High Performance Computing With Cuda
Information Systems Engineering.
Institute of Natural and Applied Sciences
Third Cycle (Doctorate Degree)
| Course Unit Title | Course Unit Code | Type of Course Unit | Level of Course Unit | Year of Study | Semester | ECTS Credits |
|---|---|---|---|---|---|---|
| High Performance Computing With Cuda | BTM611 | Elective | Doctorate degree | 1 | Fall | 8 |
Name of Lecturer(s)
Prof. Dr. Hikmet Hakan GÜREL
Research Assistant Seda BALTA
Learning Outcomes of the Course Unit
1) Knows how to develop programming models on GPU.
2) Learns Cuda programming model.
3) Knows integrated memory and CPU-GPU programming.
Program Competencies-Learning Outcomes Relation
| Program Competencies | ||||||||||||||
| 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | ||
| Learning Outcomes | ||||||||||||||
| 1 | Middle | Middle | Middle | Middle | Middle | Middle | Middle | Middle | Middle | Middle | Middle | Middle | Middle | |
| 2 | Middle | Middle | Middle | Middle | Middle | Middle | Middle | Middle | Middle | Middle | Middle | Middle | Middle | |
| 3 | Middle | Middle | Middle | Middle | Middle | Middle | Middle | Middle | Middle | Middle | Middle | Middle | Middle | |
Mode of Delivery
Face to Face
Prerequisites and Co-Requisites
None
Recommended Optional Programme Components
Not Required
Course Contents
Technological development of GPUs. Basic criteria for parallel algorithm design. CUDA programming model. GPU microarchitecture. Occupancy, GPU performance, performance analysis and debugging tools. Optimizations for program control flow. GPU memory structure. Methods to improve memory performance. Integrated memory and CPU-GPU programming. Synchronization, atomic processes, techniques for memory consistency. Dynamic parallelism and multi-GPU programming. CUDA libraries (CuBlas, CuDNN, etc.). Other GPU programming environments, OpenCL, HSA.
Recommended or Required Reading
Planned Learning Activities and Teaching Methods
Assessment Methods and Criteria
Language of Instruction
Turkish
Work Placement(s)
Required