rubix/client

The PHP client SDK for Rubix ML Server.

2.0.0 2023-09-19 21:43 UTC

Requires

• php: >=7.4
• guzzlehttp/guzzle: ^7.2
• guzzlehttp/psr7: ^1.7
• psr/http-message: ^1.0
• rubix/ml: ^2.0
• symfony/polyfill-php80: ^1.17

Requires (Dev)

• friendsofphp/php-cs-fixer: 2.18.*
• phpstan/extension-installer: ^1.0
• phpstan/phpstan: ^1.0
• phpstan/phpstan-phpunit: ^1.0
• phpunit/phpunit: ^9.0

MIT

• Andrew DalPino
• Contributors

• php
• api
• server
• cloud
• inference
• rest client
• REST API
• machine learning
• prediction
• ml
• json api
• REST server
• distributed
• infrastructure
• Microservice
• ai
• Rubix
• graphql
• php ml
• rubixml
• rubix ml
• php machine learning
• inference engine
• inference server
• ml infrastructure
• model server
• model deployment
• php ai
• ml server
• graph ql

README

The PHP 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
  • Backoff and Retry
  • Basic Authenticator
  • Compress Request Body
  • Shared Token Authenticator

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

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

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

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

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

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.