/ Cloud Computing. Recitation 5 September 29 th & October 1 st 2015
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1 / Cloud Computing Recitation 5 September 29 th & October 1 st
2 Overview Administrative Stuff Last Week s Reflection Project 2.1, OLI Modules 5 & 6, Quiz 3 New concepts This week s schedule Project 2.2, OLI Modules 7, 8 & 9, Quiz 4 Demo 2
3 Administrative Stuff Cloud TA s We are here to help you learn Office Hours: Piazza, Calendar Budget, Budget, Budget Plan your approach, Calculate before you deploy Use Spot Instances Tag your instance (a spot instance is an instance) Remember to Terminate your instances Penalties add up and are real Monitor AWS expenditures 3
4 Administrative Stuff (Contd.) Popular Piazza questions Q. Why is my RPS so low? Inbound and Outbound rules (enable all traffic on all ports) Same subnet for LG and DCs Q. Why is my Load Generator hanging? Check of data center>/lookup/random before feeding it to the load generator. (Both the instance and the application are running) Q. Why did my ELB not perform well on the first attempt but did well on the second? Develop experience (and read) about ELB warm-up 4
5 Announcements Students: Form your Project Up to 3 students per team Frontend, databases, scripting, Monitor AWS expenses 5
6 Last Week s Reflection Project 2.1 AWS APIs, Scalability & Elasticity Vertical scaling Differences in RPS between t2.small, t2.medium and t2.large Horizontal scaling Difference in RPS, going from 1x to 4xm3.mediums Provision and monitor AWS resource programmatically Initial experience with load balancing Quiz 3 Cloud Management (OLI Module 5) Cloud Software Deployment Consideration (OLI Module 6) 6
7 New Concepts Horizontal and Vertical Scaling What are vertical and horizontal scaling? How does one differentiate between the two? How does the scaling methodology affect throughput? Basic Load Balancing Was there anything predictable about the load that the load generator was sending? 7
8 This Week Project 2.1 AWS APIs, Scalability & Elasticity Vertically Scaling, Horizontally Scaling and Load Balancing. Project 2.2 Elasticity, Failure and Cost Able to horizontally scale out and scale in to maximize throughput, minimize cost and mitigate failure. 8
9 This Week s Schedule OLI Modules 7, 8 & 9 Virtualization Quiz 4 Due on Friday, Oct 2 nd, 2015, 11:59PM ET Project 2.2 Due on Sunday, Oct 4 th, 2015, 11:59 PM ET 9
10 OLI Module 7 - Virtualization Introduction and Motivation Why Virtualization Enabling the cloud computing system model Elasticity Resource sandboxing Improved system utilization and reduce costs Mixed OS environment Limitation of General Purpose OS Resource Sharing Time Space 10
11 OLI Module 8 Virtualization What is Virtualization Involves the construction of an isomorphism that maps a virtual guest system to a real (or physical) host system Sequence of operations e modify guest state Mapping function V(Si) Virtual Machine Types Process Virtual Machines System Virtual Machines 11
12 OLI Module 9 Resource Virtualization - CPU Steps of CPU Virtualization Multiplexing a physical CPU among virtual CPU s Virtualizing the ISA (Instruction Set Architecture) of a CPU Code Patch, Full Virtualization and Para virtualization Emulation (Interpretation & Binary Translation) Virtual CPU 12
13 Quick Recap When would you go for Vertical / Horizontal Scaling? How would you factor in cost, performance and failure into your decision? 13
14 Vertical Scaling vs. Horizontal Scaling Vertical Scaling Limitations Can only increase the capacity to a limit When scaling, need to transfer data, have to reboot Single Server Small/medium/Large instance (server) Solution: Horizontal Scaling (add more resources) Multiple Servers of the same type instance (server) instance (server) instance (server) 14
15 Load Balancing in Horizontal Scaling Server 1 Server2 Server 3 Server 4 Uneven distribution of load! CPU utilization, memory utilization Available capacity 15
16 Health Check in Horizontal Scaling Server 1 Server2 Server 3 Server 4 If Server2 goes down, no fall back is configured CPU utilization, memory utilization Available capacity 16
17 Utilization in Horizontal Scaling Server 1 Server2 Server 3 Server 4 If load goes down, we need to change the number of servers CPU utilization, memory utilization Available capacity 17
18 What You Need Make sure that workload is even on each server Do not assign load to servers that are down Increase/Remove servers according to changing load How does AWS help solve these problems? Server1 Server2 Server3 Server4 Load Balancer Managed group of servers 18
19 Load Balancer LB is a gateway that acts as a router interface and sends incoming requests to multiple Instances sitting behind it Distribute requests from clients to all servers equally modified from: 19
20 AWS ELB Features Distribute incoming to multiple Availability Zones Amazon EC2 instances health Integration with an Auto Scaling Group (ASG) Handle varying load! (Well Theoretically) 20
21 ELB Warmup ELB has a starting point for its initial capacity, and it will scale up or down based on traffic It struggles with high traffic spikes in shorter periods It is recommended that the load is increased at a rate of no more than 50 percent every five minutes (AWS Recommendation) ELB Best Practices 21
22 What is Auto Scaling? sapient.com - Burst during the holiday season - Losing customers with poor service - Should the size vary with traffic? 22
23 Why Auto Scaling? Traditional Scaling: Manually control the size Under utilization or over provisioning of resources Lose customers Auto Scaling: Automatically adjust the size based on demand Flexible capacities and scaling sizes Save cost Picture From Amazon 23
24 Amazon Auto Scaling Group Elastic Load Balancer Auto Scaling Group User Load E L B EC2 Instance EC2 Instance EC2 Instance EC2 Instance 24
25 Amazon s CloudWatch Alarm Monitor CloudWatch metrics for some specified alarm conditions Take automated action when the condition is met Resources with CloudWatch Enabled CPU Utilization Other Metrics CloudWatch Alarm User-Defined Action CloudWatch Metrics Repository Amazon CloudWatch 25
26 Case Study Netflix is one of the most popular provider of ondemand Internet streaming media Netflix has been using Amazon Auto Scaling Group for about 5 years. Data shows that use of ASG greatly improves the availability of Netflix services and provides an excellent means of optimizing cloud costs. 26
27 Case Study Server Workload/Time Server Workload / Time Server Number/Time Server Number / Time 27
28 P2.2 - Your Task Programmatically create an Elastic Load Balancer (ELB) and an Auto-Scaling Group (ASG) linked to ELB Test by submitting a URL request and observe changes Decide on Scale-Out and Scale-In policy Mitigate failure Elastic Load Balancer Auto Scaling Group CloudWatch Alarm 28
29 Project 2.2 Suggestions Read project description more than once Think about the workflow before starting Look up API references Read the overview first, then the details Practice API calls Search the Internet to debug Check every step carefully, debug with AWS console Don t forget to terminate your Auto Scaling Group and your Elastic Load Balancer after everything is done. 29
30 Resources Amazon s Auto Scaling Service Amazon s CloudWatch Alarm Amazon s Scaling Developer -resources/ 30
31 Upcoming Deadlines Project 2.2: Elasticity, Failure and Cost Due: 10/04/15 11:59PM ET (Pittsburgh) Unit 3: Virtualization Resource for the Cloud Module 7: Introduction and Motivation Module 8: Virtualization Module 9: Resource Utilization CPU Quiz 4 Due: 10/02/15 11:59PM ET (Pittsburgh) 31
32 Project 2.2 Demo 32
33 Key Points to Remember Working with AWS APIs Everything takes time to set up. Request Resource -> Check Resource -> Use Resource Terminate EVERYTHING when DONE. (Unless otherwise specified) Budget Tip: Reuse existing ASG for subsequent tests. The final test is 1 hour long. Write code to reuse resources as much as you can. ELB needs warmup. Keep a target in mind and warm-up ELB till you meet it before starting a test. Enable detail monitoring for < 5 min intervals. 33
34 Why is the RPS 0? 34
35 No Data? 35
36 Questions? 36
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