Standard Level - 3 days
This course is available Live Online worldwide: View the Live Online full course description »
Course Description
Learn how to develop, debug, and profile new or existing C/C++ and RTL applications in the Vitis™ unified software environment targeting both data center (DC) and embedded applications. Also learn how to run designs on the AMD Alveo™ accelerator card using Nimbix Cloud.
The emphasis of this course is on:
- Building a software application using the OpenCL™ API to run hardware kernels on Alveo accelerator cards
- Building a software application using the OpenCL API and the Linux-based AMD runtime (XRT) to schedule the hardware kernels and control data movement on an embedded processor platform
- Demonstrating the Vitis environment GUI flow and makefile flow for both DC and embedded applications
- Describing the Vitis platform execution model and XRT
- Describing kernel development using C/C++ and RTL
- Utilizing the Vitis analyzer tool to analyze reports
- Explaining the design methodology to optimize a design
What's New for 2022
- Amdahl's Law: New module and lab
- All labs have been updated to the latest software versions
Anyone who needs to accelerate their software applications using FPGAs, SoCs (such as Zynq™-7000 SoCs, Zynq UltraScale+™ MPSoCs), and Versal™ Adaptive SoCs
- Basic knowledge of AMD FPGA architecture
- Comfort with the C/C++ programming language
- Software development flow
Vitis unified software environment
- Architecture: AMD Alveo accelerator cards, SoCs, and Adaptive SoCs
- Demo boards: Zynq UltraScale+ MPSoC ZCU104 board and Alveo accelerator card in Nimbix Cloud
After completing this comprehensive training, you will have the necessary skills to:
- Describe how the FPGA architecture lends itself to parallel computing
- Explain how the Vitis unified software environment helps software developers to focus on applications
- Describe the Vitis (OpenCL API) execution model
- Analyze the OpenCL API memory model
- Create kernels from C, C++, or RTL IP using the RTL Kernel Wizard
- Apply host code optimization and kernel optimization techniques
- Move data efficiently between kernel and global memory
- Profile the design using the Vitis analyzer tool
Day 1
Vitis Tool Flow
- Introduction to the Vitis Unified Software Platform
Explains how software/hardware engineers and application developers can benefit from the Vitis unified software environment and OpenCL framework. {Lecture}
- Amdahl's Law
Provides insights into selecting functions for acceleration by illustrating its impact on system performance. {Lecture, Lab}
- Vitis IDE Tool Overview
Describes the elements of the development flow, such as software emulation, hardware emulation, and system run as well as debugging support for the host code and kernel code. {Lecture, Lab}
- Vitis Command Line Flow
Introduces the Vitis environment makefile flow where the user manages the compilation of host code and kernels. {Lecture, Lab}
Basics of Hardware Acceleration
- Introduction to Hardware Acceleration
Outlines the fundamental aspects of FPGAs, SoCs, and ACAPs that are required to guide the Vitis tool to the best computational architecture for any algorithm. {Lecture}
Alveo Data Center Accelerator Cards
- Alveo Data Center Accelerator Cards Overview
Describes the Alveo Data Center accelerator cards and lists the advantages of these cards and the available software solutions stack. {Lecture}
- Getting Started with Alveo Data Center Accelerator Cards
Describes the hardware and software installation procedures for the Alveo Data Center accelerator cards. {Lecture}
Day 2
Vitis Execution Model and XRT
- Vitis Execution Model and XRT
Describes the XRT and the OpenCL APIs used for such as setting up the platform, executing the target device and post-processing. {Lecture, Lab}
- AMD Runtime Library (XRT) Native APIs
Describes the XRT native APIs used for opening a device, loading XCLBIN, creating buffers, executing a kernel, and controlling a graph. {Lecture, Lab}
- Synchronization
Describes OpenCL synchronization techniques such as events, barriers, blocking write/read, and the benefit of using out-of-order execution. {Lecture, Lab}
- AMD Card Utilities
Describes the various tool utilities available with the AMD
Runtime (XRT), such as the AMD board, board management,
and xclbin utilities. The various commands and usage of these
utilities are also covered. {Lecture}
NDRange (Optional)
- Introduction to NDRanges
Explains the basics of NDRange (N dimensional range) and the OpenCL execution model that defines how kernels execute with the NDRange definition. {Lecture}
- Working with NDRanges
Outlines the host code and kernel code changes with respect to NDRange. Also explains how NDRange works and the best way to represent the work-group size for the FPGA architecture. {Lecture}
Design Analysis
- Profiling
Describes the different reports generated by the tool and how to view the reports that help to optimize data transfer and kernel optimization using the Vitis analyzer tool. {Lecture}
- Debugging
Explains the support for debugging host code and kernel code as well as tips to debug the system. {Lecture}
Kernel Development
- Introduction to C/C++ based Kernels
Describes the trade-offs between C/C++, OpenCL, and RTL applications and the benefits of C-based kernels. {Lecture, Lab}
Day 3
Kernel Development
- Using the RTL Kernel Wizard to Reuse Existing IP as Accelerators
Describes how the Vitis unified software development provides RTL kernel developers with a framework to integrate their hardware functions into an application running on a host PC connected to an FPGA via a PCIe® interface. {Lecture, Lab}
Optimization Methodology Guide
- Optimization Methodology
Describes the recommended flow for optimizing an application in the Vitis unified software development environment. {Lecture}
- C/C++ based Kernel Optimization
Reviews different techniques such as loop unrolling, pipelining, and DATAFLOW. {Lecture}
- Host Code Optimization
Describes the various optimization techniques such as reducing the overhead of kernel enqueing, and optimizing the data transfer between kernels and global memory. {Lecture}
- Optimizing the Performance of the Design
Describes the various optimization techniques such as optimizing the host code, data transfer between kernels and global memory and the kernel performance. {Lab}
Libraries
- Vitis Accelerated Libraries
Reviews available libraries such as BLAS, Fintech, and OpenCV. The xfOpenCV library is a set of 60+ kernels, optimized for AMD FPGAs and SoCs, based on the OpenCV computer vision library. {Lecture}
Platform Creation
- Creating a Vitis Embedded Acceleration Platform (Edge)
Describes the Vitis embedded acceleration platform, which provides product developers an environment for creating embedded software and accelerated applications on heterogeneous platforms based on FPGAs, Zynq SoCs, and Alveo data center cards. {Lecture}
Appendix
Alveo Data Center Accelerator Cards
-
Alveo Accelerator Card Ecosystem Partner Solutions (Optional)
Outlines the partner solutions available in the cloud and on premises for Alveo Data Center accelerator cards. {Lecture}
-
AMD Real-Time Video Server Appliance (Optional)
Describes the AMD Real-Time Video Server appliance reference architectures, the optimized software solution stack for video applications, and various features offered by Alveo card live transcoding. {Lecture}
