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CSE598C Project: Dynamic virtual server placement

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CSE598C Project: Dynamic virtual server placement Yoojin Hong Mobile VM servers (From the vMatrix) Static mirroring vs. Mobile virtual machine servers Mobile VM ... – PowerPoint PPT presentation

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Title: CSE598C Project: Dynamic virtual server placement


1
CSE598C ProjectDynamic virtual server placement
  • Yoojin Hong

2
Mobile VM servers (From the vMatrix)
  • Static mirroring vs. Mobile virtual machine
    servers

3
Mobile VM servers
  • Basic ideas
  • VM servers can be hosted in any real machines
    across networks
  • VM servers can be instantiated on demand
  • VM servers can move closer to end users
  • Advantages of mobile virtual machine servers
  • Higher availability
  • Better response time
  • Absorbing flash crowds
  • Network bandwidth savings
  • Lower cost of ownership of server machines

4
Mobile VM servers
  • Two-tier architectures

5
Mobile VM servers
  • Disadvantages of mobile virtual machine servers
  • Difficulty to virtualize large size of database
    server
  • Closer front-end VM server is beneficial only
    when of packets via connection A is larger than
    that via connection B
  • Overhead of migrating OS and applications for VM
    servers

Connection A
Connection B
6
Scenarios
  • The service is provided mainly by
    compute-intensive application server
  • Locations of majority of end users are changing
  • Suppose users of CNN.com has an access pattern to
    visit the site around 4-5p.m.
  • Time difference between east coast and west coast

7
Problem description
  • Dynamic provisioning Placement of web server
    replicas
  • Problems
  • Determine when a new VM server needs to be added
    (When)
  • Change of locations of end users
  • Select a real machine, which is located in an
    optimal location from end users, to host the new
    VM server (How)
  • Location of real machines available
  • Location of end users
  • Location of back-end server relative to real
    machines
  • Size of VM files relative to size of server
    requests
  • Cost of bandwidth during different times of day
  • Location of real machines to host VM servers
    currently

8
Algorithms
  • When
  • When locations of end users are changing
  • of users located where current server cannot
    guarantee a certain response time is increasing

9
Algorithms
  • How Modified k-mean algorithm
  • 1. Find k number of centroids at random
  • 2. Assign each end user location to its closest
    centroid
  • 3. Update the centroids as follows
  • of end user locations assigned to
    cluster j
  • location of end user j
  • application-specific constant weight (
    0)
  • B location of back-end server
  • 4. Repeat 2, 3 steps until the centroids are
    converged
  • 5. Select RMs located closest to the centroids

10
Experiments
  • Simulation
  • Comparison
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