Getting started with AI on NXP i.MX8M Plus - Introduction - Overview - Development tools

Getting started with AI on NXP i.MX8M Plus
Introduction
Overview i.MX8M Plus hardware specifications Development tools Development kit DART-MX8M-PLUS Development kit Quick getting started Yocto minimal image Flashing SD card First steps on the board
Development
Gatesgarth and Hardknott Yocto versions Downloading Yocto images for NXP based BSP Building an imx-core-image Flashing SD card Integrating multimedia software stack Installing GStreamer Installing OpenCV Integrating Artificial Intelligence software stack Installing TensorFlow Lite for NXP based images Installing R2Inference Installing GstInference Developing software for the board Building the SDK Crosscompiling apps for GStreamer, TensorFlow Lite, and OpenCV Exploring TensorFlow Lite delegates for prototyping
Neural Processing Unit
Introduction Profiling the NPU Installing gputop Setting the board on debug mode Use Case experiments: Smart Parking Introduction to the use case License Plate Detection TinyYOLO version 3 Training a model compatible with GstInference License Plate Recognition Rosetta Getting the model prototyping Bash scripts for CPU usage and time estimation Serial experiments Parallel Experiments Results
GStreamer
Exploring Rosetta element for character recognition Example pipelines Smart Parking Video inferences Image inferences Video streaming
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i.MX8M Plus Development Tools and dependencies

In this section, we are going to install some dependencies required for the development. In general terms, we are going to need:

1. Ubuntu 18.04 LTS as a development environment.
2. Yocto (Hardknott or Gatesgarth) as the main development tool.
3. Python for scripting.
4. GNU gcc/g++ compiler.

Specific dependencies

Once in Ubuntu, install some of the required dependencies with the commands below:

sudo apt-get install gawk wget git diffstat unzip texinfo gcc-multilib \
build-essential chrpath socat cpio python python3 python3-pip python3-pexpect \
xz-utils debianutils iputils-ping libsdl1.2-dev xterm

sudo apt-get install autoconf libtool libglib2.0-dev libarchive-dev python-git \
sed cvs subversion coreutils texi2html docbook-utils python-pysqlite2 \
help2man make gcc g++ desktop-file-utils libgl1-mesa-dev libglu1-mesa-dev \
mercurial automake groff curl lzop asciidoc u-boot-tools dos2unix mtd-utils pv \
libncurses5 libncurses5-dev libncursesw5-dev libelf-dev zlib1g-dev bc rename bmap-tools

Installing and Configuring 'repo'

In order to get the NXP-based images, we are going to need repo, so configure it by following the next steps:

In case you do not have bin directory at $HOME, please create it please:

mkdir ~/bin

For downloading 'repo' use curl by executing the following command:

curl https://storage.googleapis.com/git-repo-downloads/repo > ~/bin/repo

Give 'repo' execution permissions by doing:

chmod a+x ~/bin/repo

If you had to make the bin directory, please add this folder to the $PATH environment variable:

export PATH=~/bin:$PATH