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Scalable Transaction Management with SnapshotIsolation for NoSQL
Data Storage Systems
Abstract:
We address the problem of building scalable transaction management
mechanisms for multi-row transactions on key value storage systems,
which are commonly termed as NoSQL systems. We develop scalable
techniques for transaction management utilizing the snapshot isolation (SI)
model. Because the SI model can lead to non-serializable transaction
executions, we investigate two conflict detection techniques for ensuring
serializability. To support scalability, we investigate system architectures
and mechanisms in which the transaction management functions are
decoupled from the storage system and integrated with the application-
level processes. We present two system architectures and demonstrate their
scalability under the scale-out model of cloud computing platforms. In the
first system architecture all transaction management functions are executed
in a fully decentralized manner by the application processes. The second
architecture is based on a hybrid approach in which the conflict detection
functions are performed by a dedicated service. We perform a comparative
evaluation of these architectures using the TPC-C benchmark and
demonstrate their scalability.
Existing System:
We present here scalable architecture models for supporting multi-row
serializable transactions for key-value based NoSQL data storage systems.
Our approach is based on decentralized and decoupled transaction
management where transaction management functions are decoupled from
the storage system and performed by the application-level processes
themselves, in decentralized manner.
Proposed System:
We present and evaluate two system architectures for providing multi-row
transactions using snapshot isolation (SI) on NoSQL databases.
Furthermore, we extend the SI based transaction model to support
serializable transactions. We demonstrate the scalability of our approach
using the TPC-C benchmark. Our work demonstrates that transaction
serializability guarantees can be supported in a scalable manner on key-
value based storage systems. Using the transaction management
techniques presented here, the utility of key-value based cloud data
management systems can be extended to applications requiring strong
transactional consistency.
Hardware Requirements:
• System : Pentium IV 2.4 GHz.
• Hard Disk : 40 GB.
• Floppy Drive : 1.44 Mb.
• Monitor : 15 VGA Colour.
• Mouse : Logitech.
• RAM : 256 Mb.
Software Requirements:
• Operating system : - Windows XP.
• Front End : - JSP
• Back End : - SQL Server
Software Requirements:
• Operating system : - Windows XP.
• Front End : - .Net
• Back End : - SQL Server

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Scalable Transaction Management for NoSQL with Snapshot Isolation

  • 1. Scalable Transaction Management with SnapshotIsolation for NoSQL Data Storage Systems Abstract: We address the problem of building scalable transaction management mechanisms for multi-row transactions on key value storage systems, which are commonly termed as NoSQL systems. We develop scalable techniques for transaction management utilizing the snapshot isolation (SI) model. Because the SI model can lead to non-serializable transaction executions, we investigate two conflict detection techniques for ensuring serializability. To support scalability, we investigate system architectures and mechanisms in which the transaction management functions are decoupled from the storage system and integrated with the application- level processes. We present two system architectures and demonstrate their scalability under the scale-out model of cloud computing platforms. In the first system architecture all transaction management functions are executed in a fully decentralized manner by the application processes. The second architecture is based on a hybrid approach in which the conflict detection functions are performed by a dedicated service. We perform a comparative evaluation of these architectures using the TPC-C benchmark and demonstrate their scalability.
  • 2. Existing System: We present here scalable architecture models for supporting multi-row serializable transactions for key-value based NoSQL data storage systems. Our approach is based on decentralized and decoupled transaction management where transaction management functions are decoupled from the storage system and performed by the application-level processes themselves, in decentralized manner. Proposed System: We present and evaluate two system architectures for providing multi-row transactions using snapshot isolation (SI) on NoSQL databases. Furthermore, we extend the SI based transaction model to support serializable transactions. We demonstrate the scalability of our approach using the TPC-C benchmark. Our work demonstrates that transaction serializability guarantees can be supported in a scalable manner on key- value based storage systems. Using the transaction management techniques presented here, the utility of key-value based cloud data management systems can be extended to applications requiring strong transactional consistency. Hardware Requirements:
  • 3. • System : Pentium IV 2.4 GHz. • Hard Disk : 40 GB. • Floppy Drive : 1.44 Mb. • Monitor : 15 VGA Colour. • Mouse : Logitech. • RAM : 256 Mb. Software Requirements: • Operating system : - Windows XP. • Front End : - JSP • Back End : - SQL Server Software Requirements: • Operating system : - Windows XP. • Front End : - .Net • Back End : - SQL Server