Intel® FPGA AI Suite: PCIe-based Design Example User Guide

Download PDF
ID 768977
Date 12/01/2023
Public

A newer version of this document is available. Customers should click here to go to the newest version.

Document Table of Contents
Document Table of Contents x
1. Intel® FPGA AI Suite PCIe-based Design Example User Guide 2. About the PCIe* -based Design Example 3. Getting Started with the Intel® FPGA AI Suite PCIe* -based Design Example 4. Building the Intel® FPGA AI Suite Runtime 5. Running the Design Example Demonstration Applications 6. Design Example Components 7. Design Example System Architecture for the Intel PAC with Intel® Arria® 10 GX FPGA A. Intel® FPGA AI Suite PCIe-based Design Example User Guide Archives B. Intel® FPGA AI Suite PCIe-based Design Example User Guide Document Revision History
4. Building the Intel® 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 Intel FPGA AI Suite 5.3. Compiling the PCIe* -based Example Design 5.4. Programming the FPGA Device ( Intel® Arria® 10) 5.5. Programming the FPGA Device ( Intel Agilex® 7) 5.6. Performing Accelerated Inference with the dla_benchmark Application 5.7. Running the Ported OpenVINO™ Demonstration Applications
5.6. Performing Accelerated Inference with the dla_benchmark Application x
5.6.1. Inference on Image Classification Graphs 5.6.2. Inference on Object Detection Graphs 5.6.3. Additional dla_benchmark Options
5.6.2. Inference on Object Detection Graphs x
5.6.2.1. The mAP and COCO AP Metrics 5.6.2.2. Specifying Ground Truth 5.6.2.3. Example of Inference on Object Detection Graphs
5.7. Running the Ported OpenVINO™ Demonstration Applications x
5.7.1. 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. Intel FPGA AI Suite Runtime 6.3.3. BSP Driver
7. Design Example System Architecture for the Intel PAC with Intel® Arria® 10 GX FPGA x
7.1. System Overview 7.2. Hardware
7.2. Hardware x
7.2.1. PLL Adjustment
1. Intel® FPGA AI Suite PCIe-based Design Example User Guide
2. About the PCIe* -based Design Example
3. Getting Started with the Intel® FPGA AI Suite PCIe* -based Design Example
4. Building the Intel® FPGA AI Suite Runtime
5. Running the Design Example Demonstration Applications
6. Design Example Components
7. Design Example System Architecture for the Intel PAC with Intel® Arria® 10 GX FPGA
A. Intel® FPGA AI Suite PCIe-based Design Example User Guide Archives
B. Intel® FPGA AI Suite PCIe-based Design Example User Guide Document Revision History

5.2. Compiling Exported Graphs Through the Intel FPGA AI Suite

The network as described in the .xml and .bin files (created by the Model Optimizer) is compiled for a specific Intel FPGA AI Suite Architecture File by using the Intel FPGA AI Suite compiler.

The Intel FPGA AI Suite compiler compiles the network and exports it to a .bin file that uses the same .bin format as required by the OpenVINO™ Inference Engine.

This .bin file created by the compiler contains the compiled network parameters for all the target devices (FPGA, CPU, or both) along with the weights and biases. The inference application imports this file at runtime.

The Intel FPGA AI Suite compiler can also compile the graph and provide estimated area or performance metrics for a given Architecture File or produce an optimized Architecture File.

For more details about the Intel FPGA AI Suite compiler, refer to the Intel FPGA AI Suite Compiler Reference Manual .

Level Two Title