From b0c9e05ad4c3bec7df9bf097db502b04399f4f38 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]"
 <41898282+github-actions[bot]@users.noreply.github.com>
Date: Wed, 15 May 2024 16:01:38 +0000
Subject: [PATCH] deploy: 4f5e672e1bb45558ff1ccbe1f751fd45f0c91ff0

---
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 index.html                                    |   8 ++---
 markdown-page.html                            |  10 +++----
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 71 files changed, 222 insertions(+), 206 deletions(-)
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new file mode 100644
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and humidity sensor.",source:"@site/docs/examples/raspberry-example/sending-data.mdx",sourceDirName:"examples/raspberry-example",slug:"/examples/raspberry-example/sending-data",permalink:"/opentwins/docs/examples/raspberry-example/sending-data",draft:!1,editUrl:"https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/docs/examples/raspberry-example/sending-data.mdx",tags:[],version:"current",sidebarPosition:1,frontMatter:{sidebar_position:1},sidebar:"tutorialSidebar",previous:{title:"Raspberry",permalink:"/opentwins/docs/examples/raspberry-example/"},next:{title:"Bouncing ball",permalink:"/opentwins/docs/examples/ball-example"}},l={},u=[{value:"Setting up the Raspberry Pi",id:"setting-up-the-raspberry-pi",level:2},{value:"Obtaining sensor data",id:"obtaining-sensor-data",level:2},{value:"Installing Mosquitto on Raspberry",id:"installing-mosquitto-on-raspberry",level:2},{value:"Configuring Mosquitto on raspberry",id:"configuring-mosquitto-on-raspberry",level:2},{value:"Sending data to MQTT from Raspberry",id:"sending-data-to-mqtt-from-raspberry",level:2}],p={toc:u},c="wrapper";function d(e){let{components:t,...n}=e;return(0,o.kt)(c,(0,a.Z)({},p,n,{components:t,mdxType:"MDXLayout"}),(0,o.kt)("h1",{id:"sending-data-to-ditto"},"Sending data to Ditto"),(0,o.kt)("p",null,"In this case we will use a Raspberry Pi 3B with Raspbian buster OS connected to a DHT22 temperature and humidity sensor."),(0,o.kt)("h2",{id:"setting-up-the-raspberry-pi"},"Setting up the Raspberry Pi"),(0,o.kt)("p",null,"In the following image the pins of the Raspberry used are shown."),(0,o.kt)("p",null,"We will use pins 2, 6, 23 and 24."),(0,o.kt)("h2",{id:"obtaining-sensor-data"},"Obtaining sensor data"),(0,o.kt)("p",null,"To get the data from the sensor it is necessary to install its library."),(0,o.kt)("pre",null,(0,o.kt)("code",{parentName:"pre",className:"language-bash"},"sudo pip3 install Adafruit_DHT\n")),(0,o.kt)("p",null,"We can test the operation of the sensor by creating a .py file with the following code (in our case it is called dht_code.py and I have placed it on the desktop)."),(0,o.kt)("pre",null,(0,o.kt)("code",{parentName:"pre",className:"language-python"},'import Adafruit_DHT\nimport time\n\nSENSOR_DHT = Adafruit_DHT.DHT22\nPIN_DHT = 24\n\nwhile True:\n    humedad, temperatura = Adafruit_DHT.read(SENSOR_DHT, PIN_DHT)\n    if humedad is not None and temperatura is not None:\n        print("Temp={0:0.1f}C Hum={1:0.1f}%".format(temperatura, humedad))\n    else:\n        print("Lecture fails, chech connection");\n    time.sleep(3);\n')),(0,o.kt)("p",null,"And we run it as follows:"),(0,o.kt)("pre",null,(0,o.kt)("code",{parentName:"pre",className:"language-bash"},"cd Desktop/\npython3 dht_code.py \n")),(0,o.kt)("h2",{id:"installing-mosquitto-on-raspberry"},"Installing Mosquitto on Raspberry"),(0,o.kt)("p",null,"To send the data to DITTO we will use MQTT with the ",(0,o.kt)("em",{parentName:"p"},"Mosquitto")," broker."),(0,o.kt)("pre",null,(0,o.kt)("code",{parentName:"pre",className:"language-bash"},"sudo wget http://repo.mosquitto.org/debian/mosquitto-repo.gpg.key\nsudo apt-key add mosquitto-repo.gpg.key\ncd /etc/apt/sources.list.d/\nsudo wget http://repo.mosquitto.org/debian/mosquitto-buster.list\nsudo -i\napt-get update\napt-get install mosquitto\napt-get install mosquitto-clients\n")),(0,o.kt)("p",null,"With this we would already have Mosquitto installed on our Raspberry. To test it we can open two terminals, subscribe to a ",(0,o.kt)("em",{parentName:"p"},"topic")," with one and publish to that ",(0,o.kt)("em",{parentName:"p"},"topic")," with another."),(0,o.kt)("pre",null,(0,o.kt)("code",{parentName:"pre",className:"language-bash"},"mosquitto_sub -h localhost -t casa/comedor/temperatura\n")),(0,o.kt)("pre",null,(0,o.kt)("code",{parentName:"pre",className:"language-bash"},'mosquitto_pub -h localhost -t casa/comedor/temperatura -m "Temperatura: 25\xbaC"\n')),(0,o.kt)("h2",{id:"configuring-mosquitto-on-raspberry"},"Configuring Mosquitto on raspberry"),(0,o.kt)("p",null,"If we wanted to try to send and receive messages by MQTT between the raspberry and another device, we would have to configure the following."),(0,o.kt)("ol",null,(0,o.kt)("li",{parentName:"ol"},"From the main route of the Raspberry edit the Mosquitto configuration file.")),(0,o.kt)("pre",null,(0,o.kt)("code",{parentName:"pre",className:"language-bash"},"sudo nano /etc/mosquitto/mosquitto.conf\n")),(0,o.kt)("ol",null,(0,o.kt)("li",{parentName:"ol"},"Write these three lines at the end of the file to enable connections with any IP through port 1883 and configure authentication.")),(0,o.kt)("pre",null,(0,o.kt)("code",{parentName:"pre"},"listener 1883 0.0.0.0\n\npassword_file /etc/mosquitto/passwd\nallow_anonymous true\n")),(0,o.kt)("p",null,"So that mosquito.conf would look like this:"),(0,o.kt)("pre",null,(0,o.kt)("code",{parentName:"pre"},"# Place your local configuration in /etc/mosquitto/conf.d/\n#\n# A full description of the configuration file is at\n# /usr/share/doc/mosquitto/examples/mosquitto.conf.gz\n\npid_file /run/mosquitto/mosquitto.pid\n\npersistence true\npersistence_location /var/lib/mosquitto/\n\nlog_dest file /var/log/mosquitto/mosquitto.log\nlog_type all\nlog_timestamp true\n\ninclude_dir /etc/mosquitto/conf.d\n\nlistener 1883 0.0.0.0\n\npassword_file /etc/mosquitto/passwd\nallow_anonymous true\n")),(0,o.kt)("ol",null,(0,o.kt)("li",{parentName:"ol"},"Save the file with Ctrl-O, Enter and Ctrl-X."),(0,o.kt)("li",{parentName:"ol"},"Create a user with password using the following command. Replace USERNAME with the username you want. When you run it, it will ask you to enter a password, which will not be visible while you type it.")),(0,o.kt)("pre",null,(0,o.kt)("code",{parentName:"pre",className:"language-bash"},"sudo mosquitto_passwd -c /etc/mosquitto/passwd USERNAME\n")),(0,o.kt)("ol",null,(0,o.kt)("li",{parentName:"ol"},"Restart Mosquitto with the following command:")),(0,o.kt)("pre",null,(0,o.kt)("code",{parentName:"pre",className:"language-bash"},"sudo systemctl restart mosquitto\n")),(0,o.kt)("p",null,'Finally, we would have Mosquitto configured to receive and send from other IPs. To do this you have to add -u "USERNAME" and -P "PASSWORD" (including quotes) to the respective command.'),(0,o.kt)("p",null,"For example (in this case being ",(0,o.kt)("em",{parentName:"p"},"user")," both the user and the password):"),(0,o.kt)("pre",null,(0,o.kt)("code",{parentName:"pre",className:"language-bash"},'mosquitto_sub -h 192.168.0.27 -u "usuario" -P "usuario" -t "/Raspberry/Sensores/DHT22"\n')),(0,o.kt)("h2",{id:"sending-data-to-mqtt-from-raspberry"},"Sending data to MQTT from Raspberry"),(0,o.kt)("p",null,"To work with MQTT in python we will need to make use of Eclipse Paho."),(0,o.kt)("pre",null,(0,o.kt)("code",{parentName:"pre",className:"language-bash"},"sudo pip3 install paho-mqtt\n")),(0,o.kt)("p",null,"Now, we will create a .py file that publishes the sensor data in the corresponding topic of MQTT. For this we have adapted the code example exposed in the following link to the DHT22 sensor with the Adafruit_DHT library and the requirements of MQTT."),(0,o.kt)("p",null,(0,o.kt)("a",{parentName:"p",href:"https://www.emqx.com/en/blog/how-to-use-mqtt-in-python"},"How to use MQTT in Python (Paho)")),(0,o.kt)("p",null,"In addition, the message sent by MQTT regarding the Ditto Protocol has been made following both the documentation and an example of use."),(0,o.kt)("p",null,(0,o.kt)("a",{parentName:"p",href:"https://www.eclipse.org/ditto/protocol-specification-things-create-or-modify.html"},"Things - Create-Or-Modify protocol specification")),(0,o.kt)("ul",null,(0,o.kt)("li",{parentName:"ul"},"Code to send sensor data to MQTT and Eclipse Ditto",(0,o.kt)("pre",{parentName:"li"},(0,o.kt)("code",{parentName:"pre",className:"language-python"},'from paho.mqtt import client as mqtt_client\nimport time\nimport random\nimport Adafruit_DHT\nimport json\n\n#Constants to connect to MQTT\nbroker = "IP OF MQTT"\nport = POR OF MQTT\ntopic = "telemetry"\nclient_id = f\'python-mqtt-{random.randint(0, 1000)}\'\nusername = "raspberry_DHT22_1@ditto"\npassword = "password"\n\n#Constantes para obtener informaci\xf3n del sensor\nSENSOR_DHT = Adafruit_DHT.DHT22\nPIN_DHT = 24\n\n#Constantes para crear el mensaje de Eclipse Ditto\nDITTO_NAMESPACE = "raspberry";\nDITTO_THING_ID = "DHT22_1";\n\ndef connect_mqtt():\n    def on_connect(client, userdata, flags, rc):\n        if rc == 0:\n            print("Connected to MQTT Broker!")\n        else:\n            print("Failed to connect, return code %d\\n", rc)\n    # Set Connecting Client ID\n    client = mqtt_client.Client(client_id)\n    client.username_pw_set(username, password)\n    client.on_connect = on_connect\n    client.connect(broker, port)\n    return client\n\ndef publish(client):\n     while True:\n         time.sleep(1)\n         msg = getValues();\n         if msg is not None:\n            result = client.publish(topic, msg)\n            status = result[0]\n            if status == 0:\n                print(f"Send \'{msg}\' to topic \'{topic}\'")\n            else:\n                print(f"Failed to send message to topic {topic}")\n\ndef getValues():\n    humedad, temperatura = Adafruit_DHT.read(SENSOR_DHT, PIN_DHT)\n    if humedad is not None and temperatura is not None:\n        temp = "{0:0.1f}".format(temperatura)\n        hum = "{0:0.1f}".format(humedad)\n        output =  "{\\"topic\\": \\""\n        output += DITTO_NAMESPACE\n        output += "/"\n        output += DITTO_THING_ID\n        output += "/things/twin/commands/modify\\",\\"headers\\":{\\"response-required\\":false, \\"content-type\\":\\"application/vnd.eclipse.ditto+json\\"},"\n        output += "\\"path\\": \\"/features\\", \\"value\\":{"\n        output += sensorString("temperature", temp) \n        output += ","\n        output += sensorString("humidity", hum)\n        output += "}}"\n        return output\n    else:\n        print("Failed on lecture, check circuit")\n        return None\n\ndef sensorString(name, value):\n    return "\\"" + name + "\\": { \\"properties\\": { \\"value\\": " + value + "}}"; \n\ndef run():\n    client = connect_mqtt()\n    client.loop_start()\n    publish(client)\n\nif __name__ == \'__main__\':\n    run()\n')))),(0,o.kt)("p",null,"This code has been saved in a .py file with the name of ",(0,o.kt)("em",{parentName:"p"},"dht22publisher.py")," and have saved it on the desktop. To execute it we use:"),(0,o.kt)("pre",null,(0,o.kt)("code",{parentName:"pre",className:"language-bash"},"cd Desktop/\npython3 dht22publisher.py\n")))}d.isMDXComponent=!0}}]);
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and humidity sensor.",source:"@site/docs/examples/raspberry-example/sending-data.mdx",sourceDirName:"examples/raspberry-example",slug:"/examples/raspberry-example/sending-data",permalink:"/opentwins/docs/examples/raspberry-example/sending-data",draft:!1,editUrl:"https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/docs/examples/raspberry-example/sending-data.mdx",tags:[],version:"current",sidebarPosition:1,frontMatter:{sidebar_position:1},sidebar:"tutorialSidebar",previous:{title:"Raspberry example",permalink:"/opentwins/docs/examples/raspberry-example/"},next:{title:"Bouncing ball example",permalink:"/opentwins/docs/examples/ball-example"}},l={},u=[{value:"Setting up the Raspberry Pi",id:"setting-up-the-raspberry-pi",level:2},{value:"Obtaining sensor data",id:"obtaining-sensor-data",level:2},{value:"Installing Mosquitto on Raspberry",id:"installing-mosquitto-on-raspberry",level:2},{value:"Configuring Mosquitto on raspberry",id:"configuring-mosquitto-on-raspberry",level:2},{value:"Sending data to MQTT from Raspberry",id:"sending-data-to-mqtt-from-raspberry",level:2}],p={toc:u},c="wrapper";function d(e){let{components:t,...n}=e;return(0,o.kt)(c,(0,a.Z)({},p,n,{components:t,mdxType:"MDXLayout"}),(0,o.kt)("h1",{id:"sending-data-to-ditto"},"Sending data to Ditto"),(0,o.kt)("p",null,"In this case we will use a Raspberry Pi 3B with Raspbian buster OS connected to a DHT22 temperature and humidity sensor."),(0,o.kt)("h2",{id:"setting-up-the-raspberry-pi"},"Setting up the Raspberry Pi"),(0,o.kt)("p",null,"In the following image the pins of the Raspberry used are shown."),(0,o.kt)("p",null,"We will use pins 2, 6, 23 and 24."),(0,o.kt)("h2",{id:"obtaining-sensor-data"},"Obtaining sensor data"),(0,o.kt)("p",null,"To get the data from the sensor it is necessary to install its library."),(0,o.kt)("pre",null,(0,o.kt)("code",{parentName:"pre",className:"language-bash"},"sudo pip3 install Adafruit_DHT\n")),(0,o.kt)("p",null,"We can test the operation of the sensor by creating a .py file with the following code (in our case it is called dht_code.py and I have placed it on the desktop)."),(0,o.kt)("pre",null,(0,o.kt)("code",{parentName:"pre",className:"language-python"},'import Adafruit_DHT\nimport time\n\nSENSOR_DHT = Adafruit_DHT.DHT22\nPIN_DHT = 24\n\nwhile True:\n    humedad, temperatura = Adafruit_DHT.read(SENSOR_DHT, PIN_DHT)\n    if humedad is not None and temperatura is not None:\n        print("Temp={0:0.1f}C Hum={1:0.1f}%".format(temperatura, humedad))\n    else:\n        print("Lecture fails, chech connection");\n    time.sleep(3);\n')),(0,o.kt)("p",null,"And we run it as follows:"),(0,o.kt)("pre",null,(0,o.kt)("code",{parentName:"pre",className:"language-bash"},"cd Desktop/\npython3 dht_code.py \n")),(0,o.kt)("h2",{id:"installing-mosquitto-on-raspberry"},"Installing Mosquitto on Raspberry"),(0,o.kt)("p",null,"To send the data to DITTO we will use MQTT with the ",(0,o.kt)("em",{parentName:"p"},"Mosquitto")," broker."),(0,o.kt)("pre",null,(0,o.kt)("code",{parentName:"pre",className:"language-bash"},"sudo wget http://repo.mosquitto.org/debian/mosquitto-repo.gpg.key\nsudo apt-key add mosquitto-repo.gpg.key\ncd /etc/apt/sources.list.d/\nsudo wget http://repo.mosquitto.org/debian/mosquitto-buster.list\nsudo -i\napt-get update\napt-get install mosquitto\napt-get install mosquitto-clients\n")),(0,o.kt)("p",null,"With this we would already have Mosquitto installed on our Raspberry. To test it we can open two terminals, subscribe to a ",(0,o.kt)("em",{parentName:"p"},"topic")," with one and publish to that ",(0,o.kt)("em",{parentName:"p"},"topic")," with another."),(0,o.kt)("pre",null,(0,o.kt)("code",{parentName:"pre",className:"language-bash"},"mosquitto_sub -h localhost -t casa/comedor/temperatura\n")),(0,o.kt)("pre",null,(0,o.kt)("code",{parentName:"pre",className:"language-bash"},'mosquitto_pub -h localhost -t casa/comedor/temperatura -m "Temperatura: 25\xbaC"\n')),(0,o.kt)("h2",{id:"configuring-mosquitto-on-raspberry"},"Configuring Mosquitto on raspberry"),(0,o.kt)("p",null,"If we wanted to try to send and receive messages by MQTT between the raspberry and another device, we would have to configure the following."),(0,o.kt)("ol",null,(0,o.kt)("li",{parentName:"ol"},"From the main route of the Raspberry edit the Mosquitto configuration file.")),(0,o.kt)("pre",null,(0,o.kt)("code",{parentName:"pre",className:"language-bash"},"sudo nano /etc/mosquitto/mosquitto.conf\n")),(0,o.kt)("ol",null,(0,o.kt)("li",{parentName:"ol"},"Write these three lines at the end of the file to enable connections with any IP through port 1883 and configure authentication.")),(0,o.kt)("pre",null,(0,o.kt)("code",{parentName:"pre"},"listener 1883 0.0.0.0\n\npassword_file /etc/mosquitto/passwd\nallow_anonymous true\n")),(0,o.kt)("p",null,"So that mosquito.conf would look like this:"),(0,o.kt)("pre",null,(0,o.kt)("code",{parentName:"pre"},"# Place your local configuration in /etc/mosquitto/conf.d/\n#\n# A full description of the configuration file is at\n# /usr/share/doc/mosquitto/examples/mosquitto.conf.gz\n\npid_file /run/mosquitto/mosquitto.pid\n\npersistence true\npersistence_location /var/lib/mosquitto/\n\nlog_dest file /var/log/mosquitto/mosquitto.log\nlog_type all\nlog_timestamp true\n\ninclude_dir /etc/mosquitto/conf.d\n\nlistener 1883 0.0.0.0\n\npassword_file /etc/mosquitto/passwd\nallow_anonymous true\n")),(0,o.kt)("ol",null,(0,o.kt)("li",{parentName:"ol"},"Save the file with Ctrl-O, Enter and Ctrl-X."),(0,o.kt)("li",{parentName:"ol"},"Create a user with password using the following command. Replace USERNAME with the username you want. When you run it, it will ask you to enter a password, which will not be visible while you type it.")),(0,o.kt)("pre",null,(0,o.kt)("code",{parentName:"pre",className:"language-bash"},"sudo mosquitto_passwd -c /etc/mosquitto/passwd USERNAME\n")),(0,o.kt)("ol",null,(0,o.kt)("li",{parentName:"ol"},"Restart Mosquitto with the following command:")),(0,o.kt)("pre",null,(0,o.kt)("code",{parentName:"pre",className:"language-bash"},"sudo systemctl restart mosquitto\n")),(0,o.kt)("p",null,'Finally, we would have Mosquitto configured to receive and send from other IPs. To do this you have to add -u "USERNAME" and -P "PASSWORD" (including quotes) to the respective command.'),(0,o.kt)("p",null,"For example (in this case being ",(0,o.kt)("em",{parentName:"p"},"user")," both the user and the password):"),(0,o.kt)("pre",null,(0,o.kt)("code",{parentName:"pre",className:"language-bash"},'mosquitto_sub -h 192.168.0.27 -u "usuario" -P "usuario" -t "/Raspberry/Sensores/DHT22"\n')),(0,o.kt)("h2",{id:"sending-data-to-mqtt-from-raspberry"},"Sending data to MQTT from Raspberry"),(0,o.kt)("p",null,"To work with MQTT in python we will need to make use of Eclipse Paho."),(0,o.kt)("pre",null,(0,o.kt)("code",{parentName:"pre",className:"language-bash"},"sudo pip3 install paho-mqtt\n")),(0,o.kt)("p",null,"Now, we will create a .py file that publishes the sensor data in the corresponding topic of MQTT. For this we have adapted the code example exposed in the following link to the DHT22 sensor with the Adafruit_DHT library and the requirements of MQTT."),(0,o.kt)("p",null,(0,o.kt)("a",{parentName:"p",href:"https://www.emqx.com/en/blog/how-to-use-mqtt-in-python"},"How to use MQTT in Python (Paho)")),(0,o.kt)("p",null,"In addition, the message sent by MQTT regarding the Ditto Protocol has been made following both the documentation and an example of use."),(0,o.kt)("p",null,(0,o.kt)("a",{parentName:"p",href:"https://www.eclipse.org/ditto/protocol-specification-things-create-or-modify.html"},"Things - Create-Or-Modify protocol specification")),(0,o.kt)("ul",null,(0,o.kt)("li",{parentName:"ul"},"Code to send sensor data to MQTT and Eclipse Ditto",(0,o.kt)("pre",{parentName:"li"},(0,o.kt)("code",{parentName:"pre",className:"language-python"},'from paho.mqtt import client as mqtt_client\nimport time\nimport random\nimport Adafruit_DHT\nimport json\n\n#Constants to connect to MQTT\nbroker = "IP OF MQTT"\nport = POR OF MQTT\ntopic = "telemetry"\nclient_id = f\'python-mqtt-{random.randint(0, 1000)}\'\nusername = "raspberry_DHT22_1@ditto"\npassword = "password"\n\n#Constantes para obtener informaci\xf3n del sensor\nSENSOR_DHT = Adafruit_DHT.DHT22\nPIN_DHT = 24\n\n#Constantes para crear el mensaje de Eclipse Ditto\nDITTO_NAMESPACE = "raspberry";\nDITTO_THING_ID = "DHT22_1";\n\ndef connect_mqtt():\n    def on_connect(client, userdata, flags, rc):\n        if rc == 0:\n            print("Connected to MQTT Broker!")\n        else:\n            print("Failed to connect, return code %d\\n", rc)\n    # Set Connecting Client ID\n    client = mqtt_client.Client(client_id)\n    client.username_pw_set(username, password)\n    client.on_connect = on_connect\n    client.connect(broker, port)\n    return client\n\ndef publish(client):\n     while True:\n         time.sleep(1)\n         msg = getValues();\n         if msg is not None:\n            result = client.publish(topic, msg)\n            status = result[0]\n            if status == 0:\n                print(f"Send \'{msg}\' to topic \'{topic}\'")\n            else:\n                print(f"Failed to send message to topic {topic}")\n\ndef getValues():\n    humedad, temperatura = Adafruit_DHT.read(SENSOR_DHT, PIN_DHT)\n    if humedad is not None and temperatura is not None:\n        temp = "{0:0.1f}".format(temperatura)\n        hum = "{0:0.1f}".format(humedad)\n        output =  "{\\"topic\\": \\""\n        output += DITTO_NAMESPACE\n        output += "/"\n        output += DITTO_THING_ID\n        output += "/things/twin/commands/modify\\",\\"headers\\":{\\"response-required\\":false, \\"content-type\\":\\"application/vnd.eclipse.ditto+json\\"},"\n        output += "\\"path\\": \\"/features\\", \\"value\\":{"\n        output += sensorString("temperature", temp) \n        output += ","\n        output += sensorString("humidity", hum)\n        output += "}}"\n        return output\n    else:\n        print("Failed on lecture, check circuit")\n        return None\n\ndef sensorString(name, value):\n    return "\\"" + name + "\\": { \\"properties\\": { \\"value\\": " + value + "}}"; \n\ndef run():\n    client = connect_mqtt()\n    client.loop_start()\n    publish(client)\n\nif __name__ == \'__main__\':\n    run()\n')))),(0,o.kt)("p",null,"This code has been saved in a .py file with the name of ",(0,o.kt)("em",{parentName:"p"},"dht22publisher.py")," and have saved it on the desktop. To execute it we use:"),(0,o.kt)("pre",null,(0,o.kt)("code",{parentName:"pre",className:"language-bash"},"cd Desktop/\npython3 dht22publisher.py\n")))}d.isMDXComponent=!0}}]);
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Although OpenTwins offers extensive customization options, we understand the importance of simplicity for beginners. Therefore, let's embark on a short journey together, showing you the quickest route to deploy the platform and develop a functional digital twin.",source:"@site/docs/quickstart.mdx",sourceDirName:".",slug:"/quickstart",permalink:"/opentwins/docs/quickstart",draft:!1,editUrl:"https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/docs/quickstart.mdx",tags:[],version:"current",sidebarPosition:1,frontMatter:{sidebar_position:1},sidebar:"tutorialSidebar",next:{title:"Overview",permalink:"/opentwins/docs/category/overview"}},l={},c=[{value:"Installation",id:"installation",level:2},{value:"Prerequisites",id:"prerequisites",level:3},{value:"Deploy",id:"deploy",level:3},{value:"Create your first digital twin",id:"create-your-first-digital-twin",level:2},{value:"Design",id:"design",level:3},{value:"Definition",id:"definition",level:3},{value:"Create Car type",id:"create-car-type",level:4},{value:"Create Wheel type",id:"create-wheel-type",level:4},{value:"Create the digital twins",id:"create-the-digital-twins",level:4},{value:"Connection",id:"connection",level:3},{value:"Visualization",id:"visualization",level:3}],p={toc:c},d="wrapper";function h(e){let{components:t,...o}=e;return(0,a.kt)(d,(0,i.Z)({},p,o,{components:t,mdxType:"MDXLayout"}),(0,a.kt)("h1",{id:"quickstart"},"Quickstart"),(0,a.kt)("p",null,"Welcome to OpenTwins, a flexible platform adapted to your needs! Although OpenTwins offers extensive customization options, we understand the importance of simplicity for beginners. Therefore, let's embark on a short journey together, showing you the quickest route to deploy the platform and develop a functional digital twin."),(0,a.kt)("h2",{id:"installation"},"Installation"),(0,a.kt)("h3",{id:"prerequisites"},"Prerequisites"),(0,a.kt)("p",null,"Please be sure you have the following utilities installed on your host machine:"),(0,a.kt)("ul",null,(0,a.kt)("li",{parentName:"ul"},(0,a.kt)("a",{parentName:"li",href:"https://www.docker.com/"},"Docker")),(0,a.kt)("li",{parentName:"ul"},(0,a.kt)("a",{parentName:"li",href:"https://kubernetes.io/releases/download/"},"Kubernetes")),(0,a.kt)("li",{parentName:"ul"},(0,a.kt)("a",{parentName:"li",href:"https://helm.sh/docs/intro/install/"},"Helm")," v3")),(0,a.kt)("p",null,"If you don't have a Kubernetes cluster, you can set one up on local using ",(0,a.kt)("a",{parentName:"p",href:"https://minikube.sigs.k8s.io/docs/"},"minikube"),". For a smooth deployment experience, we suggest you use the following minimum configuration values."),(0,a.kt)("pre",null,(0,a.kt)("code",{parentName:"pre",className:"language-bash"},"minikube start --cpus 4 --disk-size 40gb --memory 8192\n")),(0,a.kt)("pre",null,(0,a.kt)("code",{parentName:"pre",className:"language-bash"},"kubectl config use-context minikube\n")),(0,a.kt)("h3",{id:"deploy"},"Deploy"),(0,a.kt)("p",null,"The quickest way to deploy OpenTwins is ",(0,a.kt)("a",{parentName:"p",href:"https://helm.sh/docs/intro/using_helm/"},"using Helm"),"."),(0,a.kt)("p",null,"The following command adds the ERTIS repository where the OpenTwins helm chart is located."),(0,a.kt)("pre",null,(0,a.kt)("code",{parentName:"pre",className:"language-bash"},"helm repo add ertis https://ertis-research.github.io/Helm-charts/\n")),(0,a.kt)("p",null,"To deploy the platform with recommended functionality, use the command below:"),(0,a.kt)("pre",null,(0,a.kt)("code",{parentName:"pre",className:"language-bash"},"helm upgrade --install opentwins ertis/OpenTwins -n opentwins --wait --dependency-update\n")),(0,a.kt)("p",null,"To modify the components to be deployed and connected during the installation, you can check the ",(0,a.kt)("a",{parentName:"p",href:"/opentwins/docs/installation/using-helm"},"installation via Helm"),"."),(0,a.kt)("h2",{id:"create-your-first-digital-twin"},"Create your first digital twin"),(0,a.kt)("center",null,(0,a.kt)("img",{src:n(2979).Z,alt:"Create digital twins",style:{width:700,margin:40}})),(0,a.kt)("p",null,(0,a.kt)("strong",{parentName:"p"},"A digital twin must be at least a synchronized replica of a real system or object"),". To create it, the first step involves understanding the purpose of the digital twin, designing its structure and defining its most relevant characteristics. Next, it is necessary to define this information in OpenTwins and then connect the data sources that will feed the model. Finally, it is necessary to represent the data in a way that is understandable to any user."),(0,a.kt)("p",null,"Optionally, other useful functionalities can be added to the digital twin. In OpenTwins, we offer the integration of AI/ML models, the addition of 3D models and the execution of FMI or containerized simulations. However, this tutorial will not cover these extra functionalities, so we recommend consulting their respective guides for more information."),(0,a.kt)("p",null,"Following these steps, we will use OpenTwins to develop the ",(0,a.kt)("strong",{parentName:"p"},"digital twin of a car"),". In this case, for simplicity, we will focus only on the speed and direction of the car's four wheels. In addition, we will record the GPS location of the vehicle for tracking."),(0,a.kt)("h3",{id:"design"},"Design"),(0,a.kt)("p",null,"Taking advantage of the platform's functionalities, we will create a ",(0,a.kt)("a",{parentName:"p",href:"/opentwins/docs/overview/concepts#digital-twins-composition"},"composite digital twin"),".\nFor this purpose, we will define ",(0,a.kt)("a",{parentName:"p",href:"/opentwins/docs/overview/concepts#digital-twin-type"},"types"),' "t_car" and "t_wheel", which will abstract information about the car and the wheel, respectively.\nThese types will be linked by a composition relation, which means that a car comprises four wheels. Once all this is set up, instantiating the car as a digital twin will automatically generate twins for all four wheels.\nIn this way, we can independently access the data for each wheel and easily add digital twins for other cars or other contexts.'),(0,a.kt)("center",null,(0,a.kt)("img",{src:n(4347).Z,alt:"Create digital twins",style:{width:700}})),(0,a.kt)("admonition",{type:"info"},(0,a.kt)("p",{parentName:"admonition"},"The creation of ",(0,a.kt)("strong",{parentName:"p"},"types is not essential")," to create a digital twin, but ",(0,a.kt)("strong",{parentName:"p"},"it is recommended")," to facilitate future work. You can create digital twins directly without defining a type, just select the ",(0,a.kt)("em",{parentName:"p"},"from scratch")," option in the twin creation form.")),(0,a.kt)("h3",{id:"definition"},"Definition"),(0,a.kt)("h4",{id:"create-car-type"},"Create Car type"),(0,a.kt)("p",null,"First, we will create the car type. To do so, we navigate to the ",(0,a.kt)("em",{parentName:"p"},"Types")," section in the interface and click on the blue ",(0,a.kt)("em",{parentName:"p"},"Create new type")," button. In this form, we must fill in the ",(0,a.kt)("a",{parentName:"p",href:"/opentwins/docs/overview/concepts#digital-twin-content"},"digital twin information")," that will be common for all instances. This includes the name, description and image of the twin, along with the values it will store, in this case ",(0,a.kt)("strong",{parentName:"p"},"gps"),".\nWe will define this type within a namespace and assign it a name.\nThe combination of the namespace and the name will be referred to as the ",(0,a.kt)("a",{parentName:"p",href:"https://eclipse.dev/ditto/3.3/basic-thing.html#thing-id"},"thingId"),"."),(0,a.kt)("details",null,(0,a.kt)("summary",null,"Screenshots of the filled form"),(0,a.kt)("div",null,(0,a.kt)("center",null,(0,a.kt)("img",{src:n(9636).Z,alt:"Create type - Identification and type information"}),(0,a.kt)("img",{src:n(2748).Z,alt:"Create type - attributes and features"})))),(0,a.kt)("p",null,"The JSON generated in ",(0,a.kt)("a",{parentName:"p",href:"https://eclipse.dev/ditto/3.3/basic-thing.html#model-specification"},"Ditto Thing")," model is shown to the right of the form, which in this case corresponds to the following JSON:"),(0,a.kt)("pre",null,(0,a.kt)("code",{parentName:"pre",className:"language-json"},'{\n    "thingId": "example:t_car",\n    "policyId": "default:basic_policy",\n    "attributes": {\n        "name": "Car",\n        "description": "Digital twin example for quickstart",\n        "image": "https://images.pexels.com/photos/119435/pexels-photo-119435.jpeg"\n    },\n    "features": {\n        "gps": {\n            "properties": {\n                "value": null\n            }\n        }\n    }\n}\n')),(0,a.kt)("p",null,"Click on the blue ",(0,a.kt)("em",{parentName:"p"},"Create type")," button to create the type. A message should appear indicating that the type has been successfully created. You can close this message and return to the main screen."),(0,a.kt)("admonition",{type:"info"},(0,a.kt)("p",{parentName:"admonition"},"If you have installed OpenTwins with Helm, you should have a basic policy. Currently, we do not take into account the restriction of access to digital twins by ",(0,a.kt)("a",{parentName:"p",href:"https://eclipse.dev/ditto/3.3/basic-policy.html"},"policy"),", so we always use the same one. Still, using this functionality is possible with OpenTwins, although you must interact directly with Eclipse Ditto. "),(0,a.kt)("p",{parentName:"admonition"},"For more details see the ",(0,a.kt)("a",{parentName:"p",href:"https://eclipse.dev/ditto/3.3/http-api-doc.html#/Policies"},"Eclipse Ditto documentation"),".")),(0,a.kt)("h4",{id:"create-wheel-type"},"Create Wheel type"),(0,a.kt)("p",null,"Next we will create the type for the wheels.\nIn the list of types, we will access the type of the car we have just created to see its information.\nHere we select the ",(0,a.kt)("strong",{parentName:"p"},"children tab")," and click on the ",(0,a.kt)("strong",{parentName:"p"},"create new type")," button.\nThis form is almost identical to the previous one, with the difference that we can directly specify the number of instances of this new type to be created when a ",(0,a.kt)("em",{parentName:"p"},"t_car")," type is instantiated.\nIn our example we will have to indicate a 4 in this section and fill in the rest of the form as before.\nThis type, in addition to its identification and basic information, will have as features the ",(0,a.kt)("strong",{parentName:"p"},"velocity")," and ",(0,a.kt)("strong",{parentName:"p"},"direction")," of the wheel."),(0,a.kt)("details",null,(0,a.kt)("summary",null,"Screenshots of the filled form"),(0,a.kt)("div",null,(0,a.kt)("center",null,(0,a.kt)("img",{src:n(8775).Z,alt:"Create type - Identification and type information"}),(0,a.kt)("img",{src:n(8226).Z,alt:"Create type - attributes and features"})))),(0,a.kt)("p",null,"In this case the JSON of the generated Ditto Thing is the following:"),(0,a.kt)("pre",null,(0,a.kt)("code",{parentName:"pre",className:"language-json"},'{\n    "thingId": "example:t_wheel",\n    "policyId": "default:basic_policy",\n    "attributes": {\n        "name": "Wheel",\n        "description": "Digital twin example for quickstart",\n        "image": "https://images.pexels.com/photos/111766/pexels-photo-111766.jpeg"\n    },\n    "features": {\n        "velocity": {\n            "properties": {\n                "value": null\n            }\n        },\n        "direction": {\n            "properties": {\n                "value": null\n            }\n        }\n    }\n}\n')),(0,a.kt)("p",null,"After clicking the ",(0,a.kt)("strong",{parentName:"p"},"Create type")," button, a confirmation message will appear.\nIf we now navigate to the children tab of the ",(0,a.kt)("em",{parentName:"p"},"t_car")," type, it will show that the ",(0,a.kt)("em",{parentName:"p"},"t_wheel")," type is one of its children and will be instantiated four times."),(0,a.kt)("center",null,(0,a.kt)("img",{src:n(7390).Z,alt:"Children of car type"})),(0,a.kt)("h4",{id:"create-the-digital-twins"},"Create the digital twins"),(0,a.kt)("p",null,"All that remains is to instantiate the car type so that all the twins are created.\nTo do this, navigate to the ",(0,a.kt)("em",{parentName:"p"},"Twins")," section and click on ",(0,a.kt)("strong",{parentName:"p"},"Create a new twin"),".\nIn the form, specify the identification of the twin and select the ",(0,a.kt)("em",{parentName:"p"},"t_car")," type.\nAll data will be filled in automatically, though you can modify it if desired by activating the customization switch."),(0,a.kt)("details",null,(0,a.kt)("summary",null,"Screenshots of the filled form"),(0,a.kt)("div",null,(0,a.kt)("center",null,(0,a.kt)("img",{src:n(9726).Z,alt:"Create twin form"})))),(0,a.kt)("p",null,"After clicking on create twin, the 5 digital twins will be generated automatically. A successfull message will appear when the process is finished.\nIf we check the list of twins, we will see our twin example: car.\nBy clicking on it and accessing the children tab, we will find four twins corresponding to its wheels, each with the features specified in their respective type."),(0,a.kt)("h3",{id:"connection"},"Connection"),(0,a.kt)("h3",{id:"visualization"},"Visualization"))}h.isMDXComponent=!0},7390:(e,t,n)=>{n.d(t,{Z:()=>i});const i=n.p+"assets/images/children-car-afb301bc04e66adf657430149d186497.png"},2979:(e,t,n)=>{n.d(t,{Z:()=>i});const i=n.p+"assets/images/create-digital-twins-bd76130c9ab23c157cdfcd9dcb0fdc5b.png"},9726:(e,t,n)=>{n.d(t,{Z:()=>i});const i=n.p+"assets/images/create-twin-car-a9b18a2a05ffe4b0a6dc0c3936c2c654.png"},9636:(e,t,n)=>{n.d(t,{Z:()=>i});const i=n.p+"assets/images/create-type-car-1-83262c74d042b2f67b088012aff4f2f4.png"},2748:(e,t,n)=>{n.d(t,{Z:()=>i});const i=n.p+"assets/images/create-type-car-2-a21e3c1f407d74316e407ab8998d192e.png"},8775:(e,t,n)=>{n.d(t,{Z:()=>i});const i=n.p+"assets/images/create-type-wheel-1-510d4b9fc36964dbd300146a9a583039.png"},8226:(e,t,n)=>{n.d(t,{Z:()=>i});const i=n.p+"assets/images/create-type-wheel-2-839f10a61f723425f7e52e34ebbc0348.png"},4347:(e,t,n)=>{n.d(t,{Z:()=>i});const i=n.p+"assets/images/model-car-example-512468f12b81f00c7e402a2a222d83ba.jpg"}}]);
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Although OpenTwins offers extensive customization options, we understand the importance of simplicity for beginners. Therefore, let's embark on a short journey together, showing you the quickest route to deploy the platform and develop a simple, functional digital twin.",source:"@site/docs/quickstart.md",sourceDirName:".",slug:"/quickstart",permalink:"/opentwins/docs/quickstart",draft:!1,editUrl:"https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/docs/quickstart.md",tags:[],version:"current",sidebarPosition:1,frontMatter:{sidebar_position:1},sidebar:"tutorialSidebar",next:{title:"Overview",permalink:"/opentwins/docs/category/overview"}},s={},u=[{value:"Prerequisites",id:"prerequisites",level:2},{value:"Installation",id:"installation",level:2},{value:"Define your first digital twin",id:"define-your-first-digital-twin",level:2},{value:"Link the digital twin to a data input",id:"link-the-digital-twin-to-a-data-input",level:2},{value:"Visualize twin data",id:"visualize-twin-data",level:2}],p={toc:u},c="wrapper";function d(e){let{components:t,...n}=e;return(0,a.kt)(c,(0,i.Z)({},p,n,{components:t,mdxType:"MDXLayout"}),(0,a.kt)("h1",{id:"quickstart"},"Quickstart"),(0,a.kt)("p",null,"Welcome to OpenTwins, a flexible platform adapted to your needs! Although OpenTwins offers extensive customization options, we understand the importance of simplicity for beginners. Therefore, let's embark on a short journey together, showing you the quickest route to deploy the platform and develop a simple, functional digital twin."),(0,a.kt)("h2",{id:"prerequisites"},"Prerequisites"),(0,a.kt)("p",null,"Please be sure you have the following utilities installed on your host machine:"),(0,a.kt)("ul",null,(0,a.kt)("li",{parentName:"ul"},(0,a.kt)("a",{parentName:"li",href:"https://www.docker.com/"},"Docker")),(0,a.kt)("li",{parentName:"ul"},(0,a.kt)("a",{parentName:"li",href:"https://kubernetes.io/releases/download/"},"Kubernetes")),(0,a.kt)("li",{parentName:"ul"},(0,a.kt)("a",{parentName:"li",href:"https://helm.sh/docs/intro/install/"},"Helm")," v3")),(0,a.kt)("p",null,"If you don't have a Kubernetes cluster, you can set one up on local using ",(0,a.kt)("a",{parentName:"p",href:"https://minikube.sigs.k8s.io/docs/"},"minikube"),". For a smooth deployment experience, we suggest you use the following minimum configuration values."),(0,a.kt)("pre",null,(0,a.kt)("code",{parentName:"pre",className:"language-bash"},"minikube start --cpus 4 --disk-size 40gb --memory 8192\n")),(0,a.kt)("pre",null,(0,a.kt)("code",{parentName:"pre",className:"language-bash"},"kubectl config use-context minikube\n")),(0,a.kt)("h2",{id:"installation"},"Installation"),(0,a.kt)("p",null,"The quickest way to deploy OpenTwins is ",(0,a.kt)("a",{parentName:"p",href:"https://helm.sh/docs/intro/using_helm/"},"using Helm"),"."),(0,a.kt)("p",null,"The following command adds the ERTIS repository where the OpenTwins helm chart is located."),(0,a.kt)("pre",null,(0,a.kt)("code",{parentName:"pre",className:"language-bash"},"helm repo add ertis https://ertis-research.github.io/Helm-charts/\n")),(0,a.kt)("p",null,"To deploy the platform with recommended functionality, use the command below:"),(0,a.kt)("pre",null,(0,a.kt)("code",{parentName:"pre",className:"language-bash"},"helm upgrade --install opentwins ertis/OpenTwins -n opentwins --wait --dependency-update\n")),(0,a.kt)("p",null,"To modify the components to be deployed and connected during the installation, you can check the ",(0,a.kt)("a",{parentName:"p",href:"/opentwins/docs/installation/using-helm"},"installation via Helm"),"."),(0,a.kt)("h2",{id:"define-your-first-digital-twin"},"Define your first digital twin"),(0,a.kt)("p",null,"A digital twin is composed of static and dynamic data. "),(0,a.kt)("p",null,(0,a.kt)("strong",{parentName:"p"},"Static data.")," Information relevant to the digital twin that is expected to remain constant, such as the model, the date of acquisition or the location of the machine we are replicating. "),(0,a.kt)("p",null,(0,a.kt)("strong",{parentName:"p"},"Dynamic data.")," Data that changes over time and that we will record in time series, such as the position of a mobile robot or the values measured by a sensor."),(0,a.kt)("p",null,"For example, consider a DHT22 temperature and humidity sensor. Its digital twin, represented in JSON format following the schema provided by Eclipse Ditto, would look like this:"),(0,a.kt)("h2",{id:"link-the-digital-twin-to-a-data-input"},"Link the digital twin to a data input"),(0,a.kt)("h2",{id:"visualize-twin-data"},"Visualize twin data"))}d.isMDXComponent=!0}}]);
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href="/opentwins/blog/welcome">Welcome</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/mdx-blog-post">MDX Blog Post</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/long-blog-post">Long Blog Post</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/first-blog-post">First Blog Post</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/opentwins/blog/welcome">Welcome</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2021-08-26T00:00:00.000Z" itemprop="datePublished">August 26, 2021</time> · <!-- -->One min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/slorber.png" alt="Sébastien Lorber"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Sébastien Lorber</span></a></div><small class="avatar__subtitle" itemprop="description">Docusaurus maintainer</small></div></div></div><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/yangshun" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/yangshun.png" alt="Yangshun Tay"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/yangshun" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Yangshun Tay</span></a></div><small class="avatar__subtitle" itemprop="description">Front End Engineer @ Facebook</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p><a href="https://docusaurus.io/docs/blog" target="_blank" rel="noopener noreferrer">Docusaurus blogging features</a> are powered by the <a href="https://docusaurus.io/docs/api/plugins/@docusaurus/plugin-content-blog" target="_blank" rel="noopener noreferrer">blog plugin</a>.</p><p>Simply add Markdown files (or folders) to the <code>blog</code> directory.</p><p>Regular blog authors can be added to <code>authors.yml</code>.</p><p>The blog post date can be extracted from filenames, such as:</p><ul><li><code>2019-05-30-welcome.md</code></li><li><code>2019-05-30-welcome/index.md</code></li></ul><p>A blog post folder can be convenient to co-locate blog post images:</p><p><img loading="lazy" alt="Docusaurus Plushie" src="/opentwins/assets/images/docusaurus-plushie-banner-a60f7593abca1e3eef26a9afa244e4fb.jpeg" width="1500" height="500" class="img_ev3q"></p><p>The blog supports tags as well!</p><p><strong>And if you don&#x27;t want a blog</strong>: just delete this directory, and use <code>blog: false</code> in your Docusaurus config.</p></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/facebook">facebook</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/hello">hello</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/docusaurus">docusaurus</a></li></ul></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/opentwins/blog/mdx-blog-post">MDX Blog Post</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2021-08-01T00:00:00.000Z" itemprop="datePublished">August 1, 2021</time> · <!-- -->One min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/slorber.png" alt="Sébastien Lorber"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Sébastien Lorber</span></a></div><small class="avatar__subtitle" itemprop="description">Docusaurus maintainer</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p>Blog posts support <a href="https://docusaurus.io/docs/markdown-features" target="_blank" rel="noopener noreferrer">Docusaurus Markdown features</a>, such as <a href="https://mdxjs.com/" target="_blank" rel="noopener noreferrer">MDX</a>.</p><div class="theme-admonition theme-admonition-tip alert alert--success admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 12 16"><path fill-rule="evenodd" d="M6.5 0C3.48 0 1 2.19 1 5c0 .92.55 2.25 1 3 1.34 2.25 1.78 2.78 2 4v1h5v-1c.22-1.22.66-1.75 2-4 .45-.75 1-2.08 1-3 0-2.81-2.48-5-5.5-5zm3.64 7.48c-.25.44-.47.8-.67 1.11-.86 1.41-1.25 2.06-1.45 3.23-.02.05-.02.11-.02.17H5c0-.06 0-.13-.02-.17-.2-1.17-.59-1.83-1.45-3.23-.2-.31-.42-.67-.67-1.11C2.44 6.78 2 5.65 2 5c0-2.2 2.02-4 4.5-4 1.22 0 2.36.42 3.22 1.19C10.55 2.94 11 3.94 11 5c0 .66-.44 1.78-.86 2.48zM4 14h5c-.23 1.14-1.3 2-2.5 2s-2.27-.86-2.5-2z"></path></svg></span>tip</div><div class="admonitionContent_S0QG"><p>Use the power of React to create interactive blog posts.</p><div class="language-js codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-js codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token operator">&lt;</span><span class="token plain">button onClick</span><span class="token operator">=</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token arrow operator">=&gt;</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">alert</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&#x27;button clicked!&#x27;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token operator">&gt;</span><span class="token maybe-class-name">Click</span><span class="token plain"> me</span><span class="token operator">!</span><span class="token operator">&lt;</span><span class="token operator">/</span><span class="token plain">button</span><span class="token operator">&gt;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><button>Click me!</button></div></div></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/docusaurus">docusaurus</a></li></ul></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/opentwins/blog/long-blog-post">Long Blog Post</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2019-05-29T00:00:00.000Z" itemprop="datePublished">May 29, 2019</time> · <!-- -->3 min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/endiliey" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/endiliey.png" alt="Endilie Yacop Sucipto"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/endiliey" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Endilie Yacop Sucipto</span></a></div><small class="avatar__subtitle" itemprop="description">Maintainer of Docusaurus</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p>This is the summary of a very long blog post,</p><p>Use a <code>&lt;!--</code> <code>truncate</code> <code>--&gt;</code> comment to limit blog post size in the list view.</p></div><footer class="row docusaurus-mt-lg"><div class="col col--9"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/hello">hello</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/docusaurus">docusaurus</a></li></ul></div><div class="col text--right col--3"><a aria-label="Read more about Long Blog Post" href="/opentwins/blog/long-blog-post"><b>Read More</b></a></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/opentwins/blog/first-blog-post">First Blog Post</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2019-05-28T00:00:00.000Z" itemprop="datePublished">May 28, 2019</time> · <!-- -->One min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/wgao19" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/wgao19.png" alt="Gao Wei"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/wgao19" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Gao Wei</span></a></div><small class="avatar__subtitle" itemprop="description">Docusaurus Core Team</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque elementum dignissim ultricies. Fusce rhoncus ipsum tempor eros aliquam consequat. Lorem ipsum dolor sit amet</p></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/hola">hola</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/docusaurus">docusaurus</a></li></ul></div></footer></article><nav class="pagination-nav" aria-label="Blog list page navigation"></nav></main></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2024 My Project, Inc. Built with Docusaurus.</div></div></div></footer></div>
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href="/opentwins/blog/welcome">Welcome</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/mdx-blog-post">MDX Blog Post</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/long-blog-post">Long Blog Post</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/first-blog-post">First Blog Post</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/opentwins/blog/welcome">Welcome</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2021-08-26T00:00:00.000Z" itemprop="datePublished">August 26, 2021</time> · <!-- -->One min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/slorber.png" alt="Sébastien Lorber"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Sébastien Lorber</span></a></div><small class="avatar__subtitle" itemprop="description">Docusaurus maintainer</small></div></div></div><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/yangshun" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/yangshun.png" alt="Yangshun Tay"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/yangshun" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Yangshun Tay</span></a></div><small class="avatar__subtitle" itemprop="description">Front End Engineer @ Facebook</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p><a href="https://docusaurus.io/docs/blog" target="_blank" rel="noopener noreferrer">Docusaurus blogging features</a> are powered by the <a href="https://docusaurus.io/docs/api/plugins/@docusaurus/plugin-content-blog" target="_blank" rel="noopener noreferrer">blog plugin</a>.</p><p>Simply add Markdown files (or folders) to the <code>blog</code> directory.</p><p>Regular blog authors can be added to <code>authors.yml</code>.</p><p>The blog post date can be extracted from filenames, such as:</p><ul><li><code>2019-05-30-welcome.md</code></li><li><code>2019-05-30-welcome/index.md</code></li></ul><p>A blog post folder can be convenient to co-locate blog post images:</p><p><img loading="lazy" alt="Docusaurus Plushie" src="/opentwins/assets/images/docusaurus-plushie-banner-a60f7593abca1e3eef26a9afa244e4fb.jpeg" width="1500" height="500" class="img_ev3q"></p><p>The blog supports tags as well!</p><p><strong>And if you don&#x27;t want a blog</strong>: just delete this directory, and use <code>blog: false</code> in your Docusaurus config.</p></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/facebook">facebook</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/hello">hello</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/docusaurus">docusaurus</a></li></ul></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/opentwins/blog/mdx-blog-post">MDX Blog Post</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2021-08-01T00:00:00.000Z" itemprop="datePublished">August 1, 2021</time> · <!-- -->One min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/slorber.png" alt="Sébastien Lorber"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Sébastien Lorber</span></a></div><small class="avatar__subtitle" itemprop="description">Docusaurus maintainer</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p>Blog posts support <a href="https://docusaurus.io/docs/markdown-features" target="_blank" rel="noopener noreferrer">Docusaurus Markdown features</a>, such as <a href="https://mdxjs.com/" target="_blank" rel="noopener noreferrer">MDX</a>.</p><div class="theme-admonition theme-admonition-tip alert alert--success admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 12 16"><path fill-rule="evenodd" d="M6.5 0C3.48 0 1 2.19 1 5c0 .92.55 2.25 1 3 1.34 2.25 1.78 2.78 2 4v1h5v-1c.22-1.22.66-1.75 2-4 .45-.75 1-2.08 1-3 0-2.81-2.48-5-5.5-5zm3.64 7.48c-.25.44-.47.8-.67 1.11-.86 1.41-1.25 2.06-1.45 3.23-.02.05-.02.11-.02.17H5c0-.06 0-.13-.02-.17-.2-1.17-.59-1.83-1.45-3.23-.2-.31-.42-.67-.67-1.11C2.44 6.78 2 5.65 2 5c0-2.2 2.02-4 4.5-4 1.22 0 2.36.42 3.22 1.19C10.55 2.94 11 3.94 11 5c0 .66-.44 1.78-.86 2.48zM4 14h5c-.23 1.14-1.3 2-2.5 2s-2.27-.86-2.5-2z"></path></svg></span>tip</div><div class="admonitionContent_S0QG"><p>Use the power of React to create interactive blog posts.</p><div class="language-js codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-js codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token operator">&lt;</span><span class="token plain">button onClick</span><span class="token operator">=</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token arrow operator">=&gt;</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">alert</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&#x27;button clicked!&#x27;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token operator">&gt;</span><span class="token maybe-class-name">Click</span><span class="token plain"> me</span><span class="token operator">!</span><span class="token operator">&lt;</span><span class="token operator">/</span><span class="token plain">button</span><span class="token operator">&gt;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><button>Click me!</button></div></div></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/docusaurus">docusaurus</a></li></ul></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/opentwins/blog/long-blog-post">Long Blog Post</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2019-05-29T00:00:00.000Z" itemprop="datePublished">May 29, 2019</time> · <!-- -->3 min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/endiliey" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/endiliey.png" alt="Endilie Yacop Sucipto"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/endiliey" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Endilie Yacop Sucipto</span></a></div><small class="avatar__subtitle" itemprop="description">Maintainer of Docusaurus</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p>This is the summary of a very long blog post,</p><p>Use a <code>&lt;!--</code> <code>truncate</code> <code>--&gt;</code> comment to limit blog post size in the list view.</p></div><footer class="row docusaurus-mt-lg"><div class="col col--9"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/hello">hello</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/docusaurus">docusaurus</a></li></ul></div><div class="col text--right col--3"><a aria-label="Read more about Long Blog Post" href="/opentwins/blog/long-blog-post"><b>Read More</b></a></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/opentwins/blog/first-blog-post">First Blog Post</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2019-05-28T00:00:00.000Z" itemprop="datePublished">May 28, 2019</time> · <!-- -->One min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/wgao19" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/wgao19.png" alt="Gao Wei"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/wgao19" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Gao Wei</span></a></div><small class="avatar__subtitle" itemprop="description">Docusaurus Core Team</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque elementum dignissim ultricies. Fusce rhoncus ipsum tempor eros aliquam consequat. Lorem ipsum dolor sit amet</p></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/hola">hola</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/docusaurus">docusaurus</a></li></ul></div></footer></article><nav class="pagination-nav" aria-label="Blog list page navigation"></nav></main></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2024 OpenTwins. Built with Docusaurus. Icons from Flaticon.</div></div></div></footer></div>
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href="https://github.com/wgao19" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/wgao19.png" alt="Gao Wei"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/wgao19" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Gao Wei</span></a></div><small class="avatar__subtitle" itemprop="description">Docusaurus Core Team</small></div></div></div></div></header><div id="post-content" class="markdown" itemprop="articleBody"><p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. 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href="https://github.com/endiliey" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/endiliey.png" alt="Endilie Yacop Sucipto"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/endiliey" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Endilie Yacop Sucipto</span></a></div><small class="avatar__subtitle" itemprop="description">Maintainer of Docusaurus</small></div></div></div></div></header><div id="post-content" class="markdown" itemprop="articleBody"><p>This is the summary of a very long blog post,</p><p>Use a <code>&lt;!--</code> <code>truncate</code> <code>--&gt;</code> comment to limit blog post size in the list view.</p><p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque elementum dignissim ultricies. Fusce rhoncus ipsum tempor eros aliquam consequat. Lorem ipsum dolor sit amet</p><p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque elementum dignissim ultricies. Fusce rhoncus ipsum tempor eros aliquam consequat. Lorem ipsum dolor sit amet</p><p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque elementum dignissim ultricies. Fusce rhoncus ipsum tempor eros aliquam consequat. Lorem ipsum dolor sit amet</p><p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque elementum dignissim ultricies. Fusce rhoncus ipsum tempor eros aliquam consequat. Lorem ipsum dolor sit amet</p><p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque elementum dignissim ultricies. Fusce rhoncus ipsum tempor eros aliquam consequat. Lorem ipsum dolor sit amet</p><p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque elementum dignissim ultricies. 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href="/opentwins/blog/welcome">Welcome</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/mdx-blog-post">MDX Blog Post</a></li><li class="sidebarItem__DBe"><a aria-current="page" class="sidebarItemLink_mo7H sidebarItemLinkActive_I1ZP" href="/opentwins/blog/long-blog-post">Long Blog Post</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/first-blog-post">First Blog Post</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><article itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><header><h1 class="title_f1Hy" itemprop="headline">Long Blog Post</h1><div class="container_mt6G margin-vert--md"><time datetime="2019-05-29T00:00:00.000Z" itemprop="datePublished">May 29, 2019</time> · <!-- -->3 min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/endiliey" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/endiliey.png" alt="Endilie Yacop Sucipto"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/endiliey" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Endilie Yacop Sucipto</span></a></div><small class="avatar__subtitle" itemprop="description">Maintainer of Docusaurus</small></div></div></div></div></header><div id="post-content" class="markdown" itemprop="articleBody"><p>This is the summary of a very long blog post,</p><p>Use a <code>&lt;!--</code> <code>truncate</code> <code>--&gt;</code> comment to limit blog post size in the list view.</p><p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque elementum dignissim ultricies. Fusce rhoncus ipsum tempor eros aliquam consequat. Lorem ipsum dolor sit amet</p><p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque elementum dignissim ultricies. Fusce rhoncus ipsum tempor eros aliquam consequat. Lorem ipsum dolor sit amet</p><p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque elementum dignissim ultricies. Fusce rhoncus ipsum tempor eros aliquam consequat. Lorem ipsum dolor sit amet</p><p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque elementum dignissim ultricies. Fusce rhoncus ipsum tempor eros aliquam consequat. Lorem ipsum dolor sit amet</p><p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque elementum dignissim ultricies. Fusce rhoncus ipsum tempor eros aliquam consequat. Lorem ipsum dolor sit amet</p><p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque elementum dignissim ultricies. Fusce rhoncus ipsum tempor eros aliquam consequat. Lorem ipsum dolor sit amet</p><p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque elementum dignissim ultricies. Fusce rhoncus ipsum tempor eros aliquam consequat. Lorem ipsum dolor sit amet</p><p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque elementum dignissim ultricies. Fusce rhoncus ipsum tempor eros aliquam consequat. Lorem ipsum dolor sit amet</p><p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque elementum dignissim ultricies. Fusce rhoncus ipsum tempor eros aliquam consequat. Lorem ipsum dolor sit amet</p><p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque elementum dignissim ultricies. Fusce rhoncus ipsum tempor eros aliquam consequat. Lorem ipsum dolor sit amet</p><p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque elementum dignissim ultricies. Fusce rhoncus ipsum tempor eros aliquam consequat. 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href="/opentwins/blog/welcome">Welcome</a></li><li class="sidebarItem__DBe"><a aria-current="page" class="sidebarItemLink_mo7H sidebarItemLinkActive_I1ZP" href="/opentwins/blog/mdx-blog-post">MDX Blog Post</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/long-blog-post">Long Blog Post</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/first-blog-post">First Blog Post</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><article itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><header><h1 class="title_f1Hy" itemprop="headline">MDX Blog Post</h1><div class="container_mt6G margin-vert--md"><time datetime="2021-08-01T00:00:00.000Z" itemprop="datePublished">August 1, 2021</time> · <!-- -->One min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/slorber.png" alt="Sébastien Lorber"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Sébastien Lorber</span></a></div><small class="avatar__subtitle" itemprop="description">Docusaurus maintainer</small></div></div></div></div></header><div id="post-content" class="markdown" itemprop="articleBody"><p>Blog posts support <a href="https://docusaurus.io/docs/markdown-features" target="_blank" rel="noopener noreferrer">Docusaurus Markdown features</a>, such as <a href="https://mdxjs.com/" target="_blank" rel="noopener noreferrer">MDX</a>.</p><div class="theme-admonition theme-admonition-tip alert alert--success admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 12 16"><path fill-rule="evenodd" d="M6.5 0C3.48 0 1 2.19 1 5c0 .92.55 2.25 1 3 1.34 2.25 1.78 2.78 2 4v1h5v-1c.22-1.22.66-1.75 2-4 .45-.75 1-2.08 1-3 0-2.81-2.48-5-5.5-5zm3.64 7.48c-.25.44-.47.8-.67 1.11-.86 1.41-1.25 2.06-1.45 3.23-.02.05-.02.11-.02.17H5c0-.06 0-.13-.02-.17-.2-1.17-.59-1.83-1.45-3.23-.2-.31-.42-.67-.67-1.11C2.44 6.78 2 5.65 2 5c0-2.2 2.02-4 4.5-4 1.22 0 2.36.42 3.22 1.19C10.55 2.94 11 3.94 11 5c0 .66-.44 1.78-.86 2.48zM4 14h5c-.23 1.14-1.3 2-2.5 2s-2.27-.86-2.5-2z"></path></svg></span>tip</div><div class="admonitionContent_S0QG"><p>Use the power of React to create interactive blog posts.</p><div class="language-js codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-js codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token operator">&lt;</span><span class="token plain">button onClick</span><span class="token operator">=</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token arrow operator">=&gt;</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">alert</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&#x27;button clicked!&#x27;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token operator">&gt;</span><span class="token maybe-class-name">Click</span><span class="token plain"> me</span><span class="token operator">!</span><span class="token operator">&lt;</span><span class="token operator">/</span><span class="token plain">button</span><span class="token operator">&gt;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><button>Click me!</button></div></div></div><footer class="row docusaurus-mt-lg blogPostFooterDetailsFull_mRVl"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/docusaurus">docusaurus</a></li></ul></div><div class="col margin-top--sm"><a href="https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/blog/2021-08-01-mdx-blog-post.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Blog post page navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/opentwins/blog/welcome"><div class="pagination-nav__sublabel">Newer Post</div><div class="pagination-nav__label">Welcome</div></a><a class="pagination-nav__link pagination-nav__link--next" 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class="darkToggleIcon_wfgR"><path fill="currentColor" d="M9.37,5.51C9.19,6.15,9.1,6.82,9.1,7.5c0,4.08,3.32,7.4,7.4,7.4c0.68,0,1.35-0.09,1.99-0.27C17.45,17.19,14.93,19,12,19 c-3.86,0-7-3.14-7-7C5,9.07,6.81,6.55,9.37,5.51z M12,3c-4.97,0-9,4.03-9,9s4.03,9,9,9s9-4.03,9-9c0-0.46-0.04-0.92-0.1-1.36 c-0.98,1.37-2.58,2.26-4.4,2.26c-2.98,0-5.4-2.42-5.4-5.4c0-1.81,0.89-3.42,2.26-4.4C12.92,3.04,12.46,3,12,3L12,3z"></path></svg></button></div><div class="searchBox_ZlJk"></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><div class="container margin-vert--lg"><div class="row"><aside class="col col--3"><nav class="sidebar_re4s thin-scrollbar" aria-label="Blog recent posts navigation"><div class="sidebarItemTitle_pO2u margin-bottom--md">Recent posts</div><ul class="sidebarItemList_Yudw clean-list"><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/welcome">Welcome</a></li><li class="sidebarItem__DBe"><a aria-current="page" class="sidebarItemLink_mo7H sidebarItemLinkActive_I1ZP" href="/opentwins/blog/mdx-blog-post">MDX Blog Post</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/long-blog-post">Long Blog Post</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/first-blog-post">First Blog Post</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><article itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><header><h1 class="title_f1Hy" itemprop="headline">MDX Blog Post</h1><div class="container_mt6G margin-vert--md"><time datetime="2021-08-01T00:00:00.000Z" itemprop="datePublished">August 1, 2021</time> · <!-- -->One min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/slorber.png" alt="Sébastien Lorber"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Sébastien Lorber</span></a></div><small class="avatar__subtitle" itemprop="description">Docusaurus maintainer</small></div></div></div></div></header><div id="post-content" class="markdown" itemprop="articleBody"><p>Blog posts support <a href="https://docusaurus.io/docs/markdown-features" target="_blank" rel="noopener noreferrer">Docusaurus Markdown features</a>, such as <a href="https://mdxjs.com/" target="_blank" rel="noopener noreferrer">MDX</a>.</p><div class="theme-admonition theme-admonition-tip alert alert--success admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 12 16"><path fill-rule="evenodd" d="M6.5 0C3.48 0 1 2.19 1 5c0 .92.55 2.25 1 3 1.34 2.25 1.78 2.78 2 4v1h5v-1c.22-1.22.66-1.75 2-4 .45-.75 1-2.08 1-3 0-2.81-2.48-5-5.5-5zm3.64 7.48c-.25.44-.47.8-.67 1.11-.86 1.41-1.25 2.06-1.45 3.23-.02.05-.02.11-.02.17H5c0-.06 0-.13-.02-.17-.2-1.17-.59-1.83-1.45-3.23-.2-.31-.42-.67-.67-1.11C2.44 6.78 2 5.65 2 5c0-2.2 2.02-4 4.5-4 1.22 0 2.36.42 3.22 1.19C10.55 2.94 11 3.94 11 5c0 .66-.44 1.78-.86 2.48zM4 14h5c-.23 1.14-1.3 2-2.5 2s-2.27-.86-2.5-2z"></path></svg></span>tip</div><div class="admonitionContent_S0QG"><p>Use the power of React to create interactive blog posts.</p><div class="language-js codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-js codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token operator">&lt;</span><span class="token plain">button onClick</span><span class="token operator">=</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token arrow operator">=&gt;</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">alert</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&#x27;button clicked!&#x27;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token operator">&gt;</span><span class="token maybe-class-name">Click</span><span class="token plain"> me</span><span class="token operator">!</span><span class="token operator">&lt;</span><span class="token operator">/</span><span class="token plain">button</span><span class="token operator">&gt;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><button>Click me!</button></div></div></div><footer class="row docusaurus-mt-lg blogPostFooterDetailsFull_mRVl"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej 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href="/opentwins/blog/welcome">Welcome</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/mdx-blog-post">MDX Blog Post</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/long-blog-post">Long Blog Post</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/first-blog-post">First Blog Post</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><header class="margin-bottom--xl"><h1>4 posts tagged with &quot;docusaurus&quot;</h1><a href="/opentwins/blog/tags">View All Tags</a></header><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/opentwins/blog/welcome">Welcome</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2021-08-26T00:00:00.000Z" itemprop="datePublished">August 26, 2021</time> · <!-- -->One min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/slorber.png" alt="Sébastien Lorber"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Sébastien Lorber</span></a></div><small class="avatar__subtitle" itemprop="description">Docusaurus maintainer</small></div></div></div><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/yangshun" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/yangshun.png" alt="Yangshun Tay"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/yangshun" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Yangshun Tay</span></a></div><small class="avatar__subtitle" itemprop="description">Front End Engineer @ Facebook</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p><a href="https://docusaurus.io/docs/blog" target="_blank" rel="noopener noreferrer">Docusaurus blogging features</a> are powered by the <a href="https://docusaurus.io/docs/api/plugins/@docusaurus/plugin-content-blog" target="_blank" rel="noopener noreferrer">blog plugin</a>.</p><p>Simply add Markdown files (or folders) to the <code>blog</code> directory.</p><p>Regular blog authors can be added to <code>authors.yml</code>.</p><p>The blog post date can be extracted from filenames, such as:</p><ul><li><code>2019-05-30-welcome.md</code></li><li><code>2019-05-30-welcome/index.md</code></li></ul><p>A blog post folder can be convenient to co-locate blog post images:</p><p><img loading="lazy" alt="Docusaurus Plushie" src="/opentwins/assets/images/docusaurus-plushie-banner-a60f7593abca1e3eef26a9afa244e4fb.jpeg" width="1500" height="500" class="img_ev3q"></p><p>The blog supports tags as well!</p><p><strong>And if you don&#x27;t want a blog</strong>: just delete this directory, and use <code>blog: false</code> in your Docusaurus config.</p></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/facebook">facebook</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/hello">hello</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/docusaurus">docusaurus</a></li></ul></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/opentwins/blog/mdx-blog-post">MDX Blog Post</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2021-08-01T00:00:00.000Z" itemprop="datePublished">August 1, 2021</time> · <!-- -->One min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/slorber.png" alt="Sébastien Lorber"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Sébastien Lorber</span></a></div><small class="avatar__subtitle" itemprop="description">Docusaurus maintainer</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p>Blog posts support <a href="https://docusaurus.io/docs/markdown-features" target="_blank" rel="noopener noreferrer">Docusaurus Markdown features</a>, such as <a href="https://mdxjs.com/" target="_blank" rel="noopener noreferrer">MDX</a>.</p><div class="theme-admonition theme-admonition-tip alert alert--success admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 12 16"><path fill-rule="evenodd" d="M6.5 0C3.48 0 1 2.19 1 5c0 .92.55 2.25 1 3 1.34 2.25 1.78 2.78 2 4v1h5v-1c.22-1.22.66-1.75 2-4 .45-.75 1-2.08 1-3 0-2.81-2.48-5-5.5-5zm3.64 7.48c-.25.44-.47.8-.67 1.11-.86 1.41-1.25 2.06-1.45 3.23-.02.05-.02.11-.02.17H5c0-.06 0-.13-.02-.17-.2-1.17-.59-1.83-1.45-3.23-.2-.31-.42-.67-.67-1.11C2.44 6.78 2 5.65 2 5c0-2.2 2.02-4 4.5-4 1.22 0 2.36.42 3.22 1.19C10.55 2.94 11 3.94 11 5c0 .66-.44 1.78-.86 2.48zM4 14h5c-.23 1.14-1.3 2-2.5 2s-2.27-.86-2.5-2z"></path></svg></span>tip</div><div class="admonitionContent_S0QG"><p>Use the power of React to create interactive blog posts.</p><div class="language-js codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-js codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token operator">&lt;</span><span class="token plain">button onClick</span><span class="token operator">=</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token arrow operator">=&gt;</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">alert</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&#x27;button clicked!&#x27;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token operator">&gt;</span><span class="token maybe-class-name">Click</span><span class="token plain"> me</span><span class="token operator">!</span><span class="token operator">&lt;</span><span class="token operator">/</span><span class="token plain">button</span><span class="token operator">&gt;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><button>Click me!</button></div></div></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/docusaurus">docusaurus</a></li></ul></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/opentwins/blog/long-blog-post">Long Blog Post</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2019-05-29T00:00:00.000Z" itemprop="datePublished">May 29, 2019</time> · <!-- -->3 min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/endiliey" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/endiliey.png" alt="Endilie Yacop Sucipto"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/endiliey" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Endilie Yacop Sucipto</span></a></div><small class="avatar__subtitle" itemprop="description">Maintainer of Docusaurus</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p>This is the summary of a very long blog post,</p><p>Use a <code>&lt;!--</code> <code>truncate</code> <code>--&gt;</code> comment to limit blog post size in the list view.</p></div><footer class="row docusaurus-mt-lg"><div class="col col--9"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/hello">hello</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/docusaurus">docusaurus</a></li></ul></div><div class="col text--right col--3"><a aria-label="Read more about Long Blog Post" href="/opentwins/blog/long-blog-post"><b>Read More</b></a></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/opentwins/blog/first-blog-post">First Blog Post</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2019-05-28T00:00:00.000Z" itemprop="datePublished">May 28, 2019</time> · <!-- -->One min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/wgao19" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/wgao19.png" alt="Gao Wei"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/wgao19" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Gao Wei</span></a></div><small class="avatar__subtitle" itemprop="description">Docusaurus Core Team</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque elementum dignissim ultricies. Fusce rhoncus ipsum tempor eros aliquam consequat. Lorem ipsum dolor sit amet</p></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/hola">hola</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/docusaurus">docusaurus</a></li></ul></div></footer></article><nav class="pagination-nav" aria-label="Blog list page navigation"></nav></main></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2024 My Project, Inc. Built with Docusaurus.</div></div></div></footer></div>
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href="/opentwins/blog/welcome">Welcome</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/mdx-blog-post">MDX Blog Post</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/long-blog-post">Long Blog Post</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/first-blog-post">First Blog Post</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><header class="margin-bottom--xl"><h1>4 posts tagged with &quot;docusaurus&quot;</h1><a href="/opentwins/blog/tags">View All Tags</a></header><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/opentwins/blog/welcome">Welcome</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2021-08-26T00:00:00.000Z" itemprop="datePublished">August 26, 2021</time> · <!-- -->One min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/slorber.png" alt="Sébastien Lorber"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Sébastien Lorber</span></a></div><small class="avatar__subtitle" itemprop="description">Docusaurus maintainer</small></div></div></div><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/yangshun" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/yangshun.png" alt="Yangshun Tay"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/yangshun" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Yangshun Tay</span></a></div><small class="avatar__subtitle" itemprop="description">Front End Engineer @ Facebook</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p><a href="https://docusaurus.io/docs/blog" target="_blank" rel="noopener noreferrer">Docusaurus blogging features</a> are powered by the <a href="https://docusaurus.io/docs/api/plugins/@docusaurus/plugin-content-blog" target="_blank" rel="noopener noreferrer">blog plugin</a>.</p><p>Simply add Markdown files (or folders) to the <code>blog</code> directory.</p><p>Regular blog authors can be added to <code>authors.yml</code>.</p><p>The blog post date can be extracted from filenames, such as:</p><ul><li><code>2019-05-30-welcome.md</code></li><li><code>2019-05-30-welcome/index.md</code></li></ul><p>A blog post folder can be convenient to co-locate blog post images:</p><p><img loading="lazy" alt="Docusaurus Plushie" src="/opentwins/assets/images/docusaurus-plushie-banner-a60f7593abca1e3eef26a9afa244e4fb.jpeg" width="1500" height="500" class="img_ev3q"></p><p>The blog supports tags as well!</p><p><strong>And if you don&#x27;t want a blog</strong>: just delete this directory, and use <code>blog: false</code> in your Docusaurus config.</p></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/facebook">facebook</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/hello">hello</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/docusaurus">docusaurus</a></li></ul></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/opentwins/blog/mdx-blog-post">MDX Blog Post</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2021-08-01T00:00:00.000Z" itemprop="datePublished">August 1, 2021</time> · <!-- -->One min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/slorber.png" alt="Sébastien Lorber"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Sébastien Lorber</span></a></div><small class="avatar__subtitle" itemprop="description">Docusaurus maintainer</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p>Blog posts support <a href="https://docusaurus.io/docs/markdown-features" target="_blank" rel="noopener noreferrer">Docusaurus Markdown features</a>, such as <a href="https://mdxjs.com/" target="_blank" rel="noopener noreferrer">MDX</a>.</p><div class="theme-admonition theme-admonition-tip alert alert--success admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 12 16"><path fill-rule="evenodd" d="M6.5 0C3.48 0 1 2.19 1 5c0 .92.55 2.25 1 3 1.34 2.25 1.78 2.78 2 4v1h5v-1c.22-1.22.66-1.75 2-4 .45-.75 1-2.08 1-3 0-2.81-2.48-5-5.5-5zm3.64 7.48c-.25.44-.47.8-.67 1.11-.86 1.41-1.25 2.06-1.45 3.23-.02.05-.02.11-.02.17H5c0-.06 0-.13-.02-.17-.2-1.17-.59-1.83-1.45-3.23-.2-.31-.42-.67-.67-1.11C2.44 6.78 2 5.65 2 5c0-2.2 2.02-4 4.5-4 1.22 0 2.36.42 3.22 1.19C10.55 2.94 11 3.94 11 5c0 .66-.44 1.78-.86 2.48zM4 14h5c-.23 1.14-1.3 2-2.5 2s-2.27-.86-2.5-2z"></path></svg></span>tip</div><div class="admonitionContent_S0QG"><p>Use the power of React to create interactive blog posts.</p><div class="language-js codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-js codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token operator">&lt;</span><span class="token plain">button onClick</span><span class="token operator">=</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><span class="token arrow operator">=&gt;</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">alert</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&#x27;button clicked!&#x27;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token operator">&gt;</span><span class="token maybe-class-name">Click</span><span class="token plain"> me</span><span class="token operator">!</span><span class="token operator">&lt;</span><span class="token operator">/</span><span class="token plain">button</span><span class="token operator">&gt;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><button>Click me!</button></div></div></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/docusaurus">docusaurus</a></li></ul></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/opentwins/blog/long-blog-post">Long Blog Post</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2019-05-29T00:00:00.000Z" itemprop="datePublished">May 29, 2019</time> · <!-- -->3 min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/endiliey" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/endiliey.png" alt="Endilie Yacop Sucipto"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/endiliey" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Endilie Yacop Sucipto</span></a></div><small class="avatar__subtitle" itemprop="description">Maintainer of Docusaurus</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p>This is the summary of a very long blog post,</p><p>Use a <code>&lt;!--</code> <code>truncate</code> <code>--&gt;</code> comment to limit blog post size in the list view.</p></div><footer class="row docusaurus-mt-lg"><div class="col col--9"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/hello">hello</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/docusaurus">docusaurus</a></li></ul></div><div class="col text--right col--3"><a aria-label="Read more about Long Blog Post" href="/opentwins/blog/long-blog-post"><b>Read More</b></a></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/opentwins/blog/first-blog-post">First Blog Post</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2019-05-28T00:00:00.000Z" itemprop="datePublished">May 28, 2019</time> · <!-- -->One min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/wgao19" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/wgao19.png" alt="Gao Wei"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/wgao19" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Gao Wei</span></a></div><small class="avatar__subtitle" itemprop="description">Docusaurus Core Team</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque elementum dignissim ultricies. Fusce rhoncus ipsum tempor eros aliquam consequat. Lorem ipsum dolor sit amet</p></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/hola">hola</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/docusaurus">docusaurus</a></li></ul></div></footer></article><nav class="pagination-nav" aria-label="Blog list page navigation"></nav></main></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2024 OpenTwins. Built with Docusaurus. Icons from Flaticon.</div></div></div></footer></div>
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href="/opentwins/blog/welcome">Welcome</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/mdx-blog-post">MDX Blog Post</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/long-blog-post">Long Blog Post</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/first-blog-post">First Blog Post</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><header class="margin-bottom--xl"><h1>One post tagged with &quot;facebook&quot;</h1><a href="/opentwins/blog/tags">View All Tags</a></header><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/opentwins/blog/welcome">Welcome</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2021-08-26T00:00:00.000Z" itemprop="datePublished">August 26, 2021</time> · <!-- -->One min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/slorber.png" alt="Sébastien Lorber"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Sébastien Lorber</span></a></div><small class="avatar__subtitle" itemprop="description">Docusaurus maintainer</small></div></div></div><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/yangshun" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/yangshun.png" alt="Yangshun Tay"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/yangshun" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Yangshun Tay</span></a></div><small class="avatar__subtitle" itemprop="description">Front End Engineer @ Facebook</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p><a href="https://docusaurus.io/docs/blog" target="_blank" rel="noopener noreferrer">Docusaurus blogging features</a> are powered by the <a href="https://docusaurus.io/docs/api/plugins/@docusaurus/plugin-content-blog" target="_blank" rel="noopener noreferrer">blog plugin</a>.</p><p>Simply add Markdown files (or folders) to the <code>blog</code> directory.</p><p>Regular blog authors can be added to <code>authors.yml</code>.</p><p>The blog post date can be extracted from filenames, such as:</p><ul><li><code>2019-05-30-welcome.md</code></li><li><code>2019-05-30-welcome/index.md</code></li></ul><p>A blog post folder can be convenient to co-locate blog post images:</p><p><img loading="lazy" alt="Docusaurus Plushie" src="/opentwins/assets/images/docusaurus-plushie-banner-a60f7593abca1e3eef26a9afa244e4fb.jpeg" width="1500" height="500" class="img_ev3q"></p><p>The blog supports tags as well!</p><p><strong>And if you don&#x27;t want a blog</strong>: just delete this directory, and use <code>blog: false</code> in your Docusaurus config.</p></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/facebook">facebook</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/hello">hello</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" 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href="/opentwins/blog/welcome">Welcome</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/mdx-blog-post">MDX Blog Post</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/long-blog-post">Long Blog Post</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/first-blog-post">First Blog Post</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><header class="margin-bottom--xl"><h1>One post tagged with &quot;facebook&quot;</h1><a href="/opentwins/blog/tags">View All Tags</a></header><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/opentwins/blog/welcome">Welcome</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2021-08-26T00:00:00.000Z" itemprop="datePublished">August 26, 2021</time> · <!-- -->One min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/slorber.png" alt="Sébastien Lorber"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Sébastien Lorber</span></a></div><small class="avatar__subtitle" itemprop="description">Docusaurus maintainer</small></div></div></div><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/yangshun" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/yangshun.png" alt="Yangshun Tay"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/yangshun" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Yangshun Tay</span></a></div><small class="avatar__subtitle" itemprop="description">Front End Engineer @ Facebook</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p><a href="https://docusaurus.io/docs/blog" target="_blank" rel="noopener noreferrer">Docusaurus blogging features</a> are powered by the <a href="https://docusaurus.io/docs/api/plugins/@docusaurus/plugin-content-blog" target="_blank" rel="noopener noreferrer">blog plugin</a>.</p><p>Simply add Markdown files (or folders) to the <code>blog</code> directory.</p><p>Regular blog authors can be added to <code>authors.yml</code>.</p><p>The blog post date can be extracted from filenames, such as:</p><ul><li><code>2019-05-30-welcome.md</code></li><li><code>2019-05-30-welcome/index.md</code></li></ul><p>A blog post folder can be convenient to co-locate blog post images:</p><p><img loading="lazy" alt="Docusaurus Plushie" src="/opentwins/assets/images/docusaurus-plushie-banner-a60f7593abca1e3eef26a9afa244e4fb.jpeg" width="1500" height="500" class="img_ev3q"></p><p>The blog supports tags as well!</p><p><strong>And if you don&#x27;t want a blog</strong>: just delete this directory, and use <code>blog: false</code> in your Docusaurus config.</p></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/facebook">facebook</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/hello">hello</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/docusaurus">docusaurus</a></li></ul></div></footer></article><nav class="pagination-nav" aria-label="Blog list page navigation"></nav></main></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2024 OpenTwins. 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href="/opentwins/blog/welcome">Welcome</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/mdx-blog-post">MDX Blog Post</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/long-blog-post">Long Blog Post</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/first-blog-post">First Blog Post</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><header class="margin-bottom--xl"><h1>2 posts tagged with &quot;hello&quot;</h1><a href="/opentwins/blog/tags">View All Tags</a></header><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/opentwins/blog/welcome">Welcome</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2021-08-26T00:00:00.000Z" itemprop="datePublished">August 26, 2021</time> · <!-- -->One min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/slorber.png" alt="Sébastien Lorber"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Sébastien Lorber</span></a></div><small class="avatar__subtitle" itemprop="description">Docusaurus maintainer</small></div></div></div><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/yangshun" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/yangshun.png" alt="Yangshun Tay"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/yangshun" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Yangshun Tay</span></a></div><small class="avatar__subtitle" itemprop="description">Front End Engineer @ Facebook</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p><a href="https://docusaurus.io/docs/blog" target="_blank" rel="noopener noreferrer">Docusaurus blogging features</a> are powered by the <a href="https://docusaurus.io/docs/api/plugins/@docusaurus/plugin-content-blog" target="_blank" rel="noopener noreferrer">blog plugin</a>.</p><p>Simply add Markdown files (or folders) to the <code>blog</code> directory.</p><p>Regular blog authors can be added to <code>authors.yml</code>.</p><p>The blog post date can be extracted from filenames, such as:</p><ul><li><code>2019-05-30-welcome.md</code></li><li><code>2019-05-30-welcome/index.md</code></li></ul><p>A blog post folder can be convenient to co-locate blog post images:</p><p><img loading="lazy" alt="Docusaurus Plushie" src="/opentwins/assets/images/docusaurus-plushie-banner-a60f7593abca1e3eef26a9afa244e4fb.jpeg" width="1500" height="500" class="img_ev3q"></p><p>The blog supports tags as well!</p><p><strong>And if you don&#x27;t want a blog</strong>: just delete this directory, and use <code>blog: false</code> in your Docusaurus config.</p></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/facebook">facebook</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/hello">hello</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/docusaurus">docusaurus</a></li></ul></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/opentwins/blog/long-blog-post">Long Blog Post</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2019-05-29T00:00:00.000Z" itemprop="datePublished">May 29, 2019</time> · <!-- -->3 min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/endiliey" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/endiliey.png" alt="Endilie Yacop Sucipto"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/endiliey" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Endilie Yacop Sucipto</span></a></div><small class="avatar__subtitle" itemprop="description">Maintainer of Docusaurus</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p>This is the summary of a very long blog post,</p><p>Use a <code>&lt;!--</code> <code>truncate</code> <code>--&gt;</code> comment to limit blog post size in the list view.</p></div><footer class="row docusaurus-mt-lg"><div class="col col--9"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/hello">hello</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/docusaurus">docusaurus</a></li></ul></div><div class="col text--right col--3"><a aria-label="Read more about Long Blog Post" href="/opentwins/blog/long-blog-post"><b>Read More</b></a></div></footer></article><nav class="pagination-nav" 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href="/opentwins/blog/welcome">Welcome</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/mdx-blog-post">MDX Blog Post</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/long-blog-post">Long Blog Post</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/first-blog-post">First Blog Post</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><header class="margin-bottom--xl"><h1>2 posts tagged with &quot;hello&quot;</h1><a href="/opentwins/blog/tags">View All Tags</a></header><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/opentwins/blog/welcome">Welcome</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2021-08-26T00:00:00.000Z" itemprop="datePublished">August 26, 2021</time> · <!-- -->One min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/slorber.png" alt="Sébastien Lorber"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Sébastien Lorber</span></a></div><small class="avatar__subtitle" itemprop="description">Docusaurus maintainer</small></div></div></div><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/yangshun" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/yangshun.png" alt="Yangshun Tay"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/yangshun" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Yangshun Tay</span></a></div><small class="avatar__subtitle" itemprop="description">Front End Engineer @ Facebook</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p><a href="https://docusaurus.io/docs/blog" target="_blank" rel="noopener noreferrer">Docusaurus blogging features</a> are powered by the <a href="https://docusaurus.io/docs/api/plugins/@docusaurus/plugin-content-blog" target="_blank" rel="noopener noreferrer">blog plugin</a>.</p><p>Simply add Markdown files (or folders) to the <code>blog</code> directory.</p><p>Regular blog authors can be added to <code>authors.yml</code>.</p><p>The blog post date can be extracted from filenames, such as:</p><ul><li><code>2019-05-30-welcome.md</code></li><li><code>2019-05-30-welcome/index.md</code></li></ul><p>A blog post folder can be convenient to co-locate blog post images:</p><p><img loading="lazy" alt="Docusaurus Plushie" src="/opentwins/assets/images/docusaurus-plushie-banner-a60f7593abca1e3eef26a9afa244e4fb.jpeg" width="1500" height="500" class="img_ev3q"></p><p>The blog supports tags as well!</p><p><strong>And if you don&#x27;t want a blog</strong>: just delete this directory, and use <code>blog: false</code> in your Docusaurus config.</p></div><footer class="row docusaurus-mt-lg"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/facebook">facebook</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/hello">hello</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/docusaurus">docusaurus</a></li></ul></div></footer></article><article class="margin-bottom--xl" itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><header><h2 class="title_f1Hy" itemprop="headline"><a itemprop="url" href="/opentwins/blog/long-blog-post">Long Blog Post</a></h2><div class="container_mt6G margin-vert--md"><time datetime="2019-05-29T00:00:00.000Z" itemprop="datePublished">May 29, 2019</time> · <!-- -->3 min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/endiliey" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/endiliey.png" alt="Endilie Yacop Sucipto"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/endiliey" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Endilie Yacop Sucipto</span></a></div><small class="avatar__subtitle" itemprop="description">Maintainer of Docusaurus</small></div></div></div></div></header><div class="markdown" itemprop="articleBody"><p>This is the summary of a very long blog post,</p><p>Use a <code>&lt;!--</code> <code>truncate</code> <code>--&gt;</code> comment to limit blog post size in the list view.</p></div><footer class="row docusaurus-mt-lg"><div class="col col--9"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/hello">hello</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/docusaurus">docusaurus</a></li></ul></div><div class="col text--right col--3"><a aria-label="Read more about Long Blog Post" href="/opentwins/blog/long-blog-post"><b>Read More</b></a></div></footer></article><nav class="pagination-nav" 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href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/slorber.png" alt="Sébastien Lorber"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Sébastien Lorber</span></a></div><small class="avatar__subtitle" itemprop="description">Docusaurus maintainer</small></div></div></div><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/yangshun" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/yangshun.png" alt="Yangshun Tay"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/yangshun" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Yangshun Tay</span></a></div><small class="avatar__subtitle" itemprop="description">Front End Engineer @ Facebook</small></div></div></div></div></header><div id="post-content" class="markdown" itemprop="articleBody"><p><a href="https://docusaurus.io/docs/blog" target="_blank" rel="noopener noreferrer">Docusaurus blogging features</a> are powered by the <a href="https://docusaurus.io/docs/api/plugins/@docusaurus/plugin-content-blog" target="_blank" rel="noopener noreferrer">blog plugin</a>.</p><p>Simply add Markdown files (or folders) to the <code>blog</code> directory.</p><p>Regular blog authors can be added to <code>authors.yml</code>.</p><p>The blog post date can be extracted from filenames, such as:</p><ul><li><code>2019-05-30-welcome.md</code></li><li><code>2019-05-30-welcome/index.md</code></li></ul><p>A blog post folder can be convenient to co-locate blog post images:</p><p><img loading="lazy" 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class="darkToggleIcon_wfgR"><path fill="currentColor" d="M9.37,5.51C9.19,6.15,9.1,6.82,9.1,7.5c0,4.08,3.32,7.4,7.4,7.4c0.68,0,1.35-0.09,1.99-0.27C17.45,17.19,14.93,19,12,19 c-3.86,0-7-3.14-7-7C5,9.07,6.81,6.55,9.37,5.51z M12,3c-4.97,0-9,4.03-9,9s4.03,9,9,9s9-4.03,9-9c0-0.46-0.04-0.92-0.1-1.36 c-0.98,1.37-2.58,2.26-4.4,2.26c-2.98,0-5.4-2.42-5.4-5.4c0-1.81,0.89-3.42,2.26-4.4C12.92,3.04,12.46,3,12,3L12,3z"></path></svg></button></div><div class="searchBox_ZlJk"></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><div class="container margin-vert--lg"><div class="row"><aside class="col col--3"><nav class="sidebar_re4s thin-scrollbar" aria-label="Blog recent posts navigation"><div class="sidebarItemTitle_pO2u margin-bottom--md">Recent posts</div><ul class="sidebarItemList_Yudw clean-list"><li class="sidebarItem__DBe"><a aria-current="page" class="sidebarItemLink_mo7H sidebarItemLinkActive_I1ZP" href="/opentwins/blog/welcome">Welcome</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/mdx-blog-post">MDX Blog Post</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/long-blog-post">Long Blog Post</a></li><li class="sidebarItem__DBe"><a class="sidebarItemLink_mo7H" href="/opentwins/blog/first-blog-post">First Blog Post</a></li></ul></nav></aside><main class="col col--7" itemscope="" itemtype="http://schema.org/Blog"><article itemprop="blogPost" itemscope="" itemtype="http://schema.org/BlogPosting"><header><h1 class="title_f1Hy" itemprop="headline">Welcome</h1><div class="container_mt6G margin-vert--md"><time datetime="2021-08-26T00:00:00.000Z" itemprop="datePublished">August 26, 2021</time> · <!-- -->One min read</div><div class="margin-top--md margin-bottom--sm row"><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/slorber.png" alt="Sébastien Lorber"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://sebastienlorber.com" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Sébastien Lorber</span></a></div><small class="avatar__subtitle" itemprop="description">Docusaurus maintainer</small></div></div></div><div class="col col--6 authorCol_Hf19"><div class="avatar margin-bottom--sm"><a href="https://github.com/yangshun" target="_blank" rel="noopener noreferrer" class="avatar__photo-link"><img class="avatar__photo" src="https://github.com/yangshun.png" alt="Yangshun Tay"></a><div class="avatar__intro" itemprop="author" itemscope="" itemtype="https://schema.org/Person"><div class="avatar__name"><a href="https://github.com/yangshun" target="_blank" rel="noopener noreferrer" itemprop="url"><span itemprop="name">Yangshun Tay</span></a></div><small class="avatar__subtitle" itemprop="description">Front End Engineer @ Facebook</small></div></div></div></div></header><div id="post-content" class="markdown" itemprop="articleBody"><p><a href="https://docusaurus.io/docs/blog" target="_blank" rel="noopener noreferrer">Docusaurus blogging features</a> are powered by the <a href="https://docusaurus.io/docs/api/plugins/@docusaurus/plugin-content-blog" target="_blank" rel="noopener noreferrer">blog plugin</a>.</p><p>Simply add Markdown files (or folders) to the <code>blog</code> directory.</p><p>Regular blog authors can be added to <code>authors.yml</code>.</p><p>The blog post date can be extracted from filenames, such as:</p><ul><li><code>2019-05-30-welcome.md</code></li><li><code>2019-05-30-welcome/index.md</code></li></ul><p>A blog post folder can be convenient to co-locate blog post images:</p><p><img loading="lazy" alt="Docusaurus Plushie" src="/opentwins/assets/images/docusaurus-plushie-banner-a60f7593abca1e3eef26a9afa244e4fb.jpeg" width="1500" height="500" class="img_ev3q"></p><p>The blog supports tags as well!</p><p><strong>And if you don&#x27;t want a blog</strong>: just delete this directory, and use <code>blog: false</code> in your Docusaurus config.</p></div><footer class="row docusaurus-mt-lg blogPostFooterDetailsFull_mRVl"><div class="col"><b>Tags:</b><ul class="tags_jXut padding--none margin-left--sm"><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/facebook">facebook</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/hello">hello</a></li><li class="tag_QGVx"><a class="tag_zVej tagRegular_sFm0" href="/opentwins/blog/tags/docusaurus">docusaurus</a></li></ul></div><div class="col margin-top--sm"><a href="https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/blog/2021-08-26-welcome/index.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Blog post page navigation"><a class="pagination-nav__link pagination-nav__link--next" href="/opentwins/blog/mdx-blog-post"><div class="pagination-nav__sublabel">Older Post</div><div class="pagination-nav__label">MDX Blog Post</div></a></nav></main></div></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div 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index 452e882..a1fd127 100644
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  It is recommended using Postman to make all requests but youy can use your own method."><meta data-rh="true" property="og:description" content="There are two ways of creating digital twins, the first is using the Eclipse Ditto API and the second is using our Grafana plugin(WIP). 
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is using the Eclipse Ditto API and the second is using our Grafana plugin(WIP). 
+ It is recommended using Postman to make all requests but youy can use your own method.</p></header><article class="margin-top--lg"><section class="row list_eTzJ"><article class="col col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/opentwins/docs/examples/string-example"><h2 class="text--truncate cardTitle_rnsV" title="String and number">📄️<!-- --> <!-- -->String and number</h2><p class="text--truncate cardDescription_PWke" title="This is a very simple example of creating a ONE way digital twin for monitoring a device. In this case, the stored information will be a string and a number, both of them have a timestamp asociated.">This is a very simple example of creating a ONE way digital twin for monitoring a device. In this case, the stored information will be a string and a number, both of them have a timestamp asociated.</p></a></article><article class="col col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/opentwins/docs/category/raspberry-pi"><h2 class="text--truncate cardTitle_rnsV" title="Raspberry Pi">🗃️<!-- --> <!-- -->Raspberry Pi</h2><p class="text--truncate cardDescription_PWke" title="2 items">2 items</p></a></article><article class="col col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/opentwins/docs/examples/ball-example"><h2 class="text--truncate cardTitle_rnsV" title="Bouncing ball">📄️<!-- --> <!-- -->Bouncing ball</h2></a></article></section></article><footer class="margin-top--lg"><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/opentwins/docs/guides/dt-schema-creation"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Create a digital twin</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/opentwins/docs/examples/string-example"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">String and number</div></a></nav></footer></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2024 OpenTwins. Built with Docusaurus. Icons from Flaticon.</div></div></div></footer></div>
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class="breadcrumbs__link" itemprop="name">Manual</span><meta itemprop="position" content="2"></li></ul></nav><header><h1 class="title_kItE">Manual</h1><p>This section will explain how to deploy the platform manually.</p></header><article class="margin-top--lg"><section class="row list_eTzJ"><article class="col col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/opentwins/docs/installation/manual-deploy/core"><h2 class="text--truncate cardTitle_rnsV" title="Core functionality">📄️<!-- --> <!-- -->Core functionality</h2><p class="text--truncate cardDescription_PWke" title="This section will explain how to deploy the platform manually. Basically, you will have to deploy or install the different components and then connect them. The procedure explained below is the one followed to deploy them in Kubernetes using in most cases the Helm option, but any other installation in which all the components are correctly installed and there is some kind of network between them to be able to communicate can be used.">This section will explain how to deploy the platform manually. Basically, you will have to deploy or install the different components and then connect them. The procedure explained below is the one followed to deploy them in Kubernetes using in most cases the Helm option, but any other installation in which all the components are correctly installed and there is some kind of network between them to be able to communicate can be used.</p></a></article><article class="col col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/opentwins/docs/installation/manual-deploy/ml-part"><h2 class="text--truncate cardTitle_rnsV" title="Kafka-ML conection">📄️<!-- --> <!-- -->Kafka-ML conection</h2></a></article><article class="col col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/opentwins/docs/installation/manual-deploy/3d-part"><h2 class="text--truncate cardTitle_rnsV" title="3D visualization using Unity">📄️<!-- --> <!-- -->3D visualization using Unity</h2></a></article><article class="col col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/opentwins/docs/installation/manual-deploy/simulations-part"><h2 class="text--truncate cardTitle_rnsV" title="Simulations">📄️<!-- --> <!-- -->Simulations</h2></a></article></section></article><footer class="margin-top--lg"><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/opentwins/docs/installation/using-helm"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Helm</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/opentwins/docs/installation/manual-deploy/core"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Core functionality</div></a></nav></footer></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2024 My Project, Inc. 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class="breadcrumbs__link" itemprop="name">Manual</span><meta itemprop="position" content="2"></li></ul></nav><header><h1 class="title_kItE">Manual</h1><p>This section will explain how to deploy the platform manually.</p></header><article class="margin-top--lg"><section class="row list_eTzJ"><article class="col col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/opentwins/docs/installation/manual-deploy/core"><h2 class="text--truncate cardTitle_rnsV" title="Core functionality">📄️<!-- --> <!-- -->Core functionality</h2><p class="text--truncate cardDescription_PWke" title="This section will explain how to deploy the platform manually. Basically, you will have to deploy or install the different components and then connect them. The procedure explained below is the one followed to deploy them in Kubernetes using in most cases the Helm option, but any other installation in which all the components are correctly installed and there is some kind of network between them to be able to communicate can be used.">This section will explain how to deploy the platform manually. Basically, you will have to deploy or install the different components and then connect them. The procedure explained below is the one followed to deploy them in Kubernetes using in most cases the Helm option, but any other installation in which all the components are correctly installed and there is some kind of network between them to be able to communicate can be used.</p></a></article><article class="col col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/opentwins/docs/installation/manual-deploy/ml-part"><h2 class="text--truncate cardTitle_rnsV" title="Kafka-ML conection">📄️<!-- --> <!-- -->Kafka-ML conection</h2></a></article><article class="col col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/opentwins/docs/installation/manual-deploy/3d-part"><h2 class="text--truncate cardTitle_rnsV" title="3D visualization using Unity">📄️<!-- --> <!-- -->3D visualization using Unity</h2></a></article><article class="col col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/opentwins/docs/installation/manual-deploy/simulations-part"><h2 class="text--truncate cardTitle_rnsV" title="Simulations">📄️<!-- --> <!-- -->Simulations</h2></a></article></section></article><footer class="margin-top--lg"><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/opentwins/docs/installation/using-helm"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Helm</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/opentwins/docs/installation/manual-deploy/core"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Core functionality</div></a></nav></footer></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2024 OpenTwins. 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href="/opentwins/docs/overview/purpose"><h2 class="text--truncate cardTitle_rnsV" title="Purpose">📄️<!-- --> <!-- -->Purpose</h2><p class="text--truncate cardDescription_PWke" title="This platform has been designed to facilitate the development of digital twins and is characterised by the exclusive use of open source components. The aim is to achieve a platform that covers all the functionalities that a digital twin may require, from the most basic ones, such as simply checking its real-time state, to more advanced ones, such as the inclusion of predicted or simulated data or visualisation of 3D models of the twins.">This platform has been designed to facilitate the development of digital twins and is characterised by the exclusive use of open source components. The aim is to achieve a platform that covers all the functionalities that a digital twin may require, from the most basic ones, such as simply checking its real-time state, to more advanced ones, such as the inclusion of predicted or simulated data or visualisation of 3D models of the twins.</p></a></article><article class="col col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/opentwins/docs/overview/concepts"><h2 class="text--truncate cardTitle_rnsV" title="Concepts">📄️<!-- --> <!-- -->Concepts</h2><p class="text--truncate cardDescription_PWke" title="In this section, we will explore in depth the concept of a digital twin as defined by the platform. We will detail the information it can contain, explain the idea of a &quot;digital twin type&quot;, and discuss how the composition works.">In this section, we will explore in depth the concept of a digital twin as defined by the platform. We will detail the information it can contain, explain the idea of a &quot;digital twin type&quot;, and discuss how the composition works.</p></a></article><article class="col col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/opentwins/docs/overview/architecture"><h2 class="text--truncate cardTitle_rnsV" title="Architecture">📄️<!-- --> <!-- -->Architecture</h2><p class="text--truncate cardDescription_PWke" title="OpenTwins is built on a open source microservices architecture, designed to enhance scalability, flexibility and efficiency in the development, extension, deployment and maintenance of the platform. All the components that make up this architecture are encapsulated in Docker containers, ideally managed through Kubernetes, which ensures efficient portability and management.">OpenTwins is built on a open source microservices architecture, designed to enhance scalability, flexibility and efficiency in the development, extension, deployment and maintenance of the platform. 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href="/opentwins/docs/overview/purpose"><h2 class="text--truncate cardTitle_rnsV" title="Purpose">📄️<!-- --> <!-- -->Purpose</h2><p class="text--truncate cardDescription_PWke" title="This platform has been designed to facilitate the development of digital twins and is characterised by the exclusive use of open source components. The aim is to achieve a platform that covers all the functionalities that a digital twin may require, from the most basic ones, such as simply checking its real-time state, to more advanced ones, such as the inclusion of predicted or simulated data or visualisation of 3D models of the twins.">This platform has been designed to facilitate the development of digital twins and is characterised by the exclusive use of open source components. The aim is to achieve a platform that covers all the functionalities that a digital twin may require, from the most basic ones, such as simply checking its real-time state, to more advanced ones, such as the inclusion of predicted or simulated data or visualisation of 3D models of the twins.</p></a></article><article class="col col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/opentwins/docs/overview/concepts"><h2 class="text--truncate cardTitle_rnsV" title="Concepts">📄️<!-- --> <!-- -->Concepts</h2><p class="text--truncate cardDescription_PWke" title="In this section, we will explore in depth the concept of a digital twin as defined by the platform. We will detail the information it can contain, explain the idea of a &quot;digital twin type&quot;, and discuss how the composition works.">In this section, we will explore in depth the concept of a digital twin as defined by the platform. We will detail the information it can contain, explain the idea of a &quot;digital twin type&quot;, and discuss how the composition works.</p></a></article><article class="col col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/opentwins/docs/overview/architecture"><h2 class="text--truncate cardTitle_rnsV" title="Architecture">📄️<!-- --> <!-- -->Architecture</h2><p class="text--truncate cardDescription_PWke" title="OpenTwins is built on a open source microservices architecture, designed to enhance scalability, flexibility and efficiency in the development, extension, deployment and maintenance of the platform. All the components that make up this architecture are encapsulated in Docker containers, ideally managed through Kubernetes, which ensures efficient portability and management.">OpenTwins is built on a open source microservices architecture, designed to enhance scalability, flexibility and efficiency in the development, extension, deployment and maintenance of the platform. All the components that make up this architecture are encapsulated in Docker containers, ideally managed through Kubernetes, which ensures efficient portability and management.</p></a></article></section></article><footer class="margin-top--lg"><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/opentwins/docs/quickstart"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Quickstart</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/opentwins/docs/overview/purpose"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Purpose</div></a></nav></footer></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2024 OpenTwins. Built with Docusaurus. 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example</span><meta itemprop="position" content="3"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>Raspberry example</h1><h2 class="anchor anchorWithStickyNavbar_LWe7" id="requirements">Requirements<a class="hash-link" href="#requirements" title="Direct link to heading">​</a></h2><p>The only requisites are:</p><ul><li>Collect <code>IP</code> address of Ditto.</li><li>Collect <code>USER</code> and <code>PASSWORD</code></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="first-step-creating-the-twin">First step. Creating the twin<a class="hash-link" href="#first-step-creating-the-twin" title="Direct link to heading">​</a></h2><p>First of all, you need to understand how twins work:
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class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>Raspberry</h1><h2 class="anchor anchorWithStickyNavbar_LWe7" id="requirements">Requirements<a class="hash-link" href="#requirements" title="Direct link to heading">​</a></h2><p>The only requisites are:</p><ul><li>Collect <code>IP</code> address of Ditto.</li><li>Collect <code>USER</code> and <code>PASSWORD</code></li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="first-step-creating-the-twin">First step. Creating the twin<a class="hash-link" href="#first-step-creating-the-twin" title="Direct link to heading">​</a></h2><p>First of all, you need to understand how twins work:
 A twin has two main components:</p><ul><li><strong>attributes</strong>. It contains the basic information of the twin, such as the name, location, etc.</li><li><strong>features</strong>. It contains the variables of the twin. Imagine a twin of a sensor that measures humidity and temperature. You will have two features: humidity and temperature.
 Each feature must contain a field called <code>properties</code> that contains, as its name says, every property of the feature, for example, the value of the temperature and the time the value has been measured.</li></ul><p>Once we know wich data will store our twin, it is time to create it.
-To create a twin, we need to make HTTP requests, we recommend you to use Postman. We need to create a <code>PUT</code> request to the Ditto url with the next pattern and a specific payload.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">PUT http://</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain">DITTO_IP</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain">PORT</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain">/api/2/things/</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain">nameOfThing</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The payload has the attributes and features of the twin mentioned above. As attributes we have the location, in this case &quot;Spain&quot;.</p><p>As features we have temperature and humidity. In this case both features has the same properties, value and timestamp, but they dont have to fit.</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;attributes&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;location&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;Spain&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;features&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;temperature&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;properties&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;value&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token null keyword" style="color:rgb(189, 147, 249);font-style:italic">null</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;timestamp&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token null keyword" style="color:rgb(189, 147, 249);font-style:italic">null</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;humidity&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;properties&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;value&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token null keyword" style="color:rgb(189, 147, 249);font-style:italic">null</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;timestamp&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token null keyword" style="color:rgb(189, 147, 249);font-style:italic">null</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Once we have checked that all the data is correct, just click send. You should recieve a 200 code of a correct execution.</p><p>To check if the twin has been created properly, just send a <code>GET</code> request to the same url.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">GET http://</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain">DITTO_IP</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain">PORT</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain">/api/2/things/</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain">nameOfThing</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You should be granted with the schema of the new twin.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="second-step-recieving-the-data">Second step. Recieving the data<a class="hash-link" href="#second-step-recieving-the-data" title="Direct link to heading">​</a></h2><p>A digital twin is a copy of a real object or process, but we just have a schema, so we need to feed it with data. To achieve this we can use both the Kafka or MQTT broker that are installed with the platform.</p><p>Ditto needs to recieve the data in a specific format called <a href="https://www.eclipse.org/ditto/protocol-overview.html" target="_blank" rel="noopener noreferrer"><code>Ditto Protocol</code></a>, so we need the data to be sent in that format. But don&#x27;t worry if you recieve the data on other format, Ditto gives us the chance to create a mapping with Javascript to change the format when the data arrives to Ditto(We will always recommend you to send the data on Ditto protocol).</p><p>Asuming that we recieve that data in Ditto protocol we can configure the connection with one of the two brokers, Kafka or MQTT. To create a connection you can proceed with the same steps as creating the twins, make a <code>POST</code> request to the url and a payload that contains the connection information.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">POST http://</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain">DITTO_IP</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain">PORT</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain">/api/2/connections</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><div class="tabs-container tabList__CuJ"><ul role="tablist" aria-orientation="horizontal" class="tabs"><li role="tab" tabindex="0" aria-selected="true" class="tabs__item tabItem_LNqP tabs__item--active">Kafka</li><li role="tab" tabindex="-1" aria-selected="false" class="tabs__item tabItem_LNqP">MQTT</li></ul><div class="margin-top--md"><div role="tabpanel" class="tabItem_Ymn6"><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;name&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{NAME OF THE CONNECTION}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;connectionType&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;kafka&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;connectionStatus&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;open&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;uri&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;tcp://KAFKA_BROKER_IP&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;sources&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;addresses&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;list Of topics to read&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;consumerCount&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token number">1</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;qos&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token number">1</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;authorizationContext&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;nginx:ditto&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;headerMapping&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;correlation-id&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{header:correlation-id}}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;namespace&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ entity:namespace }}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;content-type&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{header:content-type}}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;connection&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ connection:id }}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;id&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ entity:id }}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;reply-to&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{header:reply-to}}&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;replyTarget&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;address&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{header:reply-to}}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;headerMapping&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;content-type&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{header:content-type}}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;correlation-id&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{header:correlation-id}}&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;expectedResponseTypes&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;response&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;error&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;enabled&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token boolean">true</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;targets&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;clientCount&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token number">5</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;failoverEnabled&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token boolean">true</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;validateCertificates&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token boolean">true</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;processorPoolSize&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token number">1</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;specificConfig&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;saslMechanism&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;plain&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;bootstrapServers&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;KAFKA_BROKER_IP&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;tags&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><div role="tabpanel" class="tabItem_Ymn6" hidden=""><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;name&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{NAME OF THE CONNECTION}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;connectionType&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;mqtt-5&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;connectionStatus&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;open&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;uri&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;tcp://MQTT_BROKER_IP&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;sources&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;addresses&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;list Of topics to read&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;consumerCount&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token number">1</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;qos&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token number">1</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;authorizationContext&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;nginx:ditto&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;headerMapping&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;correlation-id&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{header:correlation-id}}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;namespace&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ entity:namespace }}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;content-type&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{header:content-type}}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;connection&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ connection:id }}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;id&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ entity:id }}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;reply-to&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{header:reply-to}}&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;replyTarget&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;address&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{header:reply-to}}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;headerMapping&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;content-type&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{header:content-type}}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;correlation-id&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{header:correlation-id}}&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;expectedResponseTypes&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;response&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;error&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;enabled&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token boolean">true</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;targets&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;clientCount&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token number">1</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;failoverEnabled&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token boolean">true</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;validateCertificates&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token boolean">true</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;processorPoolSize&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token number">1</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;tags&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div></div></div><p>Once we have checked that all the data is correct, just click send. You should recieve a 200 code of a correct execution.</p><p>To check if the twin has been created properly, just send a <code>GET</code> request to the same url adding the if of the new connection</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">GET http://</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain">DITTO_IP</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain">PORT</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain">/api/2/connections/</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain">connectionID</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You should be granted with the information of the connection.</p><p>With all this setup, the configuration should be already done, and Ditto should be recieving the data from the broker. If you want to create an example script to send the data, just click on the next link.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/docs/examples/raspberry-example/raspberry-example.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/opentwins/docs/category/raspberry-pi-example"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Raspberry Pi example</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/opentwins/docs/examples/raspberry-example/sending-data"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Sending data to Ditto</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#requirements" class="table-of-contents__link toc-highlight">Requirements</a></li><li><a href="#first-step-creating-the-twin" class="table-of-contents__link toc-highlight">First step. Creating the twin</a></li><li><a href="#second-step-recieving-the-data" class="table-of-contents__link toc-highlight">Second step. Recieving the data</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2024 My Project, Inc. Built with Docusaurus.</div></div></div></footer></div>
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+To create a twin, we need to make HTTP requests, we recommend you to use Postman. We need to create a <code>PUT</code> request to the Ditto url with the next pattern and a specific payload.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">PUT http://</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain">DITTO_IP</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain">PORT</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain">/api/2/things/</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain">nameOfThing</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The payload has the attributes and features of the twin mentioned above. As attributes we have the location, in this case &quot;Spain&quot;.</p><p>As features we have temperature and humidity. In this case both features has the same properties, value and timestamp, but they dont have to fit.</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;attributes&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;location&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;Spain&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;features&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;temperature&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;properties&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;value&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token null keyword" style="color:rgb(189, 147, 249);font-style:italic">null</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;timestamp&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token null keyword" style="color:rgb(189, 147, 249);font-style:italic">null</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;humidity&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;properties&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;value&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token null keyword" style="color:rgb(189, 147, 249);font-style:italic">null</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;timestamp&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token null keyword" style="color:rgb(189, 147, 249);font-style:italic">null</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Once we have checked that all the data is correct, just click send. You should recieve a 200 code of a correct execution.</p><p>To check if the twin has been created properly, just send a <code>GET</code> request to the same url.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">GET http://</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain">DITTO_IP</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain">PORT</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain">/api/2/things/</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain">nameOfThing</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You should be granted with the schema of the new twin.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="second-step-recieving-the-data">Second step. Recieving the data<a class="hash-link" href="#second-step-recieving-the-data" title="Direct link to heading">​</a></h2><p>A digital twin is a copy of a real object or process, but we just have a schema, so we need to feed it with data. To achieve this we can use both the Kafka or MQTT broker that are installed with the platform.</p><p>Ditto needs to recieve the data in a specific format called <a href="https://www.eclipse.org/ditto/protocol-overview.html" target="_blank" rel="noopener noreferrer"><code>Ditto Protocol</code></a>, so we need the data to be sent in that format. But don&#x27;t worry if you recieve the data on other format, Ditto gives us the chance to create a mapping with Javascript to change the format when the data arrives to Ditto(We will always recommend you to send the data on Ditto protocol).</p><p>Asuming that we recieve that data in Ditto protocol we can configure the connection with one of the two brokers, Kafka or MQTT. To create a connection you can proceed with the same steps as creating the twins, make a <code>POST</code> request to the url and a payload that contains the connection information.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">POST http://</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain">DITTO_IP</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain">PORT</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain">/api/2/connections</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><div class="tabs-container tabList__CuJ"><ul role="tablist" aria-orientation="horizontal" class="tabs"><li role="tab" tabindex="0" aria-selected="true" class="tabs__item tabItem_LNqP tabs__item--active">Kafka</li><li role="tab" tabindex="-1" aria-selected="false" class="tabs__item tabItem_LNqP">MQTT</li></ul><div class="margin-top--md"><div role="tabpanel" class="tabItem_Ymn6"><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;name&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{NAME OF THE CONNECTION}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;connectionType&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;kafka&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;connectionStatus&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;open&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;uri&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;tcp://KAFKA_BROKER_IP&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;sources&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;addresses&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;list Of topics to read&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;consumerCount&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token number">1</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;qos&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token number">1</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;authorizationContext&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;nginx:ditto&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;headerMapping&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;correlation-id&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{header:correlation-id}}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;namespace&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ entity:namespace }}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;content-type&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{header:content-type}}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;connection&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ connection:id }}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;id&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ entity:id }}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;reply-to&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{header:reply-to}}&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;replyTarget&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;address&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{header:reply-to}}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;headerMapping&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;content-type&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{header:content-type}}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;correlation-id&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{header:correlation-id}}&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;expectedResponseTypes&quot;</span><span class="token operator">:</span><span class="token plain"> 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plain">            </span><span class="token property">&quot;enabled&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token boolean">true</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;targets&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;clientCount&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token number">5</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;failoverEnabled&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token boolean">true</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;validateCertificates&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token boolean">true</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;processorPoolSize&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token number">1</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;specificConfig&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;saslMechanism&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;plain&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;bootstrapServers&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;KAFKA_BROKER_IP&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;tags&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><div role="tabpanel" class="tabItem_Ymn6" hidden=""><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;name&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{NAME OF THE CONNECTION}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;connectionType&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;mqtt-5&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;connectionStatus&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;open&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;uri&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;tcp://MQTT_BROKER_IP&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;sources&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;addresses&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;list Of topics to read&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;consumerCount&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token number">1</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;qos&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token number">1</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;authorizationContext&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;nginx:ditto&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;headerMapping&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;correlation-id&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{header:correlation-id}}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;namespace&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ entity:namespace }}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 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class="token plain">            </span><span class="token property">&quot;id&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ entity:id }}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;reply-to&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{header:reply-to}}&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;replyTarget&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;address&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{header:reply-to}}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;headerMapping&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;content-type&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{header:content-type}}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;correlation-id&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{header:correlation-id}}&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;expectedResponseTypes&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;response&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;error&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;enabled&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token boolean">true</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;targets&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;clientCount&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token number">1</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;failoverEnabled&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token boolean">true</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;validateCertificates&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token boolean">true</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;processorPoolSize&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token number">1</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;tags&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div></div></div><p>Once we have checked that all the data is correct, just click send. You should recieve a 200 code of a correct execution.</p><p>To check if the twin has been created properly, just send a <code>GET</code> request to the same url adding the if of the new connection</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">GET http://</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain">DITTO_IP</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain">:</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain">PORT</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain">/api/2/connections/</span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain">connectionID</span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You should be granted with the information of the connection.</p><p>With all this setup, the configuration should be already done, and Ditto should be recieving the data from the broker. If you want to create an example script to send the data, just click on the next link.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/docs/examples/raspberry-example/raspberry-example.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/opentwins/docs/category/raspberry-pi"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Raspberry Pi</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/opentwins/docs/examples/raspberry-example/sending-data"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Sending data to Ditto</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#requirements" class="table-of-contents__link toc-highlight">Requirements</a></li><li><a href="#first-step-creating-the-twin" class="table-of-contents__link toc-highlight">First step. Creating the twin</a></li><li><a href="#second-step-recieving-the-data" class="table-of-contents__link toc-highlight">Second step. Recieving the data</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2024 OpenTwins. Built with Docusaurus. Icons from Flaticon.</div></div></div></footer></div>
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Ditto</span><meta itemprop="position" content="3"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>Sending data to Ditto</h1><p>In this case we will use a Raspberry Pi 3B with Raspbian buster OS connected to a DHT22 temperature and humidity sensor.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="setting-up-the-raspberry-pi">Setting up the Raspberry Pi<a class="hash-link" href="#setting-up-the-raspberry-pi" title="Direct link to heading">​</a></h2><p>In the following image the pins of the Raspberry used are shown.</p><p>We will use pins 2, 6, 23 and 24.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="obtaining-sensor-data">Obtaining sensor data<a class="hash-link" href="#obtaining-sensor-data" title="Direct link to heading">​</a></h2><p>To get the data from the sensor it is necessary to install its library.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token function" style="color:rgb(80, 250, 123)">sudo</span><span class="token plain"> pip3 </span><span class="token function" style="color:rgb(80, 250, 123)">install</span><span class="token plain"> Adafruit_DHT</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>We can test the operation of the sensor by creating a .py file with the following code (in our case it is called dht_code.py and I have placed it on the desktop).</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> Adafruit_DHT</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> time</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">SENSOR_DHT </span><span class="token operator">=</span><span class="token plain"> Adafruit_DHT</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">DHT22</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">PIN_DHT </span><span class="token operator">=</span><span class="token plain"> </span><span class="token number">24</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">while</span><span class="token plain"> </span><span class="token boolean">True</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    humedad</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> temperatura </span><span class="token operator">=</span><span class="token plain"> Adafruit_DHT</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">read</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">SENSOR_DHT</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> PIN_DHT</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">if</span><span class="token plain"> humedad </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">is</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">not</span><span class="token plain"> </span><span class="token boolean">None</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">and</span><span class="token plain"> temperatura </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">is</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">not</span><span class="token plain"> </span><span class="token boolean">None</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">print</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;Temp={0:0.1f}C Hum={1:0.1f}%&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token builtin" style="color:rgb(189, 147, 249)">format</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">temperatura</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> humedad</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">else</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">print</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;Lecture fails, chech connection&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    time</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">sleep</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token number">3</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>And we run it as follows:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token builtin class-name" style="color:rgb(189, 147, 249)">cd</span><span class="token plain"> Desktop/</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">python3 dht_code.py </span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="installing-mosquitto-on-raspberry">Installing Mosquitto on Raspberry<a class="hash-link" href="#installing-mosquitto-on-raspberry" title="Direct link to heading">​</a></h2><p>To send the data to DITTO we will use MQTT with the <em>Mosquitto</em> broker.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token function" style="color:rgb(80, 250, 123)">sudo</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">wget</span><span class="token plain"> http://repo.mosquitto.org/debian/mosquitto-repo.gpg.key</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token function" style="color:rgb(80, 250, 123)">sudo</span><span class="token plain"> apt-key </span><span class="token function" style="color:rgb(80, 250, 123)">add</span><span class="token plain"> mosquitto-repo.gpg.key</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">cd</span><span class="token plain"> /etc/apt/sources.list.d/</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token function" style="color:rgb(80, 250, 123)">sudo</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">wget</span><span class="token plain"> http://repo.mosquitto.org/debian/mosquitto-buster.list</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token function" style="color:rgb(80, 250, 123)">sudo</span><span class="token plain"> -i</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token function" style="color:rgb(80, 250, 123)">apt-get</span><span class="token plain"> update</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token function" style="color:rgb(80, 250, 123)">apt-get</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">install</span><span class="token plain"> mosquitto</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token function" style="color:rgb(80, 250, 123)">apt-get</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">install</span><span class="token plain"> mosquitto-clients</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>With this we would already have Mosquitto installed on our Raspberry. To test it we can open two terminals, subscribe to a <em>topic</em> with one and publish to that <em>topic</em> with another.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">mosquitto_sub -h localhost -t casa/comedor/temperatura</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">mosquitto_pub -h localhost -t casa/comedor/temperatura -m </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;Temperatura: 25ºC&quot;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="configuring-mosquitto-on-raspberry">Configuring Mosquitto on raspberry<a class="hash-link" href="#configuring-mosquitto-on-raspberry" title="Direct link to heading">​</a></h2><p>If we wanted to try to send and receive messages by MQTT between the raspberry and another device, we would have to configure the following.</p><ol><li>From the main route of the Raspberry edit the Mosquitto configuration file.</li></ol><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token function" style="color:rgb(80, 250, 123)">sudo</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">nano</span><span class="token plain"> /etc/mosquitto/mosquitto.conf</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><ol><li>Write these three lines at the end of the file to enable connections with any IP through port 1883 and configure authentication.</li></ol><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">listener 1883 0.0.0.0</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">password_file /etc/mosquitto/passwd</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">allow_anonymous true</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>So that mosquito.conf would look like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain"># Place your local configuration in /etc/mosquitto/conf.d/</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">#</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"># A full description of the configuration file is at</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"># /usr/share/doc/mosquitto/examples/mosquitto.conf.gz</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">pid_file /run/mosquitto/mosquitto.pid</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">persistence true</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">persistence_location /var/lib/mosquitto/</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">log_dest file /var/log/mosquitto/mosquitto.log</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">log_type all</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">log_timestamp true</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">include_dir /etc/mosquitto/conf.d</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">listener 1883 0.0.0.0</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">password_file /etc/mosquitto/passwd</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">allow_anonymous true</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><ol><li>Save the file with Ctrl-O, Enter and Ctrl-X.</li><li>Create a user with password using the following command. Replace USERNAME with the username you want. When you run it, it will ask you to enter a password, which will not be visible while you type it.</li></ol><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token function" style="color:rgb(80, 250, 123)">sudo</span><span class="token plain"> mosquitto_passwd -c /etc/mosquitto/passwd USERNAME</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><ol><li>Restart Mosquitto with the following command:</li></ol><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token function" style="color:rgb(80, 250, 123)">sudo</span><span class="token plain"> systemctl restart mosquitto</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Finally, we would have Mosquitto configured to receive and send from other IPs. To do this you have to add -u &quot;USERNAME&quot; and -P &quot;PASSWORD&quot; (including quotes) to the respective command.</p><p>For example (in this case being <em>user</em> both the user and the password):</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">mosquitto_sub -h </span><span class="token number">192.168</span><span class="token plain">.0.27 -u </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;usuario&quot;</span><span class="token plain"> -P </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;usuario&quot;</span><span class="token plain"> -t </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;/Raspberry/Sensores/DHT22&quot;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="sending-data-to-mqtt-from-raspberry">Sending data to MQTT from Raspberry<a class="hash-link" href="#sending-data-to-mqtt-from-raspberry" title="Direct link to heading">​</a></h2><p>To work with MQTT in python we will need to make use of Eclipse Paho.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token function" style="color:rgb(80, 250, 123)">sudo</span><span class="token plain"> pip3 </span><span class="token function" style="color:rgb(80, 250, 123)">install</span><span class="token plain"> paho-mqtt</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Now, we will create a .py file that publishes the sensor data in the corresponding topic of MQTT. For this we have adapted the code example exposed in the following link to the DHT22 sensor with the Adafruit_DHT library and the requirements of MQTT.</p><p><a href="https://www.emqx.com/en/blog/how-to-use-mqtt-in-python" target="_blank" rel="noopener noreferrer">How to use MQTT in Python (Paho)</a></p><p>In addition, the message sent by MQTT regarding the Ditto Protocol has been made following both the documentation and an example of use.</p><p><a href="https://www.eclipse.org/ditto/protocol-specification-things-create-or-modify.html" target="_blank" rel="noopener noreferrer">Things - Create-Or-Modify protocol specification</a></p><ul><li>Code to send sensor data to MQTT and Eclipse Ditto<div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">from</span><span class="token plain"> paho</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">mqtt </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> client </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">as</span><span class="token plain"> mqtt_client</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> time</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> random</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> Adafruit_DHT</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> json</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token comment" style="color:rgb(98, 114, 164)">#Constants to connect to MQTT</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">broker </span><span class="token operator">=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;IP OF MQTT&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">port </span><span class="token operator">=</span><span class="token plain"> POR OF MQTT</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">topic </span><span class="token operator">=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;telemetry&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">client_id </span><span class="token operator">=</span><span class="token plain"> </span><span class="token string-interpolation string" style="color:rgb(255, 121, 198)">f&#x27;python-mqtt-</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token string-interpolation interpolation">random</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token string-interpolation interpolation">randint</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string-interpolation interpolation number">0</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token string-interpolation interpolation"> </span><span class="token string-interpolation interpolation number">1000</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token string-interpolation string" style="color:rgb(255, 121, 198)">&#x27;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">username </span><span class="token operator">=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;raspberry_DHT22_1@ditto&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">password </span><span class="token operator">=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;password&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token comment" style="color:rgb(98, 114, 164)">#Constantes para obtener información del sensor</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">SENSOR_DHT </span><span class="token operator">=</span><span class="token plain"> Adafruit_DHT</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">DHT22</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">PIN_DHT </span><span class="token operator">=</span><span class="token plain"> </span><span class="token number">24</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token comment" style="color:rgb(98, 114, 164)">#Constantes para crear el mensaje de Eclipse Ditto</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">DITTO_NAMESPACE </span><span class="token operator">=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;raspberry&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">DITTO_THING_ID </span><span class="token operator">=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;DHT22_1&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">connect_mqtt</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">on_connect</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">client</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> userdata</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> flags</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> rc</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">if</span><span class="token plain"> rc </span><span class="token operator">==</span><span class="token plain"> </span><span class="token number">0</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">print</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;Connected to MQTT Broker!&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">else</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">print</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;Failed to connect, return code %d\n&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> rc</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token comment" style="color:rgb(98, 114, 164)"># Set Connecting Client ID</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    client </span><span class="token operator">=</span><span class="token plain"> mqtt_client</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">Client</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">client_id</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    client</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">username_pw_set</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">username</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> password</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    client</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">on_connect </span><span class="token operator">=</span><span class="token plain"> on_connect</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    client</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">connect</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">broker</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> port</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> client</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">publish</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">client</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">     </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">while</span><span class="token plain"> </span><span class="token boolean">True</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">         time</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">sleep</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token number">1</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">         msg </span><span class="token operator">=</span><span class="token plain"> getValues</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">         </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">if</span><span class="token plain"> msg </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">is</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">not</span><span class="token plain"> </span><span class="token boolean">None</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            result </span><span class="token operator">=</span><span class="token plain"> client</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">publish</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">topic</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> msg</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            status </span><span class="token operator">=</span><span class="token plain"> result</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token number">0</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">if</span><span class="token plain"> status </span><span class="token operator">==</span><span class="token plain"> </span><span class="token number">0</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">print</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string-interpolation string" style="color:rgb(255, 121, 198)">f&quot;Send &#x27;</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token string-interpolation interpolation">msg</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token string-interpolation string" style="color:rgb(255, 121, 198)">&#x27; to topic &#x27;</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token string-interpolation interpolation">topic</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token string-interpolation string" style="color:rgb(255, 121, 198)">&#x27;&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">else</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">print</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string-interpolation string" style="color:rgb(255, 121, 198)">f&quot;Failed to send message to topic </span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token string-interpolation interpolation">topic</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token string-interpolation string" style="color:rgb(255, 121, 198)">&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">getValues</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    humedad</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> temperatura </span><span class="token operator">=</span><span class="token plain"> Adafruit_DHT</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">read</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">SENSOR_DHT</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> PIN_DHT</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">if</span><span class="token plain"> humedad </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">is</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">not</span><span class="token plain"> </span><span class="token boolean">None</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">and</span><span class="token plain"> temperatura </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">is</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">not</span><span class="token plain"> </span><span class="token boolean">None</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        temp </span><span class="token operator">=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{0:0.1f}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token builtin" style="color:rgb(189, 147, 249)">format</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">temperatura</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        hum </span><span class="token operator">=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{0:0.1f}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token builtin" style="color:rgb(189, 147, 249)">format</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">humedad</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        output </span><span class="token operator">=</span><span class="token plain">  </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{\&quot;topic\&quot;: \&quot;&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        output </span><span class="token operator">+=</span><span class="token plain"> DITTO_NAMESPACE</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        output </span><span class="token operator">+=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;/&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        output </span><span class="token operator">+=</span><span class="token plain"> DITTO_THING_ID</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        output </span><span class="token operator">+=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;/things/twin/commands/modify\&quot;,\&quot;headers\&quot;:{\&quot;response-required\&quot;:false, \&quot;content-type\&quot;:\&quot;application/vnd.eclipse.ditto+json\&quot;},&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        output </span><span class="token operator">+=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;\&quot;path\&quot;: \&quot;/features\&quot;, \&quot;value\&quot;:{&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        output </span><span class="token operator">+=</span><span class="token plain"> sensorString</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;temperature&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> temp</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        output </span><span class="token operator">+=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;,&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        output </span><span class="token operator">+=</span><span class="token plain"> sensorString</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;humidity&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> hum</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        output </span><span class="token operator">+=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;}}&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> output</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">else</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">print</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;Failed on lecture, check circuit&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> </span><span class="token boolean">None</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">sensorString</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">name</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> value</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;\&quot;&quot;</span><span class="token plain"> </span><span class="token operator">+</span><span class="token plain"> name </span><span class="token operator">+</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;\&quot;: { \&quot;properties\&quot;: { \&quot;value\&quot;: &quot;</span><span class="token plain"> </span><span class="token operator">+</span><span class="token plain"> value </span><span class="token operator">+</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;}}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"> </span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">run</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    client </span><span class="token operator">=</span><span class="token plain"> connect_mqtt</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    client</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">loop_start</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    publish</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">client</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">if</span><span class="token plain"> __name__ </span><span class="token operator">==</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&#x27;__main__&#x27;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    run</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></li></ul><p>This code has been saved in a .py file with the name of <em>dht22publisher.py</em> and have saved it on the desktop. To execute it we use:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token builtin class-name" style="color:rgb(189, 147, 249)">cd</span><span class="token plain"> Desktop/</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">python3 dht22publisher.py</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/docs/examples/raspberry-example/sending-data.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/opentwins/docs/examples/raspberry-example"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Raspberry example</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/opentwins/docs/examples/ball-example"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Bouncing ball example</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#setting-up-the-raspberry-pi" class="table-of-contents__link toc-highlight">Setting up the Raspberry Pi</a></li><li><a href="#obtaining-sensor-data" class="table-of-contents__link toc-highlight">Obtaining sensor data</a></li><li><a href="#installing-mosquitto-on-raspberry" class="table-of-contents__link toc-highlight">Installing Mosquitto on Raspberry</a></li><li><a href="#configuring-mosquitto-on-raspberry" class="table-of-contents__link toc-highlight">Configuring Mosquitto on raspberry</a></li><li><a href="#sending-data-to-mqtt-from-raspberry" class="table-of-contents__link toc-highlight">Sending data to MQTT from Raspberry</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2024 My Project, Inc. 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content="3"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>Sending data to Ditto</h1><p>In this case we will use a Raspberry Pi 3B with Raspbian buster OS connected to a DHT22 temperature and humidity sensor.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="setting-up-the-raspberry-pi">Setting up the Raspberry Pi<a class="hash-link" href="#setting-up-the-raspberry-pi" title="Direct link to heading">​</a></h2><p>In the following image the pins of the Raspberry used are shown.</p><p>We will use pins 2, 6, 23 and 24.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="obtaining-sensor-data">Obtaining sensor data<a class="hash-link" href="#obtaining-sensor-data" title="Direct link to heading">​</a></h2><p>To get the data from the sensor it is necessary to install its library.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token function" style="color:rgb(80, 250, 123)">sudo</span><span class="token plain"> pip3 </span><span class="token function" style="color:rgb(80, 250, 123)">install</span><span class="token plain"> Adafruit_DHT</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>We can test the operation of the sensor by creating a .py file with the following code (in our case it is called dht_code.py and I have placed it on the desktop).</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> Adafruit_DHT</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> time</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">SENSOR_DHT </span><span class="token operator">=</span><span class="token plain"> Adafruit_DHT</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">DHT22</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">PIN_DHT </span><span class="token operator">=</span><span class="token plain"> </span><span class="token number">24</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">while</span><span class="token plain"> </span><span class="token boolean">True</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    humedad</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> temperatura </span><span class="token operator">=</span><span class="token plain"> Adafruit_DHT</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">read</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">SENSOR_DHT</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> PIN_DHT</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">if</span><span class="token plain"> humedad </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">is</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">not</span><span class="token plain"> </span><span class="token boolean">None</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">and</span><span class="token plain"> temperatura </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">is</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">not</span><span class="token plain"> </span><span class="token boolean">None</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">print</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;Temp={0:0.1f}C Hum={1:0.1f}%&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token builtin" style="color:rgb(189, 147, 249)">format</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">temperatura</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> humedad</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">else</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">print</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;Lecture fails, chech connection&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    time</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">sleep</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token number">3</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>And we run it as follows:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token builtin class-name" style="color:rgb(189, 147, 249)">cd</span><span class="token plain"> Desktop/</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">python3 dht_code.py </span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="installing-mosquitto-on-raspberry">Installing Mosquitto on Raspberry<a class="hash-link" href="#installing-mosquitto-on-raspberry" title="Direct link to heading">​</a></h2><p>To send the data to DITTO we will use MQTT with the <em>Mosquitto</em> broker.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token function" style="color:rgb(80, 250, 123)">sudo</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">wget</span><span class="token plain"> http://repo.mosquitto.org/debian/mosquitto-repo.gpg.key</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token function" style="color:rgb(80, 250, 123)">sudo</span><span class="token plain"> apt-key </span><span class="token function" style="color:rgb(80, 250, 123)">add</span><span class="token plain"> mosquitto-repo.gpg.key</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">cd</span><span class="token plain"> /etc/apt/sources.list.d/</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token function" style="color:rgb(80, 250, 123)">sudo</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">wget</span><span class="token plain"> http://repo.mosquitto.org/debian/mosquitto-buster.list</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token function" style="color:rgb(80, 250, 123)">sudo</span><span class="token plain"> -i</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token function" style="color:rgb(80, 250, 123)">apt-get</span><span class="token plain"> update</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token function" style="color:rgb(80, 250, 123)">apt-get</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">install</span><span class="token plain"> mosquitto</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token function" style="color:rgb(80, 250, 123)">apt-get</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">install</span><span class="token plain"> mosquitto-clients</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>With this we would already have Mosquitto installed on our Raspberry. To test it we can open two terminals, subscribe to a <em>topic</em> with one and publish to that <em>topic</em> with another.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">mosquitto_sub -h localhost -t casa/comedor/temperatura</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">mosquitto_pub -h localhost -t casa/comedor/temperatura -m </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;Temperatura: 25ºC&quot;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="configuring-mosquitto-on-raspberry">Configuring Mosquitto on raspberry<a class="hash-link" href="#configuring-mosquitto-on-raspberry" title="Direct link to heading">​</a></h2><p>If we wanted to try to send and receive messages by MQTT between the raspberry and another device, we would have to configure the following.</p><ol><li>From the main route of the Raspberry edit the Mosquitto configuration file.</li></ol><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token function" style="color:rgb(80, 250, 123)">sudo</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">nano</span><span class="token plain"> /etc/mosquitto/mosquitto.conf</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><ol><li>Write these three lines at the end of the file to enable connections with any IP through port 1883 and configure authentication.</li></ol><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">listener 1883 0.0.0.0</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">password_file /etc/mosquitto/passwd</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">allow_anonymous true</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>So that mosquito.conf would look like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain"># Place your local configuration in /etc/mosquitto/conf.d/</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">#</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"># A full description of the configuration file is at</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"># /usr/share/doc/mosquitto/examples/mosquitto.conf.gz</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">pid_file /run/mosquitto/mosquitto.pid</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">persistence true</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">persistence_location /var/lib/mosquitto/</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">log_dest file /var/log/mosquitto/mosquitto.log</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">log_type all</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">log_timestamp true</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">include_dir /etc/mosquitto/conf.d</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">listener 1883 0.0.0.0</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">password_file /etc/mosquitto/passwd</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">allow_anonymous true</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><ol><li>Save the file with Ctrl-O, Enter and Ctrl-X.</li><li>Create a user with password using the following command. Replace USERNAME with the username you want. When you run it, it will ask you to enter a password, which will not be visible while you type it.</li></ol><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token function" style="color:rgb(80, 250, 123)">sudo</span><span class="token plain"> mosquitto_passwd -c /etc/mosquitto/passwd USERNAME</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><ol><li>Restart Mosquitto with the following command:</li></ol><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token function" style="color:rgb(80, 250, 123)">sudo</span><span class="token plain"> systemctl restart mosquitto</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Finally, we would have Mosquitto configured to receive and send from other IPs. To do this you have to add -u &quot;USERNAME&quot; and -P &quot;PASSWORD&quot; (including quotes) to the respective command.</p><p>For example (in this case being <em>user</em> both the user and the password):</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">mosquitto_sub -h </span><span class="token number">192.168</span><span class="token plain">.0.27 -u </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;usuario&quot;</span><span class="token plain"> -P </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;usuario&quot;</span><span class="token plain"> -t </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;/Raspberry/Sensores/DHT22&quot;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="sending-data-to-mqtt-from-raspberry">Sending data to MQTT from Raspberry<a class="hash-link" href="#sending-data-to-mqtt-from-raspberry" title="Direct link to heading">​</a></h2><p>To work with MQTT in python we will need to make use of Eclipse Paho.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token function" style="color:rgb(80, 250, 123)">sudo</span><span class="token plain"> pip3 </span><span class="token function" style="color:rgb(80, 250, 123)">install</span><span class="token plain"> paho-mqtt</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Now, we will create a .py file that publishes the sensor data in the corresponding topic of MQTT. For this we have adapted the code example exposed in the following link to the DHT22 sensor with the Adafruit_DHT library and the requirements of MQTT.</p><p><a href="https://www.emqx.com/en/blog/how-to-use-mqtt-in-python" target="_blank" rel="noopener noreferrer">How to use MQTT in Python (Paho)</a></p><p>In addition, the message sent by MQTT regarding the Ditto Protocol has been made following both the documentation and an example of use.</p><p><a href="https://www.eclipse.org/ditto/protocol-specification-things-create-or-modify.html" target="_blank" rel="noopener noreferrer">Things - Create-Or-Modify protocol specification</a></p><ul><li>Code to send sensor data to MQTT and Eclipse Ditto<div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">from</span><span class="token plain"> paho</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">mqtt </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> client </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">as</span><span class="token plain"> mqtt_client</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> time</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> random</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> Adafruit_DHT</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">import</span><span class="token plain"> json</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token comment" style="color:rgb(98, 114, 164)">#Constants to connect to MQTT</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">broker </span><span class="token operator">=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;IP OF MQTT&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">port </span><span class="token operator">=</span><span class="token plain"> POR OF MQTT</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">topic </span><span class="token operator">=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;telemetry&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">client_id </span><span class="token operator">=</span><span class="token plain"> </span><span class="token string-interpolation string" style="color:rgb(255, 121, 198)">f&#x27;python-mqtt-</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token string-interpolation interpolation">random</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token string-interpolation interpolation">randint</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string-interpolation interpolation number">0</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token string-interpolation interpolation"> </span><span class="token string-interpolation interpolation number">1000</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token string-interpolation string" style="color:rgb(255, 121, 198)">&#x27;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">username </span><span class="token operator">=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;raspberry_DHT22_1@ditto&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">password </span><span class="token operator">=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;password&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token comment" style="color:rgb(98, 114, 164)">#Constantes para obtener información del sensor</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">SENSOR_DHT </span><span class="token operator">=</span><span class="token plain"> Adafruit_DHT</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">DHT22</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">PIN_DHT </span><span class="token operator">=</span><span class="token plain"> </span><span class="token number">24</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token comment" style="color:rgb(98, 114, 164)">#Constantes para crear el mensaje de Eclipse Ditto</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">DITTO_NAMESPACE </span><span class="token operator">=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;raspberry&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">DITTO_THING_ID </span><span class="token operator">=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;DHT22_1&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">connect_mqtt</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">on_connect</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">client</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> userdata</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> flags</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> rc</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">if</span><span class="token plain"> rc </span><span class="token operator">==</span><span class="token plain"> </span><span class="token number">0</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">print</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;Connected to MQTT Broker!&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">else</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">print</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;Failed to connect, return code %d\n&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> rc</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token comment" style="color:rgb(98, 114, 164)"># Set Connecting Client ID</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    client </span><span class="token operator">=</span><span class="token plain"> mqtt_client</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">Client</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">client_id</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    client</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">username_pw_set</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">username</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> password</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    client</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">on_connect </span><span class="token operator">=</span><span class="token plain"> on_connect</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    client</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">connect</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">broker</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> port</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> client</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">publish</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">client</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">     </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">while</span><span class="token plain"> </span><span class="token boolean">True</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">         time</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">sleep</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token number">1</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">         msg </span><span class="token operator">=</span><span class="token plain"> getValues</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">         </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">if</span><span class="token plain"> msg </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">is</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">not</span><span class="token plain"> </span><span class="token boolean">None</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            result </span><span class="token operator">=</span><span class="token plain"> client</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">publish</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">topic</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> msg</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            status </span><span class="token operator">=</span><span class="token plain"> result</span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token number">0</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">if</span><span class="token plain"> status </span><span class="token operator">==</span><span class="token plain"> </span><span class="token number">0</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">print</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string-interpolation string" style="color:rgb(255, 121, 198)">f&quot;Send &#x27;</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token string-interpolation interpolation">msg</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token string-interpolation string" style="color:rgb(255, 121, 198)">&#x27; to topic &#x27;</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token string-interpolation interpolation">topic</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token string-interpolation string" style="color:rgb(255, 121, 198)">&#x27;&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">else</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">print</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string-interpolation string" style="color:rgb(255, 121, 198)">f&quot;Failed to send message to topic </span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token string-interpolation interpolation">topic</span><span class="token string-interpolation interpolation punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token string-interpolation string" style="color:rgb(255, 121, 198)">&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">getValues</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    humedad</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> temperatura </span><span class="token operator">=</span><span class="token plain"> Adafruit_DHT</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">read</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">SENSOR_DHT</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> PIN_DHT</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">if</span><span class="token plain"> humedad </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">is</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">not</span><span class="token plain"> </span><span class="token boolean">None</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">and</span><span class="token plain"> temperatura </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">is</span><span class="token plain"> </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">not</span><span class="token plain"> </span><span class="token boolean">None</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        temp </span><span class="token operator">=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{0:0.1f}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token builtin" style="color:rgb(189, 147, 249)">format</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">temperatura</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        hum </span><span class="token operator">=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{0:0.1f}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token builtin" style="color:rgb(189, 147, 249)">format</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">humedad</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        output </span><span class="token operator">=</span><span class="token plain">  </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{\&quot;topic\&quot;: \&quot;&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        output </span><span class="token operator">+=</span><span class="token plain"> DITTO_NAMESPACE</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        output </span><span class="token operator">+=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;/&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        output </span><span class="token operator">+=</span><span class="token plain"> DITTO_THING_ID</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        output </span><span class="token operator">+=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;/things/twin/commands/modify\&quot;,\&quot;headers\&quot;:{\&quot;response-required\&quot;:false, \&quot;content-type\&quot;:\&quot;application/vnd.eclipse.ditto+json\&quot;},&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        output </span><span class="token operator">+=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;\&quot;path\&quot;: \&quot;/features\&quot;, \&quot;value\&quot;:{&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        output </span><span class="token operator">+=</span><span class="token plain"> sensorString</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;temperature&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> temp</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"> </span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        output </span><span class="token operator">+=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;,&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        output </span><span class="token operator">+=</span><span class="token plain"> sensorString</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;humidity&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> hum</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        output </span><span class="token operator">+=</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;}}&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> output</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">else</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">print</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;Failed on lecture, check circuit&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> </span><span class="token boolean">None</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">sensorString</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">name</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"> value</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">return</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;\&quot;&quot;</span><span class="token plain"> </span><span class="token operator">+</span><span class="token plain"> name </span><span class="token operator">+</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;\&quot;: { \&quot;properties\&quot;: { \&quot;value\&quot;: &quot;</span><span class="token plain"> </span><span class="token operator">+</span><span class="token plain"> value </span><span class="token operator">+</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;}}&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">;</span><span class="token plain"> </span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">def</span><span class="token plain"> </span><span class="token function" style="color:rgb(80, 250, 123)">run</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    client </span><span class="token operator">=</span><span class="token plain"> connect_mqtt</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    client</span><span class="token punctuation" style="color:rgb(248, 248, 242)">.</span><span class="token plain">loop_start</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    publish</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token plain">client</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token keyword" style="color:rgb(189, 147, 249);font-style:italic">if</span><span class="token plain"> __name__ </span><span class="token operator">==</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&#x27;__main__&#x27;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    run</span><span class="token punctuation" style="color:rgb(248, 248, 242)">(</span><span class="token punctuation" style="color:rgb(248, 248, 242)">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></li></ul><p>This code has been saved in a .py file with the name of <em>dht22publisher.py</em> and have saved it on the desktop. To execute it we use:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token builtin class-name" style="color:rgb(189, 147, 249)">cd</span><span class="token plain"> Desktop/</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">python3 dht22publisher.py</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/docs/examples/raspberry-example/sending-data.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/opentwins/docs/examples/raspberry-example"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Raspberry</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/opentwins/docs/examples/ball-example"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Bouncing ball</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#setting-up-the-raspberry-pi" class="table-of-contents__link toc-highlight">Setting up the Raspberry Pi</a></li><li><a href="#obtaining-sensor-data" class="table-of-contents__link toc-highlight">Obtaining sensor data</a></li><li><a href="#installing-mosquitto-on-raspberry" class="table-of-contents__link toc-highlight">Installing Mosquitto on Raspberry</a></li><li><a href="#configuring-mosquitto-on-raspberry" class="table-of-contents__link toc-highlight">Configuring Mosquitto on raspberry</a></li><li><a href="#sending-data-to-mqtt-from-raspberry" class="table-of-contents__link toc-highlight">Sending data to MQTT from Raspberry</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2024 OpenTwins. 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In this case, the stored information will be a string and a number, both of them have a timestamp asociated.</p><p>To create a digital twin, we must first know the schema used by <a href="https://eclipse.dev/ditto/index.html" target="_blank" rel="noopener noreferrer">Eclipse Ditto</a> called <a href="https://eclipse.dev/ditto/protocol-overview.html" target="_blank" rel="noopener noreferrer">Ditto Protocol</a>.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/docs/examples/string-example.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/opentwins/docs/category/examples"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Examples</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/opentwins/docs/category/raspberry-pi"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Raspberry Pi</div></a></nav></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2024 OpenTwins. 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target="_blank" rel="noopener noreferrer">Eclipse Ditto</a> and therefore create not only digital twins, but connections, etc. is through http requests and methods.
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1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/opentwins/docs/category/guides"><span itemprop="name">Guides</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Create a digital twin</span><meta itemprop="position" content="2"></li></ul></nav><div class="theme-doc-markdown markdown"><h1>Create a digital twin</h1><p>The way to interact with <a href="https://eclipse.dev/ditto/index.html" target="_blank" rel="noopener noreferrer">Eclipse Ditto</a> and therefore create not only digital twins, but connections, etc. is through http requests and methods.
 Although the graphical interface of OpenTwins makes it unnecessary to go so low level, the option to communicate directly with Eclipse Ditto is still available.</p><div class="tabs-container tabList__CuJ"><ul role="tablist" aria-orientation="horizontal" class="tabs unique-tabs"><li role="tab" tabindex="0" aria-selected="true" class="tabs__item tabItem_LNqP tabs__item--active">Using Grafana interface</li><li role="tab" tabindex="-1" aria-selected="false" class="tabs__item tabItem_LNqP">Using http methods</li></ul><div class="margin-top--md"><div role="tabpanel" class="tabItem_Ymn6"><p>To create a new digital twin schema using OpenTwins plugin in Grafana just select &quot;Create new twin&quot; button in Twins tab.
-<img loading="lazy" alt="CreateTwin" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAALEAAAAqCAYAAAD8iLpFAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAAiPSURBVHhe7Z17cFT1Fce/u8m+d5PdLJvdbJbNEAIEpARBMuERRsJArEILlQzCoAbqdgriADvOaAu0RlHBESrO8OhEjYhFKbbaFvhDWqcgmmKsPAsKgTTv92Ozm2Qfyabn7t4QCBtISHbl1t8n+c3de+65J/u793vP7/z2JjeibgIMhoAR80sGQ7AwETMEDxMxQ/AwETMET8iJ3eGvnNh1uBEtri7ewmB8v2jVUXh6gR4L0jW8pZeQmZgJmHGvwemR02UoQoqYCZhxL9KfLllNzBA8TMQMwcNEzBA8TMQMwcNEzBA8TMQMwcNEzBA8ERdxQlx0oDEYw0XERbx+0YhAGza0MqRP0WL1Yh0WjZXByJsZkSIaWYsSsGt5LMbzlkgTcRFrFOJAGw4mZ5txZKMFO1fo8URmHJ77pQUf5SVifVoEMr1Vg18sHoHlE/l1oTLkfsgxN02JKZNVyOAtkUawNbFxdgK2ZSugaGpD/vuVeOzFCvz6Ly6USORYusyI1VbeMVwYVfhJZizmjeLXhcqQ++HCxj2VWPdmHQp4S6QJ+Vts0+1X+VfDz+6nzYHlml1VgeXdoULeZhPmy9rxxuvVONjCmzmmmXB4mQrur6ux5EA7pj+SgFUpXTh+0o+Mh9QY19yKebubyFGCbC4DTZDBgE58W9yK9w624kwwCpUpSuRkx2JBSnB7SWkb3jvcjFPcz5oVj/wMBcaao+FucKOszo133mpEIbdfvBr2n2oxYySNBg4PvilswStfdnBbbmW8Hq/Pl6PljAOusVrM4vZp6MDHR2rxhxtOgXGcDmvmqpGWKEZ7pQfHv2jA7892AmYtXspRQVHcjGePtAd8Zy9MwOPJwDefVmPPJc4Si03r1DCWOfDMx66Az3VC9eNoFx4eZMwlyxKRreKPwQD7dLcU7hjNv+olrJmYm8BtW2nCrjXm622MWRZoN9o4n0FN9qxKjNEBjVddNwuYo6gRG9+qxmsnvIFVXbwME5PUsOVoYHb7UOX0k1WBtXYLXpgph8bpxrk6McZPM2CHXY/Jgb1U2LjaBPsDMkjqOvB5lQjJk+Pw6pNxt6/7RutRYDfi0VFRaC4hUUhkeGSJCQULFbxDH9QSpCbJkfVjA+bFdaPZ0Q2tVY21T5jwMO9izDAh3xaHLCr2rxV70KZXIPfxRGzNoONV5YVPLcfMiSr+fSnx4CQl9VeJ9BT+eJJIZyTJIG13B9fvxF3ENCXIMXGkBHRKBtSn4Sb85YSIvm9o3HpI22AwRiGGFvUNzuD6Tfhw9mI7vqqgTHWdbpw+Wo6fba/Ek/tJ9bO0WGgR4dwxsr1Zg+fzy5B7zI0oiwaPTSN3bTcun3Pi3T9VYHl+LV4tKKcM1AXFSAUe5MKdrIPtuAfcT686Xwkbn4WXZMUgVexGwWulsBXUwL61AgUlIqQ+EHvbE+gracKqbRRneymeLfLRxEGO2dz7gAwrMlUwOGjI/m057BTT9lIdPnVEI3NGLE1i23GshPwNMszVkrtVhVS9H62UQJOp1uWYniyFzu/F+VM3Hg+ekP0YYkye/vs0/IRVxNVNnXjunZpA6dDTrtBwyLUbbZwP5xs+fCg+0Rt/3mgpXQRd8Ci12EAlBdeWqylrIApGEzm0tOPQkRb8S6ShbQZsXWNB7ugoOloi8ugPNe430+Fs7YZmTjDmhsVaaLu66ARGg0bjfqmqcqCWf32mnRspeqBsSBnYRQKayr/PDYsViO7wQxwrwVTyKLziRaNYivtIIMY0GZI6PfjbWS+kiTQ3oItgNmVI1Hvwj74j1m0Yjpj992n4EebE7konuKrWYo4Nrt+EBGkTaOiz9F+eSEiMXNcTrDJM6GmUmetL3bjaTJu0MXh580jsfVSHbKqZ9VQTX2m804kggXNHUx7dG5PaOEknLpR6URN0GiTBmFK19KaY8T4vLpT76KIjijpQ7BYhJZmyvVUK1Hhw6IIHlXIZ7s9QI9UAVJa3IVDKDpRwxAwjwhRxixNnqyn3jdZgfZ863zjPgN89lYB16f3nzH83dMJPXxc/o+FuJ9/21WHLvkpsOUkOmTHI0vnx5Z/L8NDLFbDtrsEXLXd6PEcHKhy08HiwvycmtU0f1GHTzjp8FHQaJF7UcmN9UxvF6I25hWL2lDA0e0RhqR9qswZzjCKUlrtQe4lE6IxCSqYSyeJO/Od8cII2cMIRM3xEXMROGgq5NjQ82P5PF+rFMuT83IrtNGzPn6KFfeVIvJutgMzRhoOfeXjfW6n9vA3nvFRXLjBh1SQaLi0qrFpqxoHfJCHvR+Tg9pN8xDDQBDQJ0UhNN2DpmD4XhcsPblpjsOgwP3CTpROHznegQ6fE2pU6zLHQBGeSDr9abcUnm42YHdxrkDhx9DsfopNoZFgcg7R4GmWmG/CK3Yrjz8Rdv7Fz8JoHXg1NmNU+fEsZk9vvdJUfiQlSSJ0enDof9AvJLf0IMqSYESbiIn7jk4ZAGzJFtbDtd+AiiTEjU4+8FXrk3CdBZ5kDL+6pwV9vVwO2NOOFD1pRqlbClmvBh3YTbCkinP57PXZzJ+dYMw79txujZpjw4Y4kvL1IjprKPn8ac8mBI5e7EDsmDnlP6QMTt9pjlM0LfdBOiAsIrSA3DlPFHdj3x0acCO41aE4coPf0nR9jZhqw93kr9ubEwNjiws6DTddrThR5cI3LC04vvubH+IAIaemq6sDRoCk0IfoRYCgxI0zEPycOC/FyzBwBVFx0o5Q3DZSkUUpYJF0ovuzpFQWP0aJASkz3XcTl6nIJZK3ePp+SDAHu9ro5Cp6Gdpyt420/QEJ9Tvz/IWLGD4aI3+xgMCIBEzFD8DARMwQPEzFD8DARMwQPEzFD8IQUMfcEQgbjXqM/XYYUMfcITSZkxr1Ez6NdQ8H+8QxD8LCamCF4mIgZgoeJmCF4mIgZAgf4Hz9nf/pCnYTRAAAAAElFTkSuQmCC" width="177" height="42" class="img_ev3q"></p></div><div role="tabpanel" class="tabItem_Ymn6" hidden="">This is an orange</div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/docs/guides/dt-creation.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/opentwins/docs/guides/type-creation"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Creation of the schema of the digital twin type</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/opentwins/docs/category/examples"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Examples</div></a></nav></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2024 My Project, Inc. Built with Docusaurus.</div></div></div></footer></div>
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target="_blank" rel="noopener noreferrer">Eclipse Ditto</a> and therefore create not only digital twins, but connections, etc. is through http requests and methods.
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class="clean-btn menu__caret"></button></div></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist menu__link--active" aria-expanded="true" href="/opentwins/docs/category/guides">Guides</a><button aria-label="Toggle the collapsible sidebar category &#x27;Guides&#x27;" type="button" class="clean-btn menu__caret"></button></div><ul style="display:block;overflow:visible;height:auto" class="menu__list"><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link menu__link--active" aria-current="page" tabindex="0" href="/opentwins/docs/guides/type-creation">Create a type</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/opentwins/docs/guides/dt-schema-creation">Create a digital twin</a></li></ul></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist" aria-expanded="false" href="/opentwins/docs/category/examples">Examples</a><button aria-label="Toggle the collapsible sidebar category &#x27;Examples&#x27;" type="button" class="clean-btn menu__caret"></button></div></li></ul></nav></div></aside><main class="docMainContainer_gTbr"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/opentwins/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_OVgt"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/opentwins/docs/category/guides"><span itemprop="name">Guides</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Create a type</span><meta itemprop="position" content="2"></li></ul></nav><div class="theme-doc-markdown markdown"><h1>Create a type</h1><p>The way to interact with <a href="https://eclipse.dev/ditto/index.html" target="_blank" rel="noopener noreferrer">Eclipse Ditto</a> and therefore create not only digital twins, but connections, etc. is through http requests and methods.
 Although the graphical interface of OpenTwins makes it unnecessary to go so low level, the option to communicate directly with Eclipse Ditto is still available.</p><div class="tabs-container tabList__CuJ"><ul role="tablist" aria-orientation="horizontal" class="tabs unique-tabs"><li role="tab" tabindex="0" aria-selected="true" class="tabs__item tabItem_LNqP tabs__item--active">Using Grafana interface</li><li role="tab" tabindex="-1" aria-selected="false" class="tabs__item tabItem_LNqP">Using http methods</li></ul><div class="margin-top--md"><div role="tabpanel" class="tabItem_Ymn6"><p>As explained in TWINS WIP, OpenTwins has two types of DT schemas. One for creating a single DT and other for creating a type to create multiple instances of a DT.</p><p>To create a new DT type using OpenTwins plugin in Grafana, just select &quot;Create new type in&quot; button in &quot;Types&quot; tab.
-<img loading="lazy" alt="CreateType" src="data:image/png;base64,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" width="180" height="44" class="img_ev3q"></p><p>A new window with a form that will define the DT and a viewer of the produced JSON schema will have appeared.</p><p>The first required information is the identification of the twin. There are two required field.</p><ul><li>Namespace: Is the name of the context to which the type belongs.</li><li>ID: This must be unique within the scope of the type. The name of the type will precede it automatically.</li></ul><p><img loading="lazy" alt="Identification" src="/opentwins/assets/images/typeidentification-5f59909ac0a9fbb0943ecd69cea3eb57.png" width="945" height="248" class="img_ev3q"></p><p>Next is type information. This basic static information about the type for description. There are several fields, but just one is required:</p><ul><li>Policy* : We must select a policy.</li><li>Name.</li><li>Description.</li><li>Image: You can paste a image url to show in the type information.</li></ul><p><img loading="lazy" alt="Information" src="/opentwins/assets/images/typeinformation-eeeec38f1c25299e252141768dac756a.png" width="949" height="369" class="img_ev3q"></p><p>In addition to the above information, new custom attributes can be defined, normally used as static information. By simply filling in the attribute name and its value, click on the &quot;add&quot; button to add a new attribute.</p><p><img loading="lazy" alt="Attributes" src="/opentwins/assets/images/attributes-688b657151e36d377dc0d544f3595183.png" width="913" height="271" class="img_ev3q"></p><p>Finally, the features section is used to create the variables to be collected by the DT. Simply type the name and click on the &quot;add&quot; button. This will add a new variable to the twin schema.</p><p><img loading="lazy" alt="Features" src="/opentwins/assets/images/typefeatures-2a5e13e806e5325654279e12fdb308f1.png" width="819" height="176" class="img_ev3q"></p><p>An example of a schema of a DT of an abstract vehicle can be seen in the following JSON:</p><div class="language-JSON codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-JSON codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">{</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    &quot;thingId&quot;: &quot;benchmark:vehicle&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    &quot;policyId&quot;: &quot;default:basic_policy&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    &quot;attributes&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        &quot;name&quot;: &quot;Vehicle&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        &quot;description&quot;: &quot;Vehicle type for generating new vehicles.&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        &quot;image&quot;: &quot;ImageLink&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        &quot;Brand&quot;: &quot;EMPTY&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        &quot;Subtype&quot;: &quot;EMPTY&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    },</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    &quot;features&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        &quot;wheels&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            &quot;properties&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                &quot;value&quot;: null</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        },</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        &quot;power&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            &quot;properties&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                &quot;value&quot;: null</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        },</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        &quot;capacity&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            &quot;properties&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                &quot;value&quot;: null</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><div role="tabpanel" class="tabItem_Ymn6" hidden=""><h1>Creation using HTTP requests</h1></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a 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There are two required field.</p><ul><li>Namespace: Is the name of the context to which the type belongs.</li><li>ID: This must be unique within the scope of the type. The name of the type will precede it automatically.</li></ul><p><img loading="lazy" alt="Identification" src="/opentwins/assets/images/typeidentification-5f59909ac0a9fbb0943ecd69cea3eb57.png" width="945" height="248" class="img_ev3q"></p><p>Next is type information. This basic static information about the type for description. There are several fields, but just one is required:</p><ul><li>Policy* : We must select a policy.</li><li>Name.</li><li>Description.</li><li>Image: You can paste a image url to show in the type information.</li></ul><p><img loading="lazy" alt="Information" src="/opentwins/assets/images/typeinformation-eeeec38f1c25299e252141768dac756a.png" width="949" height="369" class="img_ev3q"></p><p>In addition to the above information, new custom attributes can be defined, normally used as static information. By simply filling in the attribute name and its value, click on the &quot;add&quot; button to add a new attribute.</p><p><img loading="lazy" alt="Attributes" src="/opentwins/assets/images/attributes-688b657151e36d377dc0d544f3595183.png" width="913" height="271" class="img_ev3q"></p><p>Finally, the features section is used to create the variables to be collected by the DT. Simply type the name and click on the &quot;add&quot; button. This will add a new variable to the twin schema.</p><p><img loading="lazy" alt="Features" src="/opentwins/assets/images/typefeatures-2a5e13e806e5325654279e12fdb308f1.png" width="819" height="176" class="img_ev3q"></p><p>An example of a schema of a DT of an abstract vehicle can be seen in the following JSON:</p><div class="language-JSON codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-JSON codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">{</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    &quot;thingId&quot;: &quot;benchmark:vehicle&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    &quot;policyId&quot;: &quot;default:basic_policy&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    &quot;attributes&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        &quot;name&quot;: &quot;Vehicle&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        &quot;description&quot;: &quot;Vehicle type for generating new vehicles.&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        &quot;image&quot;: &quot;ImageLink&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        &quot;Brand&quot;: &quot;EMPTY&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        &quot;Subtype&quot;: &quot;EMPTY&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    },</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    &quot;features&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        &quot;wheels&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            &quot;properties&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                &quot;value&quot;: null</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        },</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        &quot;power&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            &quot;properties&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                &quot;value&quot;: null</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        },</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        &quot;capacity&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            &quot;properties&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                &quot;value&quot;: null</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">}</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><div role="tabpanel" class="tabItem_Ymn6" hidden=""><h1>Creation using HTTP requests</h1></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/docs/guides/type-creation.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/opentwins/docs/category/guides"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Guides</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/opentwins/docs/guides/dt-schema-creation"><div 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href="/opentwins/docs/category/manual"><span itemprop="name">Manual</span></a><meta itemprop="position" content="2"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Core functionality</span><meta itemprop="position" content="3"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>Core functionality</h1><p>This section will explain how to deploy the platform manually. Basically, you will have to deploy or install the different components and then connect them. The procedure explained below is the one followed to deploy them in <strong>Kubernetes</strong> using in most cases the <strong>Helm</strong> option, but any other installation in which all the components are correctly installed and there is some kind of network between them to be able to communicate can be used. </p><p>It is not necessary to deploy all components if not all functionalities are to be used. Check the <a href="#architecture">architecture</a> section to find out which ones are essential and what functionality is covered by each of them.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="steps-to-deploy">Steps to deploy<a class="hash-link" href="#steps-to-deploy" title="Direct link to heading">​</a></h2><p>We recommend installing all components in the same Kubernetes namespace to make it easier to identify and control them all. In our case the namespace name will be stored in a bash variable called <strong>NS</strong>.</p><div class="theme-admonition theme-admonition-tip alert alert--success admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 12 16"><path fill-rule="evenodd" d="M6.5 0C3.48 0 1 2.19 1 5c0 .92.55 2.25 1 3 1.34 2.25 1.78 2.78 2 4v1h5v-1c.22-1.22.66-1.75 2-4 .45-.75 1-2.08 1-3 0-2.81-2.48-5-5.5-5zm3.64 7.48c-.25.44-.47.8-.67 1.11-.86 1.41-1.25 2.06-1.45 3.23-.02.05-.02.11-.02.17H5c0-.06 0-.13-.02-.17-.2-1.17-.59-1.83-1.45-3.23-.2-.31-.42-.67-.67-1.11C2.44 6.78 2 5.65 2 5c0-2.2 2.02-4 4.5-4 1.22 0 2.36.42 3.22 1.19C10.55 2.94 11 3.94 11 5c0 .66-.44 1.78-.86 2.48zM4 14h5c-.23 1.14-1.3 2-2.5 2s-2.27-.86-2.5-2z"></path></svg></span>IMPORTANT</div><div class="admonitionContent_S0QG"><p>Also note that the values files have the variables that we recommend for the installation of each Helm Chart, but they can be extended or modified according to your needs (to do so, please consult the Helm Chart documentation).</p></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="eclipse-ditto-and-eclipse-hono">Eclipse Ditto and Eclipse Hono<a class="hash-link" href="#eclipse-ditto-and-eclipse-hono" title="Direct link to heading">​</a></h3><p>To deploy both Eclipse Ditto and Eclipse Hono we will directly install the <a href="https://www.eclipse.org/packages/packages/cloud2edge/" target="_blank" rel="noopener noreferrer">cloud2edge package</a>, which is specially created to allow these two tools to connect correctly.
 Before executing the commands we will need to have the files <a target="_blank" href="/opentwins/assets/files/pv-hono-b0230899bc43ae33a4ee6e2c638e1cc2.yaml">pv-hono.yaml</a>, <a target="_blank" href="/opentwins/assets/files/pv-mongodb-18778fde710692180f06e4fe14d7f260.yaml">pv-mongodb.yaml</a>, <a target="_blank" href="/opentwins/assets/files/pvc-mongodb-5f9ed9d19387a9d7dac8e05efab4d869.yaml">pvc-mongodb.yaml</a> and <a target="_blank" href="/opentwins/assets/files/values-cloud2edge-ac10e5fb339f8740290b077f941dca27.yaml">values-cloud2edge.yaml</a> in the folder where we are in the terminal.
-Once ready, and complying with all the <a href="https://www.eclipse.org/packages/prereqs/" target="_blank" rel="noopener noreferrer">prerequisites</a> of the package, we execute the following commands.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">helm repo </span><span class="token function" style="color:rgb(80, 250, 123)">add</span><span class="token plain"> eclipse-iot https://eclipse.org/packages/charts</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">helm repo update</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl create namespace </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl apply -f pv-hono.yaml -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl apply -f pv-mongodb.yaml -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl apply -f pvc-mongodb.yaml -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">helm </span><span class="token function" style="color:rgb(80, 250, 123)">install</span><span class="token plain"> -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"> --wait --timeout 15m dt eclipse-iot/cloud2edge --version</span><span class="token operator">=</span><span class="token number">0.2</span><span class="token plain">.3 -f values-cloud2edge.yaml --dependency-update --debug</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If all pods are running and ready we already have the first two components installed.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="apache-kafka">Apache Kafka<a class="hash-link" href="#apache-kafka" title="Direct link to heading">​</a></h3><p>To deploy Kafka, the yaml files from another project have been reused, but it could also be installed <a href="https://github.com/bitnami/charts/tree/master/bitnami/kafka" target="_blank" rel="noopener noreferrer">using Helm</a> if you prefer. </p><p>For Kafka to work, it is necessary to install <a href="https://zookeeper.apache.org/" target="_blank" rel="noopener noreferrer">ZooKeeper</a> beforehand. In addition, <a href="https://github.com/deltaprojects/kafka-manager-docker" target="_blank" rel="noopener noreferrer">CMAK</a>, a tool to manage Apache Kafka, will be used to make it easier to use. Then, for the deployment, the <a target="_blank" href="/opentwins/assets/files/pod-zookeeper-f6020848673d5985856e77cafaf618db.yaml">pod-zookeeper.yaml</a>, <a target="_blank" href="/opentwins/assets/files/svc-zookeeper-0ebc095c81fdb90a063bd0f09ef021a8.yaml">svc-zookeeper.yaml</a>, <a target="_blank" href="/opentwins/assets/files/pod-kafka-b6583e9f986baf110aeff2f3af77fa54.yaml">pod-kafka.yaml</a>, <a target="_blank" href="/opentwins/assets/files/svc-kafka-084fa70176e6ca10183bf9500ed27b7e.yaml">svc-kafka.yaml</a>, <a target="_blank" href="/opentwins/assets/files/deploy-kafka-manager-c24ba1a3fc18ba2cc8780405f87d4b2c.yaml">deploy-kafka-manager.yaml</a> and <a target="_blank" href="/opentwins/assets/files/svc-kafka-manager-644a45dc9a594370212d4deae669af06.yaml">svc-kafka-manager.yaml</a> files will be needed. Once you have them, you only need to apply them to the chosen namespace.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl apply -f pod-zookeeper.yaml -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl apply -f svc-zookeeper.yaml -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl apply -f pod-kafka.yaml -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl apply -f svc-kafka.yaml -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl apply -f deploy-kafka-manager.yaml -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl apply -f svc-kafka-manager.yaml -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="influxdb">InfluxDB<a class="hash-link" href="#influxdb" title="Direct link to heading">​</a></h3><p>For InfluxDB, <a href="https://github.com/influxdata/helm-charts/tree/master/charts/influxdb2" target="_blank" rel="noopener noreferrer">Helm</a> will again be used for deployment. The following sc-influxdb2.yaml and pv-influxdb2.yaml files will be required to be applied before installation. In addition, the recommended values are in the values-influxdb2.yaml file (it is recommended that you check it before installing and change the <em>password</em> variable to your preference).</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">helm repo </span><span class="token function" style="color:rgb(80, 250, 123)">add</span><span class="token plain"> influxdata https://helm.influxdata.com/</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl apply -f sc-influxdb2.yaml -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl apply -f pv-influxdb2.yaml -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">helm </span><span class="token function" style="color:rgb(80, 250, 123)">install</span><span class="token plain"> -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"> influxdb influxdata/influxdb2 -f values-influxdb2.yaml --version</span><span class="token operator">=</span><span class="token number">2.0</span><span class="token plain">.10 </span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="grafana">Grafana<a class="hash-link" href="#grafana" title="Direct link to heading">​</a></h3><p>Deploying Grafana is very similar to InfluxDB. We will have to apply the file pv-grafana.yaml and install the <a href="https://github.com/grafana/helm-charts/tree/main/charts/grafana" target="_blank" rel="noopener noreferrer">Helm Chart</a> with the values of the values-grafana.yaml file (it is also recommended to modify the <em>password</em> variable).</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">helm repo </span><span class="token function" style="color:rgb(80, 250, 123)">add</span><span class="token plain"> grafana https://grafana.github.io/helm-charts</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl apply -f pv-grafana.yaml -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">helm </span><span class="token function" style="color:rgb(80, 250, 123)">install</span><span class="token plain"> -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"> grafana grafana/grafana -f values-grafana.yaml --version</span><span class="token operator">=</span><span class="token number">6.26</span><span class="token plain">.3</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="steps-to-connect">Steps to connect<a class="hash-link" href="#steps-to-connect" title="Direct link to heading">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="eclipse-hono-and-eclipse-ditto">Eclipse Hono and Eclipse Ditto<a class="hash-link" href="#eclipse-hono-and-eclipse-ditto" title="Direct link to heading">​</a></h3><p>In the following diagram you can see how Eclipse Hono and Eclipse Ditto are related in our platform. </p><p><img loading="lazy" alt="Eclipse Ditto and Eclipse Hono relationship" src="/opentwins/assets/images/ditto-hono-relationship-05edfdb26b9df807a0860fad82192684.jpg" width="571" height="461" class="img_ev3q"></p><p>Basically, you will need to <strong>create a connection between both for each Eclipse Hono tenant you want to use</strong>. <a href="https://www.eclipse.org/hono/docs/concepts/tenancy/" target="_blank" rel="noopener noreferrer">Tenants</a> basically act as device containers, so you could simply create a single tenant connected to Eclipse Ditto and store all the devices you need there. In this case we will do it this way, but you could create as many tenants and connections as your needs require.</p><p>The first thing to do is to check the IPs and ports to use with <code>kubectl get services -n $NS</code>. At this point we are interested in the <em>dt-service-device-registry-ext</em> and <em>dt-ditto-nginx</em> services, which correspond to Eclipse Hono and Eclipse Ditto respectively (if you have followed these instructions and services are NodePort, you will have to use port 3XXXX). </p><p>We will then create a Hono tenant called, for example, ditto (you must override the variable <strong>HONO_TENANT</strong> if you have chosen another name).</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token assign-left variable" style="color:rgb(189, 147, 249);font-style:italic">HONO_TENANT</span><span class="token operator">=</span><span class="token plain">ditto</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token function" style="color:rgb(80, 250, 123)">curl</span><span class="token plain"> -i -X POST http://</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$HONO_IP</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$HONO_PORT</span><span class="token plain">/v1/tenants/</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$HONO_TENANT</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Now we will create the connection from Eclipse Ditto, which will act as a consumer of the AMQP endpoint of that tenant. To do this you will need to know the Eclipse Ditto devops password with the following command (the variable <strong>RELEASE</strong> is the name we gave to the Helm release when installing cloud2edge, if you have followed these instructions it should be dt).</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token assign-left variable" style="color:rgb(189, 147, 249);font-style:italic">RELEASE</span><span class="token operator">=</span><span class="token plain">dt</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token assign-left variable" style="color:rgb(189, 147, 249);font-style:italic">DITTO_DEVOPS_PWD</span><span class="token operator">=</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$(</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">kubectl --namespace $</span><span class="token variable punctuation" style="color:rgb(248, 248, 242);font-style:italic">{</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">NS</span><span class="token variable punctuation" style="color:rgb(248, 248, 242);font-style:italic">}</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic"> get secret $</span><span class="token variable punctuation" style="color:rgb(248, 248, 242);font-style:italic">{</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">RELEASE</span><span class="token variable punctuation" style="color:rgb(248, 248, 242);font-style:italic">}</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">-ditto-gateway-secret -o </span><span class="token variable assign-left variable" style="color:rgb(189, 147, 249);font-style:italic">jsonpath</span><span class="token variable operator" style="color:rgb(189, 147, 249);font-style:italic">=</span><span class="token variable string" style="color:rgb(255, 121, 198);font-style:italic">&quot;{.data.devops-password}&quot;</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic"> </span><span class="token variable operator" style="color:rgb(189, 147, 249);font-style:italic">|</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic"> base64 --decode</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Now we <a href="https://www.eclipse.org/ditto/connectivity-manage-connections.html#create-connection" target="_blank" rel="noopener noreferrer">create the connection from Eclipse Ditto</a> with the following command.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token function" style="color:rgb(80, 250, 123)">curl</span><span class="token plain"> -i -X POST -u devops:</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">${DITTO_DEVOPS_PWD}</span><span class="token plain"> -H </span><span class="token string" style="color:rgb(255, 121, 198)">&#x27;Content-Type: application/json&#x27;</span><span class="token plain"> --data </span><span class="token string" style="color:rgb(255, 121, 198)">&#x27;{</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">  &quot;targetActorSelection&quot;: &quot;/system/sharding/connection&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">  &quot;headers&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">    &quot;aggregate&quot;: false</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">  },</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">  &quot;piggybackCommand&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">    &quot;type&quot;: &quot;connectivity.commands:createConnection&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">    &quot;connection&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">      &quot;id&quot;: &quot;hono-connection-for-&#x27;</span><span class="token plain">&quot;</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">${HONO_TENANT}</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;connectionType&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;amqp-10&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;connectionStatus&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;open&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;uri&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;amqp://consumer%40HONO:verysecret@&#x27;&quot;</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">${RELEASE}</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;-dispatch-router-ext:15672&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;failoverEnabled&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> true,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;sources&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;addresses&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;telemetry/&#x27;&quot;</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">${HONO_TENANT}</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;event/&#x27;&quot;</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">${HONO_TENANT}</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;authorizationContext&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;pre-authenticated:hono-connection&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;enforcement&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;input&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ header:device_id }}&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;filters&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">              </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ entity:id }}&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;headerMapping&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;hono-device-id&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ header:device_id }}&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;content-type&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ header:content-type }}&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;replyTarget&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;enabled&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> true,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;address&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ header:reply-to }}&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;headerMapping&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">              </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;to&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;command/&#x27;&quot;</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">${HONO_TENANT}</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;/{{ header:hono-device-id }}&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">              </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;subject&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ header:subject | fn:default(topic:action-subject) | fn:default(topic:criterion) }}-response&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">              </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;correlation-id&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ header:correlation-id }}&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">              </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;content-type&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ header:content-type | fn:default(&#x27;&quot;</span><span class="token plain">&#x27;</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;application/vnd.eclipse.ditto+json&#x27;&quot;</span><span class="token plain">&#x27;</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;) }}&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;expectedResponseTypes&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">              </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;response&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">              </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;error&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;acknowledgementRequests&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;includes&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;filter&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;fn:filter(header:qos,&#x27;&quot;</span><span class="token plain">&#x27;</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;ne&#x27;&quot;</span><span class="token plain">&#x27;</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;,&#x27;&quot;</span><span class="token plain">&#x27;</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;0&#x27;&quot;</span><span class="token plain">&#x27;</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;)&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;addresses&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;command_response/&#x27;&quot;</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">${HONO_TENANT}</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;/replies&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;authorizationContext&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;pre-authenticated:hono-connection&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;headerMapping&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;content-type&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ header:content-type }}&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;correlation-id&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ header:correlation-id }}&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;status&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ header:status }}&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;replyTarget&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;enabled&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> false,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;expectedResponseTypes&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">              </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;response&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">              </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;error&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;targets&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;address&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;command/&#x27;&quot;</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">${HONO_TENANT}</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;authorizationContext&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;pre-authenticated:hono-connection&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;topics&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;_/_/things/live/commands&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;_/_/things/live/messages&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;headerMapping&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;to&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;command/&#x27;&quot;</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">${HONO_TENANT}</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;/{{ thing:id }}&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;subject&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ header:subject | fn:default(topic:action-subject) }}&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;content-type&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ header:content-type | fn:default(&#x27;&quot;</span><span class="token plain">&#x27;</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;application/vnd.eclipse.ditto+json&#x27;&quot;</span><span class="token plain">&#x27;</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;) }}&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;correlation-id&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ header:correlation-id }}&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;reply-to&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ fn:default(&#x27;&quot;</span><span class="token plain">&#x27;</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;command_response/&#x27;&quot;</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">${HONO_TENANT}</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;/replies&#x27;&quot;</span><span class="token plain">&#x27;</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;) | fn:filter(header:response-required,&#x27;&quot;</span><span class="token plain">&#x27;</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;ne&#x27;&quot;</span><span class="token plain">&#x27;</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;,&#x27;&quot;</span><span class="token plain">&#x27;</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;false&#x27;&quot;</span><span class="token plain">&#x27;</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;) }}&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;address&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;command/&#x27;&quot;</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">${HONO_TENANT}</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;authorizationContext&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;pre-authenticated:hono-connection&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;topics&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;_/_/things/twin/events&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;_/_/things/live/events&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;headerMapping&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;to&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;command/&#x27;&quot;</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">${HONO_TENANT}</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;/{{ thing:id }}&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;subject&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ header:subject | fn:default(topic:action-subject) }}&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;content-type&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ header:content-type | fn:default(&#x27;&quot;</span><span class="token plain">&#x27;</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;application/vnd.eclipse.ditto+json&#x27;&quot;</span><span class="token plain">&#x27;</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;) }}&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;correlation-id&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ header:correlation-id }}&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain">&#x27; http://</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$DITTO_IP</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$DITTO_PORT</span><span class="token plain">/devops/piggyback/connectivity</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>This connection is configured so that if an <a href="https://www.eclipse.org/hono/docs/concepts/device-identity/" target="_blank" rel="noopener noreferrer">Eclipse Hono device</a> has the <a href="https://www.eclipse.org/ditto/basic-thing.html#thing-id" target="_blank" rel="noopener noreferrer">ThingId</a> of an Eclipse Ditto twin as its identifier, its messages will be redirected to that twin directly (explained in more detail in the <a href="#usage">usage</a> section).</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="eclipse-ditto-and-apache-kafka">Eclipse Ditto and Apache Kafka<a class="hash-link" href="#eclipse-ditto-and-apache-kafka" title="Direct link to heading">​</a></h3><p>To connect Eclipse Ditto to Kafka we will need to create a topic in Kafka and a Ditto connection to it. All <a href="https://www.eclipse.org/ditto/basic-connections.html#target-topics-and-filtering" target="_blank" rel="noopener noreferrer">events</a> that occur in any of the Eclipse Ditto twins will be sent to this topic. You could also filter these events by twin or namespace and create several connections to multiple topics, but this is not really necessary and adds some complexity.</p><p>To create the topic in Kafka the above deployed manager will be used. Check the IP and port of Kafka&#x27;s manager with <code>kubectl get services -n $NS</code> and access it in a browser. Already on the page, if you don&#x27;t have a cluster created, create a new one and create a topic inside it. In our case this topic will be called <em>digitaltwins</em>.</p><p>To create a cluster go to <code>Cluster &gt; Add Cluster</code> and fill in at least the name and host of Zookeeper (if our files are used you will have to put <em>zookeeper-1:2181</em>). The other settings can be left as default. It should look like the image. </p><p><img loading="lazy" alt="Create cluster in Apache Kafka" src="/opentwins/assets/images/create-cluster-kafka-26fe01a0165d6f998a9fe240a59e1b0d.JPG" width="1085" height="597" class="img_ev3q"></p><p>After creating it, access it and go to <code>Topic &gt; Create</code> to create a new topic. Here it is only necessary to assign a name. </p><p><img loading="lazy" alt="Create topic in Apache Kafka" src="/opentwins/assets/images/create-topic-kafka-7719fda11d75826602308145379cfdd7.JPG" width="1302" height="662" class="img_ev3q"></p><p>Once the topic is created we have to create a <a href="https://www.eclipse.org/ditto/connectivity-protocol-bindings-kafka2.html#target-format" target="_blank" rel="noopener noreferrer">Kafka target connection</a> in Eclipse Ditto, where it will be indicated that we want it to publish all events. You will need the Ditto devops password obtained in <a href="#connecting-eclipse-hono-and-eclipse-ditto">the previous section</a>.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token function" style="color:rgb(80, 250, 123)">curl</span><span class="token plain"> -i -X POST -u devops:</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">${DITTO_DEVOPS_PWD}</span><span class="token plain"> -H </span><span class="token string" style="color:rgb(255, 121, 198)">&#x27;Content-Type: application/json&#x27;</span><span class="token plain"> --data </span><span class="token string" style="color:rgb(255, 121, 198)">&#x27;{</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">  &quot;targetActorSelection&quot;: &quot;/system/sharding/connection&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">  &quot;headers&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">    &quot;aggregate&quot;: false</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">  },</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">  &quot;piggybackCommand&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">    &quot;type&quot;: &quot;connectivity.commands:createConnection&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">    &quot;connection&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">        &quot;id&quot;: &quot;kafka-connection&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">        &quot;connectionType&quot;: &quot;kafka&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">        &quot;connectionStatus&quot;: &quot;open&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">        &quot;failoverEnabled&quot;: true,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">        &quot;uri&quot;: &quot;tcp://kafka-cluster:9094&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">        &quot;specificConfig&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">            &quot;bootstrapServers&quot;: &quot;kafka-cluster:9094&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">            &quot;saslMechanism&quot;: &quot;plain&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">        },</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">        &quot;sources&quot;: [],</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">        &quot;targets&quot;: [</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">            {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">            &quot;address&quot;: &quot;digitaltwins&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">            &quot;topics&quot;: [</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">                &quot;_/_/things/twin/events&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">                &quot;_/_/things/live/messages&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">            ],</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">            &quot;authorizationContext&quot;: [</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">                &quot;nginx:ditto&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">            ]</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">            }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">        ]</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">    }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">  }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">}&#x27;</span><span class="token plain"> http:///</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$DITTO_IP</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$DITTO_PORT</span><span class="token plain">/devops/piggyback/connectivity</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If the connection is successfully established, Eclipse Ditto and Kafka are already connected.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="apache-kafka-and-influxdb-deploying-telegraf">Apache Kafka and InfluxDB: Deploying Telegraf<a class="hash-link" href="#apache-kafka-and-influxdb-deploying-telegraf" title="Direct link to heading">​</a></h3><p>Telegraf will be in charge of collecting the messages posted in the created Kafka topic and write the relevant information in InfluxDB, i.e. it will connect both tools. Telegraf consists of input and output plugins. In our case we will use the <a href="https://github.com/influxdata/telegraf/tree/master/plugins/inputs/kafka_consumer" target="_blank" rel="noopener noreferrer">kafka consumer input plugin</a> and the <a href="https://github.com/influxdata/telegraf/tree/release-1.23/plugins/outputs/influxdb_v2" target="_blank" rel="noopener noreferrer">InfluxDB v2.x output plugin</a>. The Telegraf configuration will be defined in its telegraf-values.yaml file, before deployment. This will be written in YAML as another installation variable and will be automatically transformed to <a href="https://github.com/toml-lang/toml#toml" target="_blank" rel="noopener noreferrer">TOML</a> during deployment.</p><p>First of all we need to get a token from InfluxDB that gives Telegraf at least write permissions. To do this we access the InfluxDB interface (ip and port of its service) and go to <code>Data &gt; API Tokens</code>. Click on <em>Generate API Token</em> and select <em>All Access API Token</em>. Assign any name, save and select the token we have just created to copy it to the clipboard. This is stored in a variable called <strong>INFLUX_TOKEN</strong>.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token builtin class-name" style="color:rgb(189, 147, 249)">export</span><span class="token plain"> </span><span class="token assign-left variable" style="color:rgb(189, 147, 249);font-style:italic">INFLUX_TOKEN</span><span class="token operator">=</span><span class="token operator">&lt;</span><span class="token plain">INFLUX_TOKEN</span><span class="token operator">&gt;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><img loading="lazy" alt="Create token in InfluxDB" src="/opentwins/assets/images/create-token-influxdb-64c7f6481892e654ddee80484b538b51.JPG" width="1911" height="635" class="img_ev3q"></p><p>You also need to store in variables the IPs and ports of both Kafka and InfluxDB, as well as the name of the Kafka topic. These variables will be INFLUX_IP, INFLUX_PORT, KAFKA_IP, KAFKA_PORT and KAFKA_TOPIC. Once all variables are ready, Telegraf can be displayed with the values defined in the values-telegraf.yaml file.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">helm </span><span class="token function" style="color:rgb(80, 250, 123)">install</span><span class="token plain"> -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"> telegraf influxdata/telegraf -f values-telegraf.yaml --version</span><span class="token operator">=</span><span class="token number">1.8</span><span class="token plain">.18</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If the pod is ready and running it should be working, but it is advisable to check its logs to make sure.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl logs -f --namespace </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"> </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$(</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">kubectl get pods --namespace $NS -l app.kubernetes.io/name</span><span class="token variable operator" style="color:rgb(189, 147, 249);font-style:italic">=</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">telegraf -o </span><span class="token variable assign-left variable" style="color:rgb(189, 147, 249);font-style:italic">jsonpath</span><span class="token variable operator" style="color:rgb(189, 147, 249);font-style:italic">=</span><span class="token variable string" style="color:rgb(255, 121, 198);font-style:italic">&#x27;{ .items[0].metadata.name }&#x27;</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="influxdb-and-grafana">InfluxDB and Grafana<a class="hash-link" href="#influxdb-and-grafana" title="Direct link to heading">​</a></h3><p>Connecting these two tools is very simple. The first thing to do is to get a full access token for Grafana in InfluxDB, as explained in the <a href="#connecting-kafka-and-influxdb-deploying-telegraf">previous section</a>. Then, access <code>Configuration &gt; Data sources</code> on the Grafana interface and click on <em>Add data source</em>. Select <em>InfluxDB</em> from the list. In the settings it is very important to select <em>Flux</em> as query language. It will be necessary to fill in the URL section with the one that corresponds to InfluxDB. You will also have to activate Auth Basic and fill in the fields (in our case we have set the default admin of InfluxDB, but you can create a new user and fill in these fields). In the InfluxDB details you should indicate the organisation (default is <em>influxdata</em>), the bucket (default is <em>default</em>) and the token you have generated. When saving and testing, it should come out that at least one bucket has been found, indicating that they are already connected.</p><p><img loading="lazy" alt="Create datasource in Grafana" src="/opentwins/assets/images/create-datasource-grafana-7d882c8807b5f3fd46146b6e99349870.JPG" width="1908" height="890" class="img_ev3q"></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="recommended-extra-functionality">Recommended extra functionality<a class="hash-link" href="#recommended-extra-functionality" title="Direct link to heading">​</a></h2><section class="row"><article class="col col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/opentwins/docs/installation/manual-deploy/core"><h2 class="text--truncate cardTitle_rnsV" title="Core functionality">📄️<!-- --> <!-- -->Core functionality</h2><p class="text--truncate cardDescription_PWke" title="This section will explain how to deploy the platform manually. Basically, you will have to deploy or install the different components and then connect them. The procedure explained below is the one followed to deploy them in Kubernetes using in most cases the Helm option, but any other installation in which all the components are correctly installed and there is some kind of network between them to be able to communicate can be used.">This section will explain how to deploy the platform manually. Basically, you will have to deploy or install the different components and then connect them. The procedure explained below is the one followed to deploy them in Kubernetes using in most cases the Helm option, but any other installation in which all the components are correctly installed and there is some kind of network between them to be able to communicate can be used.</p></a></article><article class="col col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/opentwins/docs/installation/manual-deploy/ml-part"><h2 class="text--truncate cardTitle_rnsV" title="Kafka-ML conection">📄️<!-- --> <!-- -->Kafka-ML conection</h2></a></article><article class="col col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/opentwins/docs/installation/manual-deploy/3d-part"><h2 class="text--truncate cardTitle_rnsV" title="3D visualization using Unity">📄️<!-- --> <!-- -->3D visualization using Unity</h2></a></article><article class="col col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/opentwins/docs/installation/manual-deploy/simulations-part"><h2 class="text--truncate cardTitle_rnsV" title="Simulations">📄️<!-- --> <!-- -->Simulations</h2></a></article></section></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/docs/installation/manual-deploy/core.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/opentwins/docs/category/manual"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Manual</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/opentwins/docs/installation/manual-deploy/ml-part"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Kafka-ML conection</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#steps-to-deploy" class="table-of-contents__link toc-highlight">Steps to deploy</a><ul><li><a href="#eclipse-ditto-and-eclipse-hono" class="table-of-contents__link toc-highlight">Eclipse Ditto and Eclipse Hono</a></li><li><a href="#apache-kafka" class="table-of-contents__link toc-highlight">Apache Kafka</a></li><li><a href="#influxdb" class="table-of-contents__link toc-highlight">InfluxDB</a></li><li><a href="#grafana" class="table-of-contents__link toc-highlight">Grafana</a></li></ul></li><li><a href="#steps-to-connect" class="table-of-contents__link toc-highlight">Steps to connect</a><ul><li><a href="#eclipse-hono-and-eclipse-ditto" class="table-of-contents__link toc-highlight">Eclipse Hono and Eclipse Ditto</a></li><li><a href="#eclipse-ditto-and-apache-kafka" class="table-of-contents__link toc-highlight">Eclipse Ditto and Apache Kafka</a></li><li><a href="#apache-kafka-and-influxdb-deploying-telegraf" class="table-of-contents__link toc-highlight">Apache Kafka and InfluxDB: Deploying Telegraf</a></li><li><a href="#influxdb-and-grafana" class="table-of-contents__link toc-highlight">InfluxDB and Grafana</a></li></ul></li><li><a href="#recommended-extra-functionality" class="table-of-contents__link toc-highlight">Recommended extra functionality</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2024 My Project, Inc. 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+Once ready, and complying with all the <a href="https://www.eclipse.org/packages/prereqs/" target="_blank" rel="noopener noreferrer">prerequisites</a> of the package, we execute the following commands.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">helm repo </span><span class="token function" style="color:rgb(80, 250, 123)">add</span><span class="token plain"> eclipse-iot https://eclipse.org/packages/charts</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">helm repo update</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl create namespace </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl apply -f pv-hono.yaml -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl apply -f pv-mongodb.yaml -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl apply -f pvc-mongodb.yaml -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">helm </span><span class="token function" style="color:rgb(80, 250, 123)">install</span><span class="token plain"> -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"> --wait --timeout 15m dt eclipse-iot/cloud2edge --version</span><span class="token operator">=</span><span class="token number">0.2</span><span class="token plain">.3 -f values-cloud2edge.yaml --dependency-update --debug</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If all pods are running and ready we already have the first two components installed.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="apache-kafka">Apache Kafka<a class="hash-link" href="#apache-kafka" title="Direct link to heading">​</a></h3><p>To deploy Kafka, the yaml files from another project have been reused, but it could also be installed <a href="https://github.com/bitnami/charts/tree/master/bitnami/kafka" target="_blank" rel="noopener noreferrer">using Helm</a> if you prefer. </p><p>For Kafka to work, it is necessary to install <a href="https://zookeeper.apache.org/" target="_blank" rel="noopener noreferrer">ZooKeeper</a> beforehand. In addition, <a href="https://github.com/deltaprojects/kafka-manager-docker" target="_blank" rel="noopener noreferrer">CMAK</a>, a tool to manage Apache Kafka, will be used to make it easier to use. Then, for the deployment, the <a target="_blank" href="/opentwins/assets/files/pod-zookeeper-f6020848673d5985856e77cafaf618db.yaml">pod-zookeeper.yaml</a>, <a target="_blank" href="/opentwins/assets/files/svc-zookeeper-0ebc095c81fdb90a063bd0f09ef021a8.yaml">svc-zookeeper.yaml</a>, <a target="_blank" href="/opentwins/assets/files/pod-kafka-b6583e9f986baf110aeff2f3af77fa54.yaml">pod-kafka.yaml</a>, <a target="_blank" href="/opentwins/assets/files/svc-kafka-084fa70176e6ca10183bf9500ed27b7e.yaml">svc-kafka.yaml</a>, <a target="_blank" href="/opentwins/assets/files/deploy-kafka-manager-c24ba1a3fc18ba2cc8780405f87d4b2c.yaml">deploy-kafka-manager.yaml</a> and <a target="_blank" href="/opentwins/assets/files/svc-kafka-manager-644a45dc9a594370212d4deae669af06.yaml">svc-kafka-manager.yaml</a> files will be needed. Once you have them, you only need to apply them to the chosen namespace.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl apply -f pod-zookeeper.yaml -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl apply -f svc-zookeeper.yaml -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl apply -f pod-kafka.yaml -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl apply -f svc-kafka.yaml -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl apply -f deploy-kafka-manager.yaml -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl apply -f svc-kafka-manager.yaml -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="influxdb">InfluxDB<a class="hash-link" href="#influxdb" title="Direct link to heading">​</a></h3><p>For InfluxDB, <a href="https://github.com/influxdata/helm-charts/tree/master/charts/influxdb2" target="_blank" rel="noopener noreferrer">Helm</a> will again be used for deployment. The following sc-influxdb2.yaml and pv-influxdb2.yaml files will be required to be applied before installation. In addition, the recommended values are in the values-influxdb2.yaml file (it is recommended that you check it before installing and change the <em>password</em> variable to your preference).</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">helm repo </span><span class="token function" style="color:rgb(80, 250, 123)">add</span><span class="token plain"> influxdata https://helm.influxdata.com/</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl apply -f sc-influxdb2.yaml -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl apply -f pv-influxdb2.yaml -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">helm </span><span class="token function" style="color:rgb(80, 250, 123)">install</span><span class="token plain"> -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"> influxdb influxdata/influxdb2 -f values-influxdb2.yaml --version</span><span class="token operator">=</span><span class="token number">2.0</span><span class="token plain">.10 </span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="grafana">Grafana<a class="hash-link" href="#grafana" title="Direct link to heading">​</a></h3><p>Deploying Grafana is very similar to InfluxDB. We will have to apply the file pv-grafana.yaml and install the <a href="https://github.com/grafana/helm-charts/tree/main/charts/grafana" target="_blank" rel="noopener noreferrer">Helm Chart</a> with the values of the values-grafana.yaml file (it is also recommended to modify the <em>password</em> variable).</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">helm repo </span><span class="token function" style="color:rgb(80, 250, 123)">add</span><span class="token plain"> grafana https://grafana.github.io/helm-charts</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl apply -f pv-grafana.yaml -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">helm </span><span class="token function" style="color:rgb(80, 250, 123)">install</span><span class="token plain"> -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"> grafana grafana/grafana -f values-grafana.yaml --version</span><span class="token operator">=</span><span class="token number">6.26</span><span class="token plain">.3</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="steps-to-connect">Steps to connect<a class="hash-link" href="#steps-to-connect" title="Direct link to heading">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="eclipse-hono-and-eclipse-ditto">Eclipse Hono and Eclipse Ditto<a class="hash-link" href="#eclipse-hono-and-eclipse-ditto" title="Direct link to heading">​</a></h3><p>In the following diagram you can see how Eclipse Hono and Eclipse Ditto are related in our platform. </p><p><img loading="lazy" alt="Eclipse Ditto and Eclipse Hono relationship" src="/opentwins/assets/images/ditto-hono-relationship-05edfdb26b9df807a0860fad82192684.jpg" width="571" height="461" class="img_ev3q"></p><p>Basically, you will need to <strong>create a connection between both for each Eclipse Hono tenant you want to use</strong>. <a href="https://www.eclipse.org/hono/docs/concepts/tenancy/" target="_blank" rel="noopener noreferrer">Tenants</a> basically act as device containers, so you could simply create a single tenant connected to Eclipse Ditto and store all the devices you need there. In this case we will do it this way, but you could create as many tenants and connections as your needs require.</p><p>The first thing to do is to check the IPs and ports to use with <code>kubectl get services -n $NS</code>. At this point we are interested in the <em>dt-service-device-registry-ext</em> and <em>dt-ditto-nginx</em> services, which correspond to Eclipse Hono and Eclipse Ditto respectively (if you have followed these instructions and services are NodePort, you will have to use port 3XXXX). </p><p>We will then create a Hono tenant called, for example, ditto (you must override the variable <strong>HONO_TENANT</strong> if you have chosen another name).</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token assign-left variable" style="color:rgb(189, 147, 249);font-style:italic">HONO_TENANT</span><span class="token operator">=</span><span class="token plain">ditto</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token function" style="color:rgb(80, 250, 123)">curl</span><span class="token plain"> -i -X POST http://</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$HONO_IP</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$HONO_PORT</span><span class="token plain">/v1/tenants/</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$HONO_TENANT</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Now we will create the connection from Eclipse Ditto, which will act as a consumer of the AMQP endpoint of that tenant. To do this you will need to know the Eclipse Ditto devops password with the following command (the variable <strong>RELEASE</strong> is the name we gave to the Helm release when installing cloud2edge, if you have followed these instructions it should be dt).</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token assign-left variable" style="color:rgb(189, 147, 249);font-style:italic">RELEASE</span><span class="token operator">=</span><span class="token plain">dt</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token assign-left variable" style="color:rgb(189, 147, 249);font-style:italic">DITTO_DEVOPS_PWD</span><span class="token operator">=</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$(</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">kubectl --namespace $</span><span class="token variable punctuation" style="color:rgb(248, 248, 242);font-style:italic">{</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">NS</span><span class="token variable punctuation" style="color:rgb(248, 248, 242);font-style:italic">}</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic"> get secret $</span><span class="token variable punctuation" style="color:rgb(248, 248, 242);font-style:italic">{</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">RELEASE</span><span class="token variable punctuation" style="color:rgb(248, 248, 242);font-style:italic">}</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">-ditto-gateway-secret -o </span><span class="token variable assign-left variable" style="color:rgb(189, 147, 249);font-style:italic">jsonpath</span><span class="token variable operator" style="color:rgb(189, 147, 249);font-style:italic">=</span><span class="token variable string" style="color:rgb(255, 121, 198);font-style:italic">&quot;{.data.devops-password}&quot;</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic"> </span><span class="token variable operator" style="color:rgb(189, 147, 249);font-style:italic">|</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic"> base64 --decode</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Now we <a href="https://www.eclipse.org/ditto/connectivity-manage-connections.html#create-connection" target="_blank" rel="noopener noreferrer">create the connection from Eclipse Ditto</a> with the following command.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token function" style="color:rgb(80, 250, 123)">curl</span><span class="token plain"> -i -X POST -u devops:</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">${DITTO_DEVOPS_PWD}</span><span class="token plain"> -H </span><span class="token string" style="color:rgb(255, 121, 198)">&#x27;Content-Type: application/json&#x27;</span><span class="token plain"> --data </span><span class="token string" style="color:rgb(255, 121, 198)">&#x27;{</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">  &quot;targetActorSelection&quot;: &quot;/system/sharding/connection&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">  &quot;headers&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">    &quot;aggregate&quot;: false</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">  },</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">  &quot;piggybackCommand&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">    &quot;type&quot;: &quot;connectivity.commands:createConnection&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">    &quot;connection&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">      &quot;id&quot;: &quot;hono-connection-for-&#x27;</span><span class="token plain">&quot;</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">${HONO_TENANT}</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;connectionType&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;amqp-10&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;connectionStatus&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;open&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;uri&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;amqp://consumer%40HONO:verysecret@&#x27;&quot;</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">${RELEASE}</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;-dispatch-router-ext:15672&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;failoverEnabled&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> true,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;sources&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;addresses&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;telemetry/&#x27;&quot;</span><span 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249);font-style:italic">${HONO_TENANT}</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;/replies&#x27;&quot;</span><span class="token plain">&#x27;</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;) | fn:filter(header:response-required,&#x27;&quot;</span><span class="token plain">&#x27;</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;ne&#x27;&quot;</span><span class="token plain">&#x27;</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;,&#x27;&quot;</span><span class="token plain">&#x27;</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;false&#x27;&quot;</span><span class="token plain">&#x27;</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;) }}&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;address&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;command/&#x27;&quot;</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">${HONO_TENANT}</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;authorizationContext&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;pre-authenticated:hono-connection&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;topics&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;_/_/things/twin/events&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;_/_/things/live/events&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;headerMapping&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;to&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;command/&#x27;&quot;</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">${HONO_TENANT}</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;/{{ thing:id }}&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;subject&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ header:subject | fn:default(topic:action-subject) }}&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;content-type&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ header:content-type | fn:default(&#x27;&quot;</span><span class="token plain">&#x27;</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;application/vnd.eclipse.ditto+json&#x27;&quot;</span><span class="token plain">&#x27;</span><span class="token string" style="color:rgb(255, 121, 198)">&quot;&#x27;) }}&quot;</span><span class="token plain">,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;correlation-id&quot;</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;{{ header:correlation-id }}&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">          </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      </span><span class="token punctuation" style="color:rgb(248, 248, 242)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain">&#x27; http://</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$DITTO_IP</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$DITTO_PORT</span><span class="token plain">/devops/piggyback/connectivity</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>This connection is configured so that if an <a href="https://www.eclipse.org/hono/docs/concepts/device-identity/" target="_blank" rel="noopener noreferrer">Eclipse Hono device</a> has the <a href="https://www.eclipse.org/ditto/basic-thing.html#thing-id" target="_blank" rel="noopener noreferrer">ThingId</a> of an Eclipse Ditto twin as its identifier, its messages will be redirected to that twin directly (explained in more detail in the <a href="#usage">usage</a> section).</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="eclipse-ditto-and-apache-kafka">Eclipse Ditto and Apache Kafka<a class="hash-link" href="#eclipse-ditto-and-apache-kafka" title="Direct link to heading">​</a></h3><p>To connect Eclipse Ditto to Kafka we will need to create a topic in Kafka and a Ditto connection to it. All <a href="https://www.eclipse.org/ditto/basic-connections.html#target-topics-and-filtering" target="_blank" rel="noopener noreferrer">events</a> that occur in any of the Eclipse Ditto twins will be sent to this topic. You could also filter these events by twin or namespace and create several connections to multiple topics, but this is not really necessary and adds some complexity.</p><p>To create the topic in Kafka the above deployed manager will be used. Check the IP and port of Kafka&#x27;s manager with <code>kubectl get services -n $NS</code> and access it in a browser. Already on the page, if you don&#x27;t have a cluster created, create a new one and create a topic inside it. In our case this topic will be called <em>digitaltwins</em>.</p><p>To create a cluster go to <code>Cluster &gt; Add Cluster</code> and fill in at least the name and host of Zookeeper (if our files are used you will have to put <em>zookeeper-1:2181</em>). The other settings can be left as default. It should look like the image. </p><p><img loading="lazy" alt="Create cluster in Apache Kafka" src="/opentwins/assets/images/create-cluster-kafka-26fe01a0165d6f998a9fe240a59e1b0d.JPG" width="1085" height="597" class="img_ev3q"></p><p>After creating it, access it and go to <code>Topic &gt; Create</code> to create a new topic. Here it is only necessary to assign a name. </p><p><img loading="lazy" alt="Create topic in Apache Kafka" src="/opentwins/assets/images/create-topic-kafka-7719fda11d75826602308145379cfdd7.JPG" width="1302" height="662" class="img_ev3q"></p><p>Once the topic is created we have to create a <a href="https://www.eclipse.org/ditto/connectivity-protocol-bindings-kafka2.html#target-format" target="_blank" rel="noopener noreferrer">Kafka target connection</a> in Eclipse Ditto, where it will be indicated that we want it to publish all events. You will need the Ditto devops password obtained in <a href="#connecting-eclipse-hono-and-eclipse-ditto">the previous section</a>.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token function" style="color:rgb(80, 250, 123)">curl</span><span class="token plain"> -i -X POST -u devops:</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">${DITTO_DEVOPS_PWD}</span><span class="token plain"> -H </span><span class="token string" style="color:rgb(255, 121, 198)">&#x27;Content-Type: application/json&#x27;</span><span class="token plain"> --data </span><span class="token string" style="color:rgb(255, 121, 198)">&#x27;{</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">  &quot;targetActorSelection&quot;: &quot;/system/sharding/connection&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">  &quot;headers&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">    &quot;aggregate&quot;: false</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">  },</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">  &quot;piggybackCommand&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">    &quot;type&quot;: &quot;connectivity.commands:createConnection&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">    &quot;connection&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">        &quot;id&quot;: &quot;kafka-connection&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">        &quot;connectionType&quot;: &quot;kafka&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">        &quot;connectionStatus&quot;: &quot;open&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">        &quot;failoverEnabled&quot;: true,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">        &quot;uri&quot;: &quot;tcp://kafka-cluster:9094&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">        &quot;specificConfig&quot;: {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">            &quot;bootstrapServers&quot;: &quot;kafka-cluster:9094&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">            &quot;saslMechanism&quot;: &quot;plain&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">        },</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">        &quot;sources&quot;: [],</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">        &quot;targets&quot;: [</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">            {</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">            &quot;address&quot;: &quot;digitaltwins&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">            &quot;topics&quot;: [</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">                &quot;_/_/things/twin/events&quot;,</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">                &quot;_/_/things/live/messages&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">            ],</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">            &quot;authorizationContext&quot;: [</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">                &quot;nginx:ditto&quot;</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">            ]</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">            }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">        ]</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">    }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">  }</span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token string" style="color:rgb(255, 121, 198)">}&#x27;</span><span class="token plain"> http:///</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$DITTO_IP</span><span class="token builtin class-name" style="color:rgb(189, 147, 249)">:</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$DITTO_PORT</span><span class="token plain">/devops/piggyback/connectivity</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If the connection is successfully established, Eclipse Ditto and Kafka are already connected.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="apache-kafka-and-influxdb-deploying-telegraf">Apache Kafka and InfluxDB: Deploying Telegraf<a class="hash-link" href="#apache-kafka-and-influxdb-deploying-telegraf" title="Direct link to heading">​</a></h3><p>Telegraf will be in charge of collecting the messages posted in the created Kafka topic and write the relevant information in InfluxDB, i.e. it will connect both tools. Telegraf consists of input and output plugins. In our case we will use the <a href="https://github.com/influxdata/telegraf/tree/master/plugins/inputs/kafka_consumer" target="_blank" rel="noopener noreferrer">kafka consumer input plugin</a> and the <a href="https://github.com/influxdata/telegraf/tree/release-1.23/plugins/outputs/influxdb_v2" target="_blank" rel="noopener noreferrer">InfluxDB v2.x output plugin</a>. The Telegraf configuration will be defined in its telegraf-values.yaml file, before deployment. This will be written in YAML as another installation variable and will be automatically transformed to <a href="https://github.com/toml-lang/toml#toml" target="_blank" rel="noopener noreferrer">TOML</a> during deployment.</p><p>First of all we need to get a token from InfluxDB that gives Telegraf at least write permissions. To do this we access the InfluxDB interface (ip and port of its service) and go to <code>Data &gt; API Tokens</code>. Click on <em>Generate API Token</em> and select <em>All Access API Token</em>. Assign any name, save and select the token we have just created to copy it to the clipboard. This is stored in a variable called <strong>INFLUX_TOKEN</strong>.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token builtin class-name" style="color:rgb(189, 147, 249)">export</span><span class="token plain"> </span><span class="token assign-left variable" style="color:rgb(189, 147, 249);font-style:italic">INFLUX_TOKEN</span><span class="token operator">=</span><span class="token operator">&lt;</span><span class="token plain">INFLUX_TOKEN</span><span class="token operator">&gt;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><img loading="lazy" alt="Create token in InfluxDB" src="/opentwins/assets/images/create-token-influxdb-64c7f6481892e654ddee80484b538b51.JPG" width="1911" height="635" class="img_ev3q"></p><p>You also need to store in variables the IPs and ports of both Kafka and InfluxDB, as well as the name of the Kafka topic. These variables will be INFLUX_IP, INFLUX_PORT, KAFKA_IP, KAFKA_PORT and KAFKA_TOPIC. Once all variables are ready, Telegraf can be displayed with the values defined in the values-telegraf.yaml file.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">helm </span><span class="token function" style="color:rgb(80, 250, 123)">install</span><span class="token plain"> -n </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"> telegraf influxdata/telegraf -f values-telegraf.yaml --version</span><span class="token operator">=</span><span class="token number">1.8</span><span class="token plain">.18</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If the pod is ready and running it should be working, but it is advisable to check its logs to make sure.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl logs -f --namespace </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$NS</span><span class="token plain"> </span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">$(</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">kubectl get pods --namespace $NS -l app.kubernetes.io/name</span><span class="token variable operator" style="color:rgb(189, 147, 249);font-style:italic">=</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">telegraf -o </span><span class="token variable assign-left variable" style="color:rgb(189, 147, 249);font-style:italic">jsonpath</span><span class="token variable operator" style="color:rgb(189, 147, 249);font-style:italic">=</span><span class="token variable string" style="color:rgb(255, 121, 198);font-style:italic">&#x27;{ .items[0].metadata.name }&#x27;</span><span class="token variable" style="color:rgb(189, 147, 249);font-style:italic">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="influxdb-and-grafana">InfluxDB and Grafana<a class="hash-link" href="#influxdb-and-grafana" title="Direct link to heading">​</a></h3><p>Connecting these two tools is very simple. The first thing to do is to get a full access token for Grafana in InfluxDB, as explained in the <a href="#connecting-kafka-and-influxdb-deploying-telegraf">previous section</a>. Then, access <code>Configuration &gt; Data sources</code> on the Grafana interface and click on <em>Add data source</em>. Select <em>InfluxDB</em> from the list. In the settings it is very important to select <em>Flux</em> as query language. It will be necessary to fill in the URL section with the one that corresponds to InfluxDB. You will also have to activate Auth Basic and fill in the fields (in our case we have set the default admin of InfluxDB, but you can create a new user and fill in these fields). In the InfluxDB details you should indicate the organisation (default is <em>influxdata</em>), the bucket (default is <em>default</em>) and the token you have generated. When saving and testing, it should come out that at least one bucket has been found, indicating that they are already connected.</p><p><img loading="lazy" alt="Create datasource in Grafana" src="/opentwins/assets/images/create-datasource-grafana-7d882c8807b5f3fd46146b6e99349870.JPG" width="1908" height="890" class="img_ev3q"></p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="recommended-extra-functionality">Recommended extra functionality<a class="hash-link" href="#recommended-extra-functionality" title="Direct link to heading">​</a></h2><section class="row"><article class="col col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/opentwins/docs/installation/manual-deploy/core"><h2 class="text--truncate cardTitle_rnsV" title="Core functionality">📄️<!-- --> <!-- -->Core functionality</h2><p class="text--truncate cardDescription_PWke" title="This section will explain how to deploy the platform manually. Basically, you will have to deploy or install the different components and then connect them. The procedure explained below is the one followed to deploy them in Kubernetes using in most cases the Helm option, but any other installation in which all the components are correctly installed and there is some kind of network between them to be able to communicate can be used.">This section will explain how to deploy the platform manually. Basically, you will have to deploy or install the different components and then connect them. The procedure explained below is the one followed to deploy them in Kubernetes using in most cases the Helm option, but any other installation in which all the components are correctly installed and there is some kind of network between them to be able to communicate can be used.</p></a></article><article class="col col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/opentwins/docs/installation/manual-deploy/ml-part"><h2 class="text--truncate cardTitle_rnsV" title="Kafka-ML conection">📄️<!-- --> <!-- -->Kafka-ML conection</h2></a></article><article class="col col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/opentwins/docs/installation/manual-deploy/3d-part"><h2 class="text--truncate cardTitle_rnsV" title="3D visualization using Unity">📄️<!-- --> <!-- -->3D visualization using Unity</h2></a></article><article class="col col--6 margin-bottom--lg"><a class="card padding--lg cardContainer_fWXF" href="/opentwins/docs/installation/manual-deploy/simulations-part"><h2 class="text--truncate cardTitle_rnsV" title="Simulations">📄️<!-- --> <!-- -->Simulations</h2></a></article></section></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/docs/installation/manual-deploy/core.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/opentwins/docs/category/manual"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Manual</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/opentwins/docs/installation/manual-deploy/ml-part"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Kafka-ML conection</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#steps-to-deploy" class="table-of-contents__link toc-highlight">Steps to deploy</a><ul><li><a href="#eclipse-ditto-and-eclipse-hono" class="table-of-contents__link toc-highlight">Eclipse Ditto and Eclipse Hono</a></li><li><a href="#apache-kafka" class="table-of-contents__link toc-highlight">Apache Kafka</a></li><li><a href="#influxdb" class="table-of-contents__link toc-highlight">InfluxDB</a></li><li><a href="#grafana" class="table-of-contents__link toc-highlight">Grafana</a></li></ul></li><li><a href="#steps-to-connect" class="table-of-contents__link toc-highlight">Steps to connect</a><ul><li><a href="#eclipse-hono-and-eclipse-ditto" class="table-of-contents__link toc-highlight">Eclipse Hono and Eclipse Ditto</a></li><li><a href="#eclipse-ditto-and-apache-kafka" class="table-of-contents__link toc-highlight">Eclipse Ditto and Apache Kafka</a></li><li><a href="#apache-kafka-and-influxdb-deploying-telegraf" class="table-of-contents__link toc-highlight">Apache Kafka and InfluxDB: Deploying Telegraf</a></li><li><a href="#influxdb-and-grafana" class="table-of-contents__link toc-highlight">InfluxDB and Grafana</a></li></ul></li><li><a href="#recommended-extra-functionality" class="table-of-contents__link toc-highlight">Recommended extra functionality</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2024 OpenTwins. 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target="_blank" rel="noopener noreferrer">Docker</a> and <a href="https://containerd.io/" target="_blank" rel="noopener noreferrer">ContainerD</a>.</li></ul></li><li><a href="https://kubernetes.io/releases/download/" target="_blank" rel="noopener noreferrer">Kubernetes</a>:<ul><li>Tested on <a href="https://kubernetes.io/releases/download/" target="_blank" rel="noopener noreferrer">Kubernetes</a> and <a href="https://k3s.io/" target="_blank" rel="noopener noreferrer">K3s</a>.</li></ul></li><li><a href="https://helm.sh/docs/intro/install/" target="_blank" rel="noopener noreferrer">Helm</a> version 16.14 or above.</li></ul></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/docs/installation/requirements.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" 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class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist" aria-expanded="false" href="/opentwins/docs/category/guides">Guides</a><button aria-label="Toggle the collapsible sidebar category &#x27;Guides&#x27;" type="button" class="clean-btn menu__caret"></button></div></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist" aria-expanded="false" href="/opentwins/docs/category/examples">Examples</a><button aria-label="Toggle the collapsible sidebar category &#x27;Examples&#x27;" type="button" class="clean-btn menu__caret"></button></div></li></ul></nav></div></aside><main class="docMainContainer_gTbr"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/opentwins/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_OVgt"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/opentwins/docs/category/installation"><span itemprop="name">Installation</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Helm</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>Helm</h1><h2 class="anchor anchorWithStickyNavbar_LWe7" id="installation">Installation<a class="hash-link" href="#installation" title="Direct link to heading">​</a></h2><p>First of all, you have to add ERTIS Research group helm repository to your helm repository list:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">helm repo </span><span class="token function" style="color:rgb(80, 250, 123)">add</span><span class="token plain"> ertis https://ertis-research.github.io/Helm-charts/</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Once done, the next step is installing the chart by executing this line on your terminal (in our case, we will use <code>opentwins</code> as release name and <code>opentwins</code> as namespace, but you can choose the one that you prefeer). To customize the installation, please refer to <a href="https://github.com/ertis-research/Helm-charts/blob/main/OpenTwins/values.yaml" target="_blank" rel="noopener noreferrer">Helm&#x27;s values</a> file.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">helm upgrade --install opentwins ertis/OpenTwins -n opentwins --wait --dependency-update</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>After waiting some time, the installation will be ready for use.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="lightweight-installation">Lightweight installation<a class="hash-link" href="#lightweight-installation" title="Direct link to heading">​</a></h2><p>As described in the main page, OpenTwins has it&#x27;s own lightweight version that aims to run on IoT devices such as Raspberry Pi devices.
-To install this versión, you have to follow the first step in order to add ERTIS repository to your repository list and then install the platform using the command bellow:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">helm </span><span class="token function" style="color:rgb(80, 250, 123)">install</span><span class="token plain"> ot ertis/OpenTwins-Lightweight -n opentwins</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>In this case connections still need to be made for the platform to work properly.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/docs/installation/using-helm.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/opentwins/docs/installation/requirements"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Requirements</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/opentwins/docs/category/manual"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Manual</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#installation" class="table-of-contents__link toc-highlight">Installation</a></li><li><a href="#lightweight-installation" class="table-of-contents__link toc-highlight">Lightweight installation</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2024 My Project, Inc. Built with Docusaurus.</div></div></div></footer></div>
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+To install this versión, you have to follow the first step in order to add ERTIS repository to your repository list and then install the platform using the command bellow:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">helm </span><span class="token function" style="color:rgb(80, 250, 123)">install</span><span class="token plain"> ot ertis/OpenTwins-Lightweight -n opentwins</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>In this case connections still need to be made for the platform to work properly.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/docs/installation/using-helm.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/opentwins/docs/installation/requirements"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Requirements</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/opentwins/docs/category/manual"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Manual</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#installation" class="table-of-contents__link toc-highlight">Installation</a></li><li><a href="#lightweight-installation" class="table-of-contents__link toc-highlight">Lightweight installation</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2024 OpenTwins. Built with Docusaurus. Icons from Flaticon.</div></div></div></footer></div>
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diff --git a/docs/overview/architecture.html b/docs/overview/architecture.html
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itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/opentwins/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_OVgt"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/opentwins/docs/category/overview"><span itemprop="name">Overview</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Architecture</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>Architecture</h1><p>OpenTwins is built on a <strong>open source microservices architecture</strong>, designed to enhance scalability, flexibility and efficiency in the development, extension, deployment and maintenance of the platform. All the components that make up this architecture are encapsulated in <a href="https://www.docker.com/" target="_blank" rel="noopener noreferrer">Docker</a> containers, ideally managed through <a href="https://kubernetes.io/" target="_blank" rel="noopener noreferrer">Kubernetes</a>, which ensures efficient portability and management. </p><div class="theme-admonition theme-admonition-note alert alert--secondary admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M6.3 5.69a.942.942 0 0 1-.28-.7c0-.28.09-.52.28-.7.19-.18.42-.28.7-.28.28 0 .52.09.7.28.18.19.28.42.28.7 0 .28-.09.52-.28.7a1 1 0 0 1-.7.3c-.28 0-.52-.11-.7-.3zM8 7.99c-.02-.25-.11-.48-.31-.69-.2-.19-.42-.3-.69-.31H6c-.27.02-.48.13-.69.31-.2.2-.3.44-.31.69h1v3c.02.27.11.5.31.69.2.2.42.31.69.31h1c.27 0 .48-.11.69-.31.2-.19.3-.42.31-.69H8V7.98v.01zM7 2.3c-3.14 0-5.7 2.54-5.7 5.68 0 3.14 2.56 5.7 5.7 5.7s5.7-2.55 5.7-5.7c0-3.15-2.56-5.69-5.7-5.69v.01zM7 .98c3.86 0 7 3.14 7 7s-3.14 7-7 7-7-3.12-7-7 3.14-7 7-7z"></path></svg></span>note</div><div class="admonitionContent_S0QG"><p>Although it is possible to deploy and connect the different components without containerization, this approach is not recommended due to the difficulties involved in terms of installation and management. However, it is important to note that OpenTwins could be <a href="/opentwins/docs/installation/manual-deploy/core#steps-to-connect">manually connected</a> to non-containerized components, such as a local instance of Grafana.</p></div></div><p>The following image illustrates the current architecture of OpenTwins, in which each color of the boxes represents the functionality covered by each component. Most of these components are external projects to our organization, however, we also include certain services specifically designed to enrich the functionality of the platform. Both the code and documentation of the <a href="https://github.com/ertis-research/opentwins/tree/main/components" target="_blank" rel="noopener noreferrer">components</a> are available in their respective repositories.</p><p><img loading="lazy" alt="Architecture" src="/opentwins/assets/images/architecture-ff30194687d6d921534d28bb801abe74.jpg" width="1904" height="911" class="img_ev3q"></p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="essential-functionality">Essential functionality<a class="hash-link" href="#essential-functionality" title="Direct link to heading">​</a></h3><p>The elements highlighted in <strong>blue</strong> form the heart of OpenTwins, as they provide the <strong>essential functionalities</strong> of a digital twin development platform: the definition of digital twins, the connection to IoT devices, the storage of information and the user-friendly visualisation of data. The tools used in this case include:</p><ul><li><p><a href="https://www.eclipse.org/ditto/" target="_blank" rel="noopener noreferrer">Eclipse Ditto</a>. This is <strong>the core component of OpenTwins</strong>, an open-source framework for digital twins developed by the <a href="https://www.eclipse.org/" target="_blank" rel="noopener noreferrer">Eclipse Foundation</a>. Eclipse Ditto provides an abstract entity <a href="https://eclipse.dev/ditto/basic-thing.html" target="_blank" rel="noopener noreferrer">&quot;Thing&quot;</a>, which allows describing digital twins through JSON schemas that include both static and dynamic data of the entity. The framework stores the current state of the &quot;Thing&quot; entity and facilitates its <a href="https://eclipse.dev/ditto/basic-connections.html" target="_blank" rel="noopener noreferrer">connection</a> to input and output data sources through various IoT protocols. In a typical scenario, the Thing entity will update its information via a source connection, generating events that are sent to the indicated target connections. In addition, the tool provides an <a href="https://eclipse.dev/ditto/http-api-doc.html" target="_blank" rel="noopener noreferrer">API</a> that allows querying the current state of the entity and managing its schema and connections.</p></li><li><p><a href="https://www.eclipse.org/hono/" target="_blank" rel="noopener noreferrer">Eclipse Hono</a>. This component facilitates the <strong>reception of data through various IoT protocols</strong> and centralizes it into a single endpoint, either <a href="https://www.amqp.org/" target="_blank" rel="noopener noreferrer">AMQP 1.0</a> or <a href="https://kafka.apache.org/" target="_blank" rel="noopener noreferrer">Kafka</a>. This output connects directly to Eclipse Ditto, eliminating the need for users to manually connect to an external broker to extract data. This allows the platform to receive data through the most common IoT protocols, giving devices the flexibility to connect to the most appropriate protocol for their particular case.  </p><div class="theme-admonition theme-admonition-warning alert alert--danger admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 12 16"><path fill-rule="evenodd" d="M5.05.31c.81 2.17.41 3.38-.52 4.31C3.55 5.67 1.98 6.45.9 7.98c-1.45 2.05-1.7 6.53 3.53 7.7-2.2-1.16-2.67-4.52-.3-6.61-.61 2.03.53 3.33 1.94 2.86 1.39-.47 2.3.53 2.27 1.67-.02.78-.31 1.44-1.13 1.81 3.42-.59 4.78-3.42 4.78-5.56 0-2.84-2.53-3.22-1.25-5.61-1.52.13-2.03 1.13-1.89 2.75.09 1.08-1.02 1.8-1.86 1.33-.67-.41-.66-1.19-.06-1.78C8.18 5.31 8.68 2.45 5.05.32L5.03.3l.02.01z"></path></svg></span>danger</div><div class="admonitionContent_S0QG"><p>Despite its advantages, we have observed that <strong>Eclipse Hono does not scale correctly when the message frequency is high</strong>, so we do not recommend its use in these cases. For this reason, or if it is not necessary to offer different input protocols, you can choose to connect Eclipse Ditto to one or more specific messaging brokers, such as <a href="https://mosquitto.org/" target="_blank" rel="noopener noreferrer">Mosquitto</a> or <a href="https://www.rabbitmq.com/" target="_blank" rel="noopener noreferrer">RabbitMQ</a>.</p></div></div></li><li><p><a href="https://www.mongodb.com/" target="_blank" rel="noopener noreferrer">MongoDB</a>. This tool is the <strong>internal database used by Eclipse Hono and Eclipse Ditto</strong>. Eclipse Ditto stores data about the current state of digital twins (&quot;things&quot;), policies, connections and recent events, while Eclipse Hono stores information about defined devices and groups.</p></li><li><p><a href="https://www.influxdata.com/products/influxdb-overview/" target="_blank" rel="noopener noreferrer">InfluxDB v2</a>. This database provides an optimized architecture for time series, which guarantees superior performance in <strong>storing and querying digital twin data</strong>. Its high scalability and simplicity of use allow it to efficiently handle large volumes of data, facilitating the integration and analysis of information in real time. In addition, it is one of the most popular options in the field of the Internet of Things (IoT), generating an active community that consolidates its position as a robust solution.</p></li><li><p><a href="https://www.influxdata.com/time-series-platform/telegraf/" target="_blank" rel="noopener noreferrer">Telegraf</a>. This server-based agent for <strong>collecting and sending metrics</strong> offers easy configuration and a wide range of plugins to integrate various data sources and destinations. It is the recommended choice for data ingestion into InfluxDB. Its role in the platform is to capture digital twin updates, presented as Eclipse Ditto events, processing the data as time series for storage in the database.</p></li><li><p><a href="https://kafka.apache.org/" target="_blank" rel="noopener noreferrer">Apache Kafka</a> or <a href="https://mosquitto.org/" target="_blank" rel="noopener noreferrer">Eclipse Mosquitto</a>. An <strong>intermediary messaging broker</strong> is required for Telegraf to collect event data from Eclipse Ditto, since none of these technologies provide this role and do not have a direct connection. For this purpose, any messaging broker where Eclipse Ditto can publish and read Telegraf is valid. The options available on the platform include Apache Kafka, known for its scalability and error tolerance in processing large volumes of data, and Mosquitto, recognized for its efficiency in messaging and its flexibility in IoT environments.</p></li><li><p><a href="https://grafana.com/oss/grafana/" target="_blank" rel="noopener noreferrer">Grafana</a>. This solution acts as the <strong>platform&#x27;s main front-end</strong>, providing a highly adaptable data visualization that allows users to create intuitive and easily understandable dashboards. Its ability to integrate with a wide variety of data sources and its active community of users and developers make it a powerful tool for monitoring and analyzing complex systems, such as digital twins. In addition, it allows users to expand its functionality by creating custom plugins, giving them the ability to integrate new visualizations, use-case specific panels and connectors to additional data sources. </p></li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="compositional-support">Compositional support<a class="hash-link" href="#compositional-support" title="Direct link to heading">​</a></h3><p>The <a href="/opentwins/docs/overview/concepts#digital-twins-composition">composition of digital twins</a> represents one of the main contributions of this platform, distinguishing it from other similar solutions. In addition, OpenTwins provides the ability to define and compose <a href="/opentwins/docs/overview/concepts#digital-twin-type">&quot;types&quot; of digital twins</a>, making development simpler. The services marked in <strong>green</strong> in the architecture are responsible for integrating these functionalities.</p><ul><li><p><a href="https://github.com/ertis-research/extended-api-for-eclipse-ditto/" target="_blank" rel="noopener noreferrer">Extended API for Eclipse Ditto</a>. The Thing entity provided by Eclipse Ditto must follow a specific JSON schema, although it offers great flexibility within it. Our goal is to simplify type definition and entity composition by taking advantage of the flexibility of this schema. This &quot;extended API&quot; acts as a <strong>layer on top of the Eclipse Ditto API</strong>, distinguishing between the management of twins and types, and applying all the necessary constraints and checks to ensure the composition of these entities according to the constraints imposed by each (types form graphs, while twins form trees).</p></li><li><p><a href="https://github.com/ertis-research/opentwins-in-grafana/" target="_blank" rel="noopener noreferrer">OpenTwins app plugin for Grafana</a>. To have a pleasant and usable platform for as many users as possible, it is important to have a simple <strong>interface</strong> capable of performing the functionalities available. Therefore, an app plugin is included for Grafana that uses the extended API to query and manage twins, types and their composition in a user-friendly way. Moreover, this approach keeps the entire platform front-end within a single tool, making it easy to use and accessible.</p></li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="data-prediction-with-machine-learning">Data prediction with machine learning<a class="hash-link" href="#data-prediction-with-machine-learning" title="Direct link to heading">​</a></h3><p>The architecture highlights in <strong>yellow</strong> the components that facilitate the integration of digital twins with Machine Learning models. Providing this support represents a crucial aspect in the development of a digital twin, since it provides a complementary or comparative perspective with real data, enriching the understanding of the replicated object. To achieve this goal, the following tools are used:</p><ul><li><p><a href="https://github.com/ertis-research/kafka-ml" target="_blank" rel="noopener noreferrer">Kafka-ML</a>. This open source framework manages the lifecycle of ML/AI applications in production environments through continuous data streams. Unlike traditional frameworks that work with static data sets, Kafka-ML enables both training and inference with continuous data streams, allowing users to have fine-grained control over ingestion data. Currently, Kafka-ML is compatible with the most popular ML frameworks, <a href="https://www.tensorflow.org/" target="_blank" rel="noopener noreferrer">TensorFlow</a> and <a href="https://pytorch.org/" target="_blank" rel="noopener noreferrer">PyTorch</a>, and enables the <strong>management and deployment of ML models</strong>, from definition to final deployment for inference. This component operates as a black box in OpenTwins, receiving input data for a deployed model through a Kafka topic and sending the predicted result to another topic, which is connected to Eclipse Ditto in a way that updates to the corresponding digital twin.</p></li><li><p><a href="https://github.com/ertis-research/eclipse-hono-to-kafka-ml" target="_blank" rel="noopener noreferrer">Eclipse Hono to Kafka-ML</a>. Kafka-ML can receive input data from any source that is able to publish to a Kafka topic. However, at OpenTwins we have decided to simplify this process when the data comes from Eclipse Hono. Therefore, we have developed an optional service that automates the data feed of ML models deployed in Kafka-ML. This service <strong>automatically sends the data needed to make a prediction</strong> every time a new data is received from any of the devices required by the model. To use this tool, we provide an API that allows you to specify which devices should be taken into account, what data is required from these devices and how they should be formatted to work correctly as input for Kafka-ML.</p></li><li><p><a href="https://github.com/ertis-research/error-detection-for-eclipse-hono-with-kafka-ml" target="_blank" rel="noopener noreferrer">Error detection for Eclipse Hono with Kafka-ML</a>. An ML model useful in the construction of a digital twin is one capable of generating data that a sensor should produce in case it loses connection or experiences a failure. To automate this, we have developed an optional service with similar functionalities to the one mentioned above, but with an important particularity: it will only invoke the model when an interruption in data reception by the device is detected. This service takes into account the frequency with which the data is emitted by the device. As soon as an anomaly is identified, the service will format and send the last data received following the expected frequency until the connection is restored and real data is received again. In this way, the <strong>normal operation of the device is simulated</strong>, ensuring continuity of information for the digital twin.</p></li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="3d-representation">3D representation<a class="hash-link" href="#3d-representation" title="Direct link to heading">​</a></h3><div class="theme-admonition theme-admonition-note alert alert--secondary admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M6.3 5.69a.942.942 0 0 1-.28-.7c0-.28.09-.52.28-.7.19-.18.42-.28.7-.28.28 0 .52.09.7.28.18.19.28.42.28.7 0 .28-.09.52-.28.7a1 1 0 0 1-.7.3c-.28 0-.52-.11-.7-.3zM8 7.99c-.02-.25-.11-.48-.31-.69-.2-.19-.42-.3-.69-.31H6c-.27.02-.48.13-.69.31-.2.2-.3.44-.31.69h1v3c.02.27.11.5.31.69.2.2.42.31.69.31h1c.27 0 .48-.11.69-.31.2-.19.3-.42.31-.69H8V7.98v.01zM7 2.3c-3.14 0-5.7 2.54-5.7 5.68 0 3.14 2.56 5.7 5.7 5.7s5.7-2.55 5.7-5.7c0-3.15-2.56-5.69-5.7-5.69v.01zM7 .98c3.86 0 7 3.14 7 7s-3.14 7-7 7-7-3.12-7-7 3.14-7 7-7z"></path></svg></span>note</div><div class="admonitionContent_S0QG"><p>Although Unity is not open source, at the moment it is the only graphics engine we have tested the plugin with.
-However, it could be replaced by any other graphics engine that compiles in WebGL, such as <a href="https://godotengine.org/" target="_blank" rel="noopener noreferrer">Godot</a>, since the plugin is expected to be able to render any WebGL compilation. However, since we have not yet tested with other graphics engines, we cannot guarantee this.</p></div></div><p>Although it may seem a secondary aspect, the representation of the digital twin makes a major difference in its utility and adoption. An intuitive and attractive visual interface for users will facilitate the understanding and accessibility of the data received, which simplifies the optimization of the actual system. 3D representations stand out as one of the most effective options in this sense, which motivates most private digital twin platforms to offer support for them. For this reason, OpenTwins allows adding an interactive 3D representation of the digital twin that reacts dynamically to data received from any source (real, predicted or simulated). The components highlighted in <strong>red</strong> are the ones that enable this functionality.</p><ul><li><p><a href="https://unity.com/" target="_blank" rel="noopener noreferrer">Unity</a> This powerful <strong>graphics engine</strong>, versatile in both 3D and 2D development, is widely used in the creation of video games, simulations and engineering. It is recognized as one of the most popular, supported by a large and active community. Although it is not open source software, it can be used <a href="https://unity.com/es/products/unity-personal?currency=EUR" target="_blank" rel="noopener noreferrer">free of charge for personal or low-profit projects</a>. The technology of this engine allows to assign behaviors to 3D objects by means of scripts, which facilitates interaction both with the user and with other elements of the environment.</p><div class="theme-admonition theme-admonition-info alert alert--info admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M7 2.3c3.14 0 5.7 2.56 5.7 5.7s-2.56 5.7-5.7 5.7A5.71 5.71 0 0 1 1.3 8c0-3.14 2.56-5.7 5.7-5.7zM7 1C3.14 1 0 4.14 0 8s3.14 7 7 7 7-3.14 7-7-3.14-7-7-7zm1 3H6v5h2V4zm0 6H6v2h2v-2z"></path></svg></span>info</div><div class="admonitionContent_S0QG"><p>Unity offers a wide range of <a href="https://docs.unity3d.com/2023.2/Documentation/Manual/3D-formats.html" target="_blank" rel="noopener noreferrer">formats for importing 3D models</a>, but we emphasize its integration with <a href="https://www.blender.org/" target="_blank" rel="noopener noreferrer">Blender</a>, an open source 3D creation suite that is equally popular and supported by an active community. </p></div></div><p>On the other hand, Unity provides the possibility to compile projects in the <strong>Unity <a href="https://get.webgl.org/" target="_blank" rel="noopener noreferrer">WebGL</a></strong> format, perfect for web rendering. This option is the choice of OpenTwins, as it allows easy integration with existing web technologies, ensuring accessibility and distribution without the need for additional installations.</p></li><li><p><a href="https://github.com/ertis-research/unity-plugin-for-grafana" target="_blank" rel="noopener noreferrer">Unity panel plugin for Grafana</a>. Since Grafana serves as the front-end of OpenTwins, it is convenient that the 3D representations are embedded directly into this tool, providing a unified management and visualization of the digital twin. To achieve this, a plugin capable of <strong>rendering WebGL compilations within a Grafana panel</strong> has been developed. This plugin is able to send the digital twin data from Grafana to the compilation, allowing it to influence the rendering in real time. In addition, this plugin enables direct user interaction with the 3D model, allowing actions on 3D elements to affect other panels of the dashboard. For example, by clicking on a 3D element, another Grafana panel can automatically display data related to it.</p></li></ul></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/docs/overview/architecture.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/opentwins/docs/overview/concepts"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Concepts</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/opentwins/docs/category/installation"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Installation</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#essential-functionality" class="table-of-contents__link toc-highlight">Essential functionality</a></li><li><a href="#compositional-support" class="table-of-contents__link toc-highlight">Compositional support</a></li><li><a href="#data-prediction-with-machine-learning" class="table-of-contents__link toc-highlight">Data prediction with machine learning</a></li><li><a href="#3d-representation" class="table-of-contents__link toc-highlight">3D representation</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2024 My Project, Inc. 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+However, it could be replaced by any other graphics engine that compiles in WebGL, such as <a href="https://godotengine.org/" target="_blank" rel="noopener noreferrer">Godot</a>, since the plugin is expected to be able to render any WebGL compilation. However, since we have not yet tested with other graphics engines, we cannot guarantee this.</p></div></div><p>Although it may seem a secondary aspect, the representation of the digital twin makes a major difference in its utility and adoption. An intuitive and attractive visual interface for users will facilitate the understanding and accessibility of the data received, which simplifies the optimization of the actual system. 3D representations stand out as one of the most effective options in this sense, which motivates most private digital twin platforms to offer support for them. For this reason, OpenTwins allows adding an interactive 3D representation of the digital twin that reacts dynamically to data received from any source (real, predicted or simulated). The components highlighted in <strong>red</strong> are the ones that enable this functionality.</p><ul><li><p><a href="https://unity.com/" target="_blank" rel="noopener noreferrer">Unity</a> This powerful <strong>graphics engine</strong>, versatile in both 3D and 2D development, is widely used in the creation of video games, simulations and engineering. It is recognized as one of the most popular, supported by a large and active community. Although it is not open source software, it can be used <a href="https://unity.com/es/products/unity-personal?currency=EUR" target="_blank" rel="noopener noreferrer">free of charge for personal or low-profit projects</a>. The technology of this engine allows to assign behaviors to 3D objects by means of scripts, which facilitates interaction both with the user and with other elements of the environment.</p><div class="theme-admonition theme-admonition-info alert alert--info admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M7 2.3c3.14 0 5.7 2.56 5.7 5.7s-2.56 5.7-5.7 5.7A5.71 5.71 0 0 1 1.3 8c0-3.14 2.56-5.7 5.7-5.7zM7 1C3.14 1 0 4.14 0 8s3.14 7 7 7 7-3.14 7-7-3.14-7-7-7zm1 3H6v5h2V4zm0 6H6v2h2v-2z"></path></svg></span>info</div><div class="admonitionContent_S0QG"><p>Unity offers a wide range of <a href="https://docs.unity3d.com/2023.2/Documentation/Manual/3D-formats.html" target="_blank" rel="noopener noreferrer">formats for importing 3D models</a>, but we emphasize its integration with <a href="https://www.blender.org/" target="_blank" rel="noopener noreferrer">Blender</a>, an open source 3D creation suite that is equally popular and supported by an active community. </p></div></div><p>On the other hand, Unity provides the possibility to compile projects in the <strong>Unity <a href="https://get.webgl.org/" target="_blank" rel="noopener noreferrer">WebGL</a></strong> format, perfect for web rendering. This option is the choice of OpenTwins, as it allows easy integration with existing web technologies, ensuring accessibility and distribution without the need for additional installations.</p></li><li><p><a href="https://github.com/ertis-research/unity-plugin-for-grafana" target="_blank" rel="noopener noreferrer">Unity panel plugin for Grafana</a>. Since Grafana serves as the front-end of OpenTwins, it is convenient that the 3D representations are embedded directly into this tool, providing a unified management and visualization of the digital twin. To achieve this, a plugin capable of <strong>rendering WebGL compilations within a Grafana panel</strong> has been developed. This plugin is able to send the digital twin data from Grafana to the compilation, allowing it to influence the rendering in real time. In addition, this plugin enables direct user interaction with the 3D model, allowing actions on 3D elements to affect other panels of the dashboard. For example, by clicking on a 3D element, another Grafana panel can automatically display data related to it.</p></li></ul></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/docs/overview/architecture.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/opentwins/docs/overview/concepts"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Concepts</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/opentwins/docs/category/installation"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Installation</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#essential-functionality" class="table-of-contents__link toc-highlight">Essential functionality</a></li><li><a href="#compositional-support" class="table-of-contents__link toc-highlight">Compositional support</a></li><li><a href="#data-prediction-with-machine-learning" class="table-of-contents__link toc-highlight">Data prediction with machine learning</a></li><li><a href="#3d-representation" class="table-of-contents__link toc-highlight">3D representation</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2024 OpenTwins. 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theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>Concepts</h1><p>In this section, we will explore in depth the concept of a digital twin as defined by the platform. We will detail the information it can contain, explain the idea of a &quot;digital twin type&quot;, and discuss how the composition works.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="digital-twin-definition">Digital twin definition<a class="hash-link" href="#digital-twin-definition" title="Direct link to heading">​</a></h3><p>In the platform, <strong>a digital twin is defined as a replica of a real entity</strong>, whether tangible or not. This replica can be considered as an enhancement to monitoring the entity because, although it is not strictly necessary to be classified as a digital twin, it is beneficial to connect the real data of the entity with those generated by means of mathematical simulations or artificial intelligence. In this way, <strong>the digital twin becomes a central point that integrates all available sources of information on the entity</strong>, facilitating a unified, fast and effective query that promotes decision-making and, therefore, the optimization of the real entity.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="digital-twin-content">Digital twin content<a class="hash-link" href="#digital-twin-content" title="Direct link to heading">​</a></h3><p>A digital twin is composed of static and dynamic data. </p><ul><li><p><strong>Static data.</strong> Information relevant to the digital twin that is expected to remain constant, such as the model, the date of acquisition or the location of the machine we are replicating. </p></li><li><p><strong>Dynamic data.</strong> Data that changes over time and that we will record in time series, such as the position of a mobile robot or the values measured by a sensor.</p></li></ul><p>For example, consider a DHT22 temperature and humidity sensor. Its digital twin, represented in JSON format following the <a href="https://eclipse.dev/ditto/basic-thing.html" target="_blank" rel="noopener noreferrer">schema provided by Eclipse Ditto</a>, would look like this:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token property">&quot;policyId&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;example:DHT22&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token property">&quot;attributes&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;location&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;Spain&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token property">&quot;features&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;temperature&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      </span><span class="token property">&quot;properties&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;value&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token null keyword" style="color:rgb(189, 147, 249);font-style:italic">null</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;humidity&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      </span><span class="token property">&quot;properties&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;value&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token null keyword" style="color:rgb(189, 147, 249);font-style:italic">null</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="digital-twin-type">Digital twin type<a class="hash-link" href="#digital-twin-type" title="Direct link to heading">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="digital-twins-composition">Digital twins composition<a class="hash-link" href="#digital-twins-composition" title="Direct link to heading">​</a></h3></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/docs/overview/concepts.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" 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theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>Concepts</h1><p>In this section, we will explore in depth the concept of a digital twin as defined by the platform. We will detail the information it can contain, explain the idea of a &quot;digital twin type&quot;, and discuss how the composition works.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="digital-twin-definition">Digital twin definition<a class="hash-link" href="#digital-twin-definition" title="Direct link to heading">​</a></h3><p>In the platform, <strong>a digital twin is defined as a replica of a real entity</strong>, whether tangible or not. This replica can be considered as an enhancement to monitoring the entity because, although it is not strictly necessary to be classified as a digital twin, it is beneficial to connect the real data of the entity with those generated by means of mathematical simulations or artificial intelligence. In this way, <strong>the digital twin becomes a central point that integrates all available sources of information on the entity</strong>, facilitating a unified, fast and effective query that promotes decision-making and, therefore, the optimization of the real entity.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="digital-twin-content">Digital twin content<a class="hash-link" href="#digital-twin-content" title="Direct link to heading">​</a></h3><p>A digital twin is composed of static and dynamic data. </p><ul><li><p><strong>Static data.</strong> Information relevant to the digital twin that is expected to remain constant, such as the model, the date of acquisition or the location of the machine we are replicating. </p></li><li><p><strong>Dynamic data.</strong> Data that changes over time and that we will record in time series, such as the position of a mobile robot or the values measured by a sensor.</p></li></ul><p>For example, consider a DHT22 temperature and humidity sensor. Its digital twin, represented in JSON format following the <a href="https://eclipse.dev/ditto/basic-thing.html" target="_blank" rel="noopener noreferrer">schema provided by Eclipse Ditto</a>, would look like this:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token property">&quot;policyId&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;example:DHT22&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token property">&quot;attributes&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;location&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;Spain&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token property">&quot;features&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;temperature&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">      </span><span class="token property">&quot;properties&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token 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style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">  </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 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markdown"><h1>Purpose</h1><p>This platform has been designed to facilitate the development of digital twins and is characterised by the exclusive use of open source components. The aim is to achieve a platform that covers all the functionalities that a digital twin may require, from the most basic ones, such as simply checking its real-time state, to more advanced ones, such as the inclusion of predicted or simulated data or visualisation of 3D models of the twins.</p><div class="theme-admonition theme-admonition-danger alert alert--danger admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 12 16"><path fill-rule="evenodd" d="M5.05.31c.81 2.17.41 3.38-.52 4.31C3.55 5.67 1.98 6.45.9 7.98c-1.45 2.05-1.7 6.53 3.53 7.7-2.2-1.16-2.67-4.52-.3-6.61-.61 2.03.53 3.33 1.94 2.86 1.39-.47 2.3.53 2.27 1.67-.02.78-.31 1.44-1.13 1.81 3.42-.59 4.78-3.42 4.78-5.56 0-2.84-2.53-3.22-1.25-5.61-1.52.13-2.03 1.13-1.89 2.75.09 1.08-1.02 1.8-1.86 1.33-.67-.41-.66-1.19-.06-1.78C8.18 5.31 8.68 2.45 5.05.32L5.03.3l.02.01z"></path></svg></span>Take care</div><div class="admonitionContent_S0QG"><p>This platform is currently under development, so its use in production environments is not recommended at this stage.</p></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/docs/overview/purpose.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/opentwins/docs/category/overview"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Overview</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/opentwins/docs/overview/concepts"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Concepts</div></a></nav></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2024 My Project, Inc. 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markdown"><h1>Purpose</h1><p>This platform has been designed to facilitate the development of digital twins and is characterised by the exclusive use of open source components. The aim is to achieve a platform that covers all the functionalities that a digital twin may require, from the most basic ones, such as simply checking its real-time state, to more advanced ones, such as the inclusion of predicted or simulated data or visualisation of 3D models of the twins.</p><div class="theme-admonition theme-admonition-danger alert alert--danger admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 12 16"><path fill-rule="evenodd" d="M5.05.31c.81 2.17.41 3.38-.52 4.31C3.55 5.67 1.98 6.45.9 7.98c-1.45 2.05-1.7 6.53 3.53 7.7-2.2-1.16-2.67-4.52-.3-6.61-.61 2.03.53 3.33 1.94 2.86 1.39-.47 2.3.53 2.27 1.67-.02.78-.31 1.44-1.13 1.81 3.42-.59 4.78-3.42 4.78-5.56 0-2.84-2.53-3.22-1.25-5.61-1.52.13-2.03 1.13-1.89 2.75.09 1.08-1.02 1.8-1.86 1.33-.67-.41-.66-1.19-.06-1.78C8.18 5.31 8.68 2.45 5.05.32L5.03.3l.02.01z"></path></svg></span>Take care</div><div class="admonitionContent_S0QG"><p>This platform is currently under development, so its use in production environments is not recommended at this stage.</p></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/docs/overview/purpose.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/opentwins/docs/category/overview"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Overview</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/opentwins/docs/overview/concepts"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Concepts</div></a></nav></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2024 OpenTwins. 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class="docMainContainer_gTbr"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/opentwins/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_OVgt"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Quickstart</span><meta itemprop="position" content="1"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>Quickstart</h1><p>Welcome to OpenTwins, a flexible platform adapted to your needs! Although OpenTwins offers extensive customization options, we understand the importance of simplicity for beginners. Therefore, let&#x27;s embark on a short journey together, showing you the quickest route to deploy the platform and develop a simple, functional digital twin.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="prerequisites">Prerequisites<a class="hash-link" href="#prerequisites" title="Direct link to heading">​</a></h2><p>Please be sure you have the following utilities installed on your host machine:</p><ul><li><a href="https://www.docker.com/" target="_blank" rel="noopener noreferrer">Docker</a></li><li><a href="https://kubernetes.io/releases/download/" target="_blank" rel="noopener noreferrer">Kubernetes</a></li><li><a href="https://helm.sh/docs/intro/install/" target="_blank" rel="noopener noreferrer">Helm</a> v3</li></ul><p>If you don&#x27;t have a Kubernetes cluster, you can set one up on local using <a href="https://minikube.sigs.k8s.io/docs/" target="_blank" rel="noopener noreferrer">minikube</a>. For a smooth deployment experience, we suggest you use the following minimum configuration values.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">minikube start --cpus </span><span class="token number">4</span><span class="token plain"> --disk-size 40gb --memory </span><span class="token number">8192</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl config use-context minikube</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="installation">Installation<a class="hash-link" href="#installation" title="Direct link to heading">​</a></h2><p>The quickest way to deploy OpenTwins is <a href="https://helm.sh/docs/intro/using_helm/" target="_blank" rel="noopener noreferrer">using Helm</a>.</p><p>The following command adds the ERTIS repository where the OpenTwins helm chart is located.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">helm repo </span><span class="token function" style="color:rgb(80, 250, 123)">add</span><span class="token plain"> ertis https://ertis-research.github.io/Helm-charts/</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To deploy the platform with recommended functionality, use the command below:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">helm upgrade --install opentwins ertis/OpenTwins -n opentwins --wait --dependency-update</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To modify the components to be deployed and connected during the installation, you can check the <a href="/opentwins/docs/installation/using-helm">installation via Helm</a>.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="define-your-first-digital-twin">Define your first digital twin<a class="hash-link" href="#define-your-first-digital-twin" title="Direct link to heading">​</a></h2><p>A digital twin is composed of static and dynamic data. </p><p><strong>Static data.</strong> Information relevant to the digital twin that is expected to remain constant, such as the model, the date of acquisition or the location of the machine we are replicating. </p><p><strong>Dynamic data.</strong> Data that changes over time and that we will record in time series, such as the position of a mobile robot or the values measured by a sensor.</p><p>For example, consider a DHT22 temperature and humidity sensor. Its digital twin, represented in JSON format following the schema provided by Eclipse Ditto, would look like this:</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="link-the-digital-twin-to-a-data-input">Link the digital twin to a data input<a class="hash-link" href="#link-the-digital-twin-to-a-data-input" title="Direct link to heading">​</a></h2><h2 class="anchor anchorWithStickyNavbar_LWe7" id="visualize-twin-data">Visualize twin data<a class="hash-link" href="#visualize-twin-data" title="Direct link to heading">​</a></h2></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/docs/quickstart.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--next" href="/opentwins/docs/category/overview"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Overview</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#prerequisites" class="table-of-contents__link toc-highlight">Prerequisites</a></li><li><a href="#installation" class="table-of-contents__link toc-highlight">Installation</a></li><li><a href="#define-your-first-digital-twin" class="table-of-contents__link toc-highlight">Define your first digital twin</a></li><li><a href="#link-the-digital-twin-to-a-data-input" class="table-of-contents__link toc-highlight">Link the digital twin to a data input</a></li><li><a href="#visualize-twin-data" class="table-of-contents__link toc-highlight">Visualize twin data</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2024 My Project, Inc. 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class="docMainContainer_gTbr"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/opentwins/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_OVgt"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Quickstart</span><meta itemprop="position" content="1"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>Quickstart</h1><p>Welcome to OpenTwins, a flexible platform adapted to your needs! Although OpenTwins offers extensive customization options, we understand the importance of simplicity for beginners. Therefore, let&#x27;s embark on a short journey together, showing you the quickest route to deploy the platform and develop a functional digital twin.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="installation">Installation<a class="hash-link" href="#installation" title="Direct link to heading">​</a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="prerequisites">Prerequisites<a class="hash-link" href="#prerequisites" title="Direct link to heading">​</a></h3><p>Please be sure you have the following utilities installed on your host machine:</p><ul><li><a href="https://www.docker.com/" target="_blank" rel="noopener noreferrer">Docker</a></li><li><a href="https://kubernetes.io/releases/download/" target="_blank" rel="noopener noreferrer">Kubernetes</a></li><li><a href="https://helm.sh/docs/intro/install/" target="_blank" rel="noopener noreferrer">Helm</a> v3</li></ul><p>If you don&#x27;t have a Kubernetes cluster, you can set one up on local using <a href="https://minikube.sigs.k8s.io/docs/" target="_blank" rel="noopener noreferrer">minikube</a>. For a smooth deployment experience, we suggest you use the following minimum configuration values.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">minikube start --cpus </span><span class="token number">4</span><span class="token plain"> --disk-size 40gb --memory </span><span class="token number">8192</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">kubectl config use-context minikube</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="deploy">Deploy<a class="hash-link" href="#deploy" title="Direct link to heading">​</a></h3><p>The quickest way to deploy OpenTwins is <a href="https://helm.sh/docs/intro/using_helm/" target="_blank" rel="noopener noreferrer">using Helm</a>.</p><p>The following command adds the ERTIS repository where the OpenTwins helm chart is located.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">helm repo </span><span class="token function" style="color:rgb(80, 250, 123)">add</span><span class="token plain"> ertis https://ertis-research.github.io/Helm-charts/</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To deploy the platform with recommended functionality, use the command below:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token plain">helm upgrade --install opentwins ertis/OpenTwins -n opentwins --wait --dependency-update</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To modify the components to be deployed and connected during the installation, you can check the <a href="/opentwins/docs/installation/using-helm">installation via Helm</a>.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="create-your-first-digital-twin">Create your first digital twin<a class="hash-link" href="#create-your-first-digital-twin" title="Direct link to heading">​</a></h2><center><img loading="lazy" src="/opentwins/assets/images/create-digital-twins-bd76130c9ab23c157cdfcd9dcb0fdc5b.png" alt="Create digital twins" style="width:700px;margin:40px" class="img_ev3q"></center><p><strong>A digital twin must be at least a synchronized replica of a real system or object</strong>. To create it, the first step involves understanding the purpose of the digital twin, designing its structure and defining its most relevant characteristics. Next, it is necessary to define this information in OpenTwins and then connect the data sources that will feed the model. Finally, it is necessary to represent the data in a way that is understandable to any user.</p><p>Optionally, other useful functionalities can be added to the digital twin. In OpenTwins, we offer the integration of AI/ML models, the addition of 3D models and the execution of FMI or containerized simulations. However, this tutorial will not cover these extra functionalities, so we recommend consulting their respective guides for more information.</p><p>Following these steps, we will use OpenTwins to develop the <strong>digital twin of a car</strong>. In this case, for simplicity, we will focus only on the speed and direction of the car&#x27;s four wheels. In addition, we will record the GPS location of the vehicle for tracking.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="design">Design<a class="hash-link" href="#design" title="Direct link to heading">​</a></h3><p>Taking advantage of the platform&#x27;s functionalities, we will create a <a href="/opentwins/docs/overview/concepts#digital-twins-composition">composite digital twin</a>.
+For this purpose, we will define <a href="/opentwins/docs/overview/concepts#digital-twin-type">types</a> &quot;t_car&quot; and &quot;t_wheel&quot;, which will abstract information about the car and the wheel, respectively.
+These types will be linked by a composition relation, which means that a car comprises four wheels. Once all this is set up, instantiating the car as a digital twin will automatically generate twins for all four wheels.
+In this way, we can independently access the data for each wheel and easily add digital twins for other cars or other contexts.</p><center><img loading="lazy" src="/opentwins/assets/images/model-car-example-512468f12b81f00c7e402a2a222d83ba.jpg" alt="Create digital twins" style="width:700px" class="img_ev3q"></center><div class="theme-admonition theme-admonition-info alert alert--info admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M7 2.3c3.14 0 5.7 2.56 5.7 5.7s-2.56 5.7-5.7 5.7A5.71 5.71 0 0 1 1.3 8c0-3.14 2.56-5.7 5.7-5.7zM7 1C3.14 1 0 4.14 0 8s3.14 7 7 7 7-3.14 7-7-3.14-7-7-7zm1 3H6v5h2V4zm0 6H6v2h2v-2z"></path></svg></span>info</div><div class="admonitionContent_S0QG"><p>The creation of <strong>types is not essential</strong> to create a digital twin, but <strong>it is recommended</strong> to facilitate future work. You can create digital twins directly without defining a type, just select the <em>from scratch</em> option in the twin creation form.</p></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="definition">Definition<a class="hash-link" href="#definition" title="Direct link to heading">​</a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="create-car-type">Create Car type<a class="hash-link" href="#create-car-type" title="Direct link to heading">​</a></h4><p>First, we will create the car type. To do so, we navigate to the <em>Types</em> section in the interface and click on the blue <em>Create new type</em> button. In this form, we must fill in the <a href="/opentwins/docs/overview/concepts#digital-twin-content">digital twin information</a> that will be common for all instances. This includes the name, description and image of the twin, along with the values it will store, in this case <strong>gps</strong>.
+We will define this type within a namespace and assign it a name.
+The combination of the namespace and the name will be referred to as the <a href="https://eclipse.dev/ditto/3.3/basic-thing.html#thing-id" target="_blank" rel="noopener noreferrer">thingId</a>.</p><details class="details_lb9f alert alert--info details_b_Ee" data-collapsed="true"><summary>Screenshots of the filled form</summary><div><div class="collapsibleContent_i85q"><div><center><img loading="lazy" src="/opentwins/assets/images/create-type-car-1-83262c74d042b2f67b088012aff4f2f4.png" alt="Create type - Identification and type information" class="img_ev3q"><img loading="lazy" src="/opentwins/assets/images/create-type-car-2-a21e3c1f407d74316e407ab8998d192e.png" alt="Create type - attributes and features" class="img_ev3q"></center></div></div></div></details><p>The JSON generated in <a href="https://eclipse.dev/ditto/3.3/basic-thing.html#model-specification" target="_blank" rel="noopener noreferrer">Ditto Thing</a> model is shown to the right of the form, which in this case corresponds to the following JSON:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;thingId&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;example:t_car&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;policyId&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;default:basic_policy&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;attributes&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;name&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;Car&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;description&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;Digital twin example for quickstart&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;image&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;https://images.pexels.com/photos/119435/pexels-photo-119435.jpeg&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;features&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;gps&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;properties&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;value&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token null keyword" style="color:rgb(189, 147, 249);font-style:italic">null</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Click on the blue <em>Create type</em> button to create the type. A message should appear indicating that the type has been successfully created. You can close this message and return to the main screen.</p><div class="theme-admonition theme-admonition-info alert alert--info admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M7 2.3c3.14 0 5.7 2.56 5.7 5.7s-2.56 5.7-5.7 5.7A5.71 5.71 0 0 1 1.3 8c0-3.14 2.56-5.7 5.7-5.7zM7 1C3.14 1 0 4.14 0 8s3.14 7 7 7 7-3.14 7-7-3.14-7-7-7zm1 3H6v5h2V4zm0 6H6v2h2v-2z"></path></svg></span>info</div><div class="admonitionContent_S0QG"><p>If you have installed OpenTwins with Helm, you should have a basic policy. Currently, we do not take into account the restriction of access to digital twins by <a href="https://eclipse.dev/ditto/3.3/basic-policy.html" target="_blank" rel="noopener noreferrer">policy</a>, so we always use the same one. Still, using this functionality is possible with OpenTwins, although you must interact directly with Eclipse Ditto. </p><p>For more details see the <a href="https://eclipse.dev/ditto/3.3/http-api-doc.html#/Policies" target="_blank" rel="noopener noreferrer">Eclipse Ditto documentation</a>.</p></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="create-wheel-type">Create Wheel type<a class="hash-link" href="#create-wheel-type" title="Direct link to heading">​</a></h4><p>Next we will create the type for the wheels.
+In the list of types, we will access the type of the car we have just created to see its information.
+Here we select the <strong>children tab</strong> and click on the <strong>create new type</strong> button.
+This form is almost identical to the previous one, with the difference that we can directly specify the number of instances of this new type to be created when a <em>t_car</em> type is instantiated.
+In our example we will have to indicate a 4 in this section and fill in the rest of the form as before.
+This type, in addition to its identification and basic information, will have as features the <strong>velocity</strong> and <strong>direction</strong> of the wheel.</p><details class="details_lb9f alert alert--info details_b_Ee" data-collapsed="true"><summary>Screenshots of the filled form</summary><div><div class="collapsibleContent_i85q"><div><center><img loading="lazy" src="/opentwins/assets/images/create-type-wheel-1-510d4b9fc36964dbd300146a9a583039.png" alt="Create type - Identification and type information" class="img_ev3q"><img loading="lazy" src="/opentwins/assets/images/create-type-wheel-2-839f10a61f723425f7e52e34ebbc0348.png" alt="Create type - attributes and features" class="img_ev3q"></center></div></div></div></details><p>In this case the JSON of the generated Ditto Thing is the following:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#F8F8F2;--prism-background-color:#282A36"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#F8F8F2"><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;thingId&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;example:t_wheel&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;policyId&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;default:basic_policy&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;attributes&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;name&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;Wheel&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;description&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;Digital twin example for quickstart&quot;</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;image&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(255, 121, 198)">&quot;https://images.pexels.com/photos/111766/pexels-photo-111766.jpeg&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token property">&quot;features&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;velocity&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;properties&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;value&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token null keyword" style="color:rgb(189, 147, 249);font-style:italic">null</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token punctuation" style="color:rgb(248, 248, 242)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token property">&quot;direction&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token property">&quot;properties&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(248, 248, 242)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">                </span><span class="token property">&quot;value&quot;</span><span class="token operator">:</span><span class="token plain"> </span><span class="token null keyword" style="color:rgb(189, 147, 249);font-style:italic">null</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">            </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">        </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain">    </span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#F8F8F2"><span class="token plain"></span><span class="token punctuation" style="color:rgb(248, 248, 242)">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>After clicking the <strong>Create type</strong> button, a confirmation message will appear.
+If we now navigate to the children tab of the <em>t_car</em> type, it will show that the <em>t_wheel</em> type is one of its children and will be instantiated four times.</p><center><img loading="lazy" src="/opentwins/assets/images/children-car-afb301bc04e66adf657430149d186497.png" alt="Children of car type" class="img_ev3q"></center><h4 class="anchor anchorWithStickyNavbar_LWe7" id="create-the-digital-twins">Create the digital twins<a class="hash-link" href="#create-the-digital-twins" title="Direct link to heading">​</a></h4><p>All that remains is to instantiate the car type so that all the twins are created.
+To do this, navigate to the <em>Twins</em> section and click on <strong>Create a new twin</strong>.
+In the form, specify the identification of the twin and select the <em>t_car</em> type.
+All data will be filled in automatically, though you can modify it if desired by activating the customization switch.</p><details class="details_lb9f alert alert--info details_b_Ee" data-collapsed="true"><summary>Screenshots of the filled form</summary><div><div class="collapsibleContent_i85q"><div><center><img loading="lazy" src="/opentwins/assets/images/create-twin-car-a9b18a2a05ffe4b0a6dc0c3936c2c654.png" alt="Create twin form" class="img_ev3q"></center></div></div></div></details><p>After clicking on create twin, the 5 digital twins will be generated automatically. A successfull message will appear when the process is finished.
+If we check the list of twins, we will see our twin example: car.
+By clicking on it and accessing the children tab, we will find four twins corresponding to its wheels, each with the features specified in their respective type.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="connection">Connection<a class="hash-link" href="#connection" title="Direct link to heading">​</a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="visualization">Visualization<a class="hash-link" href="#visualization" title="Direct link to heading">​</a></h3></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/docs/quickstart.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--next" href="/opentwins/docs/category/overview"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Overview</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#installation" class="table-of-contents__link toc-highlight">Installation</a><ul><li><a href="#prerequisites" class="table-of-contents__link toc-highlight">Prerequisites</a></li><li><a href="#deploy" class="table-of-contents__link toc-highlight">Deploy</a></li></ul></li><li><a href="#create-your-first-digital-twin" class="table-of-contents__link toc-highlight">Create your first digital twin</a><ul><li><a href="#design" class="table-of-contents__link toc-highlight">Design</a></li><li><a href="#definition" class="table-of-contents__link toc-highlight">Definition</a></li><li><a href="#connection" class="table-of-contents__link toc-highlight">Connection</a></li><li><a href="#visualization" class="table-of-contents__link toc-highlight">Visualization</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2024 OpenTwins. Built with Docusaurus. Icons from Flaticon.</div></div></div></footer></div>
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