Optimizing for HBM - 2023.1 English

Vitis Tutorials: Hardware Acceleration (XD099)

Document ID
XD099
Release Date
2023-08-02
Version
2023.1 English

Version: Vitis 2023.1

Introduction

This tutorial covers essential steps on migrating an existing application using double-data rate (DDR) memory to HBM memory. The tutorial begins by explaining the structural differences between DDR and HBM, as well as achievable theoretical bandwidth. The second section uses a simple example with necessary steps to migrate an application from DDR to HBM.

Before You Begin

TIP: This tutorial takes approximately two hours to complete.

The labs in this tutorial use:

  • BASH Linux shell commands.

  • 2023.1 Vitis core development kit release and the xilinx_u250_gen3x16_xdma_4_1_202210_1 and xilinx_u50_gen3x16_xdma_5_202210_1 platforms. If necessary, it can be easily ported to other versions and platforms. Its also expected that you have an AMD Alveo™ Data Center accelerator card that supports DDR and HBM to run this tutorial.

IMPORTANT:

  • Before running any of the examples, make sure you have installed the Vitis core development kit as described in Installation in the Application Acceleration Development flow of the Vitis Unified Software Platform Documentation (UG1416).

  • If you run applications on Alveo Data Center accelerator cards, ensure the card and software drivers have been correctly installed by following the instructions on the Alveo Portfolio page.

Accessing the Tutorial Reference files

  1. Enter the command in a terminal: git clone http://github.com/Xilinx/Vitis-Tutorials.

  2. Navigate to Hardware_Acceleration/Feature_Tutorials/07-using-hbm directory, and then access the reference-files directory.

Generating all the xclbins

  1. The tutorial provides the results as you go through. But if you intend to generate the xclbins, this can take several hours to generate the multiple xclbin. Its recommended to build all of these upfront so that you can focus on tutorial without waiting on these builds. The following steps will build the necessary xclbins for next two modules.

  2. Update the PLATFORM variable in the makefile/Makefile as shown below with the platform intended to be used.

    ifeq ($(memtype), DDR)
    PLATFORM :=xilinx_u250_gen3x16_xdma_4_1_202210_1
    else
    PLATFORM :=xilinx_u50_gen3x16_xdma_5_202210_1
    endif
    
  3. Run the following command to build three xclbins for module 2 (Migration from DDR to HBM). The expected time to build xclbins is about 7-8 hours or you can run these in parallel.

    cd 07-using-hbm/makefile;  make ddr_addSeq_build  hbm_addSeq_2Banks_build hbm_addSeq_overlap_build

  4. Run the following command to build ten xclbins for module 3 (HBM Bandwidth Results). The expected time to build xclbins is about 5-6 hours since the following command will run parallel jobs by default.

    cd 07-using-hbm/makefile;  make build_without_rama build_with_rama

    If your machine does not have enough resources to run multiple build jobs in parallel, you can always run these serially using the following commands, but it can take about several hours.

    cd 07-using-hbm/makefile;  make noramajob-64 noramajob-128 noramajob-256 noramajob-512 noramajob-1024 ramajob-64 ramajob-128 ramajob-256 ramajob-512 ramajob-1024;

Refer to the ./makefile/Makefile for more information.

Tutorial Overview

  1. HBM Overview: Provides a brief overview on the structural differences between DDR and HBM and theoretical maximum bandwidth by HBM.

  2. Migration from DDR to HBM: Walks through the steps of migrating an existing DDR-based application to HBM

  3. HBM Bandwidth Explorations: Shows the achievable bandwidth using a single kernel port based on access pattern and transaction size.

Start the next step: HBM Overview


Return to Start of Tutorial

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