FPGA AI Suite: PCIe-based Design Example User Guide

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ID 768977
Date 7/31/2024
Public
Document Table of Contents
Document Table of Contents x
1. FPGA AI Suite PCIe-based Design Example User Guide 2. About the PCIe* -based Design Example 3. Getting Started with the FPGA AI Suite PCIe* -based Design Example 4. Building the FPGA AI Suite Runtime 5. Running the Design Example Demonstration Applications 6. Design Example Components 7. Design Example System Architecture for the Agilex™ 7 FPGA A. FPGA AI Suite PCIe-based Design Example User Guide Archives B. FPGA AI Suite PCIe-based Design Example User Guide Document Revision History
4. Building the FPGA AI Suite Runtime x
4.1. CMake Targets 4.2. Build Options
5. Running the Design Example Demonstration Applications x
5.1. Exporting Trained Graphs from Source Frameworks 5.2. Compiling Exported Graphs Through the FPGA AI Suite 5.3. Compiling the PCIe* -based Example Design 5.4. Programming the FPGA Device ( Agilex™ 7) 5.5. Performing Accelerated Inference with the dla_benchmark Application 5.6. Running the Ported OpenVINO™ Demonstration Applications
5.5. Performing Accelerated Inference with the dla_benchmark Application x
5.5.1. Inference on Image Classification Graphs 5.5.2. Inference on Object Detection Graphs 5.5.3. Additional dla_benchmark Options 5.5.4. The dla_benchmark Performance Metrics
5.5.2. Inference on Object Detection Graphs x
5.5.2.1. The mAP and COCO AP Metrics 5.5.2.2. Specifying Ground Truth 5.5.2.3. Example of Inference on Object Detection Graphs
5.5.4. The dla_benchmark Performance Metrics x
5.5.4.1. Interpreting System Throughput and Latency Metrics
5.6. Running the Ported OpenVINO™ Demonstration Applications x
5.6.1. Example Running the Object Detection Demonstration Application
6. Design Example Components x
6.1. Build Script 6.2. Example Architecture Bitstream Files 6.3. Software Components 6.4. Software Interface to the BSP
6.1. Build Script x
6.1.1. Build Script Options 6.1.2. Script Flow
6.3. Software Components x
6.3.1. OpenVINO™ FPGA Runtime Plugin 6.3.2. FPGA AI Suite Runtime 6.3.3. BSP Driver
7. Design Example System Architecture for the Agilex™ 7 FPGA x
7.1. System Overview 7.2. Hardware
7.2. Hardware x
7.2.1. PLL Adjustment
1. FPGA AI Suite PCIe-based Design Example User Guide
2. About the PCIe* -based Design Example
3. Getting Started with the FPGA AI Suite PCIe* -based Design Example
4. Building the FPGA AI Suite Runtime
5. Running the Design Example Demonstration Applications
6. Design Example Components
7. Design Example System Architecture for the Agilex™ 7 FPGA
A. FPGA AI Suite PCIe-based Design Example User Guide Archives
B. FPGA AI Suite PCIe-based Design Example User Guide Document Revision History

6.1. Build Script

While this design example includes prepackaged bitstreams, you can also use the build script to build bitstreams.

To build the PCIe-based example design, use the bin/dla_build_example_design.py script. You can use this script to create an example design with one or multiple FPGA AI Suite IP instances.

The script generates a wrapper that wraps one or more IP instances along with adapters necessary to connect to the Terasic DE10-Agilex BSP.

When specifying an <architecture_file>, pay attention to the resource limitations on the FPGA, as well as the number of resources that the board support package (BSP) uses.

The dla_compiler tool includes a --fanalyze-area option to estimate the resources required for a single IP instance corresponding to an architecture file, as described in the FPGA AI Suite Compiler Reference Manual.

Implementing two instances (as is the default for dla_build_example_design.py) requires twice the resources.

Table 4.  Build Script Resources
Resources ALMs M20k DSPs
Resources available on Agilex™ 7 F-Series 014 device 487200 7110 4510
Reasonable Target Utilization 80% 90% 90%
Usable Resources 390000 6399 4059

The DE10-Agilex design is only validated for use with Quartus® Prime Pro Edition Version 24.2. The Agilex™ 7 device has significantly more resources and can support up to four IP instances.


Section Content
Build Script Options
Script Flow

Level Two Title