GPU Computing

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KHUDKIBOOK
GPU COMPUTING 3720221
FREE PDF 3720221
Code: 3720221 Credits: 4 Semester 2 CEE

GPU Computing

Get the full GTU study material, English & Gujarati textbook PDFs, syllabus curriculum, and solved previous year question papers.

GPU Computing Syllabus — Unit-wise Content

The official GTU curriculum for GPU Computing (subject code 3720221) as prescribed for CEE · Semester 2 divides the course into 6 units, covering 48 listed topics. The unit-wise breakdown below is read from the GTU syllabus document for this subject code, so you can check what the course actually covers before deciding which papers to attempt.

Download the official syllabus PDF (3720221)

Unit 1 Introduction

13 lecture hours

  • GPU Architecture
  • Clock speeds
  • CPU / GPU comparisons
  • Parallel Programming
  • CUDA OpenCL / OpenACC
  • Kernels Launch parameters
  • Thread hierarchy
  • Streaming multiprocessors
  • 1D/2D/3D thread mapping
  • Device properties
  • Simple Programs

Unit 2 Memory

7 lecture hours

  • Memory hierarchy
  • DRAM / global
  • local / shared
  • private / local
  • Constant Memory
  • Parameter Passing
  • Arrays and dynamic Memory
  • Multi-dimensional Arrays
  • Memory Allocation
  • Memory copying across devices
  • Programs with matrices
  • Performance evaluation with different memories

Unit 3 Synchronization

10 lecture hours

  • Memory Consistency
  • Barriers (local versus global)
  • Memory fence
  • Prefix sum, Reduction
  • Programs for concurrent Data Structures such as Worklists
  • Synchronization across CPU and GPU Functions: Device functions
  • Host functions
  • Kernels functions
  • Using libraries (such as Thrust), and developing libraries

Unit 4 Support

8 lecture hours

  • Debugging GPU Programs
  • Profile tools
  • Performance aspects Streams: Asynchronous processing
  • Overlapped data transfers
  • Default Stream
  • Synchronization with streams
  • Event-based- Synchronization - Overlapping data transfer and kernel execution
  • Subject Code: 3720221 w.e.f

Unit 5 Case Studies

5 lecture hours

  • Image Processing
  • Graph algorithms
  • Deep Learning

Unit 6 Advanced topics

5 lecture hours

  • Dynamic parallelism
  • Unified Virtual Memory
  • Multi-GPU processing
  • Peer access
  • Heterogeneous processing

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