Rubix Client

The client SDK for Rubix ML Server.

Installation

Install Rubix Client SDK using Composer:

$ composer require rubix/client

Requirements

PHP 7.4 or above

Documentation

The latest documentation can be found below.

Table of Contents

Clients
- REST Client
Client Middleware

Clients

Clients allow you to communicate directly with a model server using a friendly object-oriented interface inside your PHP applications. Under the hood, clients handle all the networking communication and content negotiation for you so you can write programs as if the model was directly accessible in your applications.

Return the predictions from the model:

public predict(Dataset $dataset) : array

use Rubix\Client\RESTClient;

$client = new RESTClient('127.0.0.1', 8080);

// Import a dataset

$predictions = $client->predict($dataset);

Calculate the joint probabilities of each sample in a dataset:

public proba(Dataset $dataset) : array

Calculate the anomaly scores of each sample in a dataset:

public score(Dataset $dataset) : array

Async Clients

Clients that implement the Async Client interface have asynchronous versions of all the standard client methods. All asynchronous methods return a Promises/A+ object that resolves to the return value of the response. Promises allow you to perform other work while the request is processing or to execute multiple requests in parallel. Calling the wait() method on the promise will block until the promise is resolved and return the value.

public predictAsync(Dataset $dataset) : Promise

$promise = $client->predictAsync($dataset);

// Do something else

$predictions = $promise->wait();

Return a promise for the probabilities predicted by the model:

public probaAsync(Dataset $dataset) : Promise

Return a promise for the anomaly scores predicted by the model:

public scoreAsync(Dataset $dataset) : Promise

REST Client

The REST Client communicates with the HTTP Server through the JSON REST API it exposes.

Interfaces: Client, AsyncClient

Parameters

#	Param	Default	Type	Description
1	host	'127.0.0.1'	string	The IP address or hostname of the server.
2	port	8000	int	The network port that the HTTP server is running on.
3	secure	false	bool	Should we use an encrypted HTTP channel (HTTPS)?
4	middlewares		array	The stack of client middleware to run on each request/response.
5	timeout		float	The number of seconds to wait before giving up on the request.
6	verify certificate	true	bool	Should we try to verify the server's TLS certificate?

Example

use Rubix\Client\RESTClient;
use Rubix\Client\HTTP\Middleware\BasicAuthenticator;
use Rubix\Client\HTTP\Middleware\CompressRequestBody;
use Rubix\Client\HTTP\Middleware\BackoffAndRetry;
use Rubix\Client\HTTP\Encoders\Gzip;

$client = new RESTClient('127.0.0.1', 443, true, [
	new BasicAuthenticator('user', 'password'),
	new CompressRequestBody(new Gzip(1)),
	new BackoffAndRetry(),
], 0.0, true);

Client Middleware

Similarly to Server middleware, client middlewares are functions that hook into the request/response cycle but from the client end. Some of the server middlewares have accompanying client middleware such as Basic Authenticator and Shared Token Authenticator.

Backoff and Retry

The Backoff and Retry middleware handles Too Many Requests (429) and Service Unavailable (503) responses by retrying the request after waiting for a period of time to avoid overloading the server even further. An acceptable backoff period is gradually achieved by multiplicatively increasing the delay between retries.

Parameters

#	Param	Default	Type	Description
1	max retries	3	int	The maximum number of times to retry the request before giving up.
2	initial delay	0.5	float	The number of seconds to delay between retries before exponential backoff is applied.

Example

use Rubix\Client\HTTP\Middleware\BackoffAndRetry;

$middleware = new BackoffAndRetry(5, 0.5);

Basic Authenticator (Client Side)

Adds the necessary authorization headers to the request using the Basic scheme.

Parameters

#	Param	Default	Type	Description
1	username		string	The user's name.
2	password		string	The user's password.

Example

use Rubix\Client\HTTP\Middleware\BasicAuthenticator;

$middleware = new BasicAuthenticator('morgan', 'secret');

Compress Request Body

Apply the Gzip compression algorithm to the request body.

Parameters

#	Param	Default	Type	Description
1	level	5	int	The compression level between 0 and 9 with 0 meaning no compression.
2	threshold	65535	int	The minimum size of the request body in bytes in order to be compressed.

Example

use Rubix\Client\HTTP\Middleware\CompressRequestBody;

$middleware = new CompressRequestBody(5, 65535);

Shared Token Authenticator (Client Side)

Adds the necessary authorization headers to the request using the Bearer scheme.

Parameters

#	Param	Default	Type	Description
1	token		string	The shared token to authenticate the request.

Example

use Rubix\Client\HTTP\Middleware\SharedtokenAuthenticator;

$middleware = new SharedTokenAuthenticator('secret');

License

The code is licensed MIT and the documentation is licensed CC BY-NC 4.0.

License

torchello/Client

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