IoT Samples (Beta)

Developers can build their own IoT solutions for Omniverse by following the guidelines set out in these samples.

IoT Samples walks through how-to:

Connect IoT data sources (CSV, message broker etc.) to Omniverse
Incorporate IoT data in the USD model
Visualize IoT data, using an OmniUI extension
Perform USD transformations of USD geometry using IoT data
Incorporate Omniverse OmniGraph/ActionGraph with IoT data

The project is broken down into the following folders:

app - It is a folder link to the location of your Omniverse Kit based app. Note: This folder does not exist when the repo is first cloned. You must follow the instruction for configuring the folder which is found here: App Link Setup.
content - It is a folder that contains data used by the samples.
deps - It is a folder that has the packman dependencies for the stand-alone data ingestion applications.
exts - It is a folder where you can add new extensions.
source - It is a folder that contains the Omniverse stand-alone python client applications.
tools - It is a folder that contains the utility code for building and packaging Omniverse native C++ client applications,

Open this folder using Visual Studio Code. It will suggest you to install few extensions that will make python experience better.

Architecture

The architecture decouples the IoT data model from the presentation in Omniverse, allowing for a data driven approach and separation of concerns that is similar to a Model/View/Controller (MVC) design pattern. The diagram above illustrates the key components to a solution. These are:

Customer Domain - represents the data sources.
Connector - is an stand-alone application that implements a bidirectional bridge between customer domain and USD related data. The logic implemented by a connector is use-case dependent and can be simple or complex. The CSV sample transits the data as is from source to destination, whereas the Geometry sample manipulates USD geometry directly. Depending on the use cases, a connector can run as a headless application locally, on-prem, at the edge, or in the cloud.
- USD Resolver - is a package dependency with the libraries for USD and Omniverse. Find out more about the Omniverse USD Resolver
Nucleus - is Omniverse's distributed file system agent that runs locally, in the cloud, or at the enterprise level. Find out more about the Omniverse Nucleus
Consumer - is an application that can manipulate and present the IoT data served by a Connector.
- USD Resolver - is a package dependency with the libraries for USD and Omniverse.
- Fabric - is Omniverse's sub-system for scalable, realtime communication and update of the scene graph amongst software components, the CPU and GPU, and machines across the network.
- Controller - implements application or presentation logic by manipulating the flow of data from the Connector.
  - ActionGraph/OmniGraph - is a visual scripting language that provides the ability to implement dynamic logic in response to changes made by the Connector. Find out more about the OmniGraph Action Graph.
  - Omniverse Extension - is a building block within Omniverse for extending application functionality. Extensions can implement any logic required to meet an application's functional requirements. Find out more about the Omniverse Extensions.
- USD Stage - is an organized hierarchy of prims (primitives) with properties. It provides a pipeline for composing and rendering the hierarchy. It is analogous to the Presentation Layer in MVC while additionally adapting to the data and runtime configuration.

Note: Connectors implement a producer/consumer pattern that is not mutually exclusive. Connectors are free to act as producer, consumer, or both. There may also be multiple Connectors and Consumers simultaneously collaborating.

Prerequisites

Before running any of the application a number of prerequisites are required.

Install Omniverse dependencies. Follow the Getting Started with Omniverse to install the latest Omniverse version.

If you've already installed Omniverse, ensure you have updated to the latest

Kit 105
USD Composer 2023.2.0
Nucleus 2023.1

Once you have the latest Omniverse dependencies installed, please run the following:

Windows
> install.bat

Linux
> ./install.sh

App Link Setup

If app folder link doesn't exist or becomes broken it can be recreated. For a better developer experience it is recommended to create a folder link named app to the Omniverse Kit app installed from Omniverse Launcher. A convenience script to use is included.

Run:

Windows
> link_app.bat

Linux
> ./link_app.sh

If successful you should see an app folder link in the root of this repo.

If multiple Omniverse apps are installed the script will automatically select one. Or you can explicitly pass an app:

Windows
> link_app.bat --app create

Linux
> ./link_app.sh --app create

You can also pass an explicit path to the Omniverse Kit app:

Windows
> link_app.bat --path "%USERPROFILE%/AppData/Local/ov/pkg/create-2023.3.3"

Linux
> ./link_app.sh --path "~/.local/share/ov/pkg/create-2022.3.3"

CSV Ingest Application

To execute the application run the following:

> python source/ingest_app_csv/run_app.py
    -u <user name>
    -p <password>
    -s <nucleus server> (optional default: localhost)

You should see output resembling:

2023-09-19 20:35:26+00:00
2023-09-19 20:35:28+00:00
2023-09-19 20:35:30+00:00
2023-09-19 20:35:32+00:00
2023-09-19 20:35:34+00:00
2023-09-19 20:35:36+00:00
2023-09-19 20:35:38+00:00
2023-09-19 20:35:40+00:00
2023-09-19 20:35:42+00:00
2023-09-19 20:35:44+00:00

The CSV ingest application can be found in the source/ingest_app_csv folder. It will perform the following:

Initialize the stage
- Open a connection to Nucleus.
- Copy content/ConveyorBelt_A08_PR_NVD_01.usd to omniverse://<nucleus server>/Projects/IoT/Samples/HeadlessApp/ if it does not already exist.
- Add a .live layer to the stage if it does not already exist.
- Create a prim in the .live layer at path /iot/A08_PR_NVD_01 and populate it with attributes that correspond to the unique field Id types in the CSV file content/A08_PR_NVD_01_iot_data.csv.
Playback in real-time
- Open and parse content/A08_PR_NVD_01_iot_data.csv, and group the contents by TimeStamp.
- Loop through the data groupings.
- Update the prim attribute corresponding to the field Id.
- Sleep for the the duration of delta between the previous and current TimeStamp.

If you open omniverse://<nucleus server>/Projects/IoT/Samples/HeadlessApp/ConveyorBelt_A08_PR_NVD_01.usd in USD Composer or Kit then you should see the following:

Selecting the /iot/A08_PR_NVD_01 prim in the Stage panel and toggling the Raw USD Properties in the Property panel will provide real-time updates from the the data being pushed by the Python application.

MQTT Ingest Application

To execute the application run the the following:

> python source/ingest_app_mqtt/run_app.py
    -u <user name>
    -p <password>
    -s <nucleus server> (optional default: localhost)

You should see output resembling:

Received `{
  "_ts": 176.0,
  "System_Current": 0.003981236,
  "System_Voltage": 107.4890366,
  "Ambient_Temperature": 79.17738342,
  "Ambient_Humidity": 45.49172211
  "Velocity": 1.0
}` from `iot/A08_PR_NVD_01` topic
2023-09-19 20:38:24+00:00
Received `{
  "_ts": 178.0,
  "System_Current": 0.003981236,
  "System_Voltage": 107.4890366,
  "Ambient_Temperature": 79.17738342,
  "Ambient_Humidity": 45.49172211
  "Velocity": 1.0
}` from `iot/A08_PR_NVD_01` topic
2023-09-19 20:38:26+00:00

The MQTT ingest application can be found in the source/ingest_app_mqtt folder. It will perform the following:

Initialize the stage
- Open a connection to Nucleus.
- Copy content/ConveyorBelt_A08_PR_NVD_01.usd to omniverse://<nucleus server>/Projects/IoT/Samples/HeadlessApp/ if it does not already exist.
- Add a .live layer to the stage if it does not already exist.
- Create a prim in the .live layer at path /iot/A08_PR_NVD_01 and populate it with attributes that correspond to the unique field Id types in the CSV file content/A08_PR_NVD_01_iot_data.csv.
Playback in real-time
- Connect to MQTT and subscribe to MQTT topic iot/{A08_PR_NVD_01}
- Dispatch data to MQTT
  - Open and parse content/A08_PR_NVD_01_iot_data.csv, and group the contents by TimeStamp.
  - Loop through the data groupings.
  - Publish data to the MQTT topic.
  - Sleep for the the duration of delta between the previous and current TimeStamp.
- Consume MQTT data
  - Update the prim attribute corresponding to the field Id.

If you open omniverse://<nucleus server>/Projects/IoT/Samples/HeadlessApp/ConveyorBelt_A08_PR_NVD_01.usd in 'USD Composer' or Kit then you should see the following:

Selecting the /iot/A08_PR_NVD_01 prim in the Stage panel and toggling the Raw USD Properties in the Property panel will provide real-time updates from the data being pushed by the python application

Action Graph

The ConveyorBelt_A08_PR_NVD_01.usd contains a simple ActionGraph that reads, formats, and displays an attribute from the IoT prim in the ViewPort (see Omniverse Extensions Viewport).

To access the graph:

Select the Window/Visual Scripting/Action Graph menu
Select Edit Action Graph
Select /World/ActionGraph

You should see the following:

The Graph performs the following:

Reads the _ts attribute from the /iot/A08_PR_NVD_01 prim.
Converts the numerical value to a string.
Prepends the string with TimeStamp: .
Displays the result on the ViewPort.

Transformation Geometry Application

To execute the application run the the following:

> python source/transform_geometry/run_app.py
    -u <user name>
    -p <password>
    -s <nucleus server> (optional default: localhost)

The sample geometry transformation application can be found in source\transform_geometry. It will perform the following:

Initialize the stage
- Open a connection to Nucleus.
- Open or Create the USD stage omniverse://<nucleus server>/Projects/IoT/Samples/HeadlessApp/Dancing_Cubes.usd.
- Add a .live layer to the stage if it does not already exist.
- Create a prim in the .live layer at path /World.
- Create a Cube at path /World/cube.
  - Add a Rotation.
- Create a Mesh at path /World/cube/mesh.
Playback in real-time
- Loop for 20 seconds at 30 frames per second.
- Randomly rotate the Cube along the X, Y, and Z planes.

If you open omniverse://<nucleus server>/Projects/IoT/Samples/HeadlessApp/Dancing_Cubes.usd in Composer or Kit, you should see the following:

Containerize the headless IoT connector application

The following is a simple example of how to deploy a headless IoT connector application into Docker Desktop for Windows. Steps assume the use of WSL (comes standard with Docker Desktop install) and Ubuntu Linux as the default OS.

Note, if you have an earlier version of the repo cloned, you may want to delete the old repo in WSL and start with a new cloned repo in WSL. Else you could end up with file mismatches and related errors.
Before you clone the repo, ensure you have Git LFS installed and enabled. Find out more about Git LFS
Once you have a new repo cloned, run

In WSL
> ./install.sh

Share the Nucleus services using a web browser by navigating to http://localhost:3080/. Click on 'Enable Sharing'

Record the WSL IP address of the host machine for use by the application container.

PS C:\> ipconfig

Windows IP Configuration

...

Ethernet adapter vEthernet (WSL):

Connection-specific DNS Suffix  . :
Link-local IPv6 Address . . . . . : fe80::8026:14db:524d:796f%63
IPv4 Address. . . . . . . . . . . : 172.21.208.1
Subnet Mask . . . . . . . . . . . : 255.255.240.0
Default Gateway . . . . . . . . . :

...

Open a Bash prompt in WSL and navigate to the source repo and launch Visual Studio Code (example: ~/github/iot-samples/). Make sure you're launching the Visual Studio Code from WSL and not editing the DockerFile from within Windows
```
code .
```

Modify the DockerFile ENTRYPOINT to add the WSL IP address to connect to the Host's Nucleus Server. Also, include the username and password for your Omniverse instance.

# For more information, please refer to https://aka.ms/vscode-docker-python
FROM python:3.10-slim

# Keeps Python from generating .pyc files in the container
ENV PYTHONDONTWRITEBYTECODE=1

# Turns off buffering for easier container logging
ENV PYTHONUNBUFFERED=1

# Install pip requirements
COPY requirements.txt .
RUN python -m pip install -r requirements.txt

WORKDIR /app
COPY . /app

# Creates a non-root user with an explicit UID and adds permission to access the /app folder
# For more info, please refer to https://aka.ms/vscode-docker-python-configure-containers
RUN adduser -u 5678 --disabled-password --gecos "" appuser && chown -R appuser /app
USER appuser

# During debugging, this entry point will be overridden. For more information, please refer to https://aka.ms/vscode-docker-python-debug
ENTRYPOINT [ "python", "source/ingest_app_csv/run_app.py", "--server", "<host IP address>", "--username", "<username>", "--password", "<password>"  ]

Create a docker image named headlessapp.

tar -czh -X tar_ignore.txt . | docker build -t headlessapp -

Run a container with the lastest version of the headlessapp image

docker run -d --add-host host.docker.internal:host-gateway -p 3100:3100 -p 8891:8891 -p 8892:8892  headlessapp:latest

Watch the application run in Docker Desktop.

Omniverse IoT Extension

The sample IoT Extension uses Omniverse Extensions, which are the core building blocks of Omniverse Kit-based applications.

The IoT extension leverages the Omniverse UI Framework to display the IoT data as a panel. Find out more about the Omniverse UI Framework

To enable the IoT Extension in USD Composer or Kit, do the following:

Open the Extensions panel by clicking on Window > Extensions in the menu and then follow the steps as shown.

Once you have enabled the IoT extension, you should see IoT data visualized in a Panel.

Alternatively, you can launch your app from the console with this folder added to search path and your extension enabled, e.g.:

> app\omni.code.bat --ext-folder exts --enable omni.iot.sample.panel

Animating USD Stage with IoT data

Open

omniverse://<nucleus server>/Projects/IoT/Samples/HeadlessApp/ConveyorBelt_A08_PR_NVD_01.usd in 'USD Composer' or Kit.

Ensure the IoT Extension is enabled.

Click on the play icon on the left toolbar of the USD Composer and the extension will animate to the Velocity value change in the IoT data

and then run one of the following

   source\ingest_app_csv\run_app.py
       -u <user name>
       -p <password>
       -s <nucleus server> (optional default: localhost)

or

   source\ingest_app_mqtt\run_app.py
       -u <user name>
       -p <password>
       -s <nucleus server> (optional default: localhost)

You will see the following animation with the cube moving:

When the IoT velocity value changes, the extension will animate the rollers (LiveRoller class) as well as the cube (LiveCube class).

Sharing Your Extensions

This folder is ready to be pushed to any Git repository. Once pushed, the direct link to the Git repository can be added to the Omniverse Kit extension search paths.

A link might look like this: git://github.com/[user]/[your_repo].git?branch=main&dir=exts

Notice that exts is directory in the repository containing extensions. More information can be found in "Git URL as Extension Search Paths" section of developers manual.

To add a link to your Omniverse Kit based app go into: Extension Manager -> Gear Icon -> Extension Search Path

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README.md

README.md

IoT Samples (Beta)

Architecture

Prerequisites

App Link Setup

CSV Ingest Application

MQTT Ingest Application

Action Graph

Transformation Geometry Application

Containerize the headless IoT connector application

Omniverse IoT Extension

Animating USD Stage with IoT data

Sharing Your Extensions

Files

README.md

Latest commit

History

README.md

File metadata and controls

IoT Samples (Beta)

Architecture

Prerequisites

App Link Setup

CSV Ingest Application

MQTT Ingest Application

Action Graph

Transformation Geometry Application

Containerize the headless IoT connector application

Omniverse IoT Extension

Animating USD Stage with IoT data

Sharing Your Extensions