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AC 2000, Wright State University, August 21, 2000 1 Wisdom consists of knowing when to avoid perfection. - Horowitz Tuesday, February 24, 2009

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Page 1: 1SIAC 2000, Wright State University, August 21, 2000 1 Wisdom consists of knowing when to avoid perfection. -Horowitz Tuesday, February 24, 2009

1SIAC 2000, Wright State University, August 21, 20001

Wisdom consists of knowing when to avoid perfection.

- Horowitz

Tuesday, February 24, 2009

Page 2: 1SIAC 2000, Wright State University, August 21, 2000 1 Wisdom consists of knowing when to avoid perfection. -Horowitz Tuesday, February 24, 2009

The Globus Project

Infrastructure for Computational Grids

The Globus Project Teamhttp://www.globus.org/

Page 3: 1SIAC 2000, Wright State University, August 21, 2000 1 Wisdom consists of knowing when to avoid perfection. -Horowitz Tuesday, February 24, 2009

3SIAC 2000, Wright State University, August 21, 2000

Session Goals

• Provide an introduction to… computational grids the capabilities of the Globus Toolkit pragmatic issues with grids & Globus

• Enable attendees to… start building grids using the Globus Toolkit start building & using grid applications

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4SIAC 2000, Wright State University, August 21, 2000

Overview• Introduction to computational grids

• Introduction to the Globus Toolkit Portability Security Information services Resource management Data management Communication

• Case studies

• Other Globus services, and future directions

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5SIAC 2000, Wright State University, August 21, 2000

What is a computational grid?

• A pool of computational resources that can be “plugged into” via standard interfaces.

• Processors• Data storage devices• Instruments

• As the power grid is to electrical power, and the telephone grid is to voice communication, so will the computational grid be for computation.

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22SIAC 2000, Wright State University, August 21, 2000

Globus Project Participants

• Globus Project is a large community effort Globus Toolkit core development

• Argonne, USC/ISI, NCSA, SDSC

Globus Toolkit contributors• NASA, DOE ASCI DRM (SNL, LBNL, LLNL), Raytheon, and

numerous others

Collaborators• University, lab, industrial, and international partners

spanning many scientific and engineering disciplines

• Active in Grid Forum http://www.gridforum.org

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23SIAC 2000, Wright State University, August 21, 2000

Globus Approach

• A toolkit and collection of services addressing key technical problems Modular “bag of services” model Not a vertically integrated solution General infrastructure tools (aka middleware)

that can be applied to many application domains

• Inter-domain issues, rather than clustering Integration of intra-domain solutions

• Distinguish between local and global services

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24SIAC 2000, Wright State University, August 21, 2000

Globus Hourglass

• Focus on architecture issues Propose set of core services

as basic infrastructure Use to construct high-level,

domain-specific solutions

• Design principles Keep participation cost low Enable local control Support for adaptation “IP hourglass” model

Diverse global services

Core Globusservices

Local OS

A p p l i c a t i o n s

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25SIAC 2000, Wright State University, August 21, 2000

Technical Focus & Approach

• Enable incremental development of grid-enabled tools and applications Model neutral: Support many programming models,

languages, tools, and applications Evolve in response to user requirements

• Deploy toolkit on international-scale production grids and testbeds Large-scale application development & testing

• Information-rich environment Basis for configuration and adaptation

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26SIAC 2000, Wright State University, August 21, 2000

Layered Architecture

Applications

Grid ServicesGRAM

GSI HBM

Nexus

globus_io

Grid Fabric

LSF

Condor MPI

NQEPBS

TCP

NTLinux

UDP

Application Toolkits

DUROC globusrunMPICH-G Nimrod/GCondor-G HPC++

GlobusView Web Portals

GASS

Solaris DiffServ

GSI-FTPMDS

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27SIAC 2000, Wright State University, August 21, 2000

Globus Toolkit Grid Services

• Security (GSI)

• Information services (MDS)

• Resource management (GRAM)

• Data management (GASS, GSI-FTP, replicas)

• Communication (globus_io, Nexus)

• Fault detection (HBM)

• Portability (globus_dc, globus_thread)

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28SIAC 2000, Wright State University, August 21, 2000

Other Globus Project Grid Services

• Coming Soon Data transfer (GSI-FTP) Replica Management

http://www.globus.org/datagrid

• Experimental Prototypes Advanced Reservations & QoS (GARA) Distributed Events & Logging

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29SIAC 2000, Wright State University, August 21, 2000

Sample of High-Level Services

• Resource brokers and co-allocators DUROC, HTB, Nimrod/G, Condor-G, ASCI DRM

• Communication & I/O libraries MPICH-G, PAWS, RIO (MPI-IO), PPFS, MOL

• Parallel languages HPC++, CC++

• Collaborative environments CAVERNsoft, ManyWorlds

• Others MetaNEOS, NetSolve, LSA, AutoPilot, WebFlow

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30SIAC 2000, Wright State University, August 21, 2000

Condor-G: Condor for the Grid• Condor is a high-throughput scheduler

• Condor-G uses Globus Toolkit libraries for: Security (GSI) Managing remote jobs on Grid (GRAM) File staging & remote I/O (GSI-FTP)

• Grid job management interface & scheduling Robust replacement for Globus Toolkit programs

• Globus Toolkit focus is on libraries and services, not end user vertical solutions

Supports single or high-throughput apps on Grid• Personal job manager which can exploit Grid resources

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31SIAC 2000, Wright State University, August 21, 2000

Production Grids & Testbeds

• Production deployments underway at: NSF PACIs (National Technology Grid) NASA Information Power Grid DOE ASCI European Grid

• Research testbeds EMERGE: Advance reservation & QoS GUSTO: Globus Ubiquitous Supercomputing Testbed

Organization Particle Physics Data Grid Earth Systems Grid

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32SIAC 2000, Wright State University, August 21, 2000

Production Grids & Testbeds

NASA’s Information Power Grid The Alliance National Technology Grid

GUSTO Testbed

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33SIAC 2000, Wright State University, August 21, 2000

Application Experiments

• Computed microtomography (ANL, ISI) Real-time, collaborative analysis of data from X-

Ray source (and electron microscope)

• Hydrology (ISI, UMD, UT; also NCSA, Wisc.) Interactive modeling and data analysis

• Collaborative engineering (“tele-immersion”) CAVERNsoft @ EVL

• OVERFLOW (NASA) Large CFD simulations for aerospace vehicles

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34SIAC 2000, Wright State University, August 21, 2000

Application Experiments

• Distributed interactive simulation (CIT, ISI) Record-setting SF-Express simulation

• Cactus Astrophysics simulation, viz, and steering Including trans-Atlantic experiments

• Particle Physics Data Grid High Energy Physics distributed data analysis

• Earth Systems Grid Climate modeling data management

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Where Are We? (August 2000)

• Research is focused on data management, resource management, and web portals.

• Globus Toolkit v4 has been released. Runs on most versions of Unix, Win32 clients.

• Production deployment is underway. NSF PACIs, NASA IPG, DOE ASCI DRM

• Many research applications and tools are using these testbeds.

• We’re always looking for interesting applications.

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For More Information on Globushttp://www.globus.org/

• Papers on most components

• Tutorials User, Developer, Administrator

• Manuals Quick Start Guide, System Administration Guide

• Mailing lists [email protected], [email protected]

• Software & API documentation

• Application descriptions

• Attend Supercomputing 2000 (Nov. 2000)

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37SIAC 2000, Wright State University, August 21, 2000

The Grid:Blueprint for a New Computing Infrastructure

I. Foster, C. Kesselman (Eds), Morgan Kaufmann, 1999

• Available July 1998;

ISBN 1-55860-475-8 • 22 chapters by expert

authors including Andrew Chien, Jack Dongarra, Tom DeFanti, Andrew Grimshaw, Roch Guerin, Ken Kennedy, Paul Messina, Cliff Neuman, Jon Postel, Larry Smarr, Rick Stevens, and many others

http://www.mkp.com/grids

“A source book for the historyof the future” -- Vint Cerf

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Session Approach

• Five sections, each illustrating a basic Globus service

• Laboratory material is available to allow practice with the use of each technique See http://www.globus.org/tutorial/

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Desktop Supercomputing• Seamlessly, from the desktop

Sign-on once Locate available computers Start computation on an appropriate

system Monitor progress Get output files Manipulate locally

• E.g. ECCE’, Cactus, Hotpage, Chemical Eng. Workbench, WebFlow, LSA

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WebFlow Grid Interface

• Dataflow computing interface to grid computing Fox, Haupt: Syracuse

• Globus services for Authentication Process creation and

management

• Applications include nanomaterials

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41SIAC 2000, Wright State University, August 21, 2000

Application Challenges

• Security How do we authenticate ourselves at the remote

site?

• Resource specification How do we locate and request a resource?

• Staging of code and data How do we stage a user’s executables and data to

the remote resource?

• Computation How do we start & manage computation?

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Grid Services

• Single sign-on for all resources No need for user to keep track of accounts and

passwords at multiple sites No plaintext passwords

• Uniform interface to various local scheduling mechanisms PBS, Condor, LSF, NQE, LoadLeveler, fork, etc. No need to learn and remember obscure

command sequences at different sites

• Support for file staging, remote I/O, etc.

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Grid Authentication Model

• Authentication is done on a “user” basis Single authentication step allows access to all grid

resources

• No communication of plaintext passwords

• Most sites will use conventional account mechanisms You must have an account on a resource to use that

resource

• Sites may use “generic” Grid accounts Not common, but Globus can deal with it

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Grid Security Infrastructure (GSI)

• Based on public key technology Standard X.509 certificate, same as

certificates used for the Web

• Each user has: a Grid user id (called a Subject Name) a private key (like a password) a certificate signed by a Certificate

Authority (CA)

• A “gridmap” file at each site specifiesgrid-id to local-id mapping

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Certificate Based Authentication• User has a certificate, signed by a trusted “certificate

authority” (CA) Certificate contains users name and public key Globus project operates a CA

• User’s private key is used to encode a challenge string

• Public key is used to decode the challenge If you can decode it, you know the user

• Treat your private key carefully!! Private key is stored in encrypted form

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User Proxies

• Minimize exposure of user’s private key• A temporary credential for use by our

computations We call this a user proxy certificate Allows process to act on behalf of user User-signed user proxy certificate stored in

local file

• Proxy’s private key is not encrypted Rely on file system security, proxy certificate

file must be readable only by the owner

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Delegation

• Remote creation of a user proxy

• Allows remote process to act on behalf of the user

• Avoids sending passwords or private keys across the network

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Single sign-onvia “grid-id”

User

User Proxy

GlobusGlobusCredentialCredential

Site 1

Kerberos

GRAM Process

Process

ProcessGSI

TicketTicket

Site 2

Public Key

GRAM

GSI

CertificateCertificate

Process

Process

Process

Authenticatedinterprocess

communication

CREDENTIAL

GSSAPI:multiplelow-level

mechanisms

Mutualuser-resourceauthentication

Mappingto local ids

Assignment of credentials to“user proxies”

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49SIAC 2000, Wright State University, August 21, 2000

Globus Authentication Setup• Before you can run Globus applications:

Install Globus Obtain a Grid certificate and key Set up your environment so Globus knows where to

find certificates and keys Contact sites to set up local accounts and globusmap

entries Create proxy certificate for each application run

• Documentation Globus Quick Start Guide (on website)

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55SIAC 2000, Wright State University, August 21, 2000

Simple job submission

• globus-job-run provides a simple RSH compatible interface% grid-proxy-init Enter PEM pass phrase: *****% globus-job-run host program [args]

• Job submission will be covered in more detail in Part 5

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Exercise: Sign-On & Remote Process Creation

• Use grid-proxy-init to create a proxy certificate:

% grid-proxy-initEnter PEM pass phrase:......................................+++++.....+++++

• Use grid-proxy-info to query proxy:% grid-proxy-info -subject

• Use globus-job-run to start remote programs:

% globus-job-run jupiter.isi.edu /usr/bin/ls -l /tmp

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Globus Components Being Used

• GSI: Grid Security Infrastructure Authenticate to remote system

• GRAM: Globus Resource Allocation Manager Create process on remote resource, deal with

local resource managers

• GASS: Global Access to Secondary Storage Redirect standard output

(More on GRAM and GASS later!)

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Job Submission Interfaces

• Globus Toolkit includes several command line programs for job submission globus-job-run: Interactive jobs globus-job-submit: Batch/offline jobs globusrun: Flexible scripting infrastructure

• Others are building better interfaces General purpose

• Condor-G, PBS, GRD, Hotpage, etc

Application specific• ECCE’, Cactus, Web portals

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globus-job-run

• For running of interactive jobs• Additional functionality beyond rsh

Ex: Run 2 process job w/ executable stagingglobus-job-run -: host –np 2 –s myprog arg1 arg2

Ex: Run 5 processes across 2 hostsglobus-job-run \

-: host1 –np 2 –s myprog.linux arg1 \-: host2 –np 3 –s myprog.aix arg2

For list of arguments run:globus-job-run -help

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60SIAC 2000, Wright State University, August 21, 2000

globus-job-submit

• For running of batch/offline jobs globus-job-submit Submit job

• Same interface as globus-job-run• Returns immediately

globus-job-status Check job status globus-job-cancel Cancel job globus-job-get-output Get job stdout/err globus-job-clean Cleanup after job

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globusrun

• Flexible job submission for scripting Uses an RSL string to specify job request Contains an embedded globus-gass-server

• Defines GASS URL prefix in RSL substitution variable:

(stdout=$(GLOBUSRUN_GASS_URL)/stdout)

Supports both interactive and offline jobs

• Complex to use Must write RSL by hand Must understand its esoteric features Generally you should use globus-job-* commands

instead

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Summary

• Grid Security Infrastructure (GSI) provides single sign-on capability

• globus-job-run can be used to create a remote process Difference between schedulers managed by

Globus Strong authentication provided

• Remote process creation can be added to applications by using Globus services

• Rest [Self Study]

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MDS Features• White Pages

Look up the IP number, amount of memory, etc., associated with a particular machine

• Yellow Pages Search for computers of a particular class or with a

particular property • Information is dynamic!

In a distributed system, things change without warning. Information often has an expiration date or other

measures of uncertainty.

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MDS Approach

• Based on LDAP Lightweight Directory Access

Protocol v3 (LDAPv3) Standard data model Standard query protocol

• Globus specific schema Host-centric representation

• Globus specific tools GRIS, GIIS Data discovery, publication,…

SNMP

GRIS

NIS

NWS

LDAP

LDAP API

Middleware

Application

GIIS…

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70SIAC 2000, Wright State University, August 21, 2000

LDAP Details

• Lightweight Directory Access Protocol Stripped down version of X.500 DAP protocol Supports distributed storage/access (referrals) Supports replication Becoming de facto standard

• Defines: Network protocol for accessing directory contents Information model defining form of information Namespace defining how information is

referenced and organized

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LDAP Directory Structure

• Directory contents Called Object Classes and Entries What information is stored in directory Group related information into entries

• Directory organization Called Directory Information Tree (DIT) Objects are organized into tree structure Position of object in tree uniquely names

entry within the server

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Sample Object Classes

• Compute Resources Operating System Memory Hierarchy Health and Status

• Network Interfaces IP address Interface types

• Performance Data Schedule Jobs CPU Loads Network Traffic

• Resource Managers Contact strings Scheduled jobs Free nodes

• Software Configuration Version Control Contact information

• Organizations

• People

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LDAP Directory Information Tree

• Directory entries are organized into a tree. Called Directory Information Tree (DIT) Subtrees can be distributed or replicated.

• Position in tree uniquely names entry within a server.

• Each object in a server is uniquely determined by its distinguished name (DN). List of unique attribute names and values

along path from root of DIT to object, e.g.:<hn=sp2.sdsc.edu, dc=sdsc, dc=edu, o=Grid>

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83SIAC 2000, Wright State University, August 21, 2000

MDS Tools

• Java LDAP browser http://www.mcs.anl.gov/~gawor/ldap

• Web-based browsers and displays http://www.globus.org/mds

• CGI-based MDS browser• MDS Object Class Browser

• Various APIs and search tools • Translators from “Globus Object Definition

Language” Commented LDIF - LDAP schema definition Converts to LDIF, HTML

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MDS Access/Update Commands

• LDAP defines a set of standard commandsldapsearch, ldapmodify, ldapdelete, etc.

• We also define MDS-specific commands grid-info-search, grid-info-create, grid-info-update, grid-

info-remove, grid-info-host-search Routines to ensure data consistency and to insert

metadata

• APIs are defined for C, Java, etc. C: OpenLDAP client API

• ldap_search_s(), ldap_modify_s(), …

Java: JNDI

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Resource Management

• Resource Specification Language (RSL) is used to communicate requirements

• The Globus Resource Allocation Manager (GRAM) API allows programs to be started on remote resources, despite local heterogeneity

• A layered architecture allows application-specific resource brokers and co-allocators to be defined in terms of GRAM services

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Resource Specification Language

• Common notation for exchange of information between components Syntax similar to MDS/LDAP filters

• RSL provides two types of information: Resource requirements: Machine type,

number of nodes, memory, etc. Job configuration: Directory, executable,

args, environment

• API provided for manipulating RSL

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RSL Syntax

• Elementary form: parenthesis clauses (attribute op value [ value … ] )

• Operators Supported: <, <=, =, >=, > , !=

• Some supported attributes: executable, arguments, environment, stdin, stdout,

stderr, resourceManagerContact,resourceManagerName

• Unknown attributes are passed through May be handled by subsequent tools

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Job Submission Interfaces

• Globus Toolkit includes several command line programs for job submission globus-job-run: Interactive jobs globus-job-submit: Batch/offline jobs globusrun: Flexible scripting infrastructure

• Others are building better interfaces General purpose

• Condor-G, PBS, GRD, Hotpage, etc

Application specific• ECCE’, Cactus, Web portals