Application development on EGEE with P-GRADE Portal

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Application development Application development G G on EGEE with P on EGEE with P-GRADE Portal GRADE Portal Gergely Sipos Gergely Sipos sipos@sztaki hu sipos@sztaki hu MTA SZTAKI sipos@sztaki.hu sipos@sztaki.hu MTA SZTAKI www.portal.p-grade.hu tl@ld t kih pgportal@lpds.sztaki.hu 1

Transcript of Application development on EGEE with P-GRADE Portal

Application development Application development GG GGon EGEE with Pon EGEE with P--GRADE Portal GRADE Portal

Gergely SiposGergely Sipossipos@sztaki husipos@sztaki hu

MTA SZTAKI

[email protected]@sztaki.hu

MTA SZTAKIwww.portal.p-grade.hu

t l@l d t ki [email protected]

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ContentsContents

• P-GRADE Portal in a nutshellkfl d l i h h l• Workflow development with the Portal

• Workflow execution with the PortalWorkflow execution with the Portal• Scaling up to a parametric workflow

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Current situation and trendsCurrent situation and trendsin Grid computingin Grid computingin Grid computingin Grid computing

• Fast evolution of Grid systems and middleware:– GT2, OGSA, GT3 (OGSI), GT4 (WSRF), LCG-2, gLite, …g

• Many production Grid systems are built with them– EGEE (LCG-2 gLite), UK NGS (GT2), Open Science Grid

(GT2 GT4) N d G id ( GT2)(GT2 GT4), NorduGrid (~GT2)• Although the same set of core services are available

everywhere they are implemented in different wayseverywhere, they are implemented in different ways– Data services– Computation servicesp– Security services (single sign-on)– (Brokers)

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PP--GRADE Portal in a nutshellGRADE Portal in a nutshell

• General purpose, workflow-oriented computational Grid portal. Supports the development and execution ofSupports the development and execution of workflow-based Grid applications – a tool for Grid orchestration

• Open source with GPL license: http://sourceforge.net/projects/pgportal/ • Extends GridSphere

E t d ith tl t ( li ti ifi tl t )– Easy to expand with new portlets (e.g. application-specific portlets)– Easy to tailor to end-user needs

• Grid services supported by the portal:

Service EGEE grids Globus grids

Job execution Computing Element GRAM

File storage Storage Element GridFTP serverg g

Certificate management MyProxy

Information system BDII MDS-2, MDS-4

Brokering Workload Management System GTbrokerBrokering Workload Management System GTbroker

Job monitoring Mercury

Workflow & job visualization PROVE

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Solves Grid interoperability problem at the workflow level

What is a P-GRADE Portal workflow?

• a directed acyclic graph herewhere

– Nodes represent jobs (batch programs to be executed on a computing element)computing element)

– Ports represent input/output files the jobs expect/produceArcs represent file transfer– Arcs represent file transfer operations

• semantics of the• semantics of the workflow:– A job can be executed if all

f it i t fil il blof its input files are available

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Two levels of parallelism by a workflow

• The workflow concept of the P GRADE Portalthe P-GRADE Portal enables the efficient parallelization of complex

blproblems• Semantics of the

workflow enables twoworkflow enables two levels of parallelism:

– Parallel execution inside a workflowinside a workflow node– Parallel execution among orkflo

The job can be a parallel program

among workflow nodes

Multiple jobs can run parallel

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parallel programrun parallel

UltraUltra--short range weather forecast short range weather forecast (Hungarian Meteorology Service)(Hungarian Meteorology Service)

F ti d

(Hungarian Meteorology Service)(Hungarian Meteorology Service)

25 x

Forecasting dangerous weather situations (storms, fog, etc.), crucial task in the protection of life and property

10 x25 5 x

protection of life and property

Processed information:surface level25 x 5 x surface level measurements, high-altitude measurements, radar satellite lightningradar, satellite, lightning, results of previous computed models

Requirements:•Execution time < 10 min

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•High resolution (1km)

The typical user scenarioThe typical user scenarioPart 1 Part 1 -- development phasedevelopment phasep pp p

Certificateservers

Portal

SAVE WORKFLOW

Portalserver

Gridservicesservices

STARTSTART EDITOR

OPEN & EDIT or DEVELOP WORKFLOW

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WORKFLOW

The typical user scenarioThe typical user scenarioPart 2 Part 2 -- execution phaseexecution phase

Certificateservers

TRANSFER FILES, SUBMIT JOBS

pp

DOWNLOAD PROXY CERTIFICATES

PortalVISUALIZE JOBS d

MONITOR JOBS

Portalserver

Gridservices

JOBS and WORKFLOW PROGRESS

servicesDOWNLOAD

(SMALL) RESULTS

DOWNLOAD (SMALL) RESULTS

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The typical user scenario The typical user scenario Development phase:Development phase:p pp p

Certificateservers

Portal

SAVE WORKFLOW

Portalserver

Gridservicesservices

STARTSTART EDITOR

OPEN & EDIT or DEVELOP or IMPORT

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or IMPORT WORKFLOW

Workflow developmentWorkflow developmentOpening the workflow editorOpening the workflow editorp gp g

The editor is a Java Webstart applicationThe editor is a Java Webstart application

d l d d i t ll ti i l li k!download and installation is only one click!

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Workflow Workflow EditorEditorDefining the graphDefining the graphg g pg g p

• The aim is to define a DAG of batch jobs:DAG of batch jobs:1. Drag & drop

components:components:jobs and ports

2. Define their propertiesp p3. Connect ports by

channels(no cycles, no loops, no conditions)

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Workflow Workflow EditorEditorProperties of a jobProperties of a jobProperties of a jobProperties of a job

Properties of a job:Properties of a job:• Binary executable• Type of executable• Number of required• Number of required

processors• Command line

tparameters• The resource to be used

for the execution:• Grid/VO• (Computing element)

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Direct resource selection:Direct resource selection:Which computing element to use?Which computing element to use?Which computing element to use? Which computing element to use?

The information system portlet

queries BDII and I still don’t GIIS serversI still don t know which resource toresource to

use!

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Automatic resource selectionAutomatic resource selection

1. Select a broker Grid/VO for the job(e.g. GILDA_LCG2_broker)

2 (Describe the ranks & requirements of the2. (Describe the ranks & requirements of the job in JDL)

h l ill h b k fi d h3. The portal will use the broker to find the best resource for the job!

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Workflow Workflow EditorEditorDefining broker jobsDefining broker jobsg jg j

Select a Grid with broker!(*_BROKER)( _ )

Ignore the resource field!

If default JDL is not sufficient use the built-in JDL editor!

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Workflow Workflow EditorEditorB iltB ilt in JDL editorin JDL editorBuiltBuilt--in JDL editorin JDL editor

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JDL look at the gLite Users’ manual!

Workflow Workflow EditorEditorDefining inputDefining input--output filesoutput filesDefining inputDefining input output filesoutput files

File propertiesp pType:input: the job readsoutput: the job generates

File type:local: comes from my desktopremote: comes from an SE

File:location of the file

Internal file name: E t bl d th fil iExecutable reads the file inthis name – fopen(“file.in”, …)

File storage type (output files only):only):Permanent: final resultVolatile: only data channel

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How to refer to an I/O file?How to refer to an I/O file?

Input file Output fileLocal fileLocal file

Input file Output file

• Client side location:result.dat

• Client side location:c:\experiments\11-04.dat

• LFC logical file namelfn:/grid/gilda/sipos/11-04_-_result.dat

• LFC logical file namelfn:/grid/gilda/sipos/11-04.dat

R t filR t fil19

Remote fileRemote file

Local vs. remote filesLocal vs. remote files

GridYour jobs can access storage files directly too!

Gridservices

LOCAL INPUT

Portal

Storage elementsLOCAL INPUT

FILES&

LOCAL INPUT FILES

& EXECUTABLES

Portalserver REMOTE

INPUTFILES

REMOTE OUTPUT

FILES

& EXECUTABLES

LOCAL

Computing

FILES FILESLOCAL OUTPUT

FILESLOCAL

OUTPUT FILES

elements

Only the permanent

fil !

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files!

Job level file transfer in EGEE VOsJob level file transfer in EGEE VOs

MyJob

0 1

Your code CAN but DOES NOT HAVE TO

EGEE VO2 3speak grid protocols

LOCAL FILESGenerated

Portalserver

Computing Element

Storage ElementsREMOTE

INPUTFILE

LOCAL FILES:• Local input• User binary• Pre script

by the portal

server FILE

Custom file transfer

EGEEWMS

Pre script

Binary of MyJob

p• Post script

Input sandbox

1

0

Shell i t

2 3REMOTE

OUTPUT FILE

transfer WMS of MyJob

Post scriptLOCAL OUTPUT

Output sandboxscripts

gLite File Catalog

OUTPUT FILE

REGISTER

0 1FILE

2 3

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Catalog ServiceREMOTE

OUTPUT FILE

Reminder: Reminder: Grid files and JDLGrid files and JDLGrid files and JDLGrid files and JDL

Example JDL filep fExecutable = “gridTest”;StdError = “stderr.log”; The file itself is NOT transferred by StdError stderr.log ;StdOutput = “stdout.log”;InputSandbox = {“/home/joda/test/gridTest”};

lfn: logical file name

ythe gLite (or Globus) middleware!

Your binary must transfer InputSandbox = { /home/joda/test/gridTest };OutputSandbox = {“stderr.log”, “stdout.log”};I tD t “lf / id/ ild / di /t tb d0 00019”

input/output grid files!

InputData = “lfn:/grid/gilda/mydir/testbed0-00019”;OutputData = “lfn:/grid/gilda/mydir/result0-00019”;

P-GRADE Portal tranfers the file for you.

Y t bl d t h t k

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Your executable does not have to know any grid protocol if it is used in P-GRADE

Workflow Workflow EditorEditorSaving the workflowSaving the workflowSaving the workflowSaving the workflow

Workflow is defined!

Let’s execute it!Let’s execute it!

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Executing workflows Executing workflows ith th Pith th P GRADEGRADEwith the Pwith the P--GRADE GRADE

PortalPortalMain steps

PortalPortal

1. Download proxies2 Submit workflow

Main steps

2. Submit workflow3. Observe workflow progress4. If some error occurs correct the graphg p5. Download result

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The typical user scenarioThe typical user scenarioExecution phase Execution phase –– step 1:step 1:pp pp

Certificateservers

DOWNLOAD PROXY CERTIFICATES

PortalPortalserver

Gridservicesservices

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MyProxy interaction in PMyProxy interaction in P--GRADE: GRADE: Certificate ManagerCertificate ManagerCertificate ManagerCertificate Manager

Certificates portletCertificates portlet

• To start your sessionTo start your session on the Grid you must create a proxy certificate on the portal server

• “Certificates” portlet:

• to upload a proxy into MyProxy servers

• to download a proxy from MyProxy into theMyProxy into the portal server

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Certificate ManagerCertificate ManagerDownloading a proxyDownloading a proxyDownloading a proxyDownloading a proxy

1. MyProxy server access details:H t• Hostname

• Port number• User name (from upload)• Password (from upload)• Password (from upload)

2. Proxy parameters:• Lifetime• CommentComment

3. Grid association

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Certificates, proxies with gLite VOs:Certificates, proxies with gLite VOs:DownloadDownload

MyProxyserver Proxy1 VOMS

serverserver

Proxy2VOMS ext.

Portal

I have to do this before workflow

b i i

Proxy2

Portalserver

Gridservices

submission

Proxy

VOMS ext.

servicesProxy2

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Certificate ManagerCertificate Managerassociating the proxy with a gridassociating the proxy with a gridg p y gg p y g

This operation displays the details of the certificate andof the certificate and the list of available Grids (defined by portal administrator)

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Certificate ManagerCertificate Managerbrowsing proxiesbrowsing proxiesg pg p

Multiple proxies can be available on the portal server at the same time!same time!

HUNGRID CEs and SEs

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SEE-GRID CEs and SEsHUNGRID CEs and SEs

The typical user scenarioThe typical user scenarioExecution phase Execution phase -- step 2: step 2:

Certificateservers TRANSFER FILES,

SUBMIT JOBS

pp pp

SUBMIT JOBS

PortalPortalserver

Gridservicesservices

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Workflow ManagementWorkflow Management(workflow portlet)(workflow portlet)(workflow portlet)(workflow portlet)

• The portlet presents the status, size and output of the available workflow in the “Workflow” listin the Workflow list

• It has a Quota manager to control the users’ storage space on the server• The portlet also contains the “Abort”, “Attach”, “Details”, “Delete” and

“Delete all” buttons to handle execution of workflows• The “Attach” button opens the workflow in the Workflow Editor• The “Details” button gives an overview about the jobs of the workflow

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Workflow ExecutionWorkflow Execution(observation by the workflow portlet)(observation by the workflow portlet)( y p )( y p )

33White/Red/Green color means the job is initial/running/finished state

Workflow ExecutionWorkflow Execution(observation by the workflow portlet)(observation by the workflow portlet)( y p )( y p )

34White/Red/Green color means the job is initial/running/finished state

Workflow ExecutionWorkflow Execution(observation by the workflow portlet)(observation by the workflow portlet)( y p )( y p )

35White/Red/Green color means the job is initial/running/finished state

Workflow ExecutionWorkflow Execution(observation by the workflow portlet)(observation by the workflow portlet)( y p )( y p )

36White/Red/Green color means the job is initial/running/finished state

Workflow ExecutionWorkflow Execution(observation by the workflow portlet)(observation by the workflow portlet)( y p )( y p )

37White/Red/Green color means the job is initialised/running/finished

The typical user scenarioThe typical user scenarioExecution phase Execution phase –– step 3:step 3:

Certificateservers

pp pp

PortalVISUALIZE JOBS d

MONITOR JOBS

Portalserver

Gridservices

JOBS and WORKFLOW PROGRESS

services

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OnOn--Line Monitoring both at theLine Monitoring both at theworkflow and job levelsworkflow and job levels (workflow portlet)(workflow portlet)workflow and job levels workflow and job levels (workflow portlet)(workflow portlet)

The portal- The portal monitors and visualizes workflow progress

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Rescuing a failed workflow 1.Rescuing a failed workflow 1.

A job failed during Read the error logj gworkflow execution

Read the error log to know why

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Rescuing a failed workflow 2.Rescuing a failed workflow 2.

Map the failed jobMap the failed job onto a different

CE or download a Don’t touch the finished jobs!

new proxy for it.

The execution can continue

from the point

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of failure!

Rescuing a failed workflow 3.Rescuing a failed workflow 3.

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Rescuing a failed workflow 4.Rescuing a failed workflow 4.

Resume workflow by the Rescue

button

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Logs provided for each jobLogs provided for each job

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Analysis of the logAnalysis of the log• 2008.01.09 09:32:19 - Proxy with VOMS extensions created for VO "voce"

with accounting group "".• 2008.01.09 09:32:19 - Job submission in progress...p g• 2008.01.09 09:32:23 - Job has been submitted successfully!• 2008.01.09 09:32:23 - Job identifier is:• "https://skurut1.cesnet.cz:9000/mD_8VzPhm8AmIToTJKtigg"• 2008.01.09 09:32:26 - EGEE job's status has changed to "Waiting" (host is ).• 2008.01.09 09:33:00 - EGEE job's status has changed to "Ready" (host is ce1-

egee.srce.hr).2008 01 09 09 35 46 EGEE j b' t t h h d t "W iti " (h t i• 2008.01.09 09:35:46 - EGEE job's status has changed to "Waiting" (host is egee-ce.grid.niif.hu).

• 2008.01.09 09:36:19 - EGEE job's status has changed to "Ready" (host is ce.cyf-kr.edu.pl).y p )

• 2008.01.09 09:36:53 - EGEE job's status has changed to "Waiting" (host is• ce.cyf-kr.edu.pl).• 2008.01.09 09:37:26 - EGEE job's status has changed to "Done" (host isj g (• egee-ce.grid.niif.hu).• 2008.01.09 09:37:26 - Job found to be finished. Checking again if this is• really the case.

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• 2008.01.09 09:38:03 - EGEE job's status has changed to "Ready" (host is• egee-ce1.gup.uni-linz.ac.at).

FaultFault--tolerance by Ptolerance by P--GRADE portalGRADE portal

• 09:33: the broker assigned the job to a site: ce1-egee.srce.hr• 09:35: The broker moved the job to another site: egee-ce.grid.niif.hu• 09:36: Again the broker moved the job to another site: ce.cyf-kr.edu.pl• 09:37: The broker indicated that the job is Done, but .• 09:38: ... It turned out that the job was not finished (Done - Failed status),

only• it was moved to another site: egee-ce1.gup.uni-linz.ac.at• 09:39: Again the broker moved the job to another site: ares02.cyf-

kr.edu.pl• 09:39: Again the broker moved the job to another site: ce.cyf-kr.edu.pl• 09:40: After trying 10 different sites the VOCE broker gave it up and

aborted the job (the Shallow RetryCount was set for 10):

• 2008.01.09 09:40:16 - The job has been aborted!

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FaultFault--tolerance by Ptolerance by P--GRADE portalGRADE portal

• Our fault-tolerant portal did not give it up:• 2008.01.09 09:40:16 - The job can be submitted again (try 1 out of 3,• excluding host(s): ce.cyf-kr.edu.pl)• 2008.01.09 09:40:17 - Proxy with VOMS extensions created for VO

"voce" with• accounting group "".• 2008.01.09 09:40:17 - Job submission in progress...• 2008.01.09 09:40:27 - Job has been submitted successfully!• 2008.01.09 09:40:27 - Job identifier is:• "https://skurut1.cesnet.cz:9000/o22BTVqQsvwzj2wn5KP8 A"ps://s u u .ces e .c :9000/o VqQsvw j w 5 8_• 2008.01.09 09:40:30 - EGEE job's status has changed to "Waiting" (host

is ).• 2008.01.09 09:41:04 - EGEE job's status has changed to "Ready" (host isj g y (• eszakigrid66.inf.elte.hu).

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FaultFault--tolerance by Ptolerance by P--GRADE portalGRADE portal• 2008.01.09 09:41:37 - EGEE job's status has changed to "Scheduled" (host is• eszakigrid66.inf.elte.hu).• 2008 01 09 09:44:57 - EGEE job's status has changed to "Done" (host is2008.01.09 09:44:57 EGEE job s status has changed to Done (host is• eszakigrid66.inf.elte.hu).• 2008.01.09 09:44:57 - Job found to be finished. Checking again if this is• really the case.really the case.• 2008.01.09 09:45:34 - EGEE job's status has changed to "Waiting" (host is• eszakigrid66.inf.elte.hu).• 2008.01.09 10:06:06 - The job's status hasn't changed for 20 minutes,j g ,• resubmitting...

• It is a quite frequently occurring problem in EGEE-like grids that the broker l j b k i C ) h h l i ll killleaves jobs stuck in CEs. queues.) In such case the portal automatically kills the job on this site and resubmits it to the broker.

• 2008 01 09 10:06:06 Proxy with VOMS extensions created for VO "voce"• 2008.01.09 10:06:06 - Proxy with VOMS extensions created for VO voce with accounting group "".

• 2008.01.09 10:06:06 - Job submission in progress...• 2008.01.09 10:06:12 - Job has been submitted successfully!

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y

• 10:10: The job successfully finished with exit code 0 on site: ce.ui.savba.sk

The typical user scenarioThe typical user scenarioExecution phase Execution phase –– step 5step 5

Certificateservers

pp pp

PortalPortalserver

Gridservicesservices

DOWNLOAD (SMALL)RESULTS

DOWNLOAD(SMALL) RESULTS

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Downloading the results…Downloading the results…

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File management portletFile management portlet

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Scaling up a workflow to a Scaling up a workflow to a parameter study with Pparameter study with P GRADEGRADEparameter study with Pparameter study with P--GRADEGRADE

Complete workflow

Files in an LFC directory(e.g. /grid/gilda/sipos/myinputs)(e.g. /grid/gilda/sipos/myinputs)

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Files in an LFC directory (e.g. /grid/gilda/sipos/myoutputs)

Turning a WF into a parameter studyTurning a WF into a parameter study

By turning at least one of the open input ports into a “PS Input port”

the WF is turned into a Parameter Study

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InputInput--output files are stored in SEsoutput files are stored in SEs

/grid/gilda/sipos/InputImagesImage.0Image 1

/grid/gilda/sipos/XCoordinatesXCoordinate.0XCoordinate 1

/grid/gilda/sipos/YCoordinatesYCoordinate.0YCoordinate 1Image.1 XCoordinate.1 YCoordinate.1

2 x 2 x 2 = 8 execution of the whole workflow

/grid/gilda/sipos/Output

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workflow1.zipworkflow2.zip. . .

PS Input Port of Simple PSPS Input Port of Simple PS

Remote file Directoryinstead ofinstead of

FILE reference

Do not use the prefix lfn:

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if the directory isEGEE Grid file

catalogue

Simple PS Activity 2: placement of resultSimple PS Activity 2: placement of result

Menu itemPS Properties

Properties of the VO File Catalog

PS Propertiescan be called within the Workflowmenumenu

The Output directoryThe Output directorywill contain the set of individual compressed files.Each compressed file

One SE of the chosen VOEach compressed file

contains the outputs of an element Workflow have been elaborated over an item of the

VO

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over an item of the PS Input Set

Executing PS workflowsExecuting PS workflowsgg

PS Details for parameter sweep workflows

applications

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applications

Workflow Manager List Workflow Manager List PS Details viewPS Details view showing eWFshowing eWF--ss

New, middle l l li t tlevel list to render the details of a PS WorkflowWorkflow

Statistics showsStatistics shows the progress of the elaboration of the whole PS

The eWorkflow b ff li t hbuffer list shows the state of the Workflows being processed.

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DetailsDetails view of the view of the eWFeWF Ax_EQU_B_voce_PS.6Ax_EQU_B_voce_PS.6

Job level details of an eWorkflow

See, that the button Attach is missing as there is not to much importance to access the WE

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puntil the eWorkflow list is

exhausted

Advanced PS WFs inAdvanced PS WFs inAdvanced PS WFs in Advanced PS WFs in PP--GRADE PortalGRADE Portal

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Advanced parameter studiesAdvanced parameter studies

Generator component(s)

Initial input data

Complete Generate or

cut input intosmaller pieces

workflow

Collector component(s)

Files in an LFC directory(e.g. /grid/gilda/sipos/myinputs)(e.g. /grid/gilda/sipos/myinputs)

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Aggregate result

Files in an LFC directory (e.g. /grid/gilda/sipos/myoutputs)

Concept of advanced parameter Concept of advanced parameter study workflowsstudy workflowsstudy workflowsstudy workflows

GENGEN

Generator part generates the

SEQSEQSEQSEQ

generates the input parameter

space

Parameter study part

COLLCollector partevaluates and

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evaluates and integrates the results

Parameter generatorParameter generator

Generator can be attached to any parameter input port

Generator can be• Auto generator: to generate text filesgenerate text files• Custom generator: to generate any content

Generated files are moved into SE by the

t lportal

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Definition Window of Auto Generator JobDefinition Window of Auto Generator Job

User defines the template of the text file

User puts keys into the template

User defines values for the keys• Integer number• Real number• Custom setCusto set• …By clicking on

a key the definition

window for this key is opened.

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(Auto) Generator Attribute Editor for SE (Auto) Generator Attribute Editor for SE definitiondefinition

Attribute Editor defines the properties of remote files created by the Generator:

1. Storage Element must be defined if an LCG like (EGEE ) file access has been defined in the PS Output Port belonging to the Generator

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Detailed view of a PS workflowDetailed view of a PS workflow

Overall statistics of

Generator job(s)

Overall statistics of workflow instances

Workflow instances

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Collector job(s)

Additional featuresAdditional features

• Workflows and traces can be exported pfrom the portal server onto your client machinemachine

• Workflows and traces can be imported i h linto the Portal

• Share your workflows or results with other researchers!Mi t li ti f t l i t th !• Migrate your application from one portal into another!

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Workflow/trace export/importWorkflow/trace export/import

To export a kfl f

To delete every unnecessaryworkflow from

the portal onto your machine

unnecessary files of the workflowyour machine

To deleteTo deleteTo delete trace/output of the workflow

To delete trace/output of the workflow

(if any)(if any)

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Open Source POpen Source P--GRADEGRADEPP--GRADE on SourceForge.netGRADE on SourceForge.net

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HandsHands--onon

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RReferenceseferences

• P-GRADE Portal service is available forG o se v ce s v b e o– SEE-GRID infrastructure– Central European VO of EGEECentral European VO of EGEE– GILDA: Training VO of EGEE– Many national Grids (UK National Grid Service,Many national Grids (UK National Grid Service,

HunGrid, etc.)– US Open Science Grid, TeraGridp ,– Economy-Grid, Swiss BioGrid, Bio and Biomed

EGEE VOs, BioInfoGrid, BalticGrid – GIN VO

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MultiMulti--VO service portalVO service portal

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The OGF-GIN Resource Testing portalTo test GIN resources and to demonstrate WF level interoperabilityTo test GIN resources and to demonstrate WF level interoperability

P-GRADEP GRADEGEMLCA

Portal

P-GRADEportal

GEMLCA GEMLCA RepositoryRepositoryRepositoryRepository

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Learn once, use everywhereLearn once, use everywhereDevelop once, execute anywhere

Thank you!Thank you!yy

www.lpds.sztaki.hu/pgportalp [email protected]

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