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Protocol- and Situation-aware Distributed Storage Systems

Protocol- and Situation-aware Distributed Storage Systems
Author: Ramnatthan Alagappan
Publisher:
Total Pages: 0
Release: 2019
Genre:
ISBN:

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We are dependent upon data in many aspects of our lives. Much of this data is stored and managed by distributed storage systems that run in data centers, powering many modern applications such as e-commerce, photo sharing, video streaming, search, social networking, messaging, collaborative editing, and even health-care and financial services. A distributed storage system stores copies of a piece of data on many nodes for fault-tolerance: even when a few nodes fail, the system can still provide access to data. Each of these nodes depends upon a local storage stack to safely store and manage user data. The local storage stack is complex, consisting of many hardware and software components. Due to this complexity, the storage layer is a place for many potential problems to arise. This dissertation examines the reliability and performance challenges that arise the interaction points between a distributed system and the local storage stack. In the first part of this thesis, we study how distributed storage systems react to storage faults: cases where the storage device may return corrupted data or errors. We focus on replicated state machine systems, an important class of distributed systems. We find that none of the existing approaches used in current systems can safely handle storage faults, leading to data loss and unavailability. Using the insights gained in our study, we design corruption-tolerant replication (CTRL), a protocol-aware recovery approach for RSM systems. CTRL exploits protocol-specific knowledge of how RSM systems operate, to ensure safety and high availability in the presence of storage faults without impacting performance. In the second part, we study the performance and reliability properties of replication protocols used by distributed systems. We find there exists a dichotomy with respect to how and where current approaches store system state. One approach writes data to the storage stack synchronously, whereas the other buffers the data in volatile memory. The choice of whether data is written synchronously to the storage device or not greatly influences the system's robustness to crash failures and its performance. We show that existing approaches either provide robustness to crashes or performance, but not both. Thus, we introduce situation-aware updates and crash recovery, a dynamic protocol that, depending upon the situation, writes either synchronously or asynchronously to the storage devices, achieving both strong reliability and high performance. In the final part of this thesis, we study the effects of file-system crash behaviors in distributed storage systems. We build protocol-aware crash explorer or PACE, a tool that can model and reason about file-system crash behaviors in distributed systems under a special correlated crash failure scenario. Our study reveals that the correctness of update and recovery protocols of many distributed systems hinges upon how the local file-system state is updated by each replica. We perform a detailed analysis of the vulnerabilities, showing their serious consequences and prevalence on commonly used file systems. We finally point to possible solutions to the problems discovered.


Data Intensive Distributed Computing: Challenges and Solutions for Large-scale Information Management

Data Intensive Distributed Computing: Challenges and Solutions for Large-scale Information Management
Author: Kosar, Tevfik
Publisher: IGI Global
Total Pages: 353
Release: 2012-01-31
Genre: Computers
ISBN: 1615209727

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"This book focuses on the challenges of distributed systems imposed by the data intensive applications, and on the different state-of-the-art solutions proposed to overcome these challenges"--Provided by publisher.


Distributed Storage: Concepts, Algorithms, and Implementations

Distributed Storage: Concepts, Algorithms, and Implementations
Author: Yaniv Pessach
Publisher:
Total Pages: 106
Release: 2013-02-17
Genre: Computer storage devices
ISBN: 9781482561043

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Organizations today depend heavily on their data. Even short periods of data outages can be expensive and result in loss of productivity, as well as financial consequences, while permanent data loss can be catastrophic. Therefore, reliability and means to efficiently store and access such data is an important component of most large organizations' IT infrastructure. Much of this data is still stored in the most versatile format, the 'flat file'. This eBook provides both an academic and historic perspective on the development of distributed file systems and details some of the core algorithms, such as quorum protocols that are used in distributed storage systems. This book can be used as a short, stand-alone introduction to the field or as a resource for an academic course in the topic.


Consistency-aware Durability

Consistency-aware Durability
Author: Aishwarya Ganesan
Publisher:
Total Pages: 195
Release: 2020
Genre:
ISBN:

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Modern distributed storage systems are emerging as the primary choice for storing massive amounts of critical data that we generate today. A central goal of these systems is to ensure data durability, i.e., these systems must keep user data safe under all scenarios. To achieve high levels of durability, most modern systems store redundant copies of data on many machines. When a client wishes to update the data, the distributed system takes a set of actions to update these redundant copies, which we refer to as the system's durability model. At one end of the durability model spectrum, data is immediately replicated and persisted on many or all servers. While this immediate durability model offers strong guarantees, it suffers from poor performance. At the other end, data is only lazily replicated and persisted, eventually making it durable; this approach provides excellent performance but poor durability guarantees. The choice of durability model also influences what consistency models can be realized by the system. While immediate durability enables strong consistency, only weaker models can be realized upon eventual durability. Thus, in this dissertation, we seek to answer the following question: is it possible for a durability model to enable strong consistency guarantees, yet also deliver high performance? In the first part of this dissertation, we study the behavior of eight popular modern distributed systems and analyze whether they ensure data durability when the storage devices on the replicas fail partially, i.e., sometimes return corrupted data or errors. Our study reveals that redundancy does not provide fault tolerance; a single storage fault can result in catastrophic outcomes such as user-visible data loss, unavailability, and spread of corruption. In the second part, to address the fundamental tradeoff between consistency and performance, we propose consistency-aware durability or CAD, a new way to achieving durability in distributed systems. The key idea behind CAD is to shift the point of durability from writes to reads. By delaying durability upon writes, CAD provides high performance; however, by ensuring the durability of data before serving reads, CAD enables the construction of strong consistency models. Finally, we introduce cross-client monotonic reads, a novel and strong consistency property that provides monotonic reads across failures and sessions. We show that this property can be efficiently realized upon CAD, while other durability models cannot enable this property with high performance. We also demonstrate the benefits of this new consistency model.


Internet and Distributed Computing Advancements: Theoretical Frameworks and Practical Applications

Internet and Distributed Computing Advancements: Theoretical Frameworks and Practical Applications
Author: Abawajy, Jemal H.
Publisher: IGI Global
Total Pages: 353
Release: 2012-02-29
Genre: Computers
ISBN: 1466601620

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"This book is a vital compendium of chapters on the latest research within the field of distributed computing, capturing trends in the design and development of Internet and distributed computing systems that leverage autonomic principles and techniques"--Provided by publisher.


Distributed Computing and Networking

Distributed Computing and Networking
Author: Davide Frey
Publisher: Springer
Total Pages: 485
Release: 2013-01-05
Genre: Computers
ISBN: 3642356680

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This book constitutes the refereed proceedings of the 14th International Conference on Distributed Computing and Networking, ICDCN 2013, held in Mumbai, India, during January 3-6, 2013. The 27 revised full papers, 5 short papers presented together with 7 poster papers were carefully reviewed and selected from 149 submissions. The papers cover topics such as distributed algorithms and concurrent data structures; integration of heterogeneous wireless and wired networks; distributed operating systems; internetworking protocols and internet applications; distributed database systems; mobile and pervasive computing, context-aware distributed systems; embedded distributed systems; next generation and converged network architectures; experiments and performance evaluation of distributed systems; overlay and peer-to-peer networks and services; fault-tolerance, reliability, and availability; home networking and services; multiprocessor and multi-core architectures and algorithms; resource management and quality of service; self-organization, self-stabilization, and autonomic computing; network security and privacy; high performance computing, grid computing, and cloud computing; energy-efficient networking and smart grids; security, cryptography, and game theory in distributed systems; sensor, PAN and ad-hoc networks; and traffic engineering, pricing, network management.


Context-Aware Computing and Self-Managing Systems

Context-Aware Computing and Self-Managing Systems
Author: Waltenegus Dargie
Publisher: CRC Press
Total Pages: 408
Release: 2009-03-25
Genre: Computers
ISBN: 1420077724

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Bringing together an extensively researched area with an emerging research issue, Context-Aware Computing and Self-Managing Systems presents the core contributions of context-aware computing in the development of self-managing systems, including devices, applications, middleware, and networks. The expert contributors reveal the usefulness of contex


Enabling Context-Aware Web Services

Enabling Context-Aware Web Services
Author: Quan Z. Sheng
Publisher: CRC Press
Total Pages: 558
Release: 2010-05-06
Genre: Computers
ISBN: 1439809860

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With recent advances in radio-frequency identification (RFID) technology, sensor networks, and enhanced Web services, the original World Wide Web is continuing its evolution into what is being called the Web of Things and Services. Such a Web will support an ultimately interactive environment where everyday physical objects such as buildings, sidew