HTCondor 소개 및 - scent.gist.ac.kr · PDF filethe language that HTCondor uses to represent...

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Korea Institute of Science and Technology Information 2014 SCENT HPC Summer School@GIST 국가슈퍼컴퓨팅연구소 슈퍼컴퓨팅서비스센터 슈퍼컴퓨팅서비스통합실 박 주 원 HTCondor 소개 HTC@PLSI 구축 사례 [email protected]

Transcript of HTCondor 소개 및 - scent.gist.ac.kr · PDF filethe language that HTCondor uses to represent...

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Korea Institute of Science and Technology Information

2014 SCENT HPC Summer School@GIST

국가슈퍼컴퓨팅연구소 슈퍼컴퓨팅서비스센터

슈퍼컴퓨팅서비스통합실

박 주 원

HTCondor 소개 및

HTC@PLSI 구축 사례

[email protected]

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What

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HTC (High Throughput Computing)

서로 독립적인 다수의 하위 작업

처리를 위한 컴퓨팅자원 사용 방식

Why

HPC HTC

Computation Need

Large computing power Large computing power

Duration Short(hours, days) Long(months, years)

InterestHow fast an individual job can complete

How many jobs can complete overa long period of time

Communication Tightly coupled Loosely coupled

Resource Reqs.Must execute within a particular site with low-latency interconnects

Independent, sequential jobs can be individually scheduled on many different computing resources across multiple sites

< HPC vs HTC >

슈퍼컴퓨터 지원 분야 확대

천문우주, 의료 등 다양한

분야에서 1만개 이상의 하위

작업으로 구성된 작업 처리 요청

슈퍼컴퓨터 이용 효율성 증대

고성능 슈퍼 컴퓨팅 자원이

필요한 분야에 효율적으로 제공

HTC 서비스 개요

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XSEDE에서의 HTC 서비스는 Open Science

Grid 자원을 활용함.

OSG에는 CHTC에서 제공하는 Condor 풀

(GLOW)이 있음.

Condor-G 기반의 meta-scheduling 지원

서로 다른 종류의 Local Scheduler를

사용하는 클러스터를 통해 HTC 서비스를

제공하기 위해 BOSCO라는 프로젝트 진행중.

① HTC Service in XSEDE (미국)

HTC 서비스 개요

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유럽에서는 HTC 서비스 제공을 위해

EGI (European Grid Infra.)를 이용함.

기존의 Grid 뿐만 아니라 클라우드

자원을 통합하여 a grid of clouds에

대한 연구도 진행 중임.

EGI에서는 meta-scheduler로

GridWay를 이용함.

② HTC Service in EGI (유럽)

HTC 서비스 개요

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Meta-Job(OGF JSDL Standard)에 기반한

대규모 계산 작업 제출 및 자동 분할 기능

Agent(Pilot Job)에 기반한 Multi-level

Scheduling

계산 자원의 Local Storage 활용을 위한 Data

Management Framework 제공

웹 인터페이스, JAVA API, 클라이언트

프로그램을 비롯한 다양한 클라이언트

인터페이스 제공

② HTC Service @ KISTI

HTCaaS

HTC 서비스 개요

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Korea Institute of Science and Technology Information

• Introduction • Architecture • Getting Started • Administration • Use Cases

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Job Scheduler

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작업 실행

결과 확인

User Computing resource

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Job Scheduler

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Job Scheduler

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HTCondor

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Introduction to using HTCondor

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Miron Livny

John (TJ) Knoeller

Todd Tannenbaum

Zach Miller

Open source project out of the University of Wisconsin-Madison

http://www.cs.wisc.edu/condor

Established in 1985 to do research and development of distributed high-

throughput computing

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Introduction to using HTCondor

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Open Source (Free!!)

Interoperates with many types of computing grids

Manages both dedicated CPUs (clusters) and non-dedicated resources

Very configurable, adaptable

Flexible multi-clustering (flocking)

HTCondor 특징

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HTCondor Architecture

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ClassAd

HTCondor’s internal data representation

Matchmaking

associating a job with a machine resource

Central Manager

central repository for the whole pool

Submit Host

the computer from which jobs are submitted to HTCondor

Execute Host

Definition

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HTCondor Architecture

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HTCondor Architecture

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Execute Machine Submit Machine

submit

schedd

starter Job shadow

startd

Central Manager

collector negotiator

Q

J

S

Q

S

J

J S

J J S S

master

master master

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HTCondor Architecture

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Out = "out/out.2699“

Cmd = "monte_int“

TransferInput = "data.2699“

UserLog = "log.2699“

Owner = "p377han“

Requirements = ( TARGET.Arch ==

"X86_64" ) && ( TARGET.OpSys ==

"LINUX" ) && ( TARGET.Disk >=

RequestDisk ) &&

( TARGET.Memory >= RequestMemory )

&& ( TARGET.HasFileTransfer

Job ClassAD

Machine = "glory254.plsi.or.kr"

OpSysAndVer = "CentOS5"

JavaVersion = "1.4.2"

CondorVersion = "$CondorVersion:

7.8.8 Mar 20 2013 BuildID: 110288

$"

HardwareAddress =

"00:1b:24:78:37:65"

COLLECTOR_HOST_STRING = "glory-

mg01.plsi.or.kr"

SubnetMask = "255.255.255.0“

Machine ClassAD

ClassAd

the language that HTCondor uses to represent information about: jobs (job ClassAd),

machines (machine ClassAd), and programs that implement HTCondor's functionality

(called Deamon)

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HTCondor Architecture

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Job ClassAD Machine ClassAD

Matchmaking

The matchmaker matches job ClassAds with machine ClassAds, taking into account:

• Requirements of both the machine and the job

• Rank of both the job and the machine

• Priorities, such as those of users and group

Matchmaking

Matchmaking

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Getting Started

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① Choose a universe for the job

② Make the job batch-ready

③ Create a job description file

④ Run condor_submit to put the job in the queue

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Getting Started

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① Choose a universe for the job

Controls how HTCondor handles jobs

the many universes include:

Standard

Vanilla

Grid

Parallel

VM

Allows running almost any “serial” job

Provides automatic file transfer for input and output files

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Getting Started

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Must be able to run in the background

No interactive input

No GUI/window clicks

Job can still use stdin (keyboard), stdout (screen) , and stderr , but

files are used instead of the actual devices

② Make the job batch-ready

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Getting Started

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A plain text file

File name extensions are irrelevant,

although many use .sub or .submit as

suffixes

File handling

Input ( ex. $a < a.in)

Output (ex. $a > a.out)

Error (ex. $a 2> a.err)

③ Create a job description file

Universe = vanilla

Executable = a.out

Input = a.in

Output = a.out

Error = a.err

Log = a.log

queue

test.jds

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Getting Started

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④ Run condor_submit to put the job in the queue

Run condor_submit, providing the name of the submit description file:

condor_submit will

Parse the submit description files, checking for errors

Create a ClassAd that describes the job

Place the job in the queue

$ condor_submit test.jds

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Example

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count.sh multiple.jds

executable = count.sh

universe = vanilla

output = out/out.txt

error = out/err.txt

log = out/log.txt

Queue 50

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Example

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$ condor_status

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Example

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$ condor_submit multiple.jds

Job ID

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Example

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$ condor_status

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Example

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$ condor_q

Job ID (ClusterId.ProcId)

작업 제출자 작업 상태

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Example

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$ condor_release $ condor_hold

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More that you do with HTCondor

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Requirements

A boolean expression

Evaluated with respect to attributes from machine ClassAd(s)

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More that you do with HTCondor

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Rank

All matches which meet the requirements can be sorted by preference with a

Rank expression

Like Requirements, is evaluated against attributes from machine ClassAd(s)

Universe = vanilla

Executable = a.out

Input = a.in

Output = a.out

Error = a.err

Log = a.log

Requirements = machine == “test.plsi.or.kr”

Rank = KFLOPS

Queue 500

test.jds

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Administrating HTCondor

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① Determine the machine role

② Obtain HTCondor & Install

③ Configure HTCondor

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Administrating HTCondor

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① Determine the machine role (Central manager)

하나의 pool에 하나의 Central manager (Negotiator, Collector)

다수의 Submit host 가능

다수의 Execute host

[jwpark@apu1 condor_example]$ ps -ef | grep condor_

condor 2796 1 0 Feb07 ? 02:14:20 condor_master -f

jwpark 3190 2936 0 09:56 pts/0 00:00:00 grep condor_

condor 30896 2796 0 Jun20 ? 00:04:09 condor_collector -f

condor 30897 2796 0 Jun20 ? 00:03:42 condor_negotiator -f

condor 30898 2796 0 Jun20 ? 00:02:15 condor_schedd -f

root 30900 30898 0 Jun20 ? 00:01:37 condor_procd -A

/tmp/condor-lock.apu10.901845565605075/procd_pipe.SCHEDD -L

/opt/condor/local/log/ProcLog.SCHEDD -R 10000000 -S 60 -C 780

[jwpark@apu3 ~]$ ps -ef | grep condor_

condor 2132 1 0 Feb06 ? 00:43:49 condor_master -f

condor 2386 2132 0 Feb18 ? 00:19:26 condor_startd -f

root 7701 2386 0 Feb19 ? 00:39:39 condor_procd -A

/tmp/condor-lock.apu30.70573943301952/procd_pipe.STARTD -L

/opt/condor/local/log/ProcLog.STARTD -R 10000000 -S 60 -C 780

jwpark 24247 24223 0 09:51 pts/0 00:00:00 grep condor_

Central Manager Execute host

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Administrating HTCondor

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② Obtain HTCondor & Install

Obtain HTCondor (http://research.cs.wisc.edu/htcondor/downloads/)

Install on central manager

Install on execute hosts

$ groupadd condor --gid 780

$ useradd -d /home/condor -g condor --uid

780 --shell /bin/bash condor

$ su

$ ./condor_install --prefix=/opt/condor --

local-dir=/opt/condor/local --

type=manager,submit --owner=condor

Central Manager Execute host

$ groupadd condor --gid 780

$ useradd -d /home/condor -g condor --uid

780 --shell /bin/bash condor

$ su

$ ./condor_install --prefix=/opt/condor --

local-dir=/opt/condor/local --

type=execute --owner=condor --

central-manager=apu1-ib

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Administrating HTCondor

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③ Configure HTCondor

/opt/condor/etc/condor_config

Local 설정 파일 수정 (/opt/condor/local/condor_config.local)

Central Manager 확인

policy 설정

security 설정

flocking 설정

cat /opt/condor/local/condor_config.local

## What machine is your central manager?

CONDOR_HOST = apu1-ib

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Administrating HTCondor

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③ Configure HTCondor

Policy expression

Start

Rank

Suspend

Continue

Preempt

Kill

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Administrating HTCondor

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③ Configure HTCondor

Always run jobs

START = True

RANK =

SUSPEND = False

CONTINUE = True

PREEMPT = False

KILL = False

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Administrating HTCondor

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③ Configure HTCondor

Prefer “chemistry” job

START = True

RANK = Department == "Chemistry"

SUSPEND = False

CONTINUE = True

PREEMPT = False

KILL = False

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Administrating HTCondor

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③ Configure HTCondor

Security configuration

ALLOW_WRITE = \*.plsi.or.kr

ALLOW_READ = \*.plsi.or.kr

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Administrating HTCondor

44

③ Configure HTCondor

Flocking 설정

FLOCK_FROM = titan, venus

FLOCK_TO = titan, venus, kobic

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Use Cases

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미국 지질조사국 (Monte Carlo Simulation)

지하수 분포도 모델링

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Use Cases

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Duke University

Protein Structure 모델링

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Use Cases

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University of Wisconsin – Madison

IceCube 중성미자 분석

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3

1

2

49

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Job

Job

Job

Job

Job

Job

JobJob

Job

Job

Job Job JobJob

Job

Job Job Job Job Job Job Job Job

Job Job Job Job Job Job Job Job

Job Job Job Job Job Job Job Job4호기

4호기

PLSI

HPC

HTC

Tachyon & GAIA

주요 미션

소규모 자원

장비의 노후화

분산된 환경

HTC@PLSI 구축 사례

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HTCondor의 기능을 활용하여 HTC 서비스 인프라 구축 (@PLSI)

지리적으로 분산된 6개 사이트 1000+ core 규모

기관명 시스템명 CPU core Mem 비고

KU Venus Intel Xeon

@2.5GHz 112 16GB

(2014년도 편

입 완료)

KIAS gene

(x86 클러스터)

AMD Opteron

@2GHz 128 8GB

GIST titan

(x86 클러스터)

Intel Xeon

@2.5GHz 128 16GB

KOBIC KOBIC

(SUN x4100)

AMD Opteron

@2.1GHz 184 4GB

KISTI GLORY

(SUN x2100)

AMD Opteron

@1.8GHz 514 2GB

KISTI kairos

(VM cluster)

Intel Xeon

@2.5GHz 200 16GB

2014 하반기

편입 예정

UOS t2c

(x86 클러스터)

Intel(R) Xeon

@ 2.13GHz 80 ~ 120 8GB 편입 협의중

HTC@PLSI 구축 사례

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서비스 정책 (default)

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HTC@PLSI 구축 사례

서비스 정책 (전용자원 요청시)

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HTC@PLSI 활용 사례

연세대학교

주 소행성대 소행성 종족 연구 분야 (Monte Carlo Simulation)

서울시립대학교

의료/고에너지물리 분야 지원 (GEANT4 지원)

한국천문연구원

남천황도대 태양계소천체 집중탐사연구 분야 협력 (예정)

HTC@PLSI 구축 사례

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HTC@PLSI 구축 사례

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Demo!!