Speedy transactions in multicore in-memory databases
Быстрые транзакции в многопроцессорных базах данных, хранящих данные в памяти
2013-10-08
SCID: 54.1/d265px6q
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TPC-C benchmarkin-memory databasesmulticore scalabilityoptimistic concurrency controlserializability
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Abstract (AI)
Silo is a new in-memory database that achieves excellent performance and scalability on modern multicore machines. Silo was designed from the ground up to use system memory and caches efficiently. For instance, it avoids all centralized contention points, including that of centralized transaction ID assignment. Silo's key contribution is a commit protocol based on optimistic concurrency control that provides serializability while avoiding all shared-memory writes for records that were only read. Though this might seem to complicate the enforcement of a serial order, correct logging and recovery is provided by linking periodically-updated epochs with the commit protocol. Silo provides the same guarantees as any serializable database without unnecessary scalability bottlenecks or much additional latency. Silo achieves almost 700,000 transactions per second on a standard TPC-C workload mix on a 32-core machine, as well as near-linear scalability. Considered per core, this is several times higher than previously reported results.
Key Findings
1
Its optimistic-concurrency-control commit protocol provides serializability without shared-memory writes for records that were only read.
2
Periodically updated epochs linked with the commit protocol enable correct logging and recovery despite the decentralized commit process.
3
Silo achieves nearly 700,000 transactions per second on a standard TPC-C workload using 32 cores, with near-linear scalability and several-times-higher per-core performance than prior reported results.
4
Silo eliminates centralized contention points, including centralized transaction ID assignment, to improve scalability.
5
Silo is an in-memory database designed to efficiently use system memory and caches on modern multicore machines.
Research Object
Silo, an in-memory database running on modern multicore machines
Research Subject
The scalability, transaction throughput, and serializable optimistic-concurrency-control commit protocol of Silo, including its avoidance of centralized contention and shared-memory writes for read-only records
Publication Details
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2013-10-08
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