Scheduling Space Expander: An Extension of Concurrency Control for Data Ingestion Queries
With the continuing advances of sensing devices and IoT/Telecom applications, database systems need to process data ingestion queries that update the sensor data frequently. However, as the rate of data ingestion queries increases, existing protocols have exhibited degraded performance since concurr...
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Zusammenfassung: | With the continuing advances of sensing devices and IoT/Telecom applications,
database systems need to process data ingestion queries that update the sensor
data frequently. However, as the rate of data ingestion queries increases,
existing protocols have exhibited degraded performance since concurrent updates
need to acquire lock to update the latest versions. To reduce the load on
system on data ingestion queries, we focus on the theory of version order; we
can test that a write is an old and unnecessary version by using version order
of data items. In this paper, we propose a novel protocol extension method,
scheduling space expander (SSE). SSE adds another control flow to conventional
protocols to omit updates on data ingestion queries. It generates an erasing
version order, which assumes that a transaction processes outdated unnecessary
versions. SSE also tests the correctness of this version order efficiently and
independently from conventional protocols. In addition, we present an
optimization of SSE called epoch-based SSE (ESSE), which tests and maintains an
erasing version order more efficiently than SSE. We extend two state-of-the-art
1VCC and MVCC protocols, Silo and MVTO with ESSE. Experimental results
demonstrate that extensions of Silo and MVTO improve 2.7x and 2.5x performance
on the TATP benchmark on a 144-core machine, and the extensions achieved
performance comparable to that of the original protocol for the TPC-C
benchmark. |
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DOI: | 10.48550/arxiv.2301.10440 |