How to store hierarchical data through FIWARE Cygnus with MongoDB

Question

I've deployed a FIWARE configuration to receive MQTT messages from TheThingsNetwork. The configuration uses IoTAgent-JSON, Orion and Cygnus, with a MongoDB backend for Cygnus.

The messages are correctly persisted to MongoDB. Unfortunately, the message data having a hierarchical structure, some parts of the message appear as strings in MongoDB, instead of embedded subdocuments.

This makes it difficult to query the data.

Here are the details:

The message format is defined by the TTN MQTT Data API .

I've defined an entity type on Orion as follows:

curl http://localhost:1026/v2/entities -X POST -H "content-type: application/json" -H "fiware-service: myservice" -H "fiware-servicepath: /mypath" -d @- << EOF
{
    "id": "TtnMqttMessage",
    "type": "TtnMqttMessge",
    "app_id": { "type": "Text", "value": "my-app-id" },
    "dev_id": { "type": "Text", "value": "my-dev-id" },
    ...
    "metadata": { "type": "StructuredValue", "value": {
        "airtime": 46336000,
        "time": "1970-01-01T00:00:00Z",
        ...
        "gateways": 
        [ 
            {
                "gw_id": "gw1",
                "timestamp": 12345,
                "time": "1970-01-01T00:00:00Z",
                ...
                "altitude": 6
            }
        ]
    } }
}
EOF

In particular, in the configuration above, metadata is a structured value, containing an array of gateways .

On IoTAgent-JSON, a service and a device are provisioned:

curl http://localhost:4041/iot/services -X POST -H "content-type: application/json" -H "fiware-service: myservice" -H "fiware-servicepath: /mypath" -d @- << EOF
{
    "services": [
        {
            "apikey": "my_app_id",
            "entity_type": "TtnMqttMessage",
            "resource": "/iot/json"
        }
    ]
}
EOF

curl http://localhost:4041/iot/devices?options=keyValues -X POST -H "content-type: application/json" -H "fiware-service: myservice" -H "fiware-servicepath: /mypath" -d @- << EOF
{
    "devices": [{
        "device_id": "my_device_id",
        "entity_name": "TtnMqttMessage",
        "entity_type": "TtnMqttMessage",
        "timezone": "Europe/Zurich",
        "transport": "MQTT"
    }]
}
EOF

Finally, a notification subscription is established from Orion to Cygnus:

curl http://localhost:1026/v1/subscribeContext -H "content-type: application/json" -H "fiware-service: myservice" -H "fiware-servicepath: /mypath" -X POST  -d @- << EOF
{
    "entities": [
        {
            "type": "TtnMqttMessage",
            "isPattern": "false",
            "id": "TtnMqttMessage"
        }
    ],
    "attributes": [ "app_id", "dev_id", "hardware_serial", "port", "counter",  "is_retry",  "confirmed", "payload_raw", "payload_fields", "metadata" ],
    "reference": "http://cygnus:5050/notify",
    "duration": "P100Y",
    "notifyConditions": [
        {
            "type": "ONCHANGE",
            "condValues": [ "app_id", "dev_id", "payload_raw", "counter" ]
        }
    ]
}
EOF

The received messages are persisted to MongoDB:

> mongo
> ...
> db['..collectionname...'].findOne();
{
    "_id" : ObjectId("5adf0b904cedfd001cd72113"),
    "recvTime" : ISODate("2018-04-24T10:48:47.605Z"),
    "app_id" : "my-app-id",
    "confirmed" : "false",
    "counter" : "2",
    "dev_id" : "my-dev-id",
    "hardware_serial" : "0102030405060708",
    "is_retry" : "false",
    "metadata" : "{\"airtime\":4.6336e+07,\"time\":\"1970-01-01T00:00:00Z\",\"frequency\":868.1,\"modulation\":\"LORA\",\"data_rate\":\"SF7BW125\",\"bit_rate\":50000,\"coding_rate\":\"4/5\",\"latitude\":52.2345,\"longitude\":6.2345,\"altitude\":2,\"gateways\":[{\"gw_id\":\"gw1\",\"timestamp\":12345,\"time\":\"1970-01-01T00:00:00Z\",\"channel\":0,\"rssi\":-25,\"snr\":5,\"rf_chain\":0,\"latitude\":52.1234,\"longitude\":6.1234,\"altitude\":6}]}",
    "payload_fields" : "{}",
    "payload_raw" : "AQIDBA",
    "port" : "1"
}

As can be seen above, the attribute metadata , and in particular the array gateways it contains, are stored as strings and not as JSON subdocuments.

How can I persist the data in a format that can be easily queried? Eg.

• with an embedded subdocument under metadata (denormalized form)
• or in normalized form where metadata is a separate document that references the main document for the message.

Answer 1

创建的实体看起来结构良好，我注意到您使用v2创建了实体，但是您订阅了使用v1来接收通知，我知道这样做是一种正确的方法，但是由于该原因可能会产生错误的行为。