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Course Outline
Introduction
- Overview of OpenCL for government applications
- Comparison of OpenCL, CUDA, and SYCL for government use
- Key features and architecture of OpenCL relevant to public sector operations
- Setting up the development environment for government projects
Getting Started with OpenCL for Government Projects
- Creating a new OpenCL project using Visual Studio Code for government
- Exploring the project structure and files in a government context
- Compiling and running the program to meet government standards
- Displaying output using printf and fprintf in government applications
OpenCL API for Government Use
- Understanding the role of the OpenCL API in host programs for government
- Using the OpenCL API to query device information and capabilities for government purposes
- Creating contexts, command queues, buffers, kernels, and events using the OpenCL API for government applications
- Enqueuing commands such as read, write, copy, map, unmap, execute, and wait using the OpenCL API for government operations
- Handling errors and exceptions with the OpenCL API in a government setting
OpenCL C for Government Programs
- Understanding the role of OpenCL C in device programs for government use
- Writing kernels that execute on the device and manipulate data using OpenCL C for government applications
- Utilizing OpenCL C data types, qualifiers, operators, and expressions for government projects
- Using built-in functions in OpenCL C, such as math, geometric, and relational functions, for government tasks
- Leveraging OpenCL C extensions and libraries, such as atomic operations and image processing, for government needs
OpenCL Memory Model for Government Applications
- Understanding the difference between host and device memory models in a government context
- Utilizing OpenCL memory spaces, such as global, local, constant, and private, for government programs
- Using OpenCL memory objects, including buffers, images, and pipes, for government data management
- Employing OpenCL memory access modes, such as read-only, write-only, and read-write, in government applications
- Applying the OpenCL memory consistency model and synchronization mechanisms for government operations
OpenCL Execution Model for Government Programs
- Understanding the difference between host and device execution models for government use
- Defining parallelism using OpenCL work-items, work-groups, and ND-ranges in government applications
- Utilizing OpenCL work-item functions, such as get_global_id, get_local_id, and get_group_id, for government tasks
- Using OpenCL work-group functions, including barrier, work_group_reduce, and work_group_scan, in government programs
- Leveraging OpenCL device functions, such as get_num_groups, get_global_size, and get_local_size, for government operations
Debugging OpenCL Programs for Government Use
- Identifying common errors and bugs in OpenCL programs for government applications
- Using the Visual Studio Code debugger to inspect variables, breakpoints, and call stacks in government projects
- Utilizing CodeXL to debug and analyze OpenCL programs on AMD devices for government use
- Employing Intel VTune to debug and analyze OpenCL programs on Intel devices for government applications
- Using NVIDIA Nsight to debug and analyze OpenCL programs on NVIDIA devices for government projects
Optimizing OpenCL Programs for Government Use
- Understanding factors that affect the performance of OpenCL programs in a government context
- Using OpenCL vector data types and vectorization techniques to improve arithmetic throughput for government applications
- Applying OpenCL loop unrolling and loop tiling techniques to reduce control overhead and increase locality in government programs
- Optimizing memory accesses and bandwidth using OpenCL local memory and local memory functions for government tasks
- Measuring and improving execution time and resource utilization with OpenCL profiling tools for government use
Summary and Next Steps for Government Projects
Requirements
- An understanding of C/C++ language and parallel programming concepts for government applications.
- Basic knowledge of computer architecture and memory hierarchy.
- Experience with command-line tools and code editors.
Audience
- Developers who wish to learn how to use OpenCL to program heterogeneous devices and exploit their parallelism for government projects.
- Developers who aim to write portable and scalable code that can run on various platforms and devices within the public sector.
- Programmers interested in exploring the low-level aspects of heterogeneous programming and optimizing code performance for government use.
28 Hours
