0021 MPSAI EN

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关键词

树莓派5、PCIe、驱动安装、操作演示、2230、2242、2280、NVMe SSD、固态硬盘 X1、AI、HAILO 8L、摄像头、OV5647、图像检测、图像识别

一、简介

二、硬件资源

1. 基于树莓派5设计,采用16Pin FPC和树莓派5的PCle接口连接;

2. 扩展板通过PCIe Switch进行一扩二;

3. 一路PCIe扩展M.2 M-key接口,2242尺寸,用于接AI模块 HAilo8,树莓派官方OS加载驱动;

4. 一路PCIe扩展M.2 M-key接口,接NVMe SSD(PCIe X1,仅支持Gen2模式),支持2230/2242/2280尺寸(默认焊接2280铜柱),不支持SATA和NGFF SSD硬盘;

5. SSD可用于存储数据和系统启动;从SSD启动时,需树莓派官方固件是2024.5.13以后的版本;

6. 40Pin GPIO部分采用开窗设计,可通过杜邦线连接,不影响树莓派5自身GPIO引脚使用;

7. PCB板沉金工艺,无铅生产,且通过UL认证,符合ROHS标准,防火等级94V-0;

8. 采用4个M2.5固定孔,和树莓派5定位孔吻合;

9. 可选配铝合金外壳。

0021_MPSAI_01.jpg

三、系统烧写及设置

3.1 概述

本文档采用树莓派OS、Ubuntu系统和OpenWrt系统进行测试。

1) 树莓派OS的版本为2024-07-04-raspios-bookworm-arm64.img.xz,树莓派OS下载地址:

https://www.raspberrypi.com/software/operating-systems/#raspberry-pi-os-64-bit

2) Ubuntu系统的版本为ubuntu-24.04-preinstalled-desktop-arm64+raspi.img.xz,Ubuntu OS下载地址:

https://ubuntu.com/download/raspberry-pi

3) OpenWrt系统版本:

openwrt-bcm27xx-bcm2712-rpi-5-squashfs-sysupgrade-linux-6.1.100-20240805.img.gz

3.2 系统烧写在SD(TF)卡上

点击直达烧写方法说明

3.3 系统烧写在SSD硬盘上

点击直达烧写方法说明

IV. AI (HAILO 8L) usage Demonstration on the Raspberry Pi OS

4.1 Overview

In various practical applications, the demand for camera image detection and recognition is gradually increasing, and there are many AI-based solutions available on the market. The solution demonstrated in this article involves the OV5647 camera, the MPSAI, and the HAILO 8L AI module paired with the Raspberry Pi 5.

0021_MPSAI_02.jpg

Note: The operation requires a stable internet connection to the regions out of China (you may need to find your own method). Otherwise, many files may not download or may only partially download, which could ultimately lead to the code failing to run.

4.2 Update system

Note: The following operational steps apply whether the system is booted from a TF card or an SSD.

4.2.1 Boot the Raspberry Pi OS and run commands in the terminal:

sudo apt update

sudo apt full-upgrade

0005_MPS2242_2280_28.jpg

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4.2.2 Run sudo rpi-eeprom-updateto check the Raspberry Pi firmware and ensure that the firmware date is after December 6, 2023:

0005_MPS2242_2280_30.jpg

As shown in the above figure, the firmware date is June 5, 2024.

4.2.3 Run sudo raspi-config ,select the corresponding options in sequence according to the following diagram:

0005_MPS2242_2280_31.jpg

0005_MPS2242_2280_32.jpg

0005_MPS2242_2280_33.jpg

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0005_MPS2242_2280_35.jpg

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After making your selection and exiting, the system will automatically restart. If it does not restart automatically, please manually execute sudo reboot to restart the system.

4.3 Install the depends required for the AI module

Run sudo apt install hailo-all, install the depends required for the AI module:

0005_MPS2242_2280_37.jpg

0005_MPS2242_2280_38.jpg

After completing this, execute sudo reboot to restart the system and apply these settings.

Run hailortcli fw-control identify, If the following output appears, it indicates that the depends for HAILO 8L have been successfully installed:

0005_MPS2242_2280_39.jpg

Finally, execute rpicam-hello -t 10s to turn on the camera and bring up the preview window, ensuring that the camera is functioning normally.

0005_MPS2242_2280_40.jpg

4.4 Image recognition and detection

Run:

git clone --depth 1 https://github.com/raspberrypi/rpicam-apps.git ~/rpicam-apps

Clone the library of rpicam-apps:

0005_MPS2242_2280_41.jpg

After cloning is completed, you can begin image recognition and detection:

rpicam-hello -t 0 --post-process-file ~/rpicam-apps/assets/hailo_yolov6_inference.json --lores-width 640 --lores-height 640

0005_MPS2242_2280_42.jpg

0005_MPS2242_2280_43.jpg

You should downloading a large amount of data from the internet out of China to use the testing of this development board, so users can contact our company after buying this development board to obtain a pre-configured Raspberry Pi OS image.

五、树莓派系统下使用SSD硬盘

关于对SSD硬盘的基本操作,我们可以参考以下链接:

SSD用作存储扩展(树莓派OS下)

对SSD进行分区等操作

调整外设启动顺序

安装硬盘测速软件hdparm

关于如何测试SSD硬盘,我们可以参考以下链接:

SSD硬盘测试(树莓派OS下)

六、Ubuntu系统下使用SSD硬盘

关于对SSD硬盘的基本操作,我们可以参考以下链接,除了SSD用作存储扩展中与树莓派OS下操作略有不同,其余部分基本相同:

SSD用作存储扩展(Ubuntu系统下)

对SSD进行分区等操作

调整外设启动顺序

安装硬盘测速软件hdparm

关于如何测试SSD硬盘,我们可以参考以下链接:

SSD硬盘测试(Ubuntu系统下)

七、OpenWrt系统下使用SSD硬盘

关于如何在OpenWrt系统下使用SSD硬盘,我们可以参考以下链接:

SSD硬盘测试(OpenWrt系统下)

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