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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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| ## Background | ||
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| ### `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 in different ways. | ||
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| ### `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` participates in discovery. | ||
| 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 within a single process. | ||
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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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| Note: This might actually depend on the DDS implementation, some of them share these resources between `Participants` (e.g. OpenSplice). | ||
| Many `DDS` vendors don't do this (e.g.: `rti Connext` and `Fast-RTPS`), and they actually recommend creating just one `Participant` per process. | ||
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| ### `Context` | ||
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| The `ROS Context` is the no-global state of an init-shutdown cycle. | ||
| It also encapsulates shared state between nodes and other entities. | ||
| In most applications, there is only one `ROS Context` in a process. | ||
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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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| ### Mapping of the `Participant` to a `ROS` entity | ||
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| There are two main alternatives, besides the current mapping to a `Node`: | ||
| - Using one participant per process. | ||
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| - Using 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. | ||
| In the case where multiple nodes are running in a single process, we have different options for grouping them by - 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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| In any of both options, a `Node` stops being a real middleware node, and starts being just a collection of `ROS` entities. | ||
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| ### ROS specific discovery information | ||
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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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| One message could be sent for each: | ||
| - `Node` | ||
| - `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't be detected beforehand. | ||
| 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 with information for each node. | ||
| For each `Node`, the message should contain the `Node` name, and four sequences: | ||
| - 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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| This state message is sent each time a new `ROS Entity` is created. | ||
| e.g.: A participant will updates its message when a new `Node` is created. | ||
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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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| If a keyed topic is used, in which the history depth apply for each key, only one `Publisher` per process will be needed. | ||
| 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 case keyed topics aren't used, `keep all` history should be used. | ||
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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 store in its user data, the list of node names that it owns. | ||
| 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 a list of `Node` names of a `Participant`. | ||
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| Support for `GroupData` was not available in some of the `DDS-vendors` at the moment of the implementation. | ||
| For that reason this option was discarded. | ||
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| ### Implementation | ||
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| The implementation can be done in two different ways: | ||
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| - Implementing the discovery logic in `rcl`. | ||
| - Modifying 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` APIs in `rmw` will not longer make sense. | ||
| - 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 us to build the concept of `Node` on top of the underlying middleware, regardless if the middleware already has a lightweight entity similar to a `Node`. | ||
| - It will break API in many layers. | ||
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| The second approach has the following disadvantages: | ||
| - Each RMW implementation has to reimplement node discovery logic. | ||
| This can be avoided by arround creating a new common package that uses the abstractions in `rmw`. | ||
| 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 should be enough. | ||
| It does not make much sense to have different access control policies for `Nodes` in the same process. | ||
| As they share the same address space, other vulnerabilities are possible. | ||
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| ##### Security directory of each participant | ||
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| Before, the environment variable `ROS_SECURITY_DIRECTORY` specified the root path of the keystore. | ||
| The security files for each participant were found using the node name from that root. | ||
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| With this proposal, it won't be possible to find the security files from the node name, as the `Participant` will be associated with a `Context`. | ||
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| A few alternatives are possible: | ||
| - Add a name to the `Context`, and use the same directory discovery logic. | ||
| - Just be able to pass a directory to each process. All the `Contexts` in a process will use the same security files. | ||
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| The first alternative is more flexible, as it allows to specify different security files for `Contexts` in the same process. | ||
| That's particuarly useful for some use cases, e.g.: domain bridges. | ||
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| The `Context` name will be available in ros2 graph API. | ||
| That will allow adapting the tool that generates the policy files from a running example. | ||
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| The `Context` doesn't pretend to be unique, and it's just a way of specifying configurations. | ||
| Particularly, for specifying the security directory. | ||
| There will be a default context name, so a default security directory can be specified. | ||
| It should be possible to remap this name, to allow easy deployment of nodes. | ||
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| ##### Generating DDS permissions files from ROS policies files | ||
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| Currently, ROS access control policy files allows specifying privilages to each `Node`. | ||
| From that file, the required DDS permission file is generated. | ||
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| Considering this proposal, there are a few alternatives: | ||
| - Contexts are added to the policy file. | ||
| - A tool for generating a permission file from multiple ROS policy files is added. | ||
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| In the first case, the `Context` will work as a way of grouping all the privilages of its nodes. | ||
| That also will work for `rmw` implementations where a `Node` can have separate policy files, in which case the context grouping will just be ignored. | ||
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| A tool for combining policies files can be added, regardless if the policy file format is changed or not. | ||
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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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| After this change, implementing this feature will be less direct. | ||
| Some extra logic needs to be added in order to identify from which `Node` a `Publisher` was created. | ||
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| #### Intra process communication | ||
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| Currently, intra-process communication can be enable disabled in each `Publisher` and `Subscription`. | ||
| An important reason for being able to selectively enable intra-process is 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. | ||
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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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