impact on performance. Second, the conflicts are fixed, making Aria may suffer a large number of conflicts even in low-concurrency scenarios, e.g., a single-thread scenario. Third, the write-after-write conflicts caused by concurrently in-place-update a single version makes Aria inefficient in write-intensive workloads. The running sample of Aria is shown in Figure 1.
To address these issues, we propose Gria, an efficient deterministic concurrency control protocol. Gria does not rely on the prior knowledge of the read-write set and has the following properties. First, the batch size of Gria is auto-scaling. Second, Gria’s conflict probability in low-concurrency scenarios is lower than that in high-concurrency scenarios. Third, Gria has no write-after-write conflicts by adopting a multi-version structure. A running sample of Gria is shown in Figure 2. To further reduce conflicts, we propose two optimizations: a reordering mechanism as well as a rechecking strategy. The evaluation result on two popular benchmarks shows that Gria outperforms Aria by 13x.
DOI: 10.1007/s11704-023-2605-z



Journal

Frontiers of Computer Science

DOI

10.1007/s11704-023-2605-z

Method of Research

Experimental study

Subject of Research

Not applicable

Article Title

Gria: an efficient deterministic concurrency control protocol

Article Publication Date

15-Aug-2024

Subject of Research: Technology and Engineering

Article Title: Gria: An efficient deterministic concurrency control protocol

Article References: Original research article

Image Credits: AI Generated

DOI: Not provided

Keywords: Not provided

Cite Scienmag News

Denise Maddox. (August 29, 2024). Gria: An efficient deterministic concurrency control protocol. Scienmag. https://scienmag.com/gria-an-efficient-deterministic-concurrency-control-protocol/

Denise Maddox. "Gria: An efficient deterministic concurrency control protocol." Scienmag, 29 August 2024, https://scienmag.com/gria-an-efficient-deterministic-concurrency-control-protocol/. Accessed 31 October 2026.

Denise Maddox. "Gria: An efficient deterministic concurrency control protocol." Scienmag. August 29, 2024. https://scienmag.com/gria-an-efficient-deterministic-concurrency-control-protocol/

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