Flower Network Communication

This reference complements the Flower Architecture explanation by detailing the network connections used in a deployed Flower federated AI system.

참고

Optionally, a third connection to a third-party service can be established to provide user-level authentication via OIDC. This means that only users authenticated via flwr login are able to interface with the SuperLink.

Subprocess Mode Process Mode

팁

Click the buttons above to toggle between the network diagrams for isolation modes subprocess and process.

Mandatory Network Connections

Deployed Flower systems have at least two types of network connections:

• CLI to SuperLink (Control API): The flwr CLI command, typically run on the users workstation, is used to interface with a deployed Flower federation consisting of SuperLink and SuperNodes. From a networking perspective, the flwr CLI acts as a gRPC client and the SuperLink acts as a gRPC server. The flwr CLI is the only way for a user (AI researchers, data scientist) to interface with a deployed Flower federation. They cannot, for example, interface directly with SuperNodes connected to the SuperLink. The flwr CLI to SuperLink connection should always use TLS, but insecure mode is supported for local testing.

• SuperNode to SuperLink (Fleet API): In Flower terminology, a Flower federation is a set of SuperNodes connected to the same SuperLink. From a networking perspective, each SuperNode acts as a gRPC client and the SuperLink acts as a gRPC server. This means that, when deploying a SuperNode, only outgoing connections are necessary to connect to the SuperLink. Only the SuperNodes can initiate such requests and they do not respond to incoming requests. The SuperNode to SuperLink connection should always use TLS (see Enable TLS connections to learn more), but insecure mode is supported for local testing.

Optional Network Connections

Depending on the SuperLink and SuperNode configuration, Flower systems can have/use a number of additional network connections.

Flower Components APIs

All Flower components — SuperLink, SuperNode, SuperExec, ServerApp process, and ClientApp process — expose APIs to interact with other Flower components. The SuperLink component includes three such APIs: the ServerAppIo API, Fleet API, and the Control API. Similarly, the SuperNode component includes the ClientAppIo API. Each of these APIs serves a distinct purpose when running a Flower app using the deployment runtime, as summarized in the table below.

Component	Default Port	API	Purpose
SuperLink	9091	ServerAppIo API	Used by the SuperExec and the ServerApp processes
	9092	Fleet API	Used by the SuperNodes
	9093	Control API	Users interface with the SuperLink via this API using the FlowerCLI
SuperNode	9094	ClientAppIo API	Used by the SuperExec and the ClientApp processes

Isolation Mode

Both SuperLink and SuperNode can operate in different isolation modes. The SuperExec is responsible for scheduling, launching, and managing app processes, such as the ServerApp process and the ClientApp process.

The subprocess isolation mode configures the SuperLink/SuperNode to automatically run the SuperExec as a subprocess upon start. The process isolation mode, by contrast, expects the SuperExec to run in a separately managed external process, so the SuperLink/SuperNode will not launch one automatically. This enables, for example, running the SuperLink/SuperNode and SuperExec in separate Docker containers with different dependency sets, or running them on different servers within the same network. See the Docker를 사용하여 Flower 실행 guide for a deeper understanding of how to use both modes.

When using the process isolation mode, additional network connections are necessary to allow the external process running the SuperExec, ServerApp, or ClientApp to communicate with the SuperLink or SuperNode:

• SuperExec/ServerApp process to SuperLink (ServerAppIO API): Both the SuperExec for ServerApps and the ServerApp processes act as gRPC clients and connect to the SuperLink’s ServerAppIO API. This connection enables the SuperExec to discover runs to launch and the ServerApp process to pull the necessary inputs to execute the ServerApp. It also allows the ServerApp, once running, to do typical things like sending/receiving messages to/from available SuperNodes (via the SuperLink).

• SuperExec/ClientApp process to SuperNode (ClientAppIO API): Both the SuperExec for ClientApps and the ClientApp processes act as gRPC clients and connect to the SuperNode’s ClientAppIO API. This connection enables the SuperExec to discover runs to launch and the ClientApp process to pull the necessary details (e.g., FAB file) to execute the ClientApp, execute the ClientApp (e.g., local model training), and return the execution results (e.g., locally update model parameters) to the SuperNode.

참고

In the current version of Flower, both of the connections above are insecure because Flower assumes that the following groups of processes run within the same trusted network:

• SuperLink + SuperExec + ServerApp process

• SuperNode + SuperExec + ClientApp process

Each group must remain inside a single trusted network. They should never communicate with each other over untrusted networks (e.g., the public internet).

User Authentication

When user authentication is enabled, Flower uses an OIDC-compatible server to authenticate requests:

• SuperLink to OIDC server: A SuperLink can optionally be configured to only allow authenticated users to interact with it. In this setting, the Flower SuperLink acts as a REST client to the OIDC-compatible server.

Application-specific Connections

Users who write Flower Apps (ServerApp and ClientApp) can also make additional network requests. This is, strictly speaking, not part of Flower as a Federated AI Platform. It is a decision of (a) the user about what kinds of third-party systems their Flower App should connect to and (b) the system administrator about what kinds of connections they want to allow.

Typical examples include:

• ClientApp to Database: ClientApp instances typically need to be able to access the data to perform the action they have been designed for (e.g. train locally a model, run a DB query). How this connection is established depends on what storage technology is used at the client side. Note that in the diagram above, we show two representative connections to DBs in Client-A and Client-B. Your DB connection(s) may likely be different to the illustration above.

• ServerApp to Database: ServerApp instances might want to access the data to perform the action they have been designed for (e.g. evaluate a model on some data after aggregation). How this connection is established depends on what storage technology used at the client side. Note that in the diagram above we have omitted showing a DB connected to the ServerApp components.

• ServerApp to metric logging service: Metric logging services like TensorBoard, MLFlow and Weights & Biases are often used to track the progress of training runs. In this setting, the ServerApp typically acts as a client to the metric logging service.

Communication Model

During real-world deployment, the push/pull communication model adopted by each component can influence decisions related to resource provisioning, scaling, monitoring, and reliability. To support such decisions, the list below outlines the communication model used between the Flower components:

• SuperLink ↔ SuperNode (Fleet API): The SuperNode pulls/pushes Messages from/to the SuperLink via the Fleet API. The SuperNode also pulls the FAB if a new run is being executed.

• SuperLink ↔ ServerApp (ServerAppIo API): The ServerApp process pulls/pushes Messages from/to the SuperLink via the ServerAppIo API. The ServerApp also pulls the FAB as part of the first interaction with the SuperLink, and at the end of the execution it pushes the Context back to the SuperLink.

• SuperNode ↔ ClientApp (ClientAppIo API): The ClientApp process pulls/pushes Messages from/to the SuperNode via the ClientAppIo API. The ClientApp also pulls the FAB as part of the first interaction with the SuperNode, and at the end of the execution it pushes the Context back to the SuperNode.