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Reconsider Node to Participant mapping #250
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layout: default | ||
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 performance is deteriorated. | ||
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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 won't lower the performance. | ||
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Moreover, a mechanism for re-using the same participant in two separete contexts could be added. | ||
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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`). | ||
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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 configuration of the `Subscriber` QoS depends on how the data will be accessed later: | ||
- Polled using `Subscriber` read method when needed. | ||
- Listened and organized in a local cache. | ||
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The second option allows better organization of this information (e.g.: in hash tables). | ||
In the first case, 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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In the second case, durability can be changed to `Volatile`. | ||
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#### Using USER_DATA and GROUP_DATA QoSPolicy | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I think it would be good to collect these in an alternatives section at the end. I think it's cleaner to state what the proposal is, perhaps mentioning that alternatives were considered and they are described in the appendix, and then you can expand on the alternatives and why they were not taken there. |
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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. | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Just curious, would it not be possible to reuse the proposed IDL for encoding the ROS discovery info to serialize it into the UserData paload of the discovery packet, so that users wouldn't have seperate discovery layers that act outside the middlewares own QoS/security settings? There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Yes, that's definitely an option. There was another way of communicating this information, using The solution that I like the most, is the one combining Participant/DataWriter/DataReader userData, because information doesn't need to be updated and is just provided once. In this case, we could also take advantage of using a ROS message and serializing it there. There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more.
Is there an open issue on this we could track, or do we need to open a new one?
Just to clarify, for every new DDS DataReader/DataWriter pair that a new node would add to a DDS participant, that pair could broadcast UserData that would include the ROS level discovery info for that respective node? If a node subscribes to the same topic as another node in the same context, is a new DataReader still added to the participant? Similarly for publishing ad DataWriters as well? I guess if the two nodes have different QoS settings for the same topic, then such might need to be the case. But if the QoS setting are the same, would separate DataReader/DataWriters still be necessary for other reasons like ownership of messages in the message queue history for callbacks. I'm just trying to figure out if the UserData from DDS DataWriter/DataReader would be unique to a node, or from a collection of nodes that share that DataWriter/DataReader instance by virtue of being in the same DDS participant or ROS context. There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more.
It's commented in the code that there's no support for DataWriter/DataReader userData/groupData. You can open a ticket to ask for it to be added.
Yes.
Yes.
Currently, most implementations are creating a DDS Publisher/Subscriber for each ROS Publisher/Subscription. Some are just creating a DDS Publisher/Subscriber, and creating one DataWriter/DataReader per ROS Publisher/Subscription. The last solution is probably the ideal one. I will correct I previous mistake I made.
The advantage of this combination is that less information has to be resent, and "messages" (userData content) is simpler. There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more.
Can all of these out-of-band info be encrypted ? if not which ones can't be? There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more.
I guess DDS build-in topics are all encrypted if you're using security (including userData info), I would be extremely surprised if not. After reading ros2/sros2#172, it seems that that information is not being encrypted. There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more.
The DDS interface pretty much requires a DataReader for each ROS2 subscription, regardless of QoS settings, because you take the data. And in the current ROS2 model, publishers can't share DataWriters because the publisher GID is accessible to the subscribers. (If it weren't, for obvious reasons it'd still only be the keep-all writers that one could combine.) Naturally one could multiplex everything on a single reader/writer by re-implementing a ton of things and putting additional information in the generated IDL, &c. — but that would be a bit silly.
From the way I read the specs, participant discovery data must always be sent in the clear because it is what bootstraps the protocol, and this unfortunately includes the “user data” QoS. Reader and writer discovery is encrypted (when required by the governance file) and that also protects the topic/group/user data fields. (Checked it with Cyclone DDS; @ruffsl, @vmayoral, re ros2/sros2#172, I’d be interested in knowing via which path the type information was leaked, I can’t find any type name in a capture.)
It seems to me there is an alternative to modifying the participant user data (although it is spec’d feature and pretty widely supported by DDS implementations): simply infer the nodes from the reader/writer info. There are a few downsides I can see to this, but all seem rather minor:
You could put this info in the “user data” QoS of each reader/writer, or you could require that no DDS Publisher/Subscriber be used for more than one ROS2 node and put it in the “group data” QoS of the publisher/subscriber. Each reader/writer’d effectively end up distributing a copy of it anyway in the discovery, but I’d say it is slightly more elegant. There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more.
100% agreed.
That's good to know.
It was leaked via Participant
To clarify, the current PR uses a topic where this data is published. To answer the question: No, the list of nodes would be available from the i.e.:
No, same as above.
Not exactly. If each context checks that there's not repeated node name (which can be easily done), then from both the |
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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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### 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 chache 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 dinamically composing `rclpy Nodes` is not available. | ||
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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 dinamically load `Nodes` from both clients. |
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