Caching methods - PowerPoint PPT Presentation


Enhancing Scalability and Performance in Deep Recommendation Systems with EVStore

EVStore presents a novel approach to scaling embedding tables in deep recommendation systems, offering a three-layer caching system that optimizes storage and caching capabilities. By leveraging groupability-aware caching, mixed-precision caching, and embedding approximation, EVStore achieves lighte

3 views • 33 slides


Understanding von Neumann Architecture in Parallel & Distributed Systems

Exploring the von Neumann architecture, this lecture delves into the components like main memory, CPU, registers, and data transfer. It discusses the bottleneck problem and modifications made to enhance CPU performance, such as caching methods. The web presentation offers insights into key aspects o

0 views • 23 slides



Redesigning the GPU Memory Hierarchy for Multi-Application Concurrency

This presentation delves into the innovative reimagining of GPU memory hierarchy to accommodate multiple applications concurrently. It explores the challenges of GPU sharing with address translation, high-latency page walks, and inefficient caching, offering insights into a translation-aware memory

1 views • 15 slides


Parity-Only Caching for Robust Straggler Tolerance in Large-Scale Storage Systems

Addressing the challenge of stragglers in large-scale storage systems, this research introduces a Parity-Only Caching scheme for robust straggler tolerance. By combining caching and erasure coding techniques, the aim is to mitigate latency variations caused by stragglers without the need for accurat

0 views • 29 slides


Taking Web Caching to the Next Level: Challenges and Solutions

Web caching plays a crucial role in improving user experience and reducing internet congestion. By implementing shared web caching on a larger scale, we can achieve significant benefits in terms of latency reduction. However, this approach comes with challenges such as efficient storage and retrieva

1 views • 20 slides


Exploring Caching Techniques in Web Systems

Dive into the world of web caching with concepts like consistent hashing, Bloom filters, and shared caches for enhanced performance and efficiency. Discover the challenges faced in managing large-scale caches and learn about innovative solutions and ideas in the field of web systems.

0 views • 21 slides


OpenStack Cinder Storage Capabilities Overview

OpenStack Cinder provides persistent block storage resources for cloud environments with support for multiple back-ends and over 100 volume drivers. This overview covers key features like volume migration, volume retype, generic volume cache, replication, volume groups, backup, and restore. Addition

1 views • 29 slides


Enhancing Memory Cache Efficiency with DRAM Compression Techniques

Explore the challenges faced by Moore's Law in relation to bandwidth limitations and the innovative solutions such as 3D-DRAM caches and compressed memory systems. Discover how compressing DRAM caches can improve bandwidth and capacity, leading to enhanced performance in memory-intensive application

0 views • 48 slides


Update on ROOT I/O Workshop Efforts and Recent Additions

Efforts dedicated to improving ROOT software include memory management enhancements, caching advancements, and a new post-compile analyzer. Recent additions focus on memory leaks, TTree optimizations, and performance improvements for ROOT-based projects. Progress has been made towards zero-copy I/O

0 views • 11 slides


Understanding Memory Management in Computer Systems

Memory management in computer systems involves optimizing CPU utilization, managing data in memory before and after processing, allocating memory space efficiently, and keeping track of memory usage. It determines what is in memory, moves data in and out as needed, and involves caching at various le

1 views • 21 slides


Compute and Storage Overview at JLab Facility

Compute nodes at JLab facility run CentOS Linux for data processing and simulations with access to various software libraries. File systems provide spaces like /group for group software, /home for user directories, and Cache for write-through caching. Additionally, there are 450TB of cache space on

0 views • 11 slides


Enhancing Memcached Traffic Load Balancing using SDN

Explore the joint research work on Load Balancing Memcached Traffic utilizing Software-Defined Networking (SDN) by Idan Moyal and team from Herzliya, Israel. The study delves into the efficient management of Memcached servers, addressing the Hot Keys Problem and optimizing key assignment to servers

0 views • 27 slides


Orchestrated Scheduling and Prefetching for GPGPUs

This paper discusses the implementation of an orchestrated scheduling and prefetching mechanism for GPGPUs to enhance system performance by improving IPC and overall warp scheduling policies. It presents a prefetch-aware warp scheduler proposal aiming to make a simple prefetcher more capable, result

0 views • 46 slides


Understanding Memory Consistency Models and Communication Paradigms in Computer Systems

Memory consistency models define the ordering of writes and reads in computer systems. Coherence ensures write propagation and serialization, while consistency models guide programmers in writing correct programs. Shared-memory and message-passing are two communication paradigms with different appro

0 views • 31 slides


NVDIMM High-Level Use Cases Overview

Explore various high-level use cases for NVDIMM technology, including local NVDIMM kernel access, SW RAID configurations, and NVDIMM utilization in both public and private cloud environments. These scenarios involve accessing, caching, and replicating data using NVDIMMs to enhance memory performance

0 views • 10 slides


Box Office Prediction System Using Graph-Based Navigation

A study conducted by Mat Kelly from Old Dominion University presents a graph-based navigation system for predicting box office ratings. The research used Visual Analytics techniques to analyze data sourced exclusively from movie IDs and listing files. By leveraging tools like D3.js, JavaScript, and

0 views • 20 slides


Adaptive Insertion Policies for High-Performance Caching

Explore the concept of adaptive insertion policies in high-performance caching systems, focusing on mitigating the issue of Dead on Arrival (DoA) lines by making simple changes to cache insertion policies. Understanding cache replacement components, victim selection, and insertion policy can signifi

0 views • 15 slides


Enhancing System Performance through Prefetching and Caching Strategies

Explore the benefits of prefetching and caching in improving system throughput and reducing latency, while considering energy efficiency. Traditional algorithms are compared, along with strategies for optimal prefetching and replacement to enhance performance and disk utilization efficiency. Learn a

0 views • 22 slides


Current Mars Missions and Future Plans

Mars currently has 8 active missions operated by various space agencies, with 3 more planned for the future. Organizations involved include NASA, ESA, ISRO, and individuals like Elon Musk. Missions like Curiosity, ExoMars Trace Gas Orbiter, and Mars 2020 Rover aim to explore Martian climate, geology

0 views • 20 slides


CSE351 Spring 2019 - Caches and Memory Concepts

Exploring the intricacies of caching in CSE351 Spring 2019, delving into memory management, data structures, assembly language, Java comparisons, and mnemonic aids. The course covers practical applications and theoretical underpinnings, including memory allocation, virtual memory, and processor cach

0 views • 31 slides


Understanding Machine Learning: Types and Approaches

Machine learning involves various types of learning strategies, ranging from skill refinement to knowledge acquisition. This spectrum includes caching, chunking, refinement, and knowledge acquisition. Differentiating between supervised and unsupervised learning, understanding how machines learn is p

0 views • 45 slides


Understanding DNS Performance and Issues in Information-Centric Networks

DNS (Domain Name System) plays a crucial role in the Internet and web infrastructure, impacting scalability and content delivery. This content delves into DNS issues, comparing ISP DNS with Google DNS and OpenDNS in terms of latency, caching, and performance with CDNs. It explores how caching, third

0 views • 12 slides


Understanding the Concept of Volatile Variables in Multithreading

In computer programming, volatile variables play a crucial role in multithreading scenarios. They ensure that changes made by one thread are visible to other threads by bypassing caching mechanisms. This article explores the significance of volatile variables and their use cases in Java and C, shedd

0 views • 17 slides


Understanding Filesystems and Inodes in UNIX

Delve into the complexities of filesystems such as FFS and LFS, exploring concepts like i-nodes, ownership, permissions, and indirect blocks. Learn about the structure of UNIX inodes, path searching, caching, read-ahead optimization, and the limitations of the original UNIX filesystem. Unravel the i

0 views • 24 slides


Efficient Cloud Infrastructure for Facebook Image Stack

Facebook employs a sophisticated infrastructure to rapidly deliver images to its users, utilizing a blend of data centers, caching services, and smart algorithms. By strategically distributing resources and intelligently caching popular content, Facebook ensures quick and cost-effective image delive

0 views • 51 slides


Online Advertising and Algorithms: Insights and Simplifications

Explore the world of online advertisements and algorithms through insightful discussions on online advertising, modern developments in online algorithms, and practical optimization strategies like budgeted allocation. Delve into topics such as decision-making under uncertainty, accessing algorithms,

1 views • 22 slides


Understanding Caching and Virtual Memory Concepts

Exploring the fundamental concepts of caching and demand-paged virtual memory in computer systems. Topics covered include cache definitions, memory hierarchy, cache concepts for reading and writing, main points on memory management techniques, hardware address translation, demand paging process, and

1 views • 46 slides


Challenges and Opportunities of Using Flash in Database Management Systems

Exploring the integration of flash storage in DBMS presents various challenges such as performance instability and cost, while also offering opportunities for efficient random access and write caching. Re-architecting DBMS for solid-state storage and utilizing flash as secondary storage are key cons

0 views • 12 slides


Enhancing MemC3: Compact and Concurrent MemCache for Improved Performance

MemC3 introduces a novel approach to compact and concurrent caching through dumber caching and smarter hashing techniques, addressing key issues faced by traditional memory caching systems. By implementing CLOCK-based LRU, approximate LRU, and utilizing Cuckoo Hashing, MemC3 achieves significant imp

0 views • 20 slides


Enhancing Key-Value Storage with MemC3 and Cuckoo Hashing

MemC3 is a specialized key-value store that combines CLOCK and Concurrent Cuckoo Hashing to improve performance and efficiency. Memcached, an established DRAM-based key-value store, is also discussed along with its LRU eviction strategy. The use of internal chaining hashtable and LRU caching in Memc

1 views • 23 slides


Understanding Computer Hardware Interfacing

Computer hardware interfacing involves the interaction between input/output devices, the operating system, and the user processes. The operating system plays a crucial role in providing a consistent interface, managing resources, and ensuring efficient performance. Users interact with devices throug

0 views • 39 slides


Understanding Cache Coherency and Multi-Core Programming

Explore the intricate world of cache coherency and multi-core programming through images and descriptions covering topics such as how cache shares data between cores, maintaining data consistency, CPU architecture, memory caching, MESI protocol, and interconnect bus communication.

0 views • 97 slides


Analyzing Information Spread on Twitter for Improved Content Distribution

This study by Amit Ruhela explores the spread of information on Twitter and its implications for internet content distribution. It discusses the rapid growth in online social networking usage, the utilization of OSN websites for content distribution, and the goal of enhancing web CDN caching algorit

0 views • 31 slides


Understanding Proxies: Squid, Caching, and How They Work

Proxies, such as Squid, act as intermediaries for internet requests, enhancing security, speed, and efficiency. Learn about Squid as a caching proxy for HTTP, HTTPS, FTP, and more, how proxies store local copies to reduce bandwidth, and how to configure proxies in browsers. Explore the benefits of t

0 views • 16 slides


Understanding Web Caching: An Overview

Web caching, implemented through various types of caches like browser cache, proxy cache, and gateway cache, plays a crucial role in improving content availability, reducing network congestion, and enhancing user experience by saving bandwidth and decreasing latency. It addresses the challenges pose

0 views • 27 slides


Understanding Cache Coherence in Computer Architecture

Exploring the concept of cache coherence in computer architecture, this content delves into the challenges and solutions associated with maintaining consistency among multiple caches in modern systems. It discusses the importance of coherence in shared memory systems and the use of cache-coherent me

0 views • 24 slides


Enhancing GPGPU Performance through Inter-Warp Heterogeneity Exploitation

This research focuses on addressing memory divergence issues in GPGPUs by exploiting inter-warp heterogeneity. By prioritizing mostly-hit warps and deprioritizing mostly-miss warps through Memory Divergence Correction (MeDiC), significant performance and energy efficiency improvements were achieved

0 views • 45 slides


Understanding ARP, ICMP, and DHCP in TCP/IP Protocol Stack

ARP (Address Resolution Protocol) plays a crucial role in bridging the Layer 2/Layer 3 addressing boundary in the TCP/IP protocol stack, allowing IP to be agnostic about layer 2 addressing while still using layer 2 for packet delivery. Machines ARP for MAC addresses within their local network, where

0 views • 39 slides


Understanding Web Caching, Proxies, and CDNs in Web Architecture

This comprehensive guide delves into the concepts of web caching, proxies, and CDNs, explaining their importance in web architecture. It covers topics such as caching mechanisms, browser cache management, what can be cached, and controlling caches with HTTP headers. The provided images visually illu

0 views • 42 slides


Xcache Possibilities and Effective Use in HPC Environments

Xcache, a versatile caching system, offers various possibilities for data transfer, remote access, data streaming, and HPC optimization. The system enables efficient data reuse and provides enhanced data integrity and accessibility features. Explore the potential applications and considerations for

0 views • 7 slides