mcordingley / linearalgebra
Matrix math for PHP.
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Requires
- php: ^8.0.0
Requires (Dev)
- phpunit/phpunit: ^9.5.0
README
Stand-alone Linear Algebra Library for PHP
Installation
composer require mcordingley/LinearAlgebra
Alternately, include this in your composer.json and then update:
"mcordingley/linearalgebra": "^3.0.0"
If Composer isn't an option for you, clone this repository and run build-phar.php
to generate a phar
archive that you can include into your project. PHP will autoload classes from inside the archive as needed.
Usage
Matrix
Start with a use
statement for the class:
use MCordingley\LinearAlgebra\Matrix;
Then, instantiate a new instance of the matrix class like so:
$matrix = new Matrix([
[0, 1, 2],
[3, 4, 5],
[6, 7, 8]
]);
You can also generate an identity matrix with the identity
factory function:
$threeByThreeIdentityMatrix = Matrix::identity(3);
With the matrix instance, you can retrieve individual elements with get
using
the zero-based indices of the row and column that you want:
$element = $matrix->get($row, $column);
It's also possible to find out how large the matrix is with getRowCount()
and getColumnCount()
:
$rows = $matrix->getRowCount();
$columns = $matrix->getColumnCount();
You can also add, subtract, and multiply the matrix with scalar values and other matrices. All operations return a new Matrix and do not modify the underlying matrix:
$addedScalar = $matrix->addScalar(3);
$addedMatrix = $matrix->addMatrix($anotherMatrix);
$subtractedScalar = $matrix->subtractScalar(2);
$subtractedMatrix = $matrix->subtractMatrix($anotherMatrix);
$multipliedByScalar = $matrix->multiplyScalar(4);
$multipliedByMatrix = $matrix->multiplyMatrix($anotherMatrix);
Matrices can be compared with equals
to see if they're equal:
if ($matrix1->equals($matrix2)) {
// Equality for all!
}
In addition to these basic operations, the Matrix class offers other common matrix operations:
$matrix->inverse()
$matrix->adjugate()
$matrix->determinant()
$matrix->trace()
$matrix->transpose()
You can get the upper and lower triangular matrices by calling upper(bool)
and lower(bool)
. The lone argument tells
whether the main diagonal of the triangular matrix should be set to ones (true
) or the value of the parent matrix
(false
).
It's also possible to run a map over the matrix:
$squaredElements = $matrix->map(function($element, $row, $column, $matrix) {
return $element * $element
});
Submatrices may be extracted with sliceColumns($offset, $length)
and sliceRows($offset, $length)
. The semantics of
the arguments are the same as PHP's array_slice
.
Similarly, spliceColumns($offset, $length, $replacement)
and spliceRows($offset, $length, $replacement)
can be used
to create new matrices with specific rows or columns removed or replaced. Unlike the native PHP array_splice
, these
operations do not modify the matrix in place and return the removed elements, but instead return a new matrix with the
splice applied.
If you need to combine together matrices, you can do so by calling the concatenation methods:
$m1 = new Matrix([
[1,2,3],
[4,5,6],
]);
$m2 = new Matrix([
[7],
[8],
]);
$m3 = new Matrix([[3,2,1]]);
$m4 = $m1->concatenateRight($m2);
// [
// [1,2,3,7],
// [4,5,6,8],
// ]
$m5 = $m1->concatenateBottom($m3);
// [
// [1,2,3],
// [4,5,6],
// [3,2,1],
// ]
LU and LUP decomposition methods are available as separate classes and both expose lower()
and upper()
for the L
and U portions of the decompositions, respectively. The LUP decomposition additionally exposes permutationMatrix
and
permutationArray
to fetch the P component of the decomposition as well as parity
to return the total number of
pivots performed.
Vector
As with Matrix
, import the class into your current namespace:
use MCordingley\LinearAlgebra\Vector;
Since a Vector
is a special case of a Matrix
, Vector
inherits from Matrix
. As such, every method available on
Matrix
is also available on Vector
. Vector
also exposes additional methods specific to working with vectors.
Creating a Vector
differs from creating a Matrix
only in that the constructor takes an array of scalars, rather
than an array of arrays:
$vector = new Vector([1, 2, 3, 4]);
Note that Vector
instances are all row vectors. If you need a column vector, transpose()
the vector to get a
Matrix
with a single column.
If you need to cast a Matrix
into a Vector
, call the factory method fromMatrix()
:
$vector = Vector::fromMatrix($matrix);
toArray()
is overridden to return an array of scalars to mirror how the constructor works. It is equivalent to
calling $matrix->toArray()[0]
on a Matrix
instance.
getSize()
is provided as an alias for getColumnCount()
. sum()
will return the sum of the Vector
elements,
while dotProduct($otherVector)
will return the sum of the pair-wise products of $vector
and $otherVector
,
and is also availabe aliased as innerProduct($otherVector)
. outerProduct($otherVector)
will return a new Matrix
representing the outer product of the two vectors. crossProduct($otherVector)
is also available. Vectors may be
normalized with normalize()
. They may also be projected onto other vectors with project($otherVector)
. The
Euclidean distance may also be calculated between two vectors with euclideanDistance($otherVector)
.
For measures of vector magnitude, l1Norm()
, l2Norm()
, and maxNorm()
are all available, with length()
as
an alias for l2Norm()
.
Links to relevant Wikipedia articles are provided in the function documentation for additional detail.
Change-log
-
3.0.0
- Update to PHP 8 to start taking advantage of new features.
- Adds some previously-missing type assertions enabled by PHP 8.
- Adds
euclideanDistance
toVector
.
-
2.2.0
- Implement the
ArrayAccess
interface onMatrix
to return row vectors. - Implement the
ArrayAccess
interface onVector
to return scalars. - Add
addVector()
andsubtractVector()
toVector
- Add
magnitude()
as an alias tolength()
onVector
- Implement the
-
2.1.1
- Fix a bug involving inheritance with
map()
onVector
.
- Fix a bug involving inheritance with
-
2.1.0
- Add
Vector
as a subclass ofMatrix
. Thanks to battlecook for this contribution.
- Add
-
2.0.0
- Drop support for PHP 5.x
- Introduce strict scalar type hints
- Drop deprecated functions and properties.
- Tighten up interface with the
final
andprivate
keywords. diagonal()
now returns a full matrix, not a vector.- Rename
adjoint()
toadjugate()
for clarity. - Add
entrywise()
to compute the Hadamard product. - Add
upper()
andlower()
- Add
sliceColumns()
andsliceRows()
- Add
spliceColumns()
andspliceRows()
- Add
LU
andLUP
decompositions as classes.
-
1.3.2
- Deprecate
__toString()
magic method. - Deprecate
isSymmetric()
.
- Deprecate
-
1.3.1
- Deprecate use of the
ArrayAccess
interface. - More internal code style fixes.
- Deprecate use of the
-
1.3.0
- Fix typo in names of
concatenateRight()
andconcatenateBottom()
- Remove generated Phar file. Users who need it should use the
build-phar.php
script to generate one. - Refactor LUDecomposition to have a less awkward constructor.
- Split
add()
intoaddMatrix()
andaddScalar()
. Deprecateadd()
. - Split
subtract()
intosubtractMatrix()
andsubtractScalar()
. Deprecatesubtract()
. - Split
multiply()
intomultiplyMatrix()
andmultiplyScalar()
. Deprecatemultiply()
. - Add
getRowCount()
andgetColumnCount()
accessors. - Deprecate
rows
andcolumns
properties.
- Fix typo in names of
-
1.2.0
- Added
concatenateBottom($other)
- Added
concatencateRight($other)
- Added
-
1.1.0
- Added
diagonal()
.
- Added
-
1.0.0
- Switch to PSR-4 from PSR-0.
- Take
isSymmetric()
public. - Rearrange source in
Matrix.php
to be more readable and PSR-compliant.
-
0.9.1
- Fix several bugs with the Cholesky decomposition and inverse.
-
0.9.0
- Bump version up to represent that this is close to it's final form.
- Merged PR for faster
inverse
calculations - KISS
Vector
class good-bye. - Renamed
eq
toequals
. - Removed
set
function, so instantiated objects are immutable.
-
0.3.0
- Added the
identity
factory function - Using Cholesky decomposition for faster matrix inversions for applicable matrices
- Added
eq
function to test equality of matrices - Implemented the ArrayAccess interface
- Added the
-
0.2.0
- Created the Vector type
\MCordingley
namespace is now\mcordingley
- Matrix functions that return a new Matrix now return a new instance of the called class
-
0.1.0
- Created the Matrix type
- Scalar Addition
- Scalar Subtraction
- Scalar Multiplication
- Matrix Addition
- Matrix Subtraction
- Matrix Multiplication
- Inverse
- Adjoint
- Determinant
- Trace
- Transpose
- Submatrix
- Map