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GridSim Toolkit 3.1: Modelling and Simulation of Global Grids

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Presentation on theme: "GridSim Toolkit 3.1: Modelling and Simulation of Global Grids"— Presentation transcript:

1 GridSim Toolkit 3.1: Modelling and Simulation of Global Grids
WW Grid Dr. Rajkumar Buyya Fellow of Grid Computing Grid Computing and Distributed Systems (GRIDS) Lab. Dept. of Computer Science and Software Engineering The University of Melbourne, Australia

2 Presentation Outline Motivation System Architecture GridSim Entities
Visual Modeller Advanced Reservation Summary

3 Performance Evaluation: With Large Scenarios
Varying the number of Resources (1 to 100s..1000s..). Resource capability. Cost (Access Price). Users. Deadline and Budget. Workload. Different Time (Peak and Off-Peak). We need a repeatable and controllable environment. Can this be achieved on Real Grid testbed ?

4 Grid Environment Dynamic: Grid testbed size is limited.
Resource and User Properties vary with time. Experiment cannot be repeated. Resources are distributed and owned by different organisations. Heterogeneous users. It is hard to create a controllable environment. Grid testbed size is limited. Also, creating testbed infrastructure is time consuming and expensive. Hence, grid computing researchers turn to modelling and simulation.

5 GridSim Toolkit GridSim 1.0 released in Dec. 2001
GridSim and GridBroker. GridSim 2.0 released in Nov. SC 2002. Improvements in GridSim and GridBroker. Add Visual Modeler. Few functionalities of GridSim: Allows modelling of heterogeneous of resources & users. Supports simulation of both static & dynamic schedulers. Simulates applications with different parallel models.

6 System Architecture Application, User, Grid Scenario’s Input and Results Application Configuration Resource Configuration Visual Modeler Grid Scenario . . . Output Grid Resource Brokers or Schedulers GridSim Toolkit Application Modeling Resource Entities Information Services Job Management Resource Allocation Statistics Resource Modeling and Simulation (with Time and Space shared schedulers) Single CPU SMPs Clusters Load Pattern Network Reservation Basic Discrete Event Simulation Infrastructure SimJava Distributed SimJava Virtual Machine (Java, cJVM, RMI) PCs Workstations SMPs Clusters Distributed Resources

7 Statistics Recorder #i
GridSim Entities Shutdown Signal Manager #i User #i Broker #i Output Internet Output Resource #j Scheduler Application Jobs Job Out Queue Process Queue Job In Queue Input Input Output Input Statistics Recorder #i Report Writer #i Resource List Information Service

8 GridSim Entities Relationship
communication GridInformationService GridSim GridResource registration Broker ResourceCharacteristics message passing

9 GridSim Resource Extensibility
GridResource GridSim AllocPolicy AdvanceReservation . . . SpaceShared ARPolicy TimeShared . . . ARSpaceShared New architecture allows flexibility to add new scheduling policies for AR and non-AR resources.

10 GridSim Entities Communication Model
EA Output_EA Input_EA EB Output_EB Input_EB body() Send(output, data, EB) Receive(input, data, EA) Timed Event Delivery data, t2 (Deliver t2)

11 Time Shared: Multitasking and Multiprocessing
Tasks on PEs/CPUs P1-G1 P1-G2 P3-G2 P2-G3 P2-G2 P1-G3 G3 G2 G3 PE2 G2 PE1 G1 G2 2 6 9 12 16 19 22 26 Time G1 G2 G3 G1F G2F G3F G1 G1: Gridlet1 Arrives Gridlet1 (10 MIs) G1F: Gridlet1 Finishes G2 Gridlet2 (8.5 MIs) P1-G2: Gridlet2 didn’t finish at the 1st prediction time. G3 Gridlet3 (9.5 MIs) P2-G2: Gridlet2 finishes at the 2nd prediction time.

12 Space Shared: Multicomputing
Tasks on PEs/CPUs P1-G1 P1-G2 P1-G3 G2 G3 PE2 PE1 G1 G3 2 6 9 12 16 19 22 26 Time G1 G2 G3 G1F G2F G3F G1 G1: Gridlet1 Arrives Gridlet1 (10 MIs) G1F: Gridlet1 Finishes G2 Gridlet2 (8.5 MIs) P1-G2: Gridlet2 finishes as per the 1st Predication G3 Gridlet3 (9.5 MIs)

13 Visual Modeler Available in GridSim 2.0 Functionalities:
Create and delete many users and resources. Able to save and load the model file (XML format). Generate Java source code.

14 Main Window of Visual Modeler

15 View User Property Dialog

16 View Resource Property Dialog

17 GridSim with AR capability
GridSim 3.0 has the framework to handle: Creation of a new reservation Commitment of a new resevation Activation of a reservation once it is started Modification of an existing reservation Cancellation of an existing reservation Query of an existing reservation

18 State Transition Diagram for AR
Request Request Accepted Request Rejected Commit Expired Accepted Rejected Commit Accepted Change Specification Change Request Committed Change Accepted / Rejected Start Time Cancellation Request Active Cancelled Finish Time Termination Request Completed Terminated

19 1. Create a New Reservation
Required information: Start time Duration time or Finish time Number of Processing Elements (PEs) Designated resource id If successful: returns booking id (resID_reservID) e.g. 8_1 & expiry time If not successful: returns approx. busy time interval (1, 5, 15, 30, 45 seconds or minutes)

20 Steps of making a reservation
Receive Request Create a Request Send to Resource Check for conflicts YES NO Generate Reservation Booking ID Request Result Add to List User or Broker AllocPolicy

21 Finding Empty Slots If (reservation list is empty) then accept reservation & put into the list Else Find the begin and end interval in the list Find the exact slot for a new reservation Find empty slot Remove redundant reservations Calculate total PE used during the interval

22 2. Commit a Reservation If a request for reservation has been successful, then need to commit or to confirm it before an expiry time When committing a reservation, need to submit: Booking ID Job or a list of jobs

23 3. Activation of a Reservation
Once a reservation has committed: Put the job(s) into a queue list Set the timer Send event to itself Once the time is up: If PEs are full, then: Remove unreserved jobs Remove reserved jobs that run longer than duration Look through the queue list and move into execution list

24 4. Modification of a Reservation
Required information: Start time Duration time or Finish time Number of Processing Elements (PEs) Booking ID At the moment, only able to reduce reservation Important: If modification fails, the original reservation must not be lost.

25 5. Cancellation of a Reservation
Required information: Booking ID Resource ID Cancellation issues: Before a reservation has been committed Before a reservation has been activated During an active After a reservation has been finished

26 6. Query of a Reservation Required information: Status: Booking ID
Resource ID Status: NOT_STARTED ACTIVE FINISHED CANCELED EXPIRED

27 GridSim 3.1: Advanced Networking

28 GrangeNet and Grid Modelling

29 Selected GridSim Users

30 Contributors Rajkumar Buyya (Melbourne) Manzur Murshed (Monash)
Anthony Sulistio (Melbourne) - maintainer Chee Shin Yeo (Melbourne) Chen-Khong Tham (Singapore) Gokul Poduval (Singapore) A student Slovenia – Data Grid

31 Conclusion GridSim toolkit is suitable for application scheduling simulations in Grid computing environment. GridSim is available to download:


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