diff --git a/docs/pages/docs/features/ai/machine-learning/index.md b/docs/pages/docs/features/ai/machine-learning/index.md
new file mode 100644
index 0000000000000000000000000000000000000000..146b705bd39440adecc2743d2baafa230b2549d2
--- /dev/null
+++ b/docs/pages/docs/features/ai/machine-learning/index.md
@@ -0,0 +1,140 @@
+---
+collections:
+ - documents
+layout: dm:document
+parent: docs/features/ai/index
+title: Machine Learning
+description: >
+ Incorporate Machine Learning models into your application.
+---
+
+# Machine Learning
+
+Resonance integrates with [Rubix ML](https://rubixml.com/) to serve Machine Learning models. Rubix ML is a high-level machine learning library that allows you to train and serve machine learning models.
+
+## Training
+
+Put your datasets in a place from which your application can access to them (for example `datasets` directory) and prepare `models` directory for the outputs.
+
+```php
+<?php
+
+declare(strict_types=1);
+
+namespace App\Command;
+
+use Distantmagic\Resonance\Attribute\ConsoleCommand;
+use Distantmagic\Resonance\Command;
+use Psr\Log\LoggerInterface;
+use Rubix\ML\Classifiers\KNearestNeighbors;
+use Rubix\ML\CrossValidation\Metrics\Accuracy;
+use Rubix\ML\Datasets\Labeled;
+use Rubix\ML\Extractors\NDJSON;
+use Rubix\ML\Persisters\Filesystem;
+use Rubix\ML\Serializers\RBX;
+use Symfony\Component\Console\Input\InputInterface;
+use Symfony\Component\Console\Output\OutputInterface;
+
+/**
+ * @see https://github.com/RubixML/Iris
+ */
+#[ConsoleCommand(
+ name: 'train:iris',
+ description: 'Train Iris Flower Classifier'
+)]
+final class TrainIris extends Command
+{
+ public function __construct(private LoggerInterface $logger)
+ {
+ parent::__construct();
+ }
+
+ protected function execute(InputInterface $input, OutputInterface $output): int
+ {
+ $this->logger->info('Loading data into memory');
+
+ $training = Labeled::fromIterator(new NDJSON(DM_ROOT.'/datasets/iris.ndjson'));
+
+ $testing = $training->randomize()->take(10);
+
+ $estimator = new KNearestNeighbors(5);
+
+ $this->logger->info('Training');
+
+ $estimator->train($training);
+
+ $this->logger->info('Making predictions');
+
+ $predictions = $estimator->predict($testing);
+
+ $metric = new Accuracy();
+
+ $score = $metric->score($predictions, $testing->labels());
+
+ $this->logger->info("Accuracy is $score");
+ $this->logger->info('Serializing');
+
+ $serializer = new RBX();
+ $encoding = $serializer->serialize($estimator);
+
+ $filesystemPersister = new Filesystem(DM_ROOT.'/models/iris.model');
+ $filesystemPersister->save($encoding);
+
+ return Command::SUCCESS;
+ }
+}
+```
+
+## Serving
+
+After the model is trained, you can serve responses from a specific responder in your application.
+
+It must be loaded in the constructor so the model will be loaded during runtime. Resonance will keep it in the memory and serve predictions from it. You can use the same server as for the rest of your application.
+
+```php
+<?php
+
+declare(strict_types=1);
+
+namespace App\HttpResponder;
+
+use Distantmagic\Resonance\Attribute\RespondsToHttp;
+use Distantmagic\Resonance\Attribute\Singleton;
+use Distantmagic\Resonance\HttpInterceptableInterface;
+use Distantmagic\Resonance\HttpResponder;
+use Distantmagic\Resonance\RequestMethod;
+use Distantmagic\Resonance\SingletonCollection;
+use Psr\Http\Message\ResponseInterface;
+use Psr\Http\Message\ServerRequestInterface;
+use Rubix\ML\Datasets\Unlabeled;
+use Rubix\ML\Estimator;
+use Rubix\ML\PersistentModel;
+use Rubix\ML\Persisters\Filesystem;
+use Symfony\Component\HttpFoundation\JsonResponse;
+
+#[RespondsToHttp(
+ method: RequestMethod::POST,
+ pattern: '/predict',
+)]
+#[Singleton(collection: SingletonCollection::HttpResponder)]
+readonly class Predict extends HttpResponder
+{
+ private Estimator $model;
+
+ public function __construct()
+ {
+ $this->model = PersistentModel::load(new Filesystem(DM_ROOT.'/models/iris.model'));
+ }
+
+ public function respond(
+ ServerRequestInterface $request,
+ ResponseInterface $response,
+ ): HttpInterceptableInterface {
+ $dataset = new Unlabeled($request->getParsedBody());
+
+ $predictions = $this->model->predict($dataset);
+
+ return new JsonResponse($predictions);
+ }
+}
+```
\ No newline at end of file
diff --git a/docs/pages/docs/features/machine-learning/index.md b/docs/pages/docs/features/machine-learning/index.md
deleted file mode 100644
index e500b77751444c579b755eea2021086e2b796020..0000000000000000000000000000000000000000
--- a/docs/pages/docs/features/machine-learning/index.md
+++ /dev/null
@@ -1,12 +0,0 @@
----
-collections:
- - documents
-draft: true
-layout: dm:document
-parent: docs/features/index
-title: Machine Learning
-description: >
- Learn how to incorporate Machine Learning features into your application.
----
-
-# Machine Leargning
diff --git a/docs/pages/index.md b/docs/pages/index.md
index f37de498349b622d98827e5bfbd05adcd03a08cf..c075a63c47e2c39a8a672e08698da274266399d2 100644
--- a/docs/pages/index.md
+++ b/docs/pages/index.md
@@ -43,69 +43,74 @@ description: >
</hgroup>
</div>
</div>
-<div class="homepage-drivers">
- <h3>Backend Drivers Support</h3>
- <div class="homepage-drivers__items">
- <a
- class="homepage-drivers__item homepage-drivers__item--swoole"
- href="https://swoole.com/"
- rel=â€noopener noreferrerâ€
- target="_blank"
- >
- <div class="homepage-drivers__item__background"></div>
- <div class="homepage-drivers__item__name">
- Swoole
- </div>
- <div class="homepage-drivers__item__state">
- Supported since v0.1.0
- </div>
- </a>
- <a
- class="homepage-drivers__item homepage-drivers__item--openswoole"
- href="https://openswoole.com/"
- rel=â€noopener noreferrerâ€
- target="_blank"
- >
- <div class="homepage-drivers__item__background"></div>
- <div class="homepage-drivers__item__name">
- OpenSwoole
- </div>
- <div class="homepage-drivers__item__state">
- Supported since v0.1.0
- </div>
- </a>
- <a
- class="homepage-drivers__item homepage-drivers__item--amphp"
- href="https://amphp.org/"
- rel=â€noopener noreferrerâ€
- target="_blank"
- >
- <div class="homepage-drivers__item__background"></div>
- <div class="homepage-drivers__item__name">
- AMPHP
- </div>
- <div class="homepage-drivers__item__state">
- In progress
- </div>
- </a>
- <a
- class="homepage-drivers__item homepage-drivers__item--other"
- href="https://github.com/distantmagic/resonance/discussions"
- target="_blank"
- >
- <div class="homepage-drivers__item__background"></div>
- <div class="homepage-drivers__item__name">
- Do you have a driver in mind?
- </div>
- <div class="homepage-drivers__item__state">
- Start a discussion
- </div>
- </a>
- </div>
+<div class="homepage-gallery homepage-gallery--reasons">
+ <h3>Why Resonance?</h3>
+ <ul class="homepage-gallery__grid">
+ <li class="homepage-gallery__item">
+ <h4>
+ <a href="/docs/features/">
+ Predictable Performance
+ </a>
+ </h4>
+ <p>
+ Resonance is designed with a few priorities: no memory leaks, blocking operations, and garbage collector surprises.<br><br>
+ Most of the internals are read-only and stateless. After the application startup, nothing disturbs JIT and opcode (Reflection is only used during the application startup), so there are no surprise slowdowns during runtime.
+ </p>
+ </li>
+ <li class="homepage-gallery__item">
+ <h4>
+ <a href="/docs/features/">
+ Opinionated
+ </a>
+ </h4>
+ <p>
+ All the libraries under the hood have been thoroughly tested to ensure they work together correctly, complement each other, and work perfectly under async environments.<br><br>
+ For example, Resonance implements custom <a href="https://www.doctrine-project.org/">Doctrine</a> drivers, so it uses Swoole's connection pools.
+ </p>
+ </li>
+ <li class="homepage-gallery__item">
+ <h4>
+ <a href="/docs/features/">
+ Resolves Input/Output Issues
+ </a>
+ </h4>
+ <p>
+ Resonance is designed to handle IO-intensive tasks, such as serving Machine Learning models, handling WebSocket connections, and processing long-running HTTP requests.<br><br>
+ It views modern applications as a mix of services that communicate with each other asynchronously, including AI completions and ML inferences, so it provides a set of tools to make this communication as easy as possible.
+ </p>
+ </li>
+ <li class="homepage-gallery__item">
+ <h4>
+ <a href="/docs/features/">
+ Complete Package
+ </a>
+ </h4>
+ <p>
+ Resonance includes everything you need to build a modern web application, from the HTTP server to the AI capabilities.<br><br>
+ It provides security features, HTML templating, integration with open-source LLMs, and provides capability to serve ML models.
+ </p>
+ </li>
+ </ul>
</div>
-<div class="homepage-gallery">
+<div class="homepage-gallery homepage-gallery--releases">
<h3>New Releases</h3>
<ul class="homepage-gallery__items">
+ <li class="homepage-gallery__item">
+ <h4>
+ <a href="/docs/features/ai/machine-learning/">
+ Serve Machine Learning Models
+ <span class="homepage-gallery__version">v0.31.0</span>
+ </a>
+ </h4>
+ <p>
+ Resonance integrates with Rubix ML to serve Machine Learning
+ models in the same codebase as the rest of your application.
+ </p>
+ <a
+ class="homepage-gallery__item__learnmore"
+ href="/docs/features/ai/machine-learning/"
+ >Learn More</a>
+ </li>
<li class="homepage-gallery__item">
<h4>
<a href="/tutorials/semi-scripted-conversational-applications/">
@@ -346,6 +351,59 @@ readonly class CatAdopt implements PromptSubjectResponderInterface
$response->write(" ((_((|))_))\n");
$response->end();
}
+}</code></pre>
+ </li>
+ <li class="formatted-content homepage__example">
+ <h2 class="homepage__example__title">
+ Serve Machine Learning Models
+ </h2>
+ <div class="homepage__example__description">
+ <p>
+ Resonance integrates with
+ <a href="https://rubixml.com/" target="_blank">Rubix ML</a>
+ and allows you to serve Machine Learning models in the
+ same codebase as the rest of your application.
+ </p>
+ <p>
+ Resonance allows you to serve inferences from your
+ models through HTTP, WebSocket, and other protocols.
+ </p>
+ <a
+ class="homepage__cta homepage__cta--example"
+ href="/docs/features/ai/"
+ >
+ Learn More
+ </a>
+ </div>
+ <pre class="homepage__example__code fenced-code"><code
+ class="language-php"
+ data-controller="hljs"
+ data-hljs-language-value="php"
+ >#[RespondsToHttp(
+ method: RequestMethod::POST,
+ pattern: '/predict',
+)]
+#[Singleton(collection: SingletonCollection::HttpResponder)]
+readonly class Predict extends HttpResponder
+{
+ private Estimator $model;
+
+ public function __construct()
+ {
+ $this->model = PersistentModel::load(new Filesystem(DM_ROOT.'/models/iris.model'));
+ }
+
+ public function respond(
+ ServerRequestInterface $request,
+ ResponseInterface $response,
+ ): HttpInterceptableInterface
+ {
+ $dataset = new Unlabeled($request->getParsedBody());
+
+ $predictions = $this->model->predict($dataset);
+
+ return new JsonResponse($predictions);
+ }
}</code></pre>
</li>
<li class="formatted-content homepage__example">
diff --git a/docs/pages/tutorials/how-to-setup-postfix-for-outgoing-emails/index.md b/docs/pages/tutorials/how-to-setup-postfix-for-outgoing-emails/index.md
index 292162c2b693db0e7a72c8dde07c91d0eb1f206c..82e8ab836938b6d04ec1e1dbd1a5b24013e15579 100644
--- a/docs/pages/tutorials/how-to-setup-postfix-for-outgoing-emails/index.md
+++ b/docs/pages/tutorials/how-to-setup-postfix-for-outgoing-emails/index.md
@@ -32,7 +32,7 @@ warned.
## The Goal
-Our final goal is to be able to send transactional emails from our server and
+Our final goal is to send transactional emails from our server and
still be able to both receive and send them through 3rd party service provider.
Let me explain.
diff --git a/examples/machine-learning/.gitignore b/examples/machine-learning/.gitignore
index 69c3f320805b3e807999d6e73470c1138f4bdd78..29d06c4ef795d7394b0e1296d8620ae8042b9521 100644
--- a/examples/machine-learning/.gitignore
+++ b/examples/machine-learning/.gitignore
@@ -1,5 +1,6 @@
/cache
/config.ini
/oauth2
+/repository
/ssl
/vendor
diff --git a/examples/machine-learning/README.md b/examples/machine-learning/README.md
index 8f8584a78bc51233f18d48143006d52b3d79c04a..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 100644
--- a/examples/machine-learning/README.md
+++ b/examples/machine-learning/README.md
@@ -1,11 +0,0 @@
-# Resonance Project
-
-To start the project you need to:
-1. Install dependencies with `composer install`
-2. Create `config.ini` (you can copy `config.ini.example`)
-3. Run `php bin/resonance.php serve` in the terminal to start the server
-
-## Using SSL
-
-In order to use SSL you need to [generate SSL certificate for a local development](https://resonance.distantmagic.com/docs/extras/ssl-certificate-for-local-development.html)
-and uncomment SSL related settings in `app/Command/Serve.php`.
diff --git a/examples/machine-learning/app/Command/TrainIris.php b/examples/machine-learning/app/Command/TrainIris.php
new file mode 100644
index 0000000000000000000000000000000000000000..9a95c6d08b8c4a7c385180f300615257a42df424
--- /dev/null
+++ b/examples/machine-learning/app/Command/TrainIris.php
@@ -0,0 +1,66 @@
+<?php
+
+declare(strict_types=1);
+
+namespace App\Command;
+
+use Distantmagic\Resonance\Attribute\ConsoleCommand;
+use Distantmagic\Resonance\Command;
+use Psr\Log\LoggerInterface;
+use Rubix\ML\Classifiers\KNearestNeighbors;
+use Rubix\ML\CrossValidation\Metrics\Accuracy;
+use Rubix\ML\Datasets\Labeled;
+use Rubix\ML\Extractors\NDJSON;
+use Rubix\ML\Persisters\Filesystem;
+use Rubix\ML\Serializers\RBX;
+use Symfony\Component\Console\Input\InputInterface;
+use Symfony\Component\Console\Output\OutputInterface;
+
+/**
+ * @see https://github.com/RubixML/Iris
+ */
+#[ConsoleCommand(
+ name: 'train:iris',
+ description: 'Train Iris Flower Classifier'
+)]
+final class TrainIris extends Command
+{
+ public function __construct(private LoggerInterface $logger)
+ {
+ parent::__construct();
+ }
+
+ protected function execute(InputInterface $input, OutputInterface $output): int
+ {
+ $this->logger->info('Loading data into memory');
+
+ $training = Labeled::fromIterator(new NDJSON(DM_ROOT.'/datasets/iris.ndjson'));
+
+ $testing = $training->randomize()->take(10);
+
+ $estimator = new KNearestNeighbors(5);
+
+ $this->logger->info('Training');
+
+ $estimator->train($training);
+
+ $this->logger->info('Making predictions');
+
+ $predictions = $estimator->predict($testing);
+
+ $metric = new Accuracy();
+
+ $score = $metric->score($predictions, $testing->labels());
+
+ $this->logger->info("Accuracy is $score");
+ $this->logger->info('Serializing');
+
+ $serializer = new RBX();
+ $encoding = $serializer->serialize($estimator);
+
+ $filesystemPersister = new Filesystem(DM_ROOT.'/models/iris.model');
+ $filesystemPersister->save($encoding);
+
+ return Command::SUCCESS;
+ }
+}
diff --git a/examples/machine-learning/app/HttpResponder/Homepage.php b/examples/machine-learning/app/HttpResponder/Homepage.php
deleted file mode 100644
index d04ce6ee213b147bf0770d00915c05ec1a1ab955..0000000000000000000000000000000000000000
--- a/examples/machine-learning/app/HttpResponder/Homepage.php
+++ /dev/null
@@ -1,21 +0,0 @@
-<?php
-
-declare(strict_types=1);
-
-namespace App\HttpResponder;
-
-use App\HttpRouteSymbol;
-use Distantmagic\Resonance\Attribute\RespondsToHttp;
-use Distantmagic\Resonance\HttpInterceptableInterface;
-use Distantmagic\Resonance\RequestMethod;
-use Distantmagic\Resonance\TwigTemplate;
-
-#[RespondsToHttp(
- method: RequestMethod::GET,
- pattern: '/',
- routeSymbol: HttpRouteSymbol::Homepage,
-)]
-function Homepage(): HttpInterceptableInterface
-{
- return new TwigTemplate('homepage.twig');
-}
diff --git a/examples/machine-learning/app/HttpResponder/Predict.php b/examples/machine-learning/app/HttpResponder/Predict.php
new file mode 100644
index 0000000000000000000000000000000000000000..276c3900beedf93a15a358e796180f8bbdb6ef92
--- /dev/null
+++ b/examples/machine-learning/app/HttpResponder/Predict.php
@@ -0,0 +1,45 @@
+<?php
+
+declare(strict_types=1);
+
+namespace App\HttpResponder;
+
+use Distantmagic\Resonance\Attribute\RespondsToHttp;
+use Distantmagic\Resonance\Attribute\Singleton;
+use Distantmagic\Resonance\HttpInterceptableInterface;
+use Distantmagic\Resonance\HttpResponder;
+use Distantmagic\Resonance\RequestMethod;
+use Distantmagic\Resonance\SingletonCollection;
+use Psr\Http\Message\ResponseInterface;
+use Psr\Http\Message\ServerRequestInterface;
+use Rubix\ML\Datasets\Unlabeled;
+use Rubix\ML\Estimator;
+use Rubix\ML\PersistentModel;
+use Rubix\ML\Persisters\Filesystem;
+use Symfony\Component\HttpFoundation\JsonResponse;
+
+#[RespondsToHttp(
+ method: RequestMethod::POST,
+ pattern: '/predict',
+)]
+#[Singleton(collection: SingletonCollection::HttpResponder)]
+readonly class Predict extends HttpResponder
+{
+ private Estimator $model;
+
+ public function __construct()
+ {
+ $this->model = PersistentModel::load(new Filesystem(DM_ROOT.'/models/iris.model'));
+ }
+
+ public function respond(
+ ServerRequestInterface $request,
+ ResponseInterface $response,
+ ): HttpInterceptableInterface {
+ $dataset = new Unlabeled($request->getParsedBody());
+
+ $predictions = $this->model->predict($dataset);
+
+ return new JsonResponse($predictions);
+ }
+}
diff --git a/examples/machine-learning/app/HttpRouteSymbol.php b/examples/machine-learning/app/HttpRouteSymbol.php
deleted file mode 100644
index 19ae41dc63089bd2469d499b9b25a00b9a33b825..0000000000000000000000000000000000000000
--- a/examples/machine-learning/app/HttpRouteSymbol.php
+++ /dev/null
@@ -1,17 +0,0 @@
-<?php
-
-declare(strict_types=1);
-
-namespace App;
-
-use Distantmagic\Resonance\CastableEnumTrait;
-use Distantmagic\Resonance\HttpRouteSymbolInterface;
-use Distantmagic\Resonance\NameableEnumTrait;
-
-enum HttpRouteSymbol implements HttpRouteSymbolInterface
-{
- use CastableEnumTrait;
- use NameableEnumTrait;
-
- case Homepage;
-}
diff --git a/examples/machine-learning/composer.json b/examples/machine-learning/composer.json
index 787cb3ec573d1b6cd079895a2b982b2074ebf85b..573d06b94e1dc7a3659b6b4c22d21e7e875647a7 100644
--- a/examples/machine-learning/composer.json
+++ b/examples/machine-learning/composer.json
@@ -15,7 +15,7 @@
"repositories": [
{
"type": "path",
- "url": "vendor/distantmagic/resonance",
+ "url": "./repository",
"options": {
"symlink": true
}
@@ -32,7 +32,7 @@
"symlink-resonance": [
"mkdir -p vendor/distantmagic",
"rm -rf vendor/distantmagic/resonance",
- "ln -s -f ../../ vendor/distantmagic/resonance"
+ "ln -s -f ../../ ./repository"
],
"pre-install-cmd": "@symlink-resonance",
"pre-update-cmd": "@symlink-resonance"
diff --git a/examples/machine-learning/composer.lock b/examples/machine-learning/composer.lock
index 133498805dfedbb00cfd3f7804429be7cdcd1e8b..4655dbf377a55ea219b314cb33a15e209385b63d 100644
--- a/examples/machine-learning/composer.lock
+++ b/examples/machine-learning/composer.lock
@@ -4,8 +4,558 @@
"Read more about it at https://getcomposer.org/doc/01-basic-usage.md#installing-dependencies",
"This file is @generated automatically"
],
- "content-hash": "bb2774153ef8f6246168ad2bebbf7e65",
+ "content-hash": "2ee2a0f3683eaff1e6a4d9f9b814dea8",
"packages": [
+ {
+ "name": "amphp/amp",
+ "version": "v2.6.4",
+ "source": {
+ "type": "git",
+ "url": "https://github.com/amphp/amp.git",
+ "reference": "ded3d9be08f526089eb7ee8d9f16a9768f9dec2d"
+ },
+ "dist": {
+ "type": "zip",
+ "url": "https://api.github.com/repos/amphp/amp/zipball/ded3d9be08f526089eb7ee8d9f16a9768f9dec2d",
+ "reference": "ded3d9be08f526089eb7ee8d9f16a9768f9dec2d",
+ "shasum": ""
+ },
+ "require": {
+ "php": ">=7.1"
+ },
+ "require-dev": {
+ "amphp/php-cs-fixer-config": "dev-master",
+ "amphp/phpunit-util": "^1",
+ "ext-json": "*",
+ "jetbrains/phpstorm-stubs": "^2019.3",
+ "phpunit/phpunit": "^7 | ^8 | ^9",
+ "react/promise": "^2",
+ "vimeo/psalm": "^3.12"
+ },
+ "type": "library",
+ "extra": {
+ "branch-alias": {
+ "dev-master": "2.x-dev"
+ }
+ },
+ "autoload": {
+ "files": [
+ "lib/functions.php",
+ "lib/Internal/functions.php"
+ ],
+ "psr-4": {
+ "Amp\\": "lib"
+ }
+ },
+ "notification-url": "https://packagist.org/downloads/",
+ "license": [
+ "MIT"
+ ],
+ "authors": [
+ {
+ "name": "Daniel Lowrey",
+ "email": "rdlowrey@php.net"
+ },
+ {
+ "name": "Aaron Piotrowski",
+ "email": "aaron@trowski.com"
+ },
+ {
+ "name": "Bob Weinand",
+ "email": "bobwei9@hotmail.com"
+ },
+ {
+ "name": "Niklas Keller",
+ "email": "me@kelunik.com"
+ }
+ ],
+ "description": "A non-blocking concurrency framework for PHP applications.",
+ "homepage": "https://amphp.org/amp",
+ "keywords": [
+ "async",
+ "asynchronous",
+ "awaitable",
+ "concurrency",
+ "event",
+ "event-loop",
+ "future",
+ "non-blocking",
+ "promise"
+ ],
+ "support": {
+ "irc": "irc://irc.freenode.org/amphp",
+ "issues": "https://github.com/amphp/amp/issues",
+ "source": "https://github.com/amphp/amp/tree/v2.6.4"
+ },
+ "funding": [
+ {
+ "url": "https://github.com/amphp",
+ "type": "github"
+ }
+ ],
+ "time": "2024-03-21T18:52:26+00:00"
+ },
+ {
+ "name": "amphp/byte-stream",
+ "version": "v1.8.2",
+ "source": {
+ "type": "git",
+ "url": "https://github.com/amphp/byte-stream.git",
+ "reference": "4f0e968ba3798a423730f567b1b50d3441c16ddc"
+ },
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@@ -314,16 +864,10 @@
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},
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"files": [
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}
},
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"license": [
"MIT"
],
@@ -411,11 +963,10 @@
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+ "transport-options": {
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},
{
"name": "distantmagic/swoole-futures",
@@ -5067,6 +5618,270 @@
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"time": "2024-04-27T21:32:50+00:00"
},
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+ "convolution",
+ "decomposition",
+ "dot product",
+ "eigendecomposition",
+ "eigenvalue",
+ "eigenvector",
+ "engineering",
+ "extension",
+ "lapack",
+ "linear algebra",
+ "math",
+ "matmul",
+ "matrix",
+ "matrix multiplication",
+ "multithreaded",
+ "php",
+ "php extension",
+ "pseudoinverse",
+ "scientific computing",
+ "signal processing",
+ "singular value decomposition",
+ "statistics",
+ "svd",
+ "tensor",
+ "trigonometry",
+ "vector",
+ "vector norm"
+ ],
+ "support": {
+ "chat": "https://t.me/RubixML",
+ "email": "support@andrewdalpino.com",
+ "issues": "https://github.com/RubixML/Tensor/issues",
+ "source": "https://github.com/RubixML/Tensor"
+ },
+ "funding": [
+ {
+ "url": "https://github.com/andrewdalpino",
+ "type": "github"
+ }
+ ],
+ "time": "2024-03-15T19:43:50+00:00"
+ },
{
"name": "symfony/cache",
"version": "v7.1.2",
@@ -6386,11 +7201,88 @@
"type": "library",
"autoload": {
"psr-4": {
- "Symfony\\Component\\Mime\\": ""
- },
- "exclude-from-classmap": [
- "/Tests/"
- ]
+ "Symfony\\Component\\Mime\\": ""
+ },
+ "exclude-from-classmap": [
+ "/Tests/"
+ ]
+ },
+ "notification-url": "https://packagist.org/downloads/",
+ "license": [
+ "MIT"
+ ],
+ "authors": [
+ {
+ "name": "Fabien Potencier",
+ "email": "fabien@symfony.com"
+ },
+ {
+ "name": "Symfony Community",
+ "homepage": "https://symfony.com/contributors"
+ }
+ ],
+ "description": "Allows manipulating MIME messages",
+ "homepage": "https://symfony.com",
+ "keywords": [
+ "mime",
+ "mime-type"
+ ],
+ "support": {
+ "source": "https://github.com/symfony/mime/tree/v7.1.2"
+ },
+ "funding": [
+ {
+ "url": "https://symfony.com/sponsor",
+ "type": "custom"
+ },
+ {
+ "url": "https://github.com/fabpot",
+ "type": "github"
+ },
+ {
+ "url": "https://tidelift.com/funding/github/packagist/symfony/symfony",
+ "type": "tidelift"
+ }
+ ],
+ "time": "2024-06-28T10:03:55+00:00"
+ },
+ {
+ "name": "symfony/polyfill-ctype",
+ "version": "v1.30.0",
+ "source": {
+ "type": "git",
+ "url": "https://github.com/symfony/polyfill-ctype.git",
+ "reference": "0424dff1c58f028c451efff2045f5d92410bd540"
+ },
+ "dist": {
+ "type": "zip",
+ "url": "https://api.github.com/repos/symfony/polyfill-ctype/zipball/0424dff1c58f028c451efff2045f5d92410bd540",
+ "reference": "0424dff1c58f028c451efff2045f5d92410bd540",
+ "shasum": ""
+ },
+ "require": {
+ "php": ">=7.1"
+ },
+ "provide": {
+ "ext-ctype": "*"
+ },
+ "suggest": {
+ "ext-ctype": "For best performance"
+ },
+ "type": "library",
+ "extra": {
+ "thanks": {
+ "name": "symfony/polyfill",
+ "url": "https://github.com/symfony/polyfill"
+ }
+ },
+ "autoload": {
+ "files": [
+ "bootstrap.php"
+ ],
+ "psr-4": {
+ "Symfony\\Polyfill\\Ctype\\": ""
+ }
},
"notification-url": "https://packagist.org/downloads/",
"license": [
@@ -6398,22 +7290,24 @@
],
"authors": [
{
- "name": "Fabien Potencier",
- "email": "fabien@symfony.com"
+ "name": "Gert de Pagter",
+ "email": "BackEndTea@gmail.com"
},
{
"name": "Symfony Community",
"homepage": "https://symfony.com/contributors"
}
],
- "description": "Allows manipulating MIME messages",
+ "description": "Symfony polyfill for ctype functions",
"homepage": "https://symfony.com",
"keywords": [
- "mime",
- "mime-type"
+ "compatibility",
+ "ctype",
+ "polyfill",
+ "portable"
],
"support": {
- "source": "https://github.com/symfony/mime/tree/v7.1.2"
+ "source": "https://github.com/symfony/polyfill-ctype/tree/v1.30.0"
},
"funding": [
{
@@ -6429,30 +7323,30 @@
"type": "tidelift"
}
],
- "time": "2024-06-28T10:03:55+00:00"
+ "time": "2024-05-31T15:07:36+00:00"
},
{
- "name": "symfony/polyfill-ctype",
+ "name": "symfony/polyfill-iconv",
"version": "v1.30.0",
"source": {
"type": "git",
- "url": "https://github.com/symfony/polyfill-ctype.git",
- "reference": "0424dff1c58f028c451efff2045f5d92410bd540"
+ "url": "https://github.com/symfony/polyfill-iconv.git",
+ "reference": "c027e6a3c6aee334663ec21f5852e89738abc805"
},
"dist": {
"type": "zip",
- "url": "https://api.github.com/repos/symfony/polyfill-ctype/zipball/0424dff1c58f028c451efff2045f5d92410bd540",
- "reference": "0424dff1c58f028c451efff2045f5d92410bd540",
+ "url": "https://api.github.com/repos/symfony/polyfill-iconv/zipball/c027e6a3c6aee334663ec21f5852e89738abc805",
+ "reference": "c027e6a3c6aee334663ec21f5852e89738abc805",
"shasum": ""
},
"require": {
"php": ">=7.1"
},
"provide": {
- "ext-ctype": "*"
+ "ext-iconv": "*"
},
"suggest": {
- "ext-ctype": "For best performance"
+ "ext-iconv": "For best performance"
},
"type": "library",
"extra": {
@@ -6466,7 +7360,7 @@
"bootstrap.php"
],
"psr-4": {
- "Symfony\\Polyfill\\Ctype\\": ""
+ "Symfony\\Polyfill\\Iconv\\": ""
}
},
"notification-url": "https://packagist.org/downloads/",
@@ -6475,24 +7369,25 @@
],
"authors": [
{
- "name": "Gert de Pagter",
- "email": "BackEndTea@gmail.com"
+ "name": "Nicolas Grekas",
+ "email": "p@tchwork.com"
},
{
"name": "Symfony Community",
"homepage": "https://symfony.com/contributors"
}
],
- "description": "Symfony polyfill for ctype functions",
+ "description": "Symfony polyfill for the Iconv extension",
"homepage": "https://symfony.com",
"keywords": [
"compatibility",
- "ctype",
+ "iconv",
"polyfill",
- "portable"
+ "portable",
+ "shim"
],
"support": {
- "source": "https://github.com/symfony/polyfill-ctype/tree/v1.30.0"
+ "source": "https://github.com/symfony/polyfill-iconv/tree/v1.30.0"
},
"funding": [
{
@@ -6986,6 +7881,82 @@
],
"time": "2024-05-31T15:07:36+00:00"
},
+ {
+ "name": "symfony/polyfill-php82",
+ "version": "v1.30.0",
+ "source": {
+ "type": "git",
+ "url": "https://github.com/symfony/polyfill-php82.git",
+ "reference": "77ff49780f56906788a88974867ed68bc49fae5b"
+ },
+ "dist": {
+ "type": "zip",
+ "url": "https://api.github.com/repos/symfony/polyfill-php82/zipball/77ff49780f56906788a88974867ed68bc49fae5b",
+ "reference": "77ff49780f56906788a88974867ed68bc49fae5b",
+ "shasum": ""
+ },
+ "require": {
+ "php": ">=7.1"
+ },
+ "type": "library",
+ "extra": {
+ "thanks": {
+ "name": "symfony/polyfill",
+ "url": "https://github.com/symfony/polyfill"
+ }
+ },
+ "autoload": {
+ "files": [
+ "bootstrap.php"
+ ],
+ "psr-4": {
+ "Symfony\\Polyfill\\Php82\\": ""
+ },
+ "classmap": [
+ "Resources/stubs"
+ ]
+ },
+ "notification-url": "https://packagist.org/downloads/",
+ "license": [
+ "MIT"
+ ],
+ "authors": [
+ {
+ "name": "Nicolas Grekas",
+ "email": "p@tchwork.com"
+ },
+ {
+ "name": "Symfony Community",
+ "homepage": "https://symfony.com/contributors"
+ }
+ ],
+ "description": "Symfony polyfill backporting some PHP 8.2+ features to lower PHP versions",
+ "homepage": "https://symfony.com",
+ "keywords": [
+ "compatibility",
+ "polyfill",
+ "portable",
+ "shim"
+ ],
+ "support": {
+ "source": "https://github.com/symfony/polyfill-php82/tree/v1.30.0"
+ },
+ "funding": [
+ {
+ "url": "https://symfony.com/sponsor",
+ "type": "custom"
+ },
+ {
+ "url": "https://github.com/fabpot",
+ "type": "github"
+ },
+ {
+ "url": "https://tidelift.com/funding/github/packagist/symfony/symfony",
+ "type": "tidelift"
+ }
+ ],
+ "time": "2024-06-19T12:30:46+00:00"
+ },
{
"name": "symfony/polyfill-php83",
"version": "v1.30.0",
@@ -8158,6 +9129,232 @@
],
"time": "2024-05-16T10:04:27+00:00"
},
+ {
+ "name": "voku/portable-ascii",
+ "version": "2.0.1",
+ "source": {
+ "type": "git",
+ "url": "https://github.com/voku/portable-ascii.git",
+ "reference": "b56450eed252f6801410d810c8e1727224ae0743"
+ },
+ "dist": {
+ "type": "zip",
+ "url": "https://api.github.com/repos/voku/portable-ascii/zipball/b56450eed252f6801410d810c8e1727224ae0743",
+ "reference": "b56450eed252f6801410d810c8e1727224ae0743",
+ "shasum": ""
+ },
+ "require": {
+ "php": ">=7.0.0"
+ },
+ "require-dev": {
+ "phpunit/phpunit": "~6.0 || ~7.0 || ~9.0"
+ },
+ "suggest": {
+ "ext-intl": "Use Intl for transliterator_transliterate() support"
+ },
+ "type": "library",
+ "autoload": {
+ "psr-4": {
+ "voku\\": "src/voku/"
+ }
+ },
+ "notification-url": "https://packagist.org/downloads/",
+ "license": [
+ "MIT"
+ ],
+ "authors": [
+ {
+ "name": "Lars Moelleken",
+ "homepage": "http://www.moelleken.org/"
+ }
+ ],
+ "description": "Portable ASCII library - performance optimized (ascii) string functions for php.",
+ "homepage": "https://github.com/voku/portable-ascii",
+ "keywords": [
+ "ascii",
+ "clean",
+ "php"
+ ],
+ "support": {
+ "issues": "https://github.com/voku/portable-ascii/issues",
+ "source": "https://github.com/voku/portable-ascii/tree/2.0.1"
+ },
+ "funding": [
+ {
+ "url": "https://www.paypal.me/moelleken",
+ "type": "custom"
+ },
+ {
+ "url": "https://github.com/voku",
+ "type": "github"
+ },
+ {
+ "url": "https://opencollective.com/portable-ascii",
+ "type": "open_collective"
+ },
+ {
+ "url": "https://www.patreon.com/voku",
+ "type": "patreon"
+ },
+ {
+ "url": "https://tidelift.com/funding/github/packagist/voku/portable-ascii",
+ "type": "tidelift"
+ }
+ ],
+ "time": "2022-03-08T17:03:00+00:00"
+ },
+ {
+ "name": "voku/portable-utf8",
+ "version": "6.0.13",
+ "source": {
+ "type": "git",
+ "url": "https://github.com/voku/portable-utf8.git",
+ "reference": "b8ce36bf26593e5c2e81b1850ef0ffb299d2043f"
+ },
+ "dist": {
+ "type": "zip",
+ "url": "https://api.github.com/repos/voku/portable-utf8/zipball/b8ce36bf26593e5c2e81b1850ef0ffb299d2043f",
+ "reference": "b8ce36bf26593e5c2e81b1850ef0ffb299d2043f",
+ "shasum": ""
+ },
+ "require": {
+ "php": ">=7.0.0",
+ "symfony/polyfill-iconv": "~1.0",
+ "symfony/polyfill-intl-grapheme": "~1.0",
+ "symfony/polyfill-intl-normalizer": "~1.0",
+ "symfony/polyfill-mbstring": "~1.0",
+ "symfony/polyfill-php72": "~1.0",
+ "voku/portable-ascii": "~2.0.0"
+ },
+ "require-dev": {
+ "phpstan/phpstan": "1.9.*@dev",
+ "phpstan/phpstan-strict-rules": "1.4.*@dev",
+ "phpunit/phpunit": "~6.0 || ~7.0 || ~9.0",
+ "thecodingmachine/phpstan-strict-rules": "1.0.*@dev",
+ "voku/phpstan-rules": "3.1.*@dev"
+ },
+ "suggest": {
+ "ext-ctype": "Use Ctype for e.g. hexadecimal digit detection",
+ "ext-fileinfo": "Use Fileinfo for better binary file detection",
+ "ext-iconv": "Use iconv for best performance",
+ "ext-intl": "Use Intl for best performance",
+ "ext-json": "Use JSON for string detection",
+ "ext-mbstring": "Use Mbstring for best performance"
+ },
+ "type": "library",
+ "autoload": {
+ "files": [
+ "bootstrap.php"
+ ],
+ "psr-4": {
+ "voku\\": "src/voku/"
+ }
+ },
+ "notification-url": "https://packagist.org/downloads/",
+ "license": [
+ "(Apache-2.0 or GPL-2.0)"
+ ],
+ "authors": [
+ {
+ "name": "Nicolas Grekas",
+ "email": "p@tchwork.com"
+ },
+ {
+ "name": "Hamid Sarfraz",
+ "homepage": "http://pageconfig.com/"
+ },
+ {
+ "name": "Lars Moelleken",
+ "homepage": "http://www.moelleken.org/"
+ }
+ ],
+ "description": "Portable UTF-8 library - performance optimized (unicode) string functions for php.",
+ "homepage": "https://github.com/voku/portable-utf8",
+ "keywords": [
+ "UTF",
+ "clean",
+ "php",
+ "unicode",
+ "utf-8",
+ "utf8"
+ ],
+ "support": {
+ "issues": "https://github.com/voku/portable-utf8/issues",
+ "source": "https://github.com/voku/portable-utf8/tree/6.0.13"
+ },
+ "funding": [
+ {
+ "url": "https://www.paypal.me/moelleken",
+ "type": "custom"
+ },
+ {
+ "url": "https://github.com/voku",
+ "type": "github"
+ },
+ {
+ "url": "https://opencollective.com/portable-utf8",
+ "type": "open_collective"
+ },
+ {
+ "url": "https://www.patreon.com/voku",
+ "type": "patreon"
+ },
+ {
+ "url": "https://tidelift.com/funding/github/packagist/voku/portable-utf8",
+ "type": "tidelift"
+ }
+ ],
+ "time": "2023-03-08T08:35:38+00:00"
+ },
+ {
+ "name": "wamania/php-stemmer",
+ "version": "v3.0.1",
+ "source": {
+ "type": "git",
+ "url": "https://github.com/wamania/php-stemmer.git",
+ "reference": "8ea32b6fa27d6888587fe860b64a8763525c5a66"
+ },
+ "dist": {
+ "type": "zip",
+ "url": "https://api.github.com/repos/wamania/php-stemmer/zipball/8ea32b6fa27d6888587fe860b64a8763525c5a66",
+ "reference": "8ea32b6fa27d6888587fe860b64a8763525c5a66",
+ "shasum": ""
+ },
+ "require": {
+ "php": ">=7.3",
+ "voku/portable-utf8": "^5.4|^6.0"
+ },
+ "require-dev": {
+ "phpunit/phpunit": "^9.0"
+ },
+ "type": "library",
+ "autoload": {
+ "psr-4": {
+ "Wamania\\Snowball\\": "src/"
+ }
+ },
+ "notification-url": "https://packagist.org/downloads/",
+ "license": [
+ "MIT"
+ ],
+ "authors": [
+ {
+ "name": "Wamania",
+ "homepage": "http://wamania.com"
+ }
+ ],
+ "description": "Native PHP Stemmer",
+ "keywords": [
+ "php",
+ "porter",
+ "stemmer"
+ ],
+ "support": {
+ "issues": "https://github.com/wamania/php-stemmer/issues",
+ "source": "https://github.com/wamania/php-stemmer/tree/v3.0.1"
+ },
+ "time": "2023-05-11T10:50:27+00:00"
+ },
{
"name": "webmozart/assert",
"version": "1.11.0",
diff --git a/examples/machine-learning/datasets/iris.ndjson b/examples/machine-learning/datasets/iris.ndjson
new file mode 100644
index 0000000000000000000000000000000000000000..85e861c8366a3e31698673a6e5a18d9097bb10cc
--- /dev/null
+++ b/examples/machine-learning/datasets/iris.ndjson
@@ -0,0 +1,150 @@
+[5.1,3.5,1.4,0.2,"Iris-setosa"]
+[4.9,3,1.4,0.2,"Iris-setosa"]
+[4.7,3.2,1.3,0.2,"Iris-setosa"]
+[4.6,3.1,1.5,0.2,"Iris-setosa"]
+[5,3.6,1.4,0.2,"Iris-setosa"]
+[5.4,3.9,1.7,0.4,"Iris-setosa"]
+[4.6,3.4,1.4,0.3,"Iris-setosa"]
+[5,3.4,1.5,0.2,"Iris-setosa"]
+[4.4,2.9,1.4,0.2,"Iris-setosa"]
+[4.9,3.1,1.5,0.1,"Iris-setosa"]
+[5.4,3.7,1.5,0.2,"Iris-setosa"]
+[4.8,3.4,1.6,0.2,"Iris-setosa"]
+[4.8,3,1.4,0.1,"Iris-setosa"]
+[4.3,3,1.1,0.1,"Iris-setosa"]
+[5.8,4,1.2,0.2,"Iris-setosa"]
+[5.7,4.4,1.5,0.4,"Iris-setosa"]
+[5.4,3.9,1.3,0.4,"Iris-setosa"]
+[5.1,3.5,1.4,0.3,"Iris-setosa"]
+[5.7,3.8,1.7,0.3,"Iris-setosa"]
+[5.1,3.8,1.5,0.3,"Iris-setosa"]
+[5.4,3.4,1.7,0.2,"Iris-setosa"]
+[5.1,3.7,1.5,0.4,"Iris-setosa"]
+[4.6,3.6,1,0.2,"Iris-setosa"]
+[5.1,3.3,1.7,0.5,"Iris-setosa"]
+[4.8,3.4,1.9,0.2,"Iris-setosa"]
+[5,3,1.6,0.2,"Iris-setosa"]
+[5,3.4,1.6,0.4,"Iris-setosa"]
+[5.2,3.5,1.5,0.2,"Iris-setosa"]
+[5.2,3.4,1.4,0.2,"Iris-setosa"]
+[4.7,3.2,1.6,0.2,"Iris-setosa"]
+[4.8,3.1,1.6,0.2,"Iris-setosa"]
+[5.4,3.4,1.5,0.4,"Iris-setosa"]
+[5.2,4.1,1.5,0.1,"Iris-setosa"]
+[5.5,4.2,1.4,0.2,"Iris-setosa"]
+[4.9,3.1,1.5,0.1,"Iris-setosa"]
+[5,3.2,1.2,0.2,"Iris-setosa"]
+[5.5,3.5,1.3,0.2,"Iris-setosa"]
+[4.9,3.1,1.5,0.1,"Iris-setosa"]
+[4.4,3,1.3,0.2,"Iris-setosa"]
+[5.1,3.4,1.5,0.2,"Iris-setosa"]
+[5,3.5,1.3,0.3,"Iris-setosa"]
+[4.5,2.3,1.3,0.3,"Iris-setosa"]
+[4.4,3.2,1.3,0.2,"Iris-setosa"]
+[5,3.5,1.6,0.6,"Iris-setosa"]
+[5.1,3.8,1.9,0.4,"Iris-setosa"]
+[4.8,3,1.4,0.3,"Iris-setosa"]
+[5.1,3.8,1.6,0.2,"Iris-setosa"]
+[4.6,3.2,1.4,0.2,"Iris-setosa"]
+[5.3,3.7,1.5,0.2,"Iris-setosa"]
+[5,3.3,1.4,0.2,"Iris-setosa"]
+[7,3.2,4.7,1.4,"Iris-versicolor"]
+[6.4,3.2,4.5,1.5,"Iris-versicolor"]
+[6.9,3.1,4.9,1.5,"Iris-versicolor"]
+[5.5,2.3,4,1.3,"Iris-versicolor"]
+[6.5,2.8,4.6,1.5,"Iris-versicolor"]
+[5.7,2.8,4.5,1.3,"Iris-versicolor"]
+[6.3,3.3,4.7,1.6,"Iris-versicolor"]
+[4.9,2.4,3.3,1,"Iris-versicolor"]
+[6.6,2.9,4.6,1.3,"Iris-versicolor"]
+[5.2,2.7,3.9,1.4,"Iris-versicolor"]
+[5,2,3.5,1,"Iris-versicolor"]
+[5.9,3,4.2,1.5,"Iris-versicolor"]
+[6,2.2,4,1,"Iris-versicolor"]
+[6.1,2.9,4.7,1.4,"Iris-versicolor"]
+[5.6,2.9,3.6,1.3,"Iris-versicolor"]
+[6.7,3.1,4.4,1.4,"Iris-versicolor"]
+[5.6,3,4.5,1.5,"Iris-versicolor"]
+[5.8,2.7,4.1,1,"Iris-versicolor"]
+[6.2,2.2,4.5,1.5,"Iris-versicolor"]
+[5.6,2.5,3.9,1.1,"Iris-versicolor"]
+[5.9,3.2,4.8,1.8,"Iris-versicolor"]
+[6.1,2.8,4,1.3,"Iris-versicolor"]
+[6.3,2.5,4.9,1.5,"Iris-versicolor"]
+[6.1,2.8,4.7,1.2,"Iris-versicolor"]
+[6.4,2.9,4.3,1.3,"Iris-versicolor"]
+[6.6,3,4.4,1.4,"Iris-versicolor"]
+[6.8,2.8,4.8,1.4,"Iris-versicolor"]
+[6.7,3,5,1.7,"Iris-versicolor"]
+[6,2.9,4.5,1.5,"Iris-versicolor"]
+[5.7,2.6,3.5,1,"Iris-versicolor"]
+[5.5,2.4,3.8,1.1,"Iris-versicolor"]
+[5.5,2.4,3.7,1,"Iris-versicolor"]
+[5.8,2.7,3.9,1.2,"Iris-versicolor"]
+[6,2.7,5.1,1.6,"Iris-versicolor"]
+[5.4,3,4.5,1.5,"Iris-versicolor"]
+[6,3.4,4.5,1.6,"Iris-versicolor"]
+[6.7,3.1,4.7,1.5,"Iris-versicolor"]
+[6.3,2.3,4.4,1.3,"Iris-versicolor"]
+[5.6,3,4.1,1.3,"Iris-versicolor"]
+[5.5,2.5,4,1.3,"Iris-versicolor"]
+[5.5,2.6,4.4,1.2,"Iris-versicolor"]
+[6.1,3,4.6,1.4,"Iris-versicolor"]
+[5.8,2.6,4,1.2,"Iris-versicolor"]
+[5,2.3,3.3,1,"Iris-versicolor"]
+[5.6,2.7,4.2,1.3,"Iris-versicolor"]
+[5.7,3,4.2,1.2,"Iris-versicolor"]
+[5.7,2.9,4.2,1.3,"Iris-versicolor"]
+[6.2,2.9,4.3,1.3,"Iris-versicolor"]
+[5.1,2.5,3,1.1,"Iris-versicolor"]
+[5.7,2.8,4.1,1.3,"Iris-versicolor"]
+[6.3,3.3,6,2.5,"Iris-virginica"]
+[5.8,2.7,5.1,1.9,"Iris-virginica"]
+[7.1,3,5.9,2.1,"Iris-virginica"]
+[6.3,2.9,5.6,1.8,"Iris-virginica"]
+[6.5,3,5.8,2.2,"Iris-virginica"]
+[7.6,3,6.6,2.1,"Iris-virginica"]
+[4.9,2.5,4.5,1.7,"Iris-virginica"]
+[7.3,2.9,6.3,1.8,"Iris-virginica"]
+[6.7,2.5,5.8,1.8,"Iris-virginica"]
+[7.2,3.6,6.1,2.5,"Iris-virginica"]
+[6.5,3.2,5.1,2,"Iris-virginica"]
+[6.4,2.7,5.3,1.9,"Iris-virginica"]
+[6.8,3,5.5,2.1,"Iris-virginica"]
+[5.7,2.5,5,2,"Iris-virginica"]
+[5.8,2.8,5.1,2.4,"Iris-virginica"]
+[6.4,3.2,5.3,2.3,"Iris-virginica"]
+[6.5,3,5.5,1.8,"Iris-virginica"]
+[7.7,3.8,6.7,2.2,"Iris-virginica"]
+[7.7,2.6,6.9,2.3,"Iris-virginica"]
+[6,2.2,5,1.5,"Iris-virginica"]
+[6.9,3.2,5.7,2.3,"Iris-virginica"]
+[5.6,2.8,4.9,2,"Iris-virginica"]
+[7.7,2.8,6.7,2,"Iris-virginica"]
+[6.3,2.7,4.9,1.8,"Iris-virginica"]
+[6.7,3.3,5.7,2.1,"Iris-virginica"]
+[7.2,3.2,6,1.8,"Iris-virginica"]
+[6.2,2.8,4.8,1.8,"Iris-virginica"]
+[6.1,3,4.9,1.8,"Iris-virginica"]
+[6.4,2.8,5.6,2.1,"Iris-virginica"]
+[7.2,3,5.8,1.6,"Iris-virginica"]
+[7.4,2.8,6.1,1.9,"Iris-virginica"]
+[7.9,3.8,6.4,2,"Iris-virginica"]
+[6.4,2.8,5.6,2.2,"Iris-virginica"]
+[6.3,2.8,5.1,1.5,"Iris-virginica"]
+[6.1,2.6,5.6,1.4,"Iris-virginica"]
+[7.7,3,6.1,2.3,"Iris-virginica"]
+[6.3,3.4,5.6,2.4,"Iris-virginica"]
+[6.4,3.1,5.5,1.8,"Iris-virginica"]
+[6,3,4.8,1.8,"Iris-virginica"]
+[6.9,3.1,5.4,2.1,"Iris-virginica"]
+[6.7,3.1,5.6,2.4,"Iris-virginica"]
+[6.9,3.1,5.1,2.3,"Iris-virginica"]
+[5.8,2.7,5.1,1.9,"Iris-virginica"]
+[6.8,3.2,5.9,2.3,"Iris-virginica"]
+[6.7,3.3,5.7,2.5,"Iris-virginica"]
+[6.7,3,5.2,2.3,"Iris-virginica"]
+[6.3,2.5,5,1.9,"Iris-virginica"]
+[6.5,3,5.2,2,"Iris-virginica"]
+[6.2,3.4,5.4,2.3,"Iris-virginica"]
+[5.9,3,5.1,1.8,"Iris-virginica"]
\ No newline at end of file
diff --git a/examples/machine-learning/models/.gitignore b/examples/machine-learning/models/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..c96a04f008ee21e260b28f7701595ed59e2839e3
--- /dev/null
+++ b/examples/machine-learning/models/.gitignore
@@ -0,0 +1,2 @@
+*
+!.gitignore
\ No newline at end of file
diff --git a/resources/css/docs-page-homepage.css b/resources/css/docs-page-homepage.css
index 7da470a9e9331d8ae865c4a0cb87bb2650f9edd7..36ad7109f16535dc641b69c17cc4cdbf13bdbc40 100644
--- a/resources/css/docs-page-homepage.css
+++ b/resources/css/docs-page-homepage.css
@@ -18,10 +18,22 @@
background-color: var(--color-body-background);
}
-.homepage-drivers,
+.homepage-gallery.homepage-gallery--reasons {
+ --homepage-gallery-background: var(--color-block-dark-background);
+ --homepage-gallery-color: var(--color-body-font-dark-background);
+}
+
+.homepage-gallery.homepage-gallery--releases {
+ --homepage-gallery-background: white;
+ --homepage-gallery-color: var(--color-body-font);
+
+ border-bottom: 1px solid var(--color-border);
+ height: 460px;
+}
+
.homepage-gallery {
- background-color: var(--color-block-dark-background);
- color: var(--color-body-font-dark-background);
+ background-color: var(--homepage-gallery-background);
+ color: var(--homepage-gallery-color);
max-width: 100vw;
overflow-x: auto;
overflow-y: hidden;
@@ -39,72 +51,22 @@
}
}
-.homepage-drivers {
- border-top: 1px solid var(--color-border);
- display: flex;
- flex-direction: column;
- row-gap: 20px;
-}
-
-.homepage-drivers__items {
- align-items: center;
- column-gap: 20px;
- display: flex;
- flex-direction: row;
- list-style-type: none;
-}
-
-.homepage-drivers__item {
- border: 1px solid var(--color-border);
+.homepage-gallery {
display: flex;
flex-direction: column;
- padding: 40px 20px 20px 20px;
row-gap: 20px;
- text-align: center;
- text-decoration: none;
}
-.homepage-drivers__item.homepage-drivers__item--amphp {
- --drivers-bg-image: url(../images/amphp.webp);
+.homepage-gallery__grid {
+ display: grid;
+ gap: 20px;
- .homepage-drivers__item__background {
- width: 450px;
+ @media screen and (max-width: 1023px) {
+ grid-template-columns: 1fr;
+ }
+ @media screen and (min-width: 1024px) {
+ grid-template-columns: repeat(2, 1fr);
}
-}
-
-.homepage-drivers__item.homepage-drivers__item--openswoole {
- --drivers-bg-image: url(../images/openswoole.png);
-}
-
-.homepage-drivers__item.homepage-drivers__item--other {
- --drivers-bg-image: url(../icons/plug-circle-plus-333333.svg);
-}
-
-.homepage-drivers__item.homepage-drivers__item--swoole {
- --drivers-bg-image: url(../images/swoole.png);
-}
-
-.homepage-drivers__item__background {
- background-image: var(--drivers-bg-image);
- background-position: center;
- background-repeat: no-repeat;
- height: 140px;
- width: 350px;
-}
-
-.homepage-drivers__item__name {
- font-weight: bold;
-}
-
-.homepage-drivers__item__state {
- font-size: var(--font-size-smaller);
-}
-
-.homepage-gallery {
- display: flex;
- flex-direction: column;
- height: 460px;
- row-gap: 20px;
}
.homepage-gallery__items {
@@ -265,6 +227,7 @@ h2.homepage__example__title {
.homepage__title h2 {
font-weight: bold;
+ line-height: 1.3;
margin-top: 20px;
@media screen and (min-width: 1024px) {