System Administration of the IBM Watson Supercomputer
Configuration Management of the Watson Cluster
CSM is IBM's proprietary Cluster Systems Management software (http://www-03.ibm.com/systems/software/csm). It is intended to simplify administration of a cluster and includes parallel execution capability for high-volume pushes:
[CSM is] designed for simple, low-cost management of distributed and clustered IBM Power Systems in technical and commercial computing environments. CSM, included with the IBM Power Systems high-performance computer solutions, dramatically simplifies administration of a cluster by providing management from a single point-of-control....In addition to providing all the key functions for administration and maintenance of typical distributed systems, CSM is designed to deliver the parallel execution required to manage clustered computing environments effectively.
xCAT also originated at IBM. It was open-sourced in 2007. The xCAT Project slogan is "Extreme Cloud Administration Toolkit", and its logo is a cat skull and crossbones. It now lives at http://xcat.sourceforge.net, which describes it as follows:
Provision operating systems on physical or virtual machines: SLES10 SP2 and higher, SLES 11 (incl. SP1), RHEL5.x, RHEL 6, CentOS4.x, CentOS5.x, SL 5.5, Fedora 8-14, AIX 6.1, 7.1 (all available technology levels), Windows 2008, Windows 7, VMware, KVM, PowerVM and zVM.
Scripted install, stateless, satellite, iSCSI or cloning.
Remotely manage systems: integrated lights-out management, remote console, and distributed shell support.
Quickly set up and control management node services: DNS, HTTP, DHCP and TFTP.
xCAT offers complete and ideal management for HPC clusters, render farms, grids, WebFarms, on-line gaming infrastructure, clouds, data centers, and whatever tomorrow's buzzwords may be. It is agile, extendible and based on years of system administration best practices and experience.
xCAT grew out of a need to rapidly provision IBM x86-based machines and has been actively developed since 1999. xCAT is now ten years old and continues to evolve.
AT: xCat sounds like an installation system rather than a change management system. Did you use an SSH-based "push" model to push out changes to your systems?
EE: xCat has very powerful push features, including a multithreaded push that interacts with different machines in parallel. It handles OS patches, upgrades and more.
AT: What monitoring tool did you use and why? Did you have any cool visual models of Watson's physical or logical activity?
EE: The project used a home-grown cluster management system for development activities, which had its own monitor. It also incorporated ganglia. This tool was the basis for managing about 1,500 cores.
The Watson game-playing system used UIMA-AS with a simple SSH-based process launcher. The emphasis there was on measuring every aspect of runtime performance in order to reduce the overall latency. Visualization of performance data was then done after the fact. UIMA-AS managed the work on thousands of cores.
What Is UIMA-AS?
UIMA (Unstructured Information Management Architecture) is an open-source technology framework enabling Watson. It is a framework for analyzing a sea of data to discover vital facts. It is computers taking unstructured data as input and turning it into structured data and then analyzing and working with the structured data to produce useful results.
The analysis is "multi-modal", which means many algorithms are employed, and many kinds of algorithms. For example, Watson had a group of algorithms for generating hypotheses, such as using geo-spatial reasoning, temporal reasoning (drawing on its historical database), pun engine and so on, and another group of algorithms for scoring and pruning them to find the most likely answer.
In a nutshell, this is Massively Parallel Probabilistic Evidence-Based Architecture. (The evidence comes from Watson's 400TB corpus of data.)
The "AS" stands for Asynchronous Scaleout, and it's a scaling framework for UIMA—a way to run UIMA on modern, highly parallel cores, to benefit from the continuing advance in technology. UIMA brings "thinking computers" a giant step closer.
To understand unstructured information, first let's look at structured information. Computers speak with each other using structured information. Sticking to structured information makes it easier to extract meaning from data. HTML and XML are examples of structured information. So is a CSV file. Structured information standards are maintained by OASIS at http://www.sgmlopen.org.
Unstructured information is much more fluid and free-form. Human communication uses unstructured information. Until UIMA, computers have been unable to make sense out of unstructured information. Examples of unstructured information include audio (music), e-mails, medical records, technical reports, blogs, books and speech.
UIMA was originally an internal IBM Research project. It is a framework for creating applications that do deep analysis of natural human language text and speech.
In Watson, UIMA managed the work on nearly 3,000 cores. Incidentally, Watson could run on a single core—it would take it six hours to answer a question. With 3,000 cores, that time is cut to 2–6 seconds. Watson really takes advantage of massively parallel architecture to speed up its processing.
AT: What were the most useful system administration tools for you in handling Watson and why?
EE: clusterSSH (http://sourceforge.net/apps/mediawiki/clusterssh) was quite useful. That and simple shell scripts with SSH did most of the work.
AT: How did you handle upgrading Watson software? SSH in, shut down the service, update the package, start the service? Or?
EE: Right, the Watson application is just restarted to pick up changes.
AT: How did you handle packaging of Watson software?
EE: The Watson game player was never packaged up to be delivered elsewhere.
AT: How many sysadmins do you have handling how many servers? You mentioned there were hundreds of operating system instances—could you be more specific? (How many humans and how many servers?) Is there actually a dedicated system administration staff, or do some of the researchers wear the system administrator hat along with their researcher duties?
EE: We have in the order of 800 OS instances. After four years we finally hired a sysadmin; before that, it was a part-time job for each of three researchers with root access.
AT: Regarding your monitoring system, how did you output the system status?
EE: We are not a production shop. If the cluster has a problem, only our colleagues complain.
IBM wants to make DeepQA useful, not just entertaining. Possible fields of application include healthcare, life sciences, tech support, enterprise knowledge management and business intelligence, government, improved information sharing and security.
IBM's Watson Site—"What is Watson?", "Building Watson" and "Watson for a Smarter Planet": http://ibmwatson.com
IBM's DeepQA Project: http://www.research.ibm.com/deepqa/deepqa.shtml
Eddie Epstein's IBM Researcher Profile: http://researcher.ibm.com/view.php?person=us-eae
Wikipedia Article on Watson: http://en.wikipedia.org/wiki/Watson_%28computer%29
Apache UIMA: http://uima.apache.org
Aleksey Tsalolikhin has been a UNIX/Linux system administrator for 14 years.
|Non-Linux FOSS: Install Windows? Yeah, Open Source Can Do That.||Nov 24, 2015|
|Cipher Security: How to harden TLS and SSH||Nov 23, 2015|
|Web Stores Held Hostage||Nov 19, 2015|
|diff -u: What's New in Kernel Development||Nov 17, 2015|
|Recipy for Science||Nov 16, 2015|
|Firefox's New Feature for Tighter Security||Nov 13, 2015|
- Non-Linux FOSS: Install Windows? Yeah, Open Source Can Do That.
- Cipher Security: How to harden TLS and SSH
- Simple Photo Editing, Linux Edition!
- Web Stores Held Hostage
- Firefox's New Feature for Tighter Security
- How Will the Big Data Craze Play Out?
- It's a Bird. It's Another Bird!
- diff -u: What's New in Kernel Development
- Libreboot on an x60, Part II: the Installation
- November 2015 Issue of Linux Journal: System Administration