rubixml / extras

Experimental features for the Rubix ML library.

Rubix ML

A high-level machine learning and deep learning library for the PHP language.

• Developer-friendly API is delightful to use
• 40+ supervised and unsupervised learning algorithms
• Support for ETL, preprocessing, and cross-validation
• Open source and free to use commercially

Installation

Install Rubix ML into your project using Composer:

$ composer require rubix/ml

Requirements

• PHP 7.4 or above

Recommended

• Tensor extension for fast Matrix/Vector computing

Optional

• GD extension for image support
• Mbstring extension for fast multibyte string manipulation
• SVM extension for Support Vector Machine engine (libsvm)
• PDO extension for relational database support
• GraphViz for graph visualization

Documentation

Read the latest docs here.

What is Rubix ML?

Rubix ML is a free open-source machine learning (ML) library that allows you to build programs that learn from your data using the PHP language. We provide tools for the entire machine learning life cycle from ETL to training, cross-validation, and production with over 40 supervised and unsupervised learning algorithms. In addition, we provide tutorials and other educational content to help you get started using ML in your projects.

Getting Started

If you are new to machine learning, we recommend taking a look at the What is Machine Learning? section to get started. If you are already familiar with basic ML concepts, you can browse the basic introduction for a brief look at a typical Rubix ML project. From there, you can browse the official tutorials below which range from beginner to advanced skill level.

Tutorials & Example Projects

Check out these example projects using the Rubix ML library. Many come with instructions and a pre-cleaned dataset.

• CIFAR-10 Image Recognizer
• Color Clusterer
• Credit Default Risk Predictor
• Customer Churn Predictor
• Divorce Predictor
• DNA Taxonomer
• Dota 2 Game Outcome Predictor
• Human Activity Recognizer
• Housing Price Predictor
• Iris Flower Classifier
• MNIST Handwritten Digit Recognizer
• Text Sentiment Analyzer
• Titanic Survival Predictor

Interact With The Community

• Join Our Telegram Channel

Contributing

See CONTRIBUTING.md for guidelines.

License

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

extras's Issues

Problem Installing After rubix/ml upgrade to 1.3

Here is what you see when you do:

composer require rubix/extras

or

composer require rubix/extras --with-all-dependencies

Using version ^1.0 for rubix/extras
./composer.json has been updated
Running composer update rubix/extras --with-all-dependencies
Loading composer repositories with package information
Updating dependencies
Nothing to modify in lock file
Installing dependencies from lock file (including require-dev)
Nothing to install, update or remove
Package scienide/tensor is abandoned, you should avoid using it. Use rubix/tensor instead.
Package swiftmailer/swiftmailer is abandoned, you should avoid using it. Use symfony/mailer instead.
Generating optimized autoload files
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorAddOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorAddOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorAddOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorAddScalarOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorAddScalarOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorAddScalarOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorCholeskyOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorCholeskyOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorCholeskyOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorConvolve1dOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorConvolve1dOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorConvolve1dOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorConvolve2dOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorConvolve2dOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorConvolve2dOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorDivideOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorDivideOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorDivideOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorDivideScalarOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorDivideScalarOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorDivideScalarOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorDotOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorDotOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorDotOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorEigOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorEigOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorEigOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorEigSymmetricOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorEigSymmetricOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorEigSymmetricOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorEqualOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorEqualOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorEqualOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorEqualScalarOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorEqualScalarOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorEqualScalarOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorGetNumThreadsOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorGetNumThreadsOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorGetNumThreadsOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorGreaterEqualOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorGreaterEqualOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorGreaterEqualOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorGreaterEqualScalarOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorGreaterEqualScalarOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorGreaterEqualScalarOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorGreaterOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorGreaterOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorGreaterOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorGreaterScalarOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorGreaterScalarOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorGreaterScalarOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorInverseOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorInverseOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorInverseOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorLessEqualOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorLessEqualOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorLessEqualOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorLessEqualScalarOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorLessEqualScalarOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorLessEqualScalarOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorLessOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorLessOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorLessOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorLessScalarOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorLessScalarOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorLessScalarOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorLuOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorLuOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorLuOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorMatmulOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorMatmulOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorMatmulOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorModOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorModOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorModOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorModScalarOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorModScalarOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorModScalarOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorMultiplyOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorMultiplyOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorMultiplyOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorMultiplyScalarOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorMultiplyScalarOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorMultiplyScalarOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorNotEqualOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorNotEqualOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorNotEqualOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorNotEqualScalarOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorNotEqualScalarOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorNotEqualScalarOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorPowOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorPowOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorPowOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorPowScalarOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorPowScalarOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorPowScalarOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorPseudoinverseOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorPseudoinverseOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorPseudoinverseOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorRefOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorRefOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorRefOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorSetNumThreadsOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorSetNumThreadsOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorSetNumThreadsOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorSubtractOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorSubtractOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorSubtractOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorSubtractScalarOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorSubtractScalarOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorSubtractScalarOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Zephir\Optimizers\FunctionCall\TensorSvdOptimizer" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/optimizers/TensorSvdOptimizer.php" and "/home/vagrant/code/vendor/scienide/tensor/optimizers/TensorSvdOptimizer.php", the first will be used.
Warning: Ambiguous class resolution, "Tensor\Algebraic" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/src/Algebraic.php" and "/home/vagrant/code/vendor/scienide/tensor/src/Algebraic.php", the first will be used.
Warning: Ambiguous class resolution, "Tensor\Arithmetic" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/src/Arithmetic.php" and "/home/vagrant/code/vendor/scienide/tensor/src/Arithmetic.php", the first will be used.
Warning: Ambiguous class resolution, "Tensor\ArrayLike" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/src/ArrayLike.php" and "/home/vagrant/code/vendor/scienide/tensor/src/ArrayLike.php", the first will be used.
Warning: Ambiguous class resolution, "Tensor\ColumnVector" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/src/ColumnVector.php" and "/home/vagrant/code/vendor/scienide/tensor/src/ColumnVector.php", the first will be used.
Warning: Ambiguous class resolution, "Tensor\Comparable" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/src/Comparable.php" and "/home/vagrant/code/vendor/scienide/tensor/src/Comparable.php", the first will be used.
Warning: Ambiguous class resolution, "Tensor\Decompositions\Cholesky" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/src/Decompositions/Cholesky.php" and "/home/vagrant/code/vendor/scienide/tensor/src/Decompositions/Cholesky.php", the first will be used.
Warning: Ambiguous class resolution, "Tensor\Decompositions\Eigen" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/src/Decompositions/Eigen.php" and "/home/vagrant/code/vendor/scienide/tensor/src/Decompositions/Eigen.php", the first will be used.
Warning: Ambiguous class resolution, "Tensor\Decompositions\LU" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/src/Decompositions/LU.php" and "/home/vagrant/code/vendor/scienide/tensor/src/Decompositions/LU.php", the first will be used.
Warning: Ambiguous class resolution, "Tensor\Decompositions\SVD" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/src/Decompositions/SVD.php" and "/home/vagrant/code/vendor/scienide/tensor/src/Decompositions/SVD.php", the first will be used.
Warning: Ambiguous class resolution, "Tensor\Exceptions\DimensionalityMismatch" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/src/Exceptions/DimensionalityMismatch.php" and "/home/vagrant/code/vendor/scienide/tensor/src/Exceptions/DimensionalityMismatch.php", the first will be used.
Warning: Ambiguous class resolution, "Tensor\Exceptions\InvalidArgumentException" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/src/Exceptions/InvalidArgumentException.php" and "/home/vagrant/code/vendor/scienide/tensor/src/Exceptions/InvalidArgumentException.php", the first will be used.
Warning: Ambiguous class resolution, "Tensor\Exceptions\NotImplemented" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/src/Exceptions/NotImplemented.php" and "/home/vagrant/code/vendor/scienide/tensor/src/Exceptions/NotImplemented.php", the first will be used.
Warning: Ambiguous class resolution, "Tensor\Exceptions\RuntimeException" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/src/Exceptions/RuntimeException.php" and "/home/vagrant/code/vendor/scienide/tensor/src/Exceptions/RuntimeException.php", the first will be used.
Warning: Ambiguous class resolution, "Tensor\Exceptions\TensorException" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/src/Exceptions/TensorException.php" and "/home/vagrant/code/vendor/scienide/tensor/src/Exceptions/TensorException.php", the first will be used.
Warning: Ambiguous class resolution, "Tensor\Matrix" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/src/Matrix.php" and "/home/vagrant/code/vendor/scienide/tensor/src/Matrix.php", the first will be used.
Warning: Ambiguous class resolution, "Tensor\Reductions\REF" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/src/Reductions/REF.php" and "/home/vagrant/code/vendor/scienide/tensor/src/Reductions/REF.php", the first will be used.
Warning: Ambiguous class resolution, "Tensor\Reductions\RREF" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/src/Reductions/RREF.php" and "/home/vagrant/code/vendor/scienide/tensor/src/Reductions/RREF.php", the first will be used.
Warning: Ambiguous class resolution, "Tensor\Special" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/src/Special.php" and "/home/vagrant/code/vendor/scienide/tensor/src/Special.php", the first will be used.
Warning: Ambiguous class resolution, "Tensor\Statistical" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/src/Statistical.php" and "/home/vagrant/code/vendor/scienide/tensor/src/Statistical.php", the first will be used.
Warning: Ambiguous class resolution, "Tensor\Tensor" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/src/Tensor.php" and "/home/vagrant/code/vendor/scienide/tensor/src/Tensor.php", the first will be used.
Warning: Ambiguous class resolution, "Tensor\Trigonometric" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/src/Trigonometric.php" and "/home/vagrant/code/vendor/scienide/tensor/src/Trigonometric.php", the first will be used.
Warning: Ambiguous class resolution, "Tensor\Vector" was found 2x: in "/home/vagrant/code/vendor/rubix/tensor/src/Vector.php" and "/home/vagrant/code/vendor/scienide/tensor/src/Vector.php", the first will be used.
Warning: Ambiguous class resolution, "Rubix\ML\Extractors\Deduplicator" was found 2x: in "/home/vagrant/code/vendor/rubix/extras/src/Extractors/Deduplicator.php" and "/home/vagrant/code/vendor/rubix/ml/src/Extractors/Deduplicator.php", the first will be used.
Warning: Ambiguous class resolution, "Rubix\ML\NeuralNet\ActivationFunctions\SiLU" was found 2x: in "/home/vagrant/code/vendor/rubix/extras/src/NeuralNet/ActivationFunctions/SiLU.php" and "/home/vagrant/code/vendor/rubix/ml/src/NeuralNet/ActivationFunctions/SiLU.php", the first will be used.

Illuminate\Foundation\ComposerScripts::postAutoloadDump
Script Illuminate\Foundation\ComposerScripts::postAutoloadDump handling the post-autoload-dump event terminated with an exception

[ErrorException]
Constant tensor\EPSILON already defined

require [--dev] [--dry-run] [--prefer-source] [--prefer-dist] [--prefer-install PREFER-INSTALL] [--fixed] [--no-suggest] [--no-progress] [--no-update] [--no-install] [--no-scripts] [--update-no-dev] [-w|--update-with-dependencies] [-W|--update-with-all-dependencies] [--with-dependencies] [--with-all-dependencies] [--ignore-platform-req IGNORE-PLATFORM-REQ] [--ignore-platform-reqs] [--prefer-stable] [--prefer-lowest] [--sort-packages] [-o|--optimize-autoloader] [-a|--classmap-authoritative] [--apcu-autoloader] [--apcu-autoloader-prefix APCU-AUTOLOADER-PREFIX] [--] []...