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| title: Node to Participant mapping | ||
| permalink: articles/node_to_participant_mapping.html | ||
| abstract: This article analyzes the performance implications of enforcings a one-to-one mapping between ROS nodes and DDS participants, and propose alternative approaches. | ||
| author: '[Ivan Paunovic](https://github.com/ivanpauno)' | ||
| published: true | ||
| categories: Middleware | ||
| --- | ||
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| {:toc} | ||
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| # {{ page.title }} | ||
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| <div class="abstract" markdown="1"> | ||
| {{ page.abstract }} | ||
| </div> | ||
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| Original Author: {{ page.author }} | ||
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| ## Introduction | ||
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| ### What is a `Node`? | ||
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| In ROS, a `Node` is an entity used to group other entities. | ||
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| For example: `Publishers`, `Subscriptions`, `Services`, `Clients`. | ||
| `Nodes` ease organization and code reuse, as they can be composed and launched in different ways. | ||
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| ### What is a `Domain Participant`? | ||
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| A `Domain Participant` is a type of DDS entity. | ||
| `Participants` also group other entities, like `Publishers`, `Subscribers`, `Data Writters`, `Data Readers`, etc. | ||
| But participants do more than that: | ||
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| - Each `Participant` does discovery by its own. | ||
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| Creating more than one `Participant` increases cpu usage and network IO load. | ||
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| - Each `Participant` keeps track of other `Domain Participants` and DDS entities. | ||
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| Using more than one will duplicate that data. | ||
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| - Each `Participant` may create multiple threads for event handling, discovery, etc. | ||
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| The number of threads created per participant depend on the DDS vendor (e.g.: [connext](https://community.rti.com/best-practices/create-few-domainparticipants-possible)). | ||
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| For those reasons, `Participants` are heavyweight. | ||
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| ### Current status | ||
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| There is a one-to-one mapping between `Nodes` and `DDS Participants`. | ||
| This simplified the design, as `DDS Participants` provide the same organization that a `Node` needs. | ||
| The drawback of this approach, is that with an increasing number of nodes the overhead also increases. | ||
| Furthermore, the maximum number of `Domain participants` is rather small. | ||
| For example, [RTI connext](https://community.rti.com/kb/what-maximum-number-participants-domain) is limited to 120 participants per domain. | ||
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| ## Proposal | ||
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| The goal of this proposal is to improve overall performance by avoiding the creation of one `Domain Participant` per `Node`. | ||
| API changes will be avoided, if possible. | ||
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| ### What is a participant mapped to? | ||
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| There are two main alternatives: | ||
| - One participant per process. | ||
| - One participant per context. | ||
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| The second approach allows more flexibility. | ||
| Considering that by default there's only one context per process, it wouldn't affect the case where each node runs in its own process. | ||
| And even in the case that multiple nodes are running in a single process it allows to group them into different context - ranging from a separate context for each node, over grouping a few nodes in the same context, to using a single context for all nodes. | ||
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| ### What is a Node now? | ||
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| There's no lightweight DDS equivalent of a ROS `Node`, so these must be implemented on top of it. | ||
| A `Node` should be able to: | ||
| - Create other entities as `Publishers`, `Subscriptions`, `Services` and `Clients`. | ||
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| `Nodes` should own those entities, that is to say, those entity shouldn't outlive a `Node`. | ||
| - List all its entities. | ||
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| For all the entities, it should be possible to get the `Node` that created them. | ||
| Each `Participant` should store all the information needed about its nodes, and communicate it other `Participants`. | ||
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| ### How `Node` information is communicated? | ||
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| #### Using a topic | ||
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| The name of all the available `Nodes`, and its `Publishers`, `Subscriptions`, `Services`, `Clients` should be available for every `Participant`. | ||
| This information can be communicated using a `topic`. | ||
| That topic will be an implementation detail and hidden to the user (i.e.: the `rt/` prefix won't be added to this `DDS topic`). | ||
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| A message could be sent for: | ||
| - Each `Node` | ||
| - Each `Participant` | ||
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| The second option reduces the amount of messages. | ||
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| It also allow organizing the data using the `Participant` GUID as the key. | ||
| It's not possible to organize the data using the `Node` name as a key, because it can collide. | ||
| `Node` name uniqueness can be enforced using a collision resolution mechanism, but it can be detected beforehand (i.e.: this information will be needed by the resolution mechanism). | ||
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| In the following, the second option will be considered. | ||
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| ##### State Message | ||
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| Each `Participant` will send a message representing their state. | ||
| A keyed topic could be used for communicating it. | ||
| The `Participant` GUID can be used as the key. | ||
| This helps for keeping only one message per `Participant` in the history (see [QoS for communicating node information](#QoS-for-communicating-node-information)). | ||
| The rest of the message will be a sequence of with the information of each node. | ||
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| That message should contain the `Node` name, and four sequences: | ||
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| - GUID of its `Publishers` | ||
| - GUID of its `Subscriptions` | ||
| - GUID of its `Services` | ||
| - GUID of its `Clients` | ||
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| Vector bounds: TBD | ||
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| ##### QoS for communicating node information | ||
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| Each published message should be available to late `Subscribers`, and only the last message of each key should be kept. | ||
| For that reason, the QoS of the `Publishers` should be: | ||
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| - Durability: Transient Local | ||
| - History: Keep Last | ||
| - History depth: 1 | ||
| - Reliability: Reliable | ||
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| Considering that a keyed topic will be used, in which the history depth apply for each key, only one `Publisher` per process will be needed. | ||
| In that case, `unregister_instance` can be used for delete that key from the history (see [RTI Managing Data Instances](https://community.rti.com/static/documentation/connext-dds/5.2.3/doc/manuals/connext_dds/html_files/RTI_ConnextDDS_CoreLibraries_UsersManual/Content/UsersManual/Managing_Data_Instances__Working_with_Ke.htm)). | ||
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| The QoS of the `Subscriber` should be: | ||
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| - Durability: Transient Local | ||
| - History: Keep Last | ||
| - History depth: 1 | ||
| - Reliability: Reliable | ||
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| The subscriber could access data in two different ways: | ||
| - Polled and accessed using `Subscriber` read method when needed. | ||
| - Listened, accessed using subscriber take method and organized in a local cache. | ||
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| The second option allows better organization of this information (e.g.: in hash tables). | ||
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| #### Using USER_DATA and GROUP_DATA QoSPolicy | ||
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| Each `Participant` could have in its user data the list of node names that owns. | ||
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| When this data is changed, each `ParticipantListener` will be notified. | ||
| This is not a good option, as `UserData` is just a sequence of bytes. | ||
| Organizing a complex message in it won't be easy nor performant. | ||
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| Similarly to `UserData`, `GroupData` is a available in `Publishers` and `Subscribers`. | ||
| These entities only need to communicate the GUID of the `Participant` and the `Node` name from which it was created. | ||
| This idea can be combined with a topic just publishing the list of `Node` names, without including all the other vectors in the message. | ||
| Although, it is more difficult to communicate this information for `Services` and `Clients`, as they use behind the scenes just a `DDS Publisher` and `Subscriber`. | ||
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| ### Which layer will be implemented in? | ||
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| The implementation can be done in two different ways: | ||
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| - Through rmw implementations to rcl. | ||
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| - Modify rmw implementations without modifying rmw API (as long as possible). | ||
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| The first approach have the following disadvantages: | ||
| - There is no `Node` concept in `rmw` layer, as `Node` discovery is solved in `rcl`. | ||
| Actually, all the `Node` related API in `rmw` doesn't have more sense. | ||
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| - Currently, no threads are created in the `rcl` layer. | ||
| It will be needed in case `Node` discovery is done in this layer. | ||
| - It will force to build the concept of `Node` on top of the underlying middleware in use, regardless if the middleware already has a lightweight entity similar to a `Node`. | ||
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| - It will break API in many layers. | ||
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| The second approach has the following disadvantages: | ||
| - Each `rmw` have to reimplement node discovery logic. | ||
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| - It can be worked arround creating a new common package that uses the abstractions in `rmw`. | ||
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| Each of the implementations that wants to use this should depend on this common package. | ||
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| The second approach is preferred, as it is more flexible and it avoids breaking API in many layers. | ||
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| ### Other implications | ||
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| #### Security | ||
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| In `DDS`, security can be specified at a `Participant` level. | ||
| If one `Node` is mapped to one `Participant`, individual configuration of its security key and access control policy is possible. | ||
| From a security point of view, only being able to configure it at a `Participant` (or per process) level is enough. | ||
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| There's not much sense on having different access control policies for `Nodes` in the same process. | ||
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| As they share the same address space, other vulnerabilities are possible. | ||
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| ##### How to create a new security key? | ||
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| Before, we were creating a key for each `Node`. | ||
| The full name of the node was used for creating it. | ||
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| If we create one `Participant` per context, we will only need a key for each of them, and not one per `Node`. | ||
| There are two alternatives: | ||
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| - Add the concept of `Context` name (or `Participant` name). | ||
| In this way, the key of each participant could be specified independently. | ||
| - Use one key per process. | ||
| All the `Participants` within one process will use the same key. | ||
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| ##### How to specify access policies? | ||
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| Access control policies could still be specified per `Node` basis. | ||
| When a `Participant` is created, it should look at the access control policies of each of its `Nodes` and compose them in a single configuration. | ||
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| #### Node Name Uniqueness | ||
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| In `Dashing` and before, `Node` name uniqueness is not enfornced. | ||
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| When creating only one `Participant` per `Context`, we can distinguish two cases: | ||
| - There is an overlap between the name of two `Nodes` created within the same `Context`. | ||
| This case can be trivially solved. | ||
| - There is a collision with the `Node` name created from another `Context`. | ||
| By the nature of discovery, when a collision is detected, it's not possible to know what `Node` was created first without extra information. | ||
| A collision resolution mechanism have to be decided for solving which `Node` continues living. | ||
| A `timestamp` of the `Node` creation published in the state message can help to solve the problem. | ||
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| If we don't change the `Node` to `Participant` mapping, the last item still stands and should be solved in a similar fashion. | ||
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| #### Ignore local publications option | ||
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| There's an `ignore_local_publications` option that can be set when [creating a subscription](https://github.com/ros2/rmw/blob/2250b3eee645d90f9e9d6c96d71ce3aada9944f3/rmw/include/rmw/rmw.h#L517). | ||
| That option avoids receiving messages from `Publishers` within the same `Node`. | ||
| This wasn't implemented in all the rmw implementations (e.g.: [FastRTPS](https://github.com/ros2/rmw_fastrtps/blob/099f9eed9a0f581447405fbd877c6d3b15f1f26e/rmw_fastrtps_cpp/src/rmw_subscription.cpp#L118)). | ||
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| For emulating this behavior, messages could be ignored by checking from what `Node` the `Publisher` was created. | ||
| This should be possible by querying the state messages, or the local cache were they are organized. | ||
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| #### Intra process communication | ||
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| Currently, intra-process communication can be enable disabled in each `Publisher` and `Subscription`. | ||
| There is only one reason for that: intraprocess communication doesn't support all QoS policies. | ||
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| Inter process messages from `Publishers` that can also communicate with a `Subscription` using the intra process layer are ignored before handling the callback. | ||
| The same problem will happen when having only one `Participant` per context, and it can be solved in the same fashion. | ||
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| If in the future our intra process communication support all the QoS policies, we could forbid the possibility of enabling and dissabling it at `Node`, `Publisher`, `Subscription` level. | ||
| Configuring intra process communication with `Context` granularity should be enough. | ||
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| #### Launching rclpy nodes | ||
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| In `Dashing` and before, a container for dynamically composing `rclpy Nodes` is not available. | ||
| If this is not added, launching multiple `rclpy Nodes` in a launch file will create multiple participants. | ||
| That will make the performance worse, compared with composing `rclcpp Nodes`. | ||
| A `rclpy` component container should be added to solve the problem. | ||
| A generic container can also be considered, allowing to dynamically load `Nodes` from both clients. | ||
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