Services
You can couple any external, event-based service into the infrastructure of CARE; e.g. you may couple your own data processing pipeline or even a search query interface. Read this chapter to learn how to add your own services and couple the frontend to them.
Note
Do not use this mechanism for coupling NLP models, as we already provide a ready-to-use service with a flexible API for this purpose. Check out the For Researchers chapter for more details on how to couple your own models.
The Service Architecture in CARE
The service architecture is realized in the backend; in the following all paths are provided relative to the
directory backend/webserver
including all relevant components.
During start-up of the webserver all services specified in the services
directory extends the Service
base class are loaded.
Each service is specified in an individual .js
-file exporting a class that extends the Service
base class. Hence, adding
a service means creating such a new file and overriding the abstract class.
This base class (specified in Service.js
) defines the interface methods towards the frontend clients that you can
use and override for your specific purpose. In the following sections we elaborate which methods and attributes
you should use or override to realize your own service. Conceptually, for each client a socket connection permits the
communication with a service through a pre-defined message interface, while the service may respond to each client
individually or broadcast messages.
This architectural patterns decouples the core code base from additional services. Generally, the service logic in the backend should be kept lean and with low computational requirements; instead, the necessary data and requests should be forwarded to an external service that carries the computational load.
Adding a New Service Class
Let’s say we want to add a new service called TestService
to CARE. First, we add a new file test.js
to the
backend/webserver/services
directory that exports the new service class:
const Service = require("../Service.js");
/**
* <documentation>
*/
module.exports = class TestService extends Service {
constructor(server) {
super(server);
}
}
That’s it! From now on the test service will be loaded by the webserver on start-up. While it is not functional yet, you could already re-start the webserver and have it running and reachable from the frontend. We add the actual functionality now.
Adding a Dummy Service for Testing
The frontend clients communicate with all services via the service socket (backend/webserver/sockets/service.js
),
which realizes the routing of messages to the different services depending on the client-provided service name. A service
may receive four types of messages from clients (connect, disconnect, request, command) and may respond to them.
We first need to extend the TestService
to process incoming requests and commands. Requests by clients are the standard
message for requesting a simple result in the style of a remote procedure call of one predefined function. For a simple
stateless service this is the most important message type. To allow for more complex and stateful services, clients may
also send commands that may be used to realize different function calls.
In the following code example, we respond to client requests and commands by a dummy response. For the broadcast command, we broadcast a dummy response to all connected clients.
/**
* ... HEADER BOILERPLATE
*/
module.exports = class TestService extends Service {
constructor(server) {
super(server);
}
close() {
// called by the server on shut-down, add any teardown logic here -- not necessary here
}
connectClient(client, data) {
// no need to store anything for this service
}
disconnectClient(client, data) {
// no need to delete anything upon disconnect
}
request(client, data) {
this.send(client, "dummyResult", {success: True, msg: "dummy"});
}
command(client, command, data) {
if(command === "broadcast"){
this.sendAll("dummyResult", {success: True, msg: "dummy broadcast"});
}
}
}
After restarting the server, we could already send service request messages to this service.
Note
Please refer to the API documentation for the details of the message format of requesting a service. Also checkout the examples for a reference on how to reach a service from the frontend.
Coupling an External Service (Forwarding)
By the described paradigm, the service class should be kept lean and without high computational demands. To realize complex computation, you should couple an external service. In principle, you can connect any service as long as you add the required communication logic to your service class. We highly recommend using web sockets, as they are used throughout the rest of the CARE tool.
Realizing forwarding of client messages using websockets is quite simple. You first need to open a client socket towards your web server running a socketio server or client and then you cache and forward all client requests to this client.
Note
For an example on how to realize the socketio server in Python on the other end of the service, please refer to the repository of NLP broker, which uses flask and socketio to realize this functionality. For an example of a socketio client realized in Python checkout the NLP model repository.
To implement this, we initialize a connection to the external service and listen on result messages. We assume that we provide client Ids that are copied for the response by the external service. We forward messages by the clients directly to the service replacing the dummy logic.
The given example implements no mechanisms for error recovery or connection issues and should serve only as a starting point.
/**
* ... HEADER BOILERPLATE
*/
module.exports = class TestService extends Service {
constructor(server) {
super(server);
this.toService = null;
#init();
}
#init(){
const self = this;
self.toService = io_client("http://localhost:1234",
{
auth: {token: "random_token"},
reconnection: true,
timeout: 5000, //timeout between connection attempts
}
);
self.toService.on("result", (data) => {
const client = self.#getClient(data.clientId);
delete data.clientId;
self.send(client, "result", data);
});
}
#getClient(clientId) {
return this.server.availSockets[clientId]["ServiceSocket"];
}
close() {
if(this.toService){
this.toService.disconnect();
}
}
request(client, data) {
data["clientId"] = client.socket.id;
this.toService.emit("request", data);
}
//... other methods ommitted for brevity
}
This completes the extension of CARE by a new service called Test forwarding requests to the an external service running on localhost.