NFYK13012U Cluster Architectures and Computations
MSc programme in physics
MSc Programme in computer science
To introduce parallel computers as target platform for
applications that require either much memory or large computing
power, or both.
The purpose of the class is to provide the student an understanding and practical experience with cluster-computing. Cluster-computing is becoming known to the general scientific community, including industry, and is increasingly becoming an alternative to classic supercomputers. The class covers classic supercomputer architectures and how these are programmed, as well as how clusters may emulate these so that applications and programming-techniques from different supercomputers may be used on clustercomputers. The target is that students obtain a detailed understanding of the problems that surround clustercomputers, as well as their known solutions and the limitations of these solutions. Topics: Parallel supercomputer architectures, advanced topics in CPU architecture, communication technology and machine-topology. Parallel algorithms, parallel programming and scientific computing. Programming using; threads, parallel virtual machines, message passing interface, remote memory and distributed shared memory.
At the course completion the student should be able to:
1. Design and implement parallel applications
2. Design a cluster-computer for a specific purpose
3. Use threads for shared memory architectures
4. Use Message Passing Interface
5. Manage vectorization of operations
The overall purpose of this course is to enable the student to write high performance parallel applications on cluster-type architectures. In addition the successful candidate will become familiar with a number of classic parallel computer architectures and a set of high performance scientific applications.
The students will understand the challenges in addressing parallelization of applications and limitations of the available hardware. In addition the students should have an ingrained skeptic approach to commercially presented buzzwords and benchmarks and be able to objectively select the best platform for a given problem.
Notes and articles.
- 7,5 ECTS
- Type of assessment
- Continuous assessmentThe class is evaluated through a set of reports that is written throughout the class. The final grade is the average of the best 3 reports.
- All aids allowed
- Marking scale
- 7-point grading scale
- Censorship form
- No external censorship
More internal examiners
Rexam: Three reports plus one week take home exam. The reports will be with known subjects identical to three of the reports given during the course. Approved reports from the course may be re-submitted, but will be re-evaluated. The take-home exam will be issued with an unknown subject. All four parts count equally in the final grade.
Criteria for exam assesment