Mehdi Varse presented on high performance databases. The presentation outlined performance metrics to monitor in enterprise applications including business transactions, query performance, user and query conflicts, capacity, configuration, and NoSQL databases. It also discussed database tuning, in-memory databases, parallel and distributed database systems, and high-performance database requirements. Examples of databases used at Facebook like MySQL, Memcached, Haystack, and Cassandra were reviewed.
Continuous Availability and Scale-out for MySQL with ScaleBase Lite & Enterpr...Vladi Vexler
Continuous Availability and Scalability with ScaleBase Lite and ScaleBase
Abstract:
Business are driven by data and processes. Ensuring databases availability during unexpected outages, continuous operations during maintenance and webscale scalability – are keys for major positive impact on businesses.
ScaleBase and ScaleBase Lite distributed database management systems ensure business continuity during unexpected and expected outages with automated failover and failback capabilities, enabling five-nines of availability (99.999%). Additional functionalities, such as load balancing and data distribution further increase performance and throughput capacity for more users and more data management.
This webinar will review and discuss:
1. The lifecycle and the challenges of webscale databases
2. Availability challenges in public, private and hybrid clouds
3. Introduction to ScaleBase Lite – instant and transparent MySQL Scale-out by intelligent load balancing (read/write splitting) and continuous availability
4. Scale further with ScaleBase – Massive scale out to distributed database containing 10s and 100s of servers
(Webinar Dec 17 2014)
SQL Server 2017 Enhancements You Need To KnowQuest
In this session, database experts Pini Dibask and Jason Hall reveal the lesser-known features that’ll help you improve database performance in record time.
Continuous Availability and Scale-out for MySQL with ScaleBase Lite & Enterpr...Vladi Vexler
Continuous Availability and Scalability with ScaleBase Lite and ScaleBase
Abstract:
Business are driven by data and processes. Ensuring databases availability during unexpected outages, continuous operations during maintenance and webscale scalability – are keys for major positive impact on businesses.
ScaleBase and ScaleBase Lite distributed database management systems ensure business continuity during unexpected and expected outages with automated failover and failback capabilities, enabling five-nines of availability (99.999%). Additional functionalities, such as load balancing and data distribution further increase performance and throughput capacity for more users and more data management.
This webinar will review and discuss:
1. The lifecycle and the challenges of webscale databases
2. Availability challenges in public, private and hybrid clouds
3. Introduction to ScaleBase Lite – instant and transparent MySQL Scale-out by intelligent load balancing (read/write splitting) and continuous availability
4. Scale further with ScaleBase – Massive scale out to distributed database containing 10s and 100s of servers
(Webinar Dec 17 2014)
SQL Server 2017 Enhancements You Need To KnowQuest
In this session, database experts Pini Dibask and Jason Hall reveal the lesser-known features that’ll help you improve database performance in record time.
Database as a Service (DBaaS) is cloud database hosted and managed by the cloud service providers that can be accessed through public cloud or the hybrid cloud. The cloud provider takes care of provisioning, configuring, setup, maintenance, backups and patching the database. Customers are expected to export the database and start consuming the service through the pay-as-you-go model.
In his session at 5th Big Data Expo, Janakiram MSV will analyze the current market landscape while exploring the available options, strengths and weaknesses of current DBaaS players. He will highlight the key factors that enterprises should consider before adopting a cloud database platform.
The NoSQL movement has introduced four new database architectural patterns that complement, but not replace, traditional relational and analytical databases. This presentation will introduce these four patterns and discuss their relative strengths and weaknesses for solving a variety of business problems. These problems include Big Data (scalability), search, high availability and agility. For each type of problem we look at how NoSQL databases take different approaches to solving these problems and how you can use this knowledge to find the right database architecture for your business challenges.
En esta sesión revisamos las nuevas mejoras y funcionalidades que estarán implementadas en la siguiente versión de SQL Server principalmente en Seguridad, Rendimiento y Alta Disponibilidad
The event, held on 22nd April 2017, was part of the Global Azure Boot Camp and covered Microsoft curriculum on the following topics:
- Azure SQL Database
- JSON Support
- Encryption
- Temporal tables
- Database Advisor
- Query Performance Insight
- Dynamic Data Masking
https://techspark.mt/global-azure-bootcamp-22nd-april-2017/
Hear Ryan Millay, IBM Cloudant software development manager, discuss what you need to consider when moving from world of relational databases to a NoSQL document store.
You'll learn about the key differences between relational databases and JSON document stores like Cloudant, as well as how to dodge the pitfalls of migrating from a relational database to NoSQL.
SQL Server 2016 is now in review! The newest version promises to deliver new real-time, built-in advanced analytics, advanced security technology, hybrid cloud scenarios as well as amazing rich visualizations on mobile devices.
There are many great reasons to move to SQL 2016, however if you are still working on SQL Server 2005 you may have another good motivator - the end-of-life clock of SQL 2005 is ticking down and support is about to end April 12, 2016.
In this deck we review the significant licensing changes introduced with SQL 2012. If our experience as Microsoft's Gold Certified Member has taught us anything - it is one thing. During migrations many of our clients get outright lost when trying to figure out the number of licenses they have or need. This often leads to under-deployment, and subsequently serious compliance issues with Microsoft. And yes, in some cases over-deployment means big savings back to your department.
Database as a Service (DBaaS) is cloud database hosted and managed by the cloud service providers that can be accessed through public cloud or the hybrid cloud. The cloud provider takes care of provisioning, configuring, setup, maintenance, backups and patching the database. Customers are expected to export the database and start consuming the service through the pay-as-you-go model.
In his session at 5th Big Data Expo, Janakiram MSV will analyze the current market landscape while exploring the available options, strengths and weaknesses of current DBaaS players. He will highlight the key factors that enterprises should consider before adopting a cloud database platform.
The NoSQL movement has introduced four new database architectural patterns that complement, but not replace, traditional relational and analytical databases. This presentation will introduce these four patterns and discuss their relative strengths and weaknesses for solving a variety of business problems. These problems include Big Data (scalability), search, high availability and agility. For each type of problem we look at how NoSQL databases take different approaches to solving these problems and how you can use this knowledge to find the right database architecture for your business challenges.
En esta sesión revisamos las nuevas mejoras y funcionalidades que estarán implementadas en la siguiente versión de SQL Server principalmente en Seguridad, Rendimiento y Alta Disponibilidad
The event, held on 22nd April 2017, was part of the Global Azure Boot Camp and covered Microsoft curriculum on the following topics:
- Azure SQL Database
- JSON Support
- Encryption
- Temporal tables
- Database Advisor
- Query Performance Insight
- Dynamic Data Masking
https://techspark.mt/global-azure-bootcamp-22nd-april-2017/
Hear Ryan Millay, IBM Cloudant software development manager, discuss what you need to consider when moving from world of relational databases to a NoSQL document store.
You'll learn about the key differences between relational databases and JSON document stores like Cloudant, as well as how to dodge the pitfalls of migrating from a relational database to NoSQL.
SQL Server 2016 is now in review! The newest version promises to deliver new real-time, built-in advanced analytics, advanced security technology, hybrid cloud scenarios as well as amazing rich visualizations on mobile devices.
There are many great reasons to move to SQL 2016, however if you are still working on SQL Server 2005 you may have another good motivator - the end-of-life clock of SQL 2005 is ticking down and support is about to end April 12, 2016.
In this deck we review the significant licensing changes introduced with SQL 2012. If our experience as Microsoft's Gold Certified Member has taught us anything - it is one thing. During migrations many of our clients get outright lost when trying to figure out the number of licenses they have or need. This often leads to under-deployment, and subsequently serious compliance issues with Microsoft. And yes, in some cases over-deployment means big savings back to your department.
О́стрый тонзилли́т (от лат. tonsillae — миндалины); в повседневной жизни анги́на (от лат. ango — «сжимаю, сдавливаю, душу») — инфекционное заболевание с местными проявлениями в виде острого воспаления компонентов лимфатического глоточного кольца, чаще всего нёбных миндалин, вызываемое стрептококками или стафилококками, реже другими микроорганизмами.
Диагностика товарного рынка Украины: макроэкономические показатели и тенденци...KNEU
Целью настоящего исследования является разработка методологии изучения глобализации бизнеса в целом, а также отдельных ее аспектов, связанных с информационно-коммуникативными проблемами отечественного бизнеса, на фоне усиления кризисных явлений в экономике страны. Формирование системы антикризисных мер, в качестве катализатора развития товарного рынка в условиях глобализации отечественного бизнеса.
Предметом исследования выступают методические и прикладные вопросы диагностики товарного рынка и анализа значимых макроэкономических показателей по масштабу влияния кризисных явлений на экономику Украины.
Объектом исследования является процесс уточнения стратегического направления маркетинговой деятельности субъектов хозяйствования работающих на отечественном и мировых товарных рынках, с учетом особенностей повышенного риска // О.В. Данніков "Діагностика товарного ринку України:
макроекономічні показники і тенденції розвитку" // O.V. Dannikov / "Diagnostics product market Ukraine:macroeconomic indicators and trends" /
Abstract. The aim of this study is to develop a methodology for studying the globalization of business as a whole, and its individual aspects related to information and communication problems of the domestic business amid increasing crisis in the economy. Formation of system of anti-crisis measures, as a catalyst for the commodity market development in the context of globalization of the domestic business.
The subject of the research are methodological and applied questions of the commodity market diagnosis and analysis of major macroeconomic indicators of the scale of the impact of the crisis on the Ukrainian economy.
The object of research is the process of clarifying the strategic direction of marketing activity of business entities operating in the domestic and world commodity markets, allowing for the increased risk.
At the beginning of 2016 can already state that is critical braking Ukraine's economic development and worsening of macroeconomic indicators. In mos
ScaleBase Webinar: Scaling MySQL - Sharding Made Easy!ScaleBase
Home-grown sharding is hard - REALLY HARD! ScaleBase scales-out MySQL, delivering all the benefits of MySQL sharding, with NONE of the sharding headaches. This webinar explains: MySQL scale-out without embedding code and re-writing apps, Successful sharding on Amazon and private clouds, Single vs. multiple shards per server, Eliminating data silos, Creating a redundant, fault tolerant architecture with no single-point-of-failure, Re-balancing and splitting shards
Overview of Data Base Systems Concepts and ArchitectureRubal Sagwal
Data
Data Hierarchy
Introduction of Database
DBMS
Characteristics of database approach
Advantages of DBMS
Data models
Schemas, Three schema architecture:
-The external level
-The conceptual level and
-The internal level.
Data Independence
Database languages and Interfaces
Roles of Database Administrator
About
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
• Remote control: Parallel or serial interface.
• Compatible with MAFI CCR system.
• Compatible with IDM8000 CCR.
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
• Easy in configuration using DIP switches.
Technical Specifications
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
Key Features
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
• Remote control: Parallel or serial interface
• Compatible with MAFI CCR system
• Copatiable with IDM8000 CCR
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
Application
• Remote control: Parallel or serial interface.
• Compatible with MAFI CCR system.
• Compatible with IDM8000 CCR.
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
• Easy in configuration using DIP switches.
COLLEGE BUS MANAGEMENT SYSTEM PROJECT REPORT.pdfKamal Acharya
The College Bus Management system is completely developed by Visual Basic .NET Version. The application is connect with most secured database language MS SQL Server. The application is develop by using best combination of front-end and back-end languages. The application is totally design like flat user interface. This flat user interface is more attractive user interface in 2017. The application is gives more important to the system functionality. The application is to manage the student’s details, driver’s details, bus details, bus route details, bus fees details and more. The application has only one unit for admin. The admin can manage the entire application. The admin can login into the application by using username and password of the admin. The application is develop for big and small colleges. It is more user friendly for non-computer person. Even they can easily learn how to manage the application within hours. The application is more secure by the admin. The system will give an effective output for the VB.Net and SQL Server given as input to the system. The compiled java program given as input to the system, after scanning the program will generate different reports. The application generates the report for users. The admin can view and download the report of the data. The application deliver the excel format reports. Because, excel formatted reports is very easy to understand the income and expense of the college bus. This application is mainly develop for windows operating system users. In 2017, 73% of people enterprises are using windows operating system. So the application will easily install for all the windows operating system users. The application-developed size is very low. The application consumes very low space in disk. Therefore, the user can allocate very minimum local disk space for this application.
Vaccine management system project report documentation..pdfKamal Acharya
The Division of Vaccine and Immunization is facing increasing difficulty monitoring vaccines and other commodities distribution once they have been distributed from the national stores. With the introduction of new vaccines, more challenges have been anticipated with this additions posing serious threat to the already over strained vaccine supply chain system in Kenya.
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdffxintegritypublishin
Advancements in technology unveil a myriad of electrical and electronic breakthroughs geared towards efficiently harnessing limited resources to meet human energy demands. The optimization of hybrid solar PV panels and pumped hydro energy supply systems plays a pivotal role in utilizing natural resources effectively. This initiative not only benefits humanity but also fosters environmental sustainability. The study investigated the design optimization of these hybrid systems, focusing on understanding solar radiation patterns, identifying geographical influences on solar radiation, formulating a mathematical model for system optimization, and determining the optimal configuration of PV panels and pumped hydro storage. Through a comparative analysis approach and eight weeks of data collection, the study addressed key research questions related to solar radiation patterns and optimal system design. The findings highlighted regions with heightened solar radiation levels, showcasing substantial potential for power generation and emphasizing the system's efficiency. Optimizing system design significantly boosted power generation, promoted renewable energy utilization, and enhanced energy storage capacity. The study underscored the benefits of optimizing hybrid solar PV panels and pumped hydro energy supply systems for sustainable energy usage. Optimizing the design of solar PV panels and pumped hydro energy supply systems as examined across diverse climatic conditions in a developing country, not only enhances power generation but also improves the integration of renewable energy sources and boosts energy storage capacities, particularly beneficial for less economically prosperous regions. Additionally, the study provides valuable insights for advancing energy research in economically viable areas. Recommendations included conducting site-specific assessments, utilizing advanced modeling tools, implementing regular maintenance protocols, and enhancing communication among system components.
Forklift Classes Overview by Intella PartsIntella Parts
Discover the different forklift classes and their specific applications. Learn how to choose the right forklift for your needs to ensure safety, efficiency, and compliance in your operations.
For more technical information, visit our website https://intellaparts.com
Courier management system project report.pdfKamal Acharya
It is now-a-days very important for the people to send or receive articles like imported furniture, electronic items, gifts, business goods and the like. People depend vastly on different transport systems which mostly use the manual way of receiving and delivering the articles. There is no way to track the articles till they are received and there is no way to let the customer know what happened in transit, once he booked some articles. In such a situation, we need a system which completely computerizes the cargo activities including time to time tracking of the articles sent. This need is fulfilled by Courier Management System software which is online software for the cargo management people that enables them to receive the goods from a source and send them to a required destination and track their status from time to time.
Explore the innovative world of trenchless pipe repair with our comprehensive guide, "The Benefits and Techniques of Trenchless Pipe Repair." This document delves into the modern methods of repairing underground pipes without the need for extensive excavation, highlighting the numerous advantages and the latest techniques used in the industry.
Learn about the cost savings, reduced environmental impact, and minimal disruption associated with trenchless technology. Discover detailed explanations of popular techniques such as pipe bursting, cured-in-place pipe (CIPP) lining, and directional drilling. Understand how these methods can be applied to various types of infrastructure, from residential plumbing to large-scale municipal systems.
Ideal for homeowners, contractors, engineers, and anyone interested in modern plumbing solutions, this guide provides valuable insights into why trenchless pipe repair is becoming the preferred choice for pipe rehabilitation. Stay informed about the latest advancements and best practices in the field.
Overview of the fundamental roles in Hydropower generation and the components involved in wider Electrical Engineering.
This paper presents the design and construction of hydroelectric dams from the hydrologist’s survey of the valley before construction, all aspects and involved disciplines, fluid dynamics, structural engineering, generation and mains frequency regulation to the very transmission of power through the network in the United Kingdom.
Author: Robbie Edward Sayers
Collaborators and co editors: Charlie Sims and Connor Healey.
(C) 2024 Robbie E. Sayers
Immunizing Image Classifiers Against Localized Adversary Attacksgerogepatton
This paper addresses the vulnerability of deep learning models, particularly convolutional neural networks
(CNN)s, to adversarial attacks and presents a proactive training technique designed to counter them. We
introduce a novel volumization algorithm, which transforms 2D images into 3D volumetric representations.
When combined with 3D convolution and deep curriculum learning optimization (CLO), itsignificantly improves
the immunity of models against localized universal attacks by up to 40%. We evaluate our proposed approach
using contemporary CNN architectures and the modified Canadian Institute for Advanced Research (CIFAR-10
and CIFAR-100) and ImageNet Large Scale Visual Recognition Challenge (ILSVRC12) datasets, showcasing
accuracy improvements over previous techniques. The results indicate that the combination of the volumetric
input and curriculum learning holds significant promise for mitigating adversarial attacks without necessitating
adversary training.
Water scarcity is the lack of fresh water resources to meet the standard water demand. There are two type of water scarcity. One is physical. The other is economic water scarcity.
1. Presenter : mehdi varse
Varse.mehdi@gmail.com
High performance databases
in the name of god
1
2. outline
• performance metrics
• Explain the issue
• Database Tuning
• In-memory database
• parallel database systems
• Distributed database systems
• New High-Performance databases
• High-Performance Database requirements
2
3. The Problem
• at least 2.5 Exabyte of data is produced every day
• Google processes 3.5 billion requests per day
• Registration of one million customer transactions every hour at
Wal-Mart
• Updates/Posts :
Google: 34,000 searches per second
Yahoo: 3,200 searches per second
• Facebook status updates: 700 per second
• Twitter tweets: 600 per second
• Buzz posts: 55 per second
3
4. performance metrics
to Monitor in Enterprise Applications
• Business Transactions
• Query Performance
• User and Query Conflicts
• Capacity
• Configuration
• NoSQL Databases
4
5. Database Tuning
5
Database Tuning is the activity of making a
database application run more quickly. “More
quickly” usually means higher throughput, though
it may mean lower response time for time-critical
applications.
6. 6
Application
Programmer
(e.g., business analyst,
Data architect)
Sophisticated
Application
Programmer
(e.g., SAP admin)
DBA,
Tuner
Hardware
[Processor(s), Disk(s), Memory]
Operating System
Concurrency Control Recovery
Storage SubsystemIndexes
Query Processor
Application
7. Memory tuning
• The main memory is the one of most important features that
affect database performance
7
8. Query Cache
• The query cache stores results of SELECT queries
• It is useful if the change is small
• Sample :
on a Linux Alpha 2×500MHz system with 2GB RAM and a 64MB query cache:
Searches for a single row in a single-row table are 238% faster with the query
cache than without it
8
9. Database caching
• Database caching is a process included in the design of computer
applications
• database caching is used to achieve high scalability and
performance.
• Database caching improves scalability by distributing query
workload from backend to multiple cheap front-end systems.
9
11. In-memory database
• An in-memory database system is a database management system
that stores data entirely in main memory.
• Used in Applications where response time is critical
Sqlite in memory: rc = sqlite3_open(":memory:", &db);
• in-memory databases will be able to run at full speed and maintain
data in the event of power failure.
• Sample of in-memory databases:
Redis(VMware / Pivotal Software - 2009)
SQLite
11
12. parallel database systems
goals parallel database systems :
high performance
Scalable
fault tolerant database management
three key components of a high performance parallel DBMS:
data partitioning strategies
algorithms for parallel processing of a join operator
Need a framework that controls the placement of data
Examples : Oracle parallel Server , IBM’s DB2 parallel Edition
12
14. Designing distributed database systems
• It may be stored in multiple computers, located in the same physical
location; or may be dispersed over a network of interconnected computers
• Unlike parallel systems, in which the processors are tightly coupled and
constitute a single database system, a distributed database system consists
of loosely coupled sites that share no physical components.
14
15. NoSQL Databases
• originally referring “no sql” OR “not only sql”
• designed to manage the scalability and performance issues
• support eventual consistency rather than ACID
• divided into four categories :
I. Key-value stores such as redis
II. document databases such as mongodb
III. graph databases such as neo4j
IV. column-oriented databases such as cassandra
15
16. High-Performance Database requirements
• Select one or more database with respect to your data types
• According to the selected database provide hardware
platforms(memory,disc and cpu)
• Use high speed network to connect nodes If you want to use the
distributed database
• Tune your database for optimal use of resources
• optimize your queries
16
17. Review data stores used in Facebook
• MYSQL:
storage such as wall posts, user information, timeline etc
This data is replicated between their various data centers.
• MEMCACHED:
Facebook makes heavy use of Memcached
a memory caching system to reduce reading time
• HAYSTACK:
each uploaded photo, Facebook generates and stores four images of different sizes
current growth rate is 220 million new photos per week
Implements a HTTP based photo server which stores photos in a generic object store
called Haystack
17
18. Review databases used in Facebook
• CASSANDRA:
The Apache Cassandra database is the right choice when you need scalability and
high-availability without compromising performance
Facebook uses it for its Inbox search.
18
20. Cassandra
Architecture Overview
• Cassandra was designed with the understanding that
system/hardware failure can and do occur.
• Peer-to-peer, distributed system
• All nodes the same
• Custom data replication to ensure fault tolerance
• Read/Write-anywhere design
20
21. Conclusion
• In Small Scales relational databases act better than nosql databases
• If you need to execute complex queries, relational databases is best
choose
• If you need to large scale or distributed database you can use the
nosql databases
21
22. References
• Jose M. Faleiro, Daniel J. Abadi, “FIT: A Distributed Database Performance Tradeoff”, IEEE,2015
• KLAUS ELHARDT , “A Database Cache for High Performance and Fast Restart in Database Systems”
22
25. performance metrics
Business Transactions
Business Transactions provide insight into real user behavior: they capture real-
time performance that real users are experiencing as they interact with your
application. involves capturing the response time of a business transaction
25
26. performance metrics
Query Performance
• Selecting More Data Than Needed
• Inefficient Joins Between Tables
• Too Few or Too Many Indexes
• Too Much Literal SQL Causing Parse Contention
The most obvious place to look for poor query performance is in the query
itself. Problems can result from queries that take too long to identify the
required data or bring the data back. Look for the following issues in queries.
26
27. performance metrics
User and Query Conflicts
• Page/row Locking Due to Slow Queries
• Transactional Locks and Deadlocks
• Batch Activities Causing Resource Contention for
Online Users
Databases are designed to be multi-user, but the activities of multiple users
can cause conflicts.
27
28. performance metrics
Capacity
• Not Enough CPUs or CPU Speed Too Slow
• Slow Disk
• Full or Misconfigured Disks
• Not Enough Memory
• Slow Network
Not all database performance issues are database issues. Some problems
result from running the database on inadequate hardware.
28
29. performance metrics
Configuration
• Buffer Cache Too Small
• No Query Caching
• I/O Contention Due to Temporary Table Creation on
Disk
Every database has a large number of configuration settings. Default values
may not be enough to give your database the performance it needs.
29
30. performance metrics
NoSQL Databases
• Finicky Transactions
• Complex Databases
• Consistent JOINS
• Flexibility in Schema Design
• Resource Intensive
NoSQL has much appeal because of its ability to handle large amounts of data
very rapidly. However, some disadvantages should be assessed when weighing
if NoSQL is right for your use-case scenario.
30