Dynamic thing groups - Amazon IoT Core
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Dynamic thing groups

Dynamic thing groups are created from specific search queries in the registry. Search query parameters such as device connectivity, device shadow creation, and Amazon IoT Device Defender violations data support this. Dynamic thing groups require fleet indexing enabled to index, search, and aggregate your devices' data. You can preview the things in a dynamic thing group using a fleet indexing search query before creating it. For more information, see Fleet indexing and Query syntax.

Note

Dynamic thing group operations are metered under registry operations. For more information, see Amazon IoT Core additional metering details.

Dynamic thing groups differ from static thing groups in the following ways:

  • Thing membership is not explicitly defined. To create a dynamic thing group, define a search query string to determine group membership.

  • Dynamic thing groups can't be part of a hierarchy.

  • Dynamic thing groups can't have policies applied to them.

  • You use a different set of commands to create, update, and delete dynamic thing groups. For all other operations, you use the same commands for both types of thing groups.

  • The number of dynamic groups per Amazon Web Services account is limited.

  • Don't use personally identifiable information in your thing group name. The thing group name can appear in unencrypted communications and reports.

For more information about static thing groups, see Static thing groups.

Use cases of dynamic thing groups

You can use dynamic thing groups for the following use cases:

Specify a dynamic thing group as a target for a job

Creating a continuous job with a dynamic thing group as target allows you to automatically target devices when they meet the desired criteria. The criteria can be the connectivity state or any criteria stored in registry or shadow such as software version or model. If a thing doesn’t appear in the dynamic thing group, it won’t receive the job document from the job.

For example, if your device fleet requires a firmware update to minimize the risk of interruption during the update process, and you only want to update the firmware on devices with a battery life greater than 80%. You can create a dynamic thing group called 80PercentBatteryLife that only includes devices with a battery life above 80% and use it as the target for your job. Only devices that meet your battery life criteria will receive the firmware update. As devices reach the 80% battery life criteria, they are automatically added to the dynamic thing group and will receive the firmware update.

You may also have multiple device models with different firmware or operating system, necessitating different versions of new software updates. This is the most common use case for dynamic groups with continuous jobs, where you can create a dynamic group for each device model, firmware and OS combination. You can then set up continuous jobs to each of these dynamic groups to push software updates as devices automatically become members of these groups based on the defined criteria.

For more information about specifying thing groups as job targets, see CreateJob.

Use dynamic group membership changes to perform desired actions

Each time a device is added to or removed from a dynamic thing group, a notification is sent to an MQTT topic as part of registry event updates. You can configure Amazon IoT Core rules to interact with Amazon services based on the dynamic group membership updates and take desired actions. Example actions include writing to Amazon DynamoDB, invoking a Lambda function, or sending a notification to Amazon SNS.

Add devices to a dynamic thing group for automatic violation detection

Amazon IoT Device Defender Detect customers can define a security profile on a dynamic thing group. Devices of the dynamic thing group are automatically detected for violations by the security profile defined on the group.

Set log levels on dynamic thing groups to observe devices with fine-grained logging

You can specify a log level on a dynamic thing group. This is useful if you only want to customize logging level and detail for devices that meet certain criteria. For example, if you suspect devices with certain firmware version are causing errors on a specific rule's published topic, you might want to set detailed logging to debug these issues. In this case, you can create a dynamic group for all devices that have this firmware version, which we assume is stored as a registry attribute or in a device shadow. You can then set a debug level, with logging target defined as this dynamic thing group. For more information about fine-grained logging, see Monitor Amazon IoT using CloudWatch Logs. For more information about how to specify a logging level for a specific thing group, see Configure resource-specific logging in Amazon IoT.

Create a dynamic thing group

Use the CreateDynamicThingGroup command to create a dynamic thing group. To create a dynamic thing group for the 80PercentBatteryLife scenario, use the create-dynamic-thing-group CLI command:

$ aws iot create-dynamic-thing-group --thing-group-name "80PercentBatteryLife" --query-string "attributes.batterylife80"
Note

Don't use personally identifiable information in your dynamic thing group names.

The CreateDynamicThingGroup command returns a response. The response contains the index name, query string, query version, thing group name, thing group ID, and the Amazon Resource Name (ARN) of your thing group:

{ "indexName": "AWS_Things", "queryVersion": "2017-09-30", "thingGroupName": "80PercentBatteryLife", "thingGroupArn": "arn:aws:iot:us-west-2:123456789012:thinggroup/80PercentBatteryLife", "queryString": "attributes.batterylife80\n", "thingGroupId": "abcdefgh12345678ijklmnop12345678qrstuvwx" }

The creation of dynamic thing groups doesn't happen at once. The dynamic thing group backfill takes time to complete. When you create a dynamic thing group, the status of the group is set to BUILDING. When the backfill is complete, the status changes to ACTIVE. To check the status of your dynamic thing group, use the DescribeThingGroup command.

Describe a dynamic thing group

Use the DescribeThingGroup command to get information about a dynamic thing group:

$ aws iot describe-thing-group --thing-group-name "80PercentBatteryLife"

The DescribeThingGroup command returns information about the specified group:

{ "status": "ACTIVE", "indexName": "AWS_Things", "thingGroupName": "80PercentBatteryLife", "thingGroupArn": "arn:aws:iot:us-west-2:123456789012:thinggroup/80PercentBatteryLife", "queryString": "attributes.batterylife80\n", "version": 1, "thingGroupMetadata": { "creationDate": 1548716921.289 }, "thingGroupProperties": {}, "queryVersion": "2017-09-30", "thingGroupId": "84dd9b5b-2b98-4c65-84e4-be0e1ecf4fd8" }

Running DescribeThingGroup on a dynamic thing group returns attributes that are specific to the dynamic thing groups. Example return attributes are the queryString and the status.

The status of a dynamic thing group can take the following values:

ACTIVE

The dynamic thing group is ready for use.

BUILDING

The dynamic thing group is being created, and thing membership is being processed.

REBUILDING

The dynamic thing group's membership is being updated, following the adjustment of the group's search query.

Note

After you create a dynamic thing group, use it regardless of its status. Only dynamic thing groups with an ACTIVE status include all of the things that match the search query for that dynamic thing group. Dynamic thing groups with BUILDING and REBUILDING statuses might not include all of the things that match the search query.

Update a dynamic thing group

Use the UpdateDynamicThingGroup command to update the attributes of a dynamic thing group, including the group's search query. The following command updates two attributes. One is the thing group description, and the other is the query string that changes the membership criteria to battery life > 85:

$ aws iot update-dynamic-thing-group --thing-group-name "80PercentBatteryLife" --thing-group-properties "thingGroupDescription=\"This thing group contains devices with a battery life greater than 85 percent.\"" --query-string "attributes.batterylife85"

The UpdateDynamicThingGroup command returns a response that contains the group's version number after the update:

{ "version": 2 }

The update of a dynamic thing group doesn't happen at once. The dynamic thing group backfill takes time to complete. When you update a dynamic thing group, the status of the group changes to REBUILDING while the group updates its membership. When the backfill is complete, the status changes to ACTIVE. To check the status of your dynamic thing group, use the DescribeThingGroup command.

Delete a dynamic thing group

Use the DeleteDynamicThingGroup command to delete a dynamic thing group:

$ aws iot delete-dynamic-thing-group --thing-group-name "80PercentBatteryLife"

The DeleteDynamicThingGroup command doesn't produce any output.

Commands that show which groups a thing belongs to (for example, ListGroupsForThing) might continue to show the group while records in the cloud are being updated.

Dynamic and Static Thing Group Limitations

Dynamic thing groups and static thing groups share the following limitations:

  • The number of attributes that a thing group can have is limited.

  • The number of groups to which a thing can belong is limited.

  • You can't rename thing groups.

  • Thing group names can't contain international characters, such as û, é, and ñ.

Dynamic Thing Group Limitations

Dynamic thing groups have the following limitations:

Fleet indexing

With the fleet indexing service enabled, you can perform search queries on your fleet of devices. You can create and manage dynamic thing groups after the fleet indexing backfill is completed. The completion time for the backfill process is directly affeted by the size of your device fleet registered with the Amazon Web Services Cloud. After you enable the fleet indexing service for dynamic thing groups, you cannot disable it until you delete all of your dynamic thing groups.

Note

If you have permissions to query the fleet index, you can access the data of things across the entire fleet.

The number of dynamic thing groups is limited

The number of dynamic thing groups is limited.

Successful commands can log errors

When you create or update a dynamic thing group, it's possible that some things are eligible for inclusion in a dynamic thing group, but they are not added to it. That scenario will cause a succeessful create or update command while logging an error and generating an AddThingToDynamicThingGroupsFailed metric. A single metric can represent multiple log entries.

An error log entry in the CloudWatch log is created when the following occurs:

  • An eligible thing can't be added to a dynamic thing group.

  • A thing is removed from a dynamic thing group to add it to another group.

When a thing becomes eligible to be added to a dynamic thing group, consider the following:

  • Is the thing already in as many groups as it can be? (See limits)

    • NO: The thing is added to the dynamic thing group.

    • YES: Is the thing a member of any dynamic thing groups?

      • NO: The thing can't be added to the dynamic thing group, an error is logged, and an AddThingToDynamicThingGroupsFailed metric is generated.

      • YES: Is the dynamic thing group to join older than any dynamic thing group that the thing is already a member of?

When a thing in a dynamic thing group no longer meets the search query, the thing is removed from the dynamic thing group. Likewise, when a thing is updated to meet a dynamic thing group's search query, the thing is then added to the group as previously described. These additions and removals are normal and don't produce error log entries.

With overrideDynamicGroups enabled, static groups take priority over dynamic groups

The number of groups to which a thing can belong is limited. When you use the AddThingToThingGroup or UpdateThingGroupsForThing commands to update thing membership, adding the --overrideDynamicGroups parameter gives static thing groups priority over dynamic thing groups.

When you add a thing to a static thing group, consider the following:

  • Does the thing already belong to the maximum number of groups?

    • NO: The thing is added to the static thing group.

    • YES: Is the thing in any dynamic groups?

      • NO: The thing can't be added to the thing group. The command raises an exception.

      • YES: Was --overrideDynamicGroups enabled?

        • NO: The thing can't be added to the thing group. The command raises an exception.

        • YES: The thing is removed from the most recently created dynamic thing group, an error is logged, and an AddThingToDynamicThingGroupsFailed metric is generated for the dynamic thing group from which the thing was removed. Then, the thing is added to the static thing group.

Older dynamic thing groups take priority over newer ones

The number of groups to which a thing can belong is limited. When a create or update operation creates additional group eligibility for a thing and the thing has reached its group limit, removal from another dynamic thing group can occur to enable this addition. For more information about how this occurs, see Successful commands can log errors and With overrideDynamicGroups enabled, static groups take priority over dynamic groups for examples.

When a thing is removed from a dynamic thing group, an error is logged and an event is raised.

You can't apply policies to dynamic thing groups

Attempting to apply a policy to a dynamic thing group generates an exception.

Dynamic thing group membership is eventually consistent

Only the final state of a thing is evaluated for the registry. Intermediary states can be skipped if states are updated rapidly. Avoid associating a rule or job with a dynamic thing group whose membership depends on an intermediary state.