A simpler load-balancing algorithm for range-partitioned data in peer-to-peer systems

نویسندگان

  • Jakarin Chawachat
  • Jittat Fakcharoenphol
چکیده

Random hashing is a standard method to balance loads among nodes in Peer-to-Peer networks. However, hashing destroys locality properties of object keys, the critical properties to many applications, more specifically, those that require range searching. To preserve a key order while keeping loads balanced, Ganesan, Bawa and Garcia-Molina proposed a load-balancing algorithm that supports both object insertion and deletion that guarantees a ratio of 4.237 between the maximum and minimum loads among nodes in the network using constant amortized costs. However, their algorithm is not straightforward to implement in real networks because it is recursive. Their algorithm mostly uses local operations with global max-min load information. In this work, we present a simple non-recursive algorithm using essentially the same primitive operations as in Ganesan et al.’s work. We prove that for insertion and deletion, our algorithm guarantees a constant max-min load ratio of 7.464 with constant amortized costs.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

New Algorithms for Load Balancing in Peer-to-Peer Systems

Load balancing is a critical issue for the efficient operation of peer-to-peer networks. We give new protocols for several scenarios, whose provable performance guarantees are within a constant factor of optimal. First, we give an improved version of consistent hashing, a scheme used for item to node assignments in the Chord system. In its original form, it required every network node to operat...

متن کامل

Load Shedding

1. Aberer K., Datta A., Hauswirth M., and Schmidt R. Indexing data-oriented overlay networks. In Int. Conf. on Very Large Data Bases (VLDB 2005). (More details at http://www.pgrid.org) 2. Aberer K., Datta A., and Hauswirth M. Multifaceted simultaneous load balancing in DHT-based P2P systems: a new game with old balls and bins. In Self-Properties in Complex Information Systems, Springer, Berlin,...

متن کامل

A Distributed Ordered Dictionary with (1 + ) Load Balance

We consider how to maintain a distributed dictionary over a set of nodes such that each node stores all the keys in one contiguous range of the (ordered) key domain. Such range-partitioned dictionaries are commonly used in parallel databases as they enable efficient range queries. As keys are inserted and removed from the dictionary, the partitioning needs to be adjusted in order to ensure stor...

متن کامل

Online Balancing of Range-Partitioned Data with Applications to Peer-to-Peer Systems

We consider the problem of horizontally partitioning a dynamic relation across a large number of disks/nodes by the use of range partitioning. Such partitioning is often desirable in large-scale parallel databases, as well as in peer-to-peer (P2P) systems. As tuples are inserted and deleted, the partitions may need to be adjusted, and data moved, in order to achieve storage balance across the p...

متن کامل

Load Balancing in P2P Networks: Using Statistics to Fight Data and Execution Skew

In recent years, structured peer-to-peer (P2P) have gained an important role in the design of large-scale distributed systems. However, due to their strict data placement rules, they are often prone to three main load imbalances, i.e., range, data, and execution skew. Many of today’s load balancing algorithms focus only on range skew and assume the network data rate to be the bottleneck. In app...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • Networks

دوره 66  شماره 

صفحات  -

تاریخ انتشار 2015