Build an IoT Edge Module that Gathers Sensor Data and Store it in the Azure* Container Registry (ACR)

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已更新 1/22/2021
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This is part 3 of a 4-part tutorial series that shows you how to manage the DE10-Nano with Azure* IoT Edge and use container-based virtualization to reprogram the onboard FPGA from the Azure* Cloud.

About this tutorial


This tutorial provides instructions for creating an Azure* IoT Edge container application that sends accelerometer data from the DE10-Nano G-Sensor to the Azure* Cloud.

Objectives

In this tutorial, you will learn how to:

  • Gather and patch G-Sensor and IoT Edge sample source code
  • Build and push your IoT Edge Module to ACR
  • Deploy your IoT Edge Module to the DE10-Nano

Prerequisites

Step 1: Before you Begin


The DE10-Nano board has a built-in 3-axis accelerometer, known as the G-sensor. Before you begin, test out the G-sensor on the DE10-Nano.

  1. Open a console on DE10-Nano.

  2. Input the following command:

    Input:

    /root/gsensor

    Output:

    [1]X=32 mg, Y=-40 mg, Z=916 mg
    [2]X=20 mg, Y=-40 mg, Z=968 mg

    Move the board to change the X, Y, Z accelerometer data. This g-sensor executable reads raw data from the sensor via I2C, processes that data, and then displays it as X, Y, and Z-axis values.

Step 2: Download Source Code from Terasic and GitHub


You will develop a container application that uses the DE10-Nano G-sensor by leveraging the source code provided by Terasic.

  1. Open the DE10-Nano Kit resource page from Terasic's site and navigate to Resources.

    TerasicResource

Determine the DE10-Nano Board Revision

The DE10-Nano has different board revisions, and you need to download content according to your board's revision.

  1. From the Resources page, navigate to Documents and open the How to distinguish the board revision and what's different pdf.

    TerasicRevision

  2. Read the pdf to determine your board's revision.

Download the CD-ROM for your Board Revision

  1. From the Resources page, navigate to CD-ROM, and download the CD-ROM for your board's revision.

    In this example, the DE10-Nano board revision is B, and DE10-Nano CD-ROM (rev. A/B Hardware) is the appropriate download.

    TerasicCDROM

  2. Open a console on your development PC.

  3. Unzip the CD-ROM.

    cd ~/Downloads
    mkdir de10nano
    unzip DE10-Nano_v.1.2.4_HWrevAB_SystemCD.zip -d de10nano/
  4. Verify the contents in de10nano.

    ls de10nano/
    
    Datasheet  Demonstrations  Manual  Schematic  Tools  Verify.md5  Verify.sfv

    The G-sensor code is located in the Demonstrations folder.

Get Source Code from GitHub

Open a terminal to get the source code.

sudo apt install git 
cd ~/Download
git clone https://github.com/intel-iot-devkit/terasic-de10-nano-kit

This repository has not only the files for these tutorials (Module 3 and Module 4) but other tutorial files.

Step 3: Compile and Test the G-sensor Executable


Before creating a container application that uses the G-sensor, you need to compile and test the G-sensor executable. If you cannot run the executable, you cannot create a container that performs the same function.

Send the G-Sensor Code to your DE10-Nano

  1. Open a console on your DE10-Nano and find the DE10-Nano IP address.

    Input:

    ip addr

    Output:

    2: eth0: <BROADCAST,MULTICAST,UP,LOWER_UP> mtu 1500 qdisc mq state UP group default qlen 1000
        link/ether f2:36:44:ac:08:7b brd ff:ff:ff:ff:ff:ff
        inet 192.168.100.145/24 brd 192.168.100.255 scope global dynamic eth0
          valid_lft 600184sec preferred_lft 600184sec

    In this example, the address is 192.168.100.145.

  2. Open a console on your development PC and send the folder that contains the G-sensor executable via SCP.

    Input:

    cd ~/Downloads/de10nano/Demonstrations/SoC
    scp -r hps_gsensor root@<DE10-Nano IP address>:/root/Downloads

    Output:

    gsensor                          100%   11KB  11.3KB/s   00:00
    ADXL345.h                        100% 3551     3.5KB/s   00:00
    Makefile                         100%  546     0.5KB/s   00:00
    ADXL345.c                        100% 2106     2.1KB/s   00:00
    main.c                           100% 3121     3.1KB/s   00:00  

Patch the G-sensor Code

The G-sensor code has unnecessary dependencies, and you need to patch the source code before compiling it.

  1. Send the patch file to the DE10-Nano.

    scp ~/Downloads/terasic-de10-nano/azure-de10nano-document/module03-gsensor-deploy-guide/hps_gsensor.patch root@<DE10-Nano IP address>:~/Downloads/hps_gsensor
  2. Open a console from DE10-Nano and patch the code.

    cd ~/Downloads/hps_gsensor
    patch < hps_gsensor.patch

Run the G-Sensor Executable

  1. Generate the executable.

    make

    You should see a G-sensor executable in the hps_gsensor folder.

  2. Run the executable.

    Input:

    ./gsensor

    Output:

    ===== gsensor test =====
    id=E5h
    [1]X=20 mg, Y=-16 mg, Z=964 mg
    [2]X=20 mg, Y=-16 mg, Z=972 mg
  3. Clean the files (optional).

    make clean
    rm hps_gsensor.patch

Step 4: Download the Azure* IoT Device SDK for C


The Microsoft* Azure* IoT Device SDKs contain code that helps you build applications that connect to Azure* IoT Hub services. For details, see Understand and use Azure IoT Hub SDKs.
In this step, you prepare a sample code for using the IoT Edge API.

  1. Open a console on the DE10-Nano and use git to download the Azure* IoT Device SDK for C.

    cd ~/Downloads
    git clone https://github.com/Azure/azure-iot-sdk-c.git

    Note: This example uses the SDK for the C language but Microsoft* provides SDKs for other languages. For details, see Azure IoT Hub Device SDK.

  2. View the contents.

    Input:

    cd azure-iot-sdk-c
    ls

    Output:

    build               iothub_client                SECURITY.MD
    build_all           iothub_service_client        serializer
    certs               jenkins                      testtools
    CMakeLists.txt      LICENSE                      thirdpartynotice.txt
    configs             lts_branches.png             tools
    c-utility           provisioning_client          uamqp
    dependencies.cmake  provisioning_service_client  umqtt
    deps                readme.md                    version.txt
    doc                 samples
  3. Navigate to the samples folder under iothub_client.

    This folder contains sample code for messaging IoT Edge modules or IoT Device applications to Azure* IoT Hub.

    cd iothub_client/samples
  4. View the contents.

    Input:

    ls

    Output:

    CMakeLists.txt
    ios
    iotedge_downstream_device_sample
    iothub_client_device_twin_and_methods_sample
    iothub_client_sample_amqp_shared_methods
    iothub_client_sample_module_filter
    iothub_client_sample_module_method_invoke
    iothub_client_sample_module_sender
    iothub_client_sample_mqtt_dm
    iothub_client_sample_mqtt_esp8266
    iothub_client_sample_upload_to_blob
    iothub_client_sample_upload_to_blob_mb
    iothub_convenience_sample
    iothub_ll_c2d_sample
    iothub_ll_client_sample_amqp_shared
    iothub_ll_client_shared_sample
    iothub_ll_client_x509_sample
    iothub_ll_telemetry_sample
    readme.md

    This tutorial uses sample code from iothub_client_sample_module_sender.

Step 5: Create a Development Container


Here, you use buildx to create a development container on your development PC and then send the container image to the DE10-Nano.

Note: You can build the container directly on the DE10-Nano but this takes a lot of time.

Build a Development Container with buildx

  1. Open a console on your Development PC.

    Note: Make sure your cross-compiling environment is enabled before completing this step. To enable cross-compiling, run the binfmt and inspect commands.

    sudo su
    docker run --privileged docker/binfmt:820fdd95a9972a5308930a2bdfb8573dd4447ad3
    docker buildx inspect --bootstrap
  2. Navigate to Downloads and edit Dockerfile.arm32v7.

    cd ~/Downloads
    vim Dockerfile.arm32v7
  3. Copy the code below into Dockerfile.arm32v7.

    FROM arm32v7/ubuntu:xenial AS base
    RUN apt-get update && \
        apt-get install -y --no-install-recommends software-properties-common && \
        add-apt-repository -y ppa:aziotsdklinux/ppa-azureiot && \
        apt-get update && \
        apt-get install -y azure-iot-sdk-c-dev && \
        rm -rf /var/lib/apt/lists/*
    
    FROM base AS build-env
    RUN apt-get update && \
        apt-get install -y --no-install-recommends cmake gcc g++ make && \
        rm -rf /var/lib/apt/lists/*
    WORKDIR /app
  4. Build the development container with buildx.

    sudo su
    docker build --rm -f $PWD/Dockerfile.arm32v7 -t de10nano/iotedgedev:arm32v7 $PWD

    The build takes a few minutes to complete.

Send the Container Image to the DE10-Nano

  1. Save the container image as a tar file on your development PC.

    docker save de10nano/iotedgedev:arm32v7 -o de10nano-container.tar
  2. Send the tar file to the DE10-Nano via SCP.

    scp de10nano-container.tar root@<DE10-Nano IP address>:~/Downloads/

    Note: You may need to change the file permissions of the tar file to send it to the DE10-Nano.

  1. Delete the files on your development PC (optional).

    rm de10nano-container.tar 
    docker rmi de10nano/iotedgedev:arm32v7
    rm ~/Downloads/Dockerfile.arm32v7
  2. Open a console on the DE10-Nano.

  3. Load the image.

    docker load -i ~/Downloads/de10nano-container.tar 

    Loading the image takes a few minutes. When the operation completes, use docker images to see the container image.

    Input:

    docker images

    Output:

    de10nano/iotedgedev arm32v7 7acdd7debb6b    2 days ago  298MB
  1. You can remove the tar file from the Downloads folder on the DE10-Nano (optional).

    rm de10nano-container.tar

Step 6: Set up VS Code for Remote File Access


Here, you will set up VS Code for remote file access, enabling you to use your development PC to develop code on the DE10-Nano. It is easier to modify code via VS Code rather than using vim on DE10-Nano.

Note: See Remote Development using SSH for Microsoft's tutorial on how to use the remote SSH extension.

To complete this step, the DE10-Nano and development PC must be on the same network. Also, make sure you can SSH into the DE10-Nano from your development PC. For instructions on how to set up an SSH connection, see Install the Azure IoT Edge Runtime.

  1. Open a command palette (Ctrl+Shift+P) in VS Code.

  2. To install the Remote Development extension pack, type and enter the following:

    ext install ms-vscode-remote.vscode-remote-extensionpack

    VSCodeSSHExtensionInstallaion

Connect to the DE10-Nano

  1. Open a command palette (Ctrl+Shift+P) in VS Code.

  2. Type and enter the command Remote-SSH: Connect to Host...

    VSCodeRemoteSSH

  3. Enter the <username>@<ip address> of your DE10-Nano.

    This example uses root@192.168.100.145.

    Note: If you set a static IP for the DE10-Nano in Install the Azure IoT Edge Runtime, use it here.

    VSCodeRemoteSSH

  4. Enter your root password.

    VSCodeRemoteSSH

  5. Open a gsensor-module folder by clicking Open Folder and selecting the path /home/root/Downloads/gsensor-module.

    VSCodeRemoteSSH

Send a Public Key to the DE10-Nano (Optional)

  1. Open a console on your development PC and type:

    ssh-copy-id root@<de10-nano IP address>

Step 7: Patch the Source Code


Copy Source Code to a Workspace

  1. Open a console on your DE10-Nano.

  2. Create a workspace.

    mkdir ~/Downloads/gsensor-module
  3. Copy files in iothub_client_sample_module_sender to your workspace.

    cp ~/Downloads/azure-iot-sdk-c/iothub_client/samples/iothub_client_sample_module_sender/* ~/Downloads/gsensor-module/
  4. Copy files in hps_gsensor too.

    cp ~/Downloads/hps_gsensor/* ~/Downloads/gsensor-module/

    The G-sensor code and IoT Edge sample code are now located in the gsensor-module folder.

    Input:

    cd ~/Downloads/gsensor-module
    ls

    Output:

    ADXL345.c  
    ADXL345.h  
    CMakeLists.txt  
    iothub_client_sample_module_sender.c  
    iothub_client_sample_module_sender.h  
    main.c  
    Makefile

    You just gathered IoT Edge sample code from Microsoft* and G-sensor code from Terasic. You will use this code to develop an Azure* IoT Edge container application.

    IoT Edge sample code G-sensor code
    iothub_client_sample_module_sender.c ADXL345.c
    iothub_client_sample_module_sender.h ADXL345.h
    CMakeLists.txt main.c
      Makefile

Apply a Patch to your Workspace

Apply the 'gsensor-module.patch' to your workspace folder.

  1. Send the patch to the DE10-Nano by SCP.

    scp ~/Downloads/terasic-de10-nano/azure-de10nano-document/module03-gsensor-deploy-guide/gsensor-module.patch root@<DE10-Nano IP address>:/root/Downloads/gsensor-module
  2. Open VS Code and connect to the DE10-Nano by a remote SSH extension.

  3. Open a console on the DE10-Nano.

    cd ~/Downloads/gsensor-module
    patch < gsensor-module.patch

    After patching the code, you need to set your IoT Edge connection string in iothub_client_sample_module_sender.c.

  4. Open iothub_client_sample_module_sender.c and replace <Your IoT Edge Connection String> with your connection string.

    Before:

    static const char* connectionString = "<Your IoT Edge Connection String>";

    After:

    static const char* connectionString = "HostName=de10nano-iothub.azure-devices.net;DeviceId=de10-nano-iotedge;SharedAccessKey=rPiy9a15CM4WQ54EAwXq6/XQ07diE0zUi0NXTCBmuic=";

Changes Made by the Patch File

The patch makes three major changes:

  1. Integrates G-sensor and IoT Edge API sample code

    The patch first integrates main.c (G-sensor code) into iothub_client_sample_module_sender.c. The key processes of main.c: open I2C for accessing the G-sensor, initialize the G-sensor, and read the G-sensor and convert to standard output. To read the G-sensor data, these steps must be ported to iothub_client_sample_module_sender.c.

  2. Modifies the Azure* IoT Edge API function

    The patch changes Azure* IoT Edge API in iothub_client_sample_module_sender.c. Specifically, it changes the IoTHubModuleClient_LL_CreateFromEnvironment(MQTT_Protocol) function to IoTHubModuleClient_LL_CreateFromConnectionString(connectionString, MQTT_Protocol) with your IoT Edge connection string.

    Before:

    else if ((iotHubModuleClientHandle = IoTHubModuleClient_LL_CreateFromEnvironment(MQTT_Protocol)) == NULL)

    After:

    else if ((iotHubModuleClientHandle = IoTHubModuleClient_LL_CreateFromConnectionString(connectionString, MQTT_Protocol)) == NULL)

    Note: CreateFromConnectionString is used because CreateFromEnvironment cannot be easily used in the development container. Specifically, the CreateFromEnvironment function uses environment variables that are generated when the IoT Edge Runtime deploys the container from Azure* cloud. If we use the API in the development container, an error will occur because the environment variables that are supposed to be provided by IoT Edge Runtime don't exist. Thus, the patch replaces it with the CreateFromConnectionString API. Because this connection string is unique to a certain IoT Edge, it is not portable. After testing and debugging, it is necessary to return to the original CreateFromEnvironment API.

  3. Updates CMakeLists.txt

    CMakeLists.txt, originally in the iothub_client_sample_module_sender folder is supposed to be built in a higher folder as the Azure IoT SDK for C GitHub page describes. Therefore, you will get an error if you build the CMakeLists.txt only due to the lack of some library dependencies. In the "SampleModule" that you created in the previous tutorial, there is CMakeLists.txt which works fine; we used most of it.

Step 8: Create and Test the G-sensor Executable


In this step, you create a G-sensor binary using your development container.

  1. Open VS Code and connect to the DE10-Nano.

  2. Open a DE10-Nano terminal in VS Code and navigate to the gsensor-module folder.

    cd ~/Downloads/gsensor-module
  3. Run the development container.

    docker run -it -v $PWD:/app de10nano/iotedgedev:arm32v7
  4. Create the G-sensor executable.

    cmake .
    make

    Note: The cmake and make commands work because IoT Edge API packages are installed in the development container. If you try to generate the executable without running the container, an error will occur.

  5. Exit the container.

    exit
  6. Test the executable.

    Input:

    ./iothub_client_sample_module_sender

    Output:

    ===== gsensor test =====
    id=E5h
    [1]X=8 mg, Y=-88 mg, Z=964 mg
    IoTHubModuleClient_LL_SendEventAsync accepted message [0] for transmission to IoT Hub.
    [2]X=16 mg, Y=-96 mg, Z=956 mg
    IoTHubModuleClient_LL_SendEventAsync accepted message [1] for transmission to IoT Hub.

    You can see that the messages are correctly sent to Azure* IoT Hub. In the previous tutorial, you used the Azure* CLI to monitor messages. Here, you use VS Code to monitor messages from your IoT Hub.

  7. Open a new window in VS Code.

    Note: Make sure that this window does not connect to the DE10-Nano. If the window connects to DE10-Nano, the Azure* IoT Hub tab will not appear.

  8. Click the "..." button on the Azure* IoT Hub tab and then click Start Monitoring Built-in Event Endpoint.

    VSCodeMonitor

    You can see that the IoT Hub is receiving accelerometer data.

    VSCodeMonitor

Step 9: Build and Push the G-sensor Module to Azure* Container Registries


Update the API

  1. From a DE10-Nano terminal in VS Code, open iothub_client_sample_module_sender.c.

    cd ~/Downloads/gsensor-module
    vim iothub_client_sample_module_sender.c
  2. Comment out the connection string variable declaration.

    Before:

    static const char* connectionString = "HostName=de10nano-iothub.azure-devices.net;DeviceId=de10-nano-iotedge;SharedAccessKey=rPiy9a15CM4WQ54EAwXq6/XQ07diE0zUi0NXTCBmuic=";

    After:

    //static const char* connectionString = "HostName=de10nano-iothub.azure-devices.net;DeviceId=de10-nano-iotedge;SharedAccessKey=rPiy9a15CM4WQ54EAwXq6/XQ07diE0zUi0NXTCBmuic=";
  3. Update the API.

    You need to change the API from IoTHubModuleClient_LL_CreateFromConnectionString() to IoTHubModuleClient_LL_CreateFromEnvironment().

    Before:

    else if ((iotHubModuleClientHandle = IoTHubModuleClient_LL_CreateFromConnectionString(connectionString, MQTT_Protocol)) == NULL)

    After:

    else if ((iotHubModuleClientHandle = IoTHubModuleClient_LL_CreateFromEnvironment(MQTT_Protocol)) == NULL)

Build the Image

  1. From a VS Code explorer, navigate to your modules folder.

  2. Open a terminal in VS Code and copy the gsensor-module folder to modules.

    scp -r root@<DE10-Nano IP address>:/root/Downloads/gsensor-module <path to modules folder on your development PC>

    Example:

    scp -r root@<DE10-Nano IP address>:/root/Downloads/gsensor-module ~/Documents/EdgeSolution/modules

    Note: Make sure that the gsensor-module folder is located at the same level as SampleModule.

    VSCodeCopyGSensorToSampleModule

  3. Create Dockerfile.arm32v7 in the gsensor-module folder.

    cd <your SampleModule Path>/EdgeSolution/modules/gsensor-module
    vim Dockerfile.arm32v7
  4. Copy and paste the following code into Dockerfile.arm32v7.

    FROM arm32v7/ubuntu:xenial AS base
    RUN apt-get update && \
        apt-get install -y --no-install-recommends software-properties-common && \
        add-apt-repository -y ppa:aziotsdklinux/ppa-azureiot && \
        apt-get update && \
        apt-get install -y azure-iot-sdk-c-dev && \
        rm -rf /var/lib/apt/lists/*
    
    FROM base AS build-env
    RUN apt-get update && \
        apt-get install -y --no-install-recommends cmake gcc g++ make && \
        rm -rf /var/lib/apt/lists/* 
    WORKDIR /app
    COPY . ./
    RUN cmake . 
    RUN make
    
    FROM base
    WORKDIR /app
    COPY --from=build-env /app ./
    CMD ["./iothub_client_sample_module_sender"]
  1. Create module.json in the same folder.

    vim module.json
  2. Copy and paste the following code into module.json.

    Note: Be sure to substitute the repository name with the name you used during setup. Besides the repository, you can keep everything else the same.

    {
      "$schema-version": "0.0.1",
      "description": "",
      "image": {
        "repository": "de10nano.azurecr.io/gsensor-module",
        "tag": {
          "version": "0.0.1",
          "platforms": {
            "arm32v7": "./Dockerfile.arm32v7"
          }
        },
        "buildOptions": []
      },
      "language": "c"
    }
  3. Update deployment.template.json to build the G-sensor module.

    Before:

            "modules": {
              "SampleModule": {
                "version": "1.0",
                "type": "docker",
                "status": "running",
                "restartPolicy": "always",
                "settings": {
                  "image": "${MODULES.SampleModule}",
                  "createOptions": {}
                }
              },
              "SimulatedTemperatureSensor": {
                "version": "1.0",
                "type": "docker",
                "status": "running",
                "restartPolicy": "always",
                "settings": {
                  "image": "mcr.microsoft.com/azureiotedge-simulated-temperature-sensor:1.0",
                  "createOptions": {}
                }
              }
            }

    After:

            "modules": {
              "gsensor-module": {
                "version": "1.0",
                "type": "docker",
                "status": "running",
                "restartPolicy": "always",
                "settings": {
                  "image": "${MODULES.gsensor-module}",
                  "createOptions": {
                    "HostConfig": {
                      "Privileged": true
                    }
                  }
                }
              }
            }
  4. Change message routes.

    Before:

        "$edgeHub": {
          "properties.desired": {
            "schemaVersion": "1.0",
            "routes": {
              "SampleModuleToIoTHub": "FROM /messages/modules/SampleModule/outputs/* INTO $upstream",
              "sensorToSampleModule": "FROM /messages/modules/SimulatedTemperatureSensor/outputs/temperatureOutput INTO BrokeredEndpoint(\"/modules/SampleModule/inputs/input1\")"
            },
            "storeAndForwardConfiguration": {
              "timeToLiveSecs": 7200
            }
          }
        }

    After:

        "$edgeHub": {
          "properties.desired": {
            "schemaVersion": "1.0",
            "routes": {
              "SampleModuleToIoTHub": "FROM /messages/modules/* INTO $upstream"
            },
            "storeAndForwardConfiguration": {
              "timeToLiveSecs": 7200
            }
          }
        }

Set up buildx

Enable your cross-compiling environment to prepare for using buildx.

Open a console on your development PC and type:

sudo su
docker run -it --privileged docker/binfmt:820fdd95a9972a5308930a2bdfb8573dd4447ad3 
docker buildx inspect --bootstrap

Build and Push the Module to ACR

Right-click on deployment.template.json and then click Build and Push IoT Edge Solution.

VSCodeBuildAndPush

Deploy the Module to DE10-Nano

  1. To generate a manifest, right-click on deployment.template.json and then click Generate IoT Edge Deployment Manifest.

    VSCodeBuildManifest

  2. Navigate to the config folder, right-click on deployment.arm32v7.json, and then click Create Deployment for Single Device.

    VSCodeDeployManifest

After a few minutes, the module will be deployed to the DE10-Nano and the G-sensor data will appear on the VS Code window.

Note: Make sure that in the Development PC VS Code you still have "Start Monitoring Built-In-Event Endpoint" enabled.

Note: If you cannot see any messages, you may have reached the maximum number of messages that can be sent per day. Try redeploying the module. Open a console on your DE10-Nano and use the command iotedge restart <module name>.

Next Steps


Congratulations! You have completed this tutorial. To continue to the next tutorial in this series, go to Reconfigure an FPGA from the Azure Cloud using a Container Application.

You can delete the resource group unless you plan to continue to the next tutorial. It will delete all Azure* services you associated with it.