Cache pollution

About: Cache pollution is a research topic. Over the lifetime, 11353 publications have been published within this topic receiving 262139 citations.

WATCHMAN: A Data Warehouse Intelligent Cache Manager

Abstract: Data warehouses store large volumes of data which are used frequently by decision support applications. Such applications involve complex queries. Query performance in such an environment is critical because decision support applications often require interactive query response time. Because data warehouses are updated infrequently, it becomes possible to improve query performance by caching sets retrieved by queries in addition to query execution plans. In this paper we report on the design of an intelligent cache manager for sets retrieved by queries called WATCHMAN, which is particularly well suited for data warehousing environment. Our cache manager employs two novel, complementary algorithms for cache replacement and for cache admission. WATCHMAN aims at minimizing query response time and its cache replacement policy swaps out entire retrieved sets of queries instead of individual pages. The cache replacement and admission algorithms make use of a profit metric, which considers for each retrieved set its average rate of reference, its size, and execution cost of the associated query. We report on a performance evaluation based on the TPC-D and Set Query benchmarks. These experiments show that WATCHMAN achieves a substantial performance improvement in a decision support environment when compared to a traditional LRU replacement algorithm.

Limiting cache-based side-channel in multi-tenant cloud using dynamic page coloring

Abstract: Multi-tenant cloud, which features utility-like computing resources to tenants in a “pay-as-you-go” style, has been commercially popular for years. As one of the sole purposes of such a cloud is maximizing resource usages to increase its revenue, it usually uses virtualization to consolidate VMs from different and even mutually-malicious tenants atop a powerful physical machine. This, however, also enables a malicious tenant to steal security-critical information such as crypto keys from victims, due to the shared physical resources such as caches. In this paper, we show that stealing crypto keys in a virtualized cloud may be a real threat by evaluating a cache-based side-channel attack against an encryption process. To mitigate such attacks while not notably degrading performance, we propose an approach that leverages dynamic cache coloring: when an application is doing security-sensitive operations, the VMM is notified to swap the associated data to a safe and isolated cache line. This approach may eliminate cache-based side-channel for security-critical operations, yet ensure efficient resource sharing during normal operations. We demonstrate the applicability by illustrating a preliminary implementation based on Xen and its performance overhead.

SSD bufferpool extensions for database systems

Abstract: High-end solid state disks (SSDs) provide much faster access to data compared to conventional hard disk drives. We present a technique for using solid-state storage as a caching layer between RAM and hard disks in database management systems. By caching data that is accessed frequently, disk I/O is reduced. For random I/O, the potential performance gains are particularly significant. Our system continuously monitors the disk access patterns to identify hot regions of the disk. Temperature statistics are maintained at the granularity of an extent, i.e., 32 pages, and are kept current through an aging mechanism. Unlike prior caching methods, once the SSD is populated with pages from warm regions cold pages are not admitted into the cache, leading to low levels of cache pollution. Simulations based on DB2 I/O traces, and a prototype implementation within DB2 both show substantial performance improvements.

Non-Volatile Memory and Method With Write Cache Partition Management Methods

Abstract: A portion of a nonvolatile memory is partitioned from a main multi-level memory array to operate as a cache. The cache memory is configured to store at less capacity per memory cell and finer granularity of write units compared to the main memory. In a block-oriented memory architecture, the cache has multiple functions, not merely to improve access speed, but is an integral part of a sequential update block system. The cache memory has a capacity dynamically increased by allocation of blocks from the main memory in response to a demand to increase the capacity. Preferably, a block with an endurance count higher than average is allocated. The logical addresses of data are partitioned into zones to limit the size of the indices for the cache.

System and method for optimizing internet applications

Abstract: A method and system for optimizing Internet applications. A centralized cache server connected to a plurality of web servers provides a cached copy of the requested dynamic content if it is available in its cache. Preferably, the centralized cache server determines if the cached copy is still fresh. If the requested content is unavailable from its cache, the centralized cache server directs the client request to the application server. The response is delivered to the client and a copy of the response is stored in the cache by the centralized cache server. Preferably, the centralized cache server utilizes a pre-determined caching rules to selectively store the response from the application server.