ganja.js - Geometric Algebra for javascript.

Geometric Algebra - Not Just Algebra

Ganja.js is a Geometric Algebra code generator for javascript. It generates
Clifford algebras and sub-algebras of any signature and implements operator
overloading and algebraic constants.

cite as 

``bibtex
@misc{https://doi.org/10.5281/zenodo.3635774,
doi = {10.5281/ZENODO.3635774},
url = {https://zenodo.org/record/3635774},
author = {De Keninck, Steven},
title = {ganja.js},
publisher = {Zenodo},
year = {2020}
}
`

(Mathematically, an algebra generated by ganja.js is a graded exterior (Grassmann) algebra
(or one of its subalgebras) with a non-metric outer product, extended (Clifford) with geometric and contraction inner products, a Poincare duality operator and the main
involutions and morphisms.)

(Technically, ganja.js is a code generator producing classes that reificate algebraic literals
and expressions by using reflection, a built-in tokenizer and a simple AST translator to
rewrite functions containing algebraic constructs to their procedural counterparts.)

(Practically, ganja.js enables real math syntax inside javascript, with element, vector and matrix
operations over reals, complex numbers, dual numbers, hyperbolic numbers, vectors, spacetime events, quaternions, dual quaternions, biquaternions or any other Clifford Algebra.)

(Seriously, look at the examples,
run some quick numbers using the GAlculator
or play the wedge game first.)

Discourse and Discord

Visit bivector.net for our forum and chat - the perfect
place for questions and support.

New !

ganja.js now has a nodejs based templated source generator that allows the creation of arbitrary algebras
for C++, C#, python and rust. The generated code provides in a flat multivector format and operator overloading.
Check the 'codegen' folder for the source, several algebras are available in pregenerated versions.

* C++ pre-generated sources
* C# pre-generated sources
* rust pre-generated sources
* python pre-generated sources

Contents

1. Reasons to use ganja

2. Using ganja for the first time

3. Getting free ganja samples

4. Ganja for experienced users

5. Ganja ingredients and syntax

6. Ganja starterkit : PGA2D P(R*2,0,1)

7. Ganja starterkit : PGA3D P(R*3,0,1)


Reasons to use ganja

Ganja.js makes doing Geometric Algebra in your browser easy and fun. Its
inline syntax and graphing makes math in the browser feel like .. math.

* Operator overloading
* Algebraic constants
* Supports any metric (positive,negative,zero) and dimensionality (also +10)
* smallish (20kb on the wire)
* matrix-free inverses up to 5D.
* geometric, inner (left contraction), outer (wedge) and regressive (vee) product
* conjugate, Reverse, Involute, Dual (Poincare), Negative
* 4 API's (inline, asciimath, object oriented, functional)
* Easy graph function for 1D and 2D functions, Projective 2D, 3D and conformal 2D and 3D elements. (SVG/webGL/OPNS)
* Supports vectors and matrices in all its algebras.
* There's a game that teaches you how to use ganja.js !

Using ganja for the first time

Install ganja.js using npm :
`
npm install ganja.js
`

And require it in your script :
`javascript
var Algebra=require('ganja.js');
`

Or in the browser, just include the ganja.js script. (ganja.js has no dependencies)

!npm

`html

`

$3

To create an Algebra, call the _Algebra_ function specifying the metric
signature (number of positive,negative and zero dimensions). The result is
an ES6 class implementing the requested clifford algebra.

`javascript
function Algebra( p, q, r, func );
// p = number of positive dimensions.
// q = optional number of negative dimensions.
// r = optional number of zero dimensions.
// func = optional function. (shorthand .. it is passed to .inline and executed)
`
An extended syntax is also available that allows you to further tweak the created Algebra.

` javascript
function Algebra( options, func );
// options = object containing subset of
// {
// p, integer number of positive dimensions.
// q, integer number of negative dimensions.
// r, integer number of zero dimensions.
// metric, [a,b,..] array with metric per generating dimensions. (e.g. [0,1,1] for PGA2D)
// basis, ["1","e1","e2"] basis that overrules the standard cannonical basis.
// Cayley, [["1","e1"],["e1","-1"]] Cayley table to overrule standard GA tables.
// baseType, float32Array (default), float64Array, .. baseType to be used for the Elements.
// mix Set to true to enable interoperable sub-algebras. (defaults to false).
// }


// returns : algebra class if no func supplied, function result if func supplied.
`
Here are some examples :

`javascript
// Basic
var Hyper = Algebra(1); // Hyperbolic numbers.
var Complex = Algebra(0,1); // Complex numbers.
var Dual = Algebra(0,0,1); // Dual numbers.
var H = Algebra(0,2); // Quaternions.

// Clifford
var Cl2 = Algebra(2); // Clifford algebra for 2D vector space.
var Cl3 = Algebra(3); // Clifford algebra for 3D vector space.
var timeSpace = Algebra(1,3); // Clifford algebra for timespace vectors.

// SubAlgebras
var Complex = Algebra({p:3,basis:['1','e123']}); // Complex Numbers as subalgebra of Cl3
var H = Algebra({p:3,basis:['1','e12','e13','e23']}); // Quaternions as even subalgebra of Cl3

// Geometric
var PGA2D = Algebra(2,0,1); // Projective Euclidean 2D plane. (dual)
var PGA3D = Algebra(3,0,1); // Projective Euclidean 3D space. (dual)
var CGA2D = Algebra(3,1); // conformal 2D space.
var CGA3D = Algebra(4,1); // Conformal 3D space.

// High-Dimensional GA
var DCGA3D = Algebra(6,2); // Double Conformal 3D Space.
var TCGA3D = Algebra(9,3); // Triple Conformal 3D Space.
var DCGSTA = Algebra(4,8); // Double Conformal Geometric Space Time Algebra.
var QCGA = Algebra(9,6); // Quadric Conformal Geometric Algebra.
`

You can now use these classes to generate algebraic elements. Those elements will have all of the
expected properties. (Length, blade access, Dot, Wedge, Mul, Dual, Inverse, etc ...)

And while not advised you could use them in a 'classic' programming style syntax like the example below.

`javascript
var Complex = Algebra(0,1); // Complex numbers.
var a = new Complex([3,2]); // 3+2i
var b = new Complex([1,4]); // 1+4i
return a.Mul(b); // returns [-5, 14]
`
This however, is not very pretty. It's not that much fun either. Luckily,
ganja.js provides an alternate way to write algebraic functions, literals
and expressions.

$3

Your Algebra class exposes this interface through the
_inline_ function. It accepts a javascript function, and translates it to
use the Algebra of your choice. Using the _inline_ function, the above example is
written :

`javascript
Algebra(0,1).inline(()=>(3+2e1)*(1+4e1))(); // return [-5,14]
`
Note that if you are immediately executing the function, you can add it as a last parameter
to your Algebra constructor call.

`javascript
Algebra(0,1,()=>(3+2e1)*(1+4e1)); // return [-5,14]
`

The inline syntax is powerful and flexible. It offers full operator
overloading, overloads scientific e-notation to allow you to directly
specify basis blades and allows using arrays or lambda expressions without
the need for calling brackets in algebraic expressions.

`javascript
Algebra(2,0,1,()={

// Direct specification of basis blades using e-notation.
var xy_bivector = 1e12,
pseudoscalar = 1e012;

// Operator overloading .. * = geometric product, ^ = wedge, & = vee, << = dot, >>> = sandwich ...
var xy_bivector_from_product = 1e1 * 1e2;

// Directly specified point.
var some_point = 1e12 + 0.4e01 + 0.5e02;

// Function that returns point.
var function_that_returns_point = ()=>some_point + 0.5e01;

// Join of point and function .. notice no calling brackets ..
var join_between_point_and_function = some_point & function_that_returns_point;

// Same line as above.. but as function.. (so will update if the point changes)
var function_that_returns_join = ()=>some_point & function_that_returns_point;

// Binary operations on arrays also work as expected.
var even = [1,2,3,4,5]*2;

// Even if those contain multivectors or other arrays :
var funky = [1, 1e01+0.5e02, [3,4]] * 3 + [1,2,3];

// All elements and functions can be rendered directly. (again, no calling brackets).
var canvas = this.graph([ some_point, function_that_returns_point, function_that_returns_join ]);

});
`
Under the hood, ganja.js will translate these functions.

`javascript
// the pretty mathematical expression (!=dual, ^=wedge)

a = ()=>!(!a^!b)(c1e23)

// gets translated to ..

b = ()=>this.Mul(this.Dual((this.Wedge(this.Dual(a),this.Dual(b)))),(this.Mul(c,this.Coeff(6,1))))
`
In the example above, functions a and b do the same thing, but it should be clear that _a-b=headeache_.
Because I'm out of aspirin, I'll leave the proof of that to the reader.

See the coffeeshop for more
examples of how to use the inline syntax.

$3

Your Algebra also exposes a static _graph_ function that allows you to
easily graph 1D or 2D functions as well as 2D and 3D PGA and CGA elements.

* canvas output is available for 1D and 2D functions.
* SVG output is available for 2D PGA, 3D PGA and 2D CGA.
* webGL output is available for 3D PGA and 3D CGA.
* webGL2 implicit OPNS rendering is available for all other spaces.

`javascript
canvas = Algebra(0).graph(x=>Math.sin(x*5)); // Graph a 1D function in R

canvas = Algebra(0).graph((x,y)=>x+y); // Graph a 2D function in R

svg = Algebra(2,0,1,()=>this.graph([1e12,1e1,1e2])); // Graph the origin and x and y-axis in 2D PGA

svg = Algebra(3,0,1,()=>this.graph([1e123,1e23,1e13,1e12],{camera:1+.5e01-.5e02})); // and in 3D PGA

canvas = Algebra(4,1,()=>this.graph([.5e4-.5e5],{conformal:true,gl:true}); // The origin in 3D CGA
`
Again, many more examples can be found at the coffeeshop.

$3

To display the basis blade names, metric, Cayley table and more, use the
static _describe_ function.

`javascript
Algebra(0,1).describe();
`
sample output :

`
Basis
1,e1
Metric
-1
Cayley
1, e1
e1, -1
Matrix Form:
A,-B
B, A
`

Getting free ganja samples.

Please visit the coffeeshop
and play around with the examples. They are interactive and you can easily
change the code online. No need to download or install anything !

complex mandelbrot	complex least squares
dual differentiation	dual backpropagation
quaternion hue	quaternion mandelbrot
timespace lorentz	pga2d points and lines
pga2d distances and angles	pga2d project and reject
pga2d rotors and translators	pga2d isometries
pga2d inverse kinematics	pga2d separating axis
pga2d pose estimation	pga2d euler line
pga2d desargues theorem	pga2d differentiation
pga2d physics moon	pga2d origami
pga2d poncelet	pga3d points and lines
pga3d distances and angles	pga3d rotors and translators
pga3d icosahedron	pga3d sampling
pga3d slicing	pga3d differentiation
pga3d skinning	pga3d physics planets
pga3d origami	pga3d physics symmetric top
pga3d physics free top	pga3d objects
cga2d points and circles	cga2d project and reject
cga2d rotors and translators	cga2d euler line
cga3d points circles lines	cga3d points spheres planes
cga3d dual spheres planes	cga3d intersections
cga3d project reject	cga3d opns visualizer
cga3d opns line circle	cga3d json
mga3d points and lines	ccga3d points quadrics
qcga3d points and more	game wedge

ganja.js is also the engine behind the GAlculator - try it online or get it on the play store

Or - get some hands on experience with euclidian plane PGA by playing the wedge game.

Ganja for experienced users.

Ganja.js allows you to further customise the algebra class it
generates, allowing you to generate subalgebras (who's elements use
less storage), or algebra's where you decide on the order and name
of the basis blades. (the name should always be exyz but
you can pick e.g. e20 instead of the default e02
and expect ganja.js to make appropriate sign changes)

The advanced options are available by passing in an options object as
the first parameter to the Algebra call.

$3

`javascript

// The complex numbers as the even subalgebra of R2
C = Algebra({p:2,basis:['1','e12']});

// The Quaternions as the even subalgebra of R3
var H = Algebra({p:3,basis:['1','e12','e13','e23']});

`

$3

When not specified, ganja.js will generate basis names that are
grouped by rank and numerically sorted. By default, a single zero
dimension will get generator name e0. Zero dimensions come
first.

|signature|default basis names
|---|---
|2,0,0 and 1,1,0|1,e1,e2,e12
|1,0,1|1,e0,e1,e01
|3,0,0 and 2,1,0|1,e1,e2,e3,e12,e13,e23,e123
|2,0,1|1,e0,e1,e2,e01,e02,e12,e012
|4,0,0 and 3,1,0|1,e1,e2,e3,e4,e12,e13,e14,e23,e24,e34,e123,e124,e134,e234,e1234
|3,0,1|1,e0,e1,e2,e3,e01,e02,e03,e12,e13,e23,e012,e013,e023,e123,e0123

note the scalar part of a multivector "mv" can be addressed with "mv.s", other basis
blades follow the expected pattern. e.g. "mv.e12" or "mv.e012".

By default, your algebra elements will inherit from Float32Array.
You can change the underlying datatype used by ganja.js to any of the
typed array basis types :

`javascript

var R3_32 = Algebra(3);

var R3_64 = Algebra({p:3,baseType:Float64Array});

`

$3

Or take things a bit further and simply specify a Cayley table to your liking. The example below shows
automatic numerical differentiation and calculates the value, 1st, 2nd and 3rd derivative of any polynomial.

`javascript
var basis=['1','e1','e2','e3'];
var Cayley=[['1', 'e1','e2','e3'],
['e1','e2','e3', '0'],
['e2','e3', '0', '0'],
['e3', '0', '0', '0']];

Algebra({basis,Cayley},()=>{
var f = (x)=>0.25xxxx-0.5;
for (var i=-5; i<5; i++) console.log( i, f(i+1e1) );
});
`
outputs : x [f(x),f'(x),f''(x)/2!,f'''(x)/3!]
`
-5 [155.75, -125, 37.5, -5]
-4 [ 63.5, -64, 24, -4]
-3 [ 19.75, -27, 13.5, -3]
-2 [ 3.5, -8, 6, -2]
-1 [ -0.25, -1, 1.5, -1]
0 [ -0.5, 0, 0, 0]
1 [ -0.25, 1, 1.5, 1]
2 [ 3.5, 8, 6, 2]
3 [ 19.75, 27, 13.5, 3]
4 [ 63.5, 64, 24, 4]
`


$3

For storage and performance reasons it can be interesting to combine elements of various sub-algebras of
a given Algebra. Ganja.js supports this by setting options.mix to true when you create your algebra.

`javascript
// Create R2 - Clifford algebra of 2D vectors - indicate you want mix mode.
var R2 = Algebra({p:2,q:0,r:0,mix:true});

// Create the complex numbers as the even subalgebra of R2.
var C = Algebra({p:2,q:0,r:0,basis:['1','e12'],mix:true});

// Elements of R2 have four components.
// Create the complex number 1+4i
var a=new R2([1,0,0,4])

// Elements of C have two components.
// Create the complex number 3+2i
var b=new C([3,2]);

// They inter-operate ..
a.Mul(b); // returns an element of R2 : [-5,0,0,14]
b.Mul(a); // returns an element of C : [-5,14]
`
With the mix mode enabled, all operations generated by ganja.js will use basis name access
instead of array indexing. (and all operations are protected to substitute missing blades with 0).

The Inline syntax can still be used, keep in mind that in most cases you would want that to be
the inline function of the 'parent' algebra. (In the example above, use R2.Inline and not C.Inline
as the latter will reduce all your operations to the field of C).

Ganja ingredients and syntax.

Here's a list of the supported operators in all syntax flavors :

Please note that operator precedence is as always in javaScript, except
for Wedge, Vee, Dot and Sandwich which have higher precedence than * and /,
resulting in less brackets in many common GA expressions.

|Precedence |Inline JS | AsciiMath | Object Oriented | Functional
|-----------|----------|-----------|-----------------|------------
|5 | x.Involute| tilde(x) | x.Involute | A.Involute(x)
|5 | x.Reverse| ddot(x) | x.Reverse | A.Reverse(x)
|5 | ~x | hat(x) | x.Conjugate | A.Conjugate(x)
|5 | !x | bar(x) | x.Dual | A.Dual(x)
|4 rtl | x**-1 | x^-1 | x.Inverse | A.Inverse(x)
|4 rtl | x**y | x^y | x.Pow(y) | A.Pow(x,y)
|3 | x^y | x^^y | x.Wedge(y) | A.Wedge(x,y)
|3 | x<|3 | x&y | bar(bar(x)^^bar(y)) | x.Vee(y) | A.Vee(x,y)
|3 | x>>>y | x y hat(x) | x.Mul(y).Mul(x.Conjugate) | A.sw(x,y)
|2 | xy | x*y | x.Mul(y) | A.Mul(x,y)
|2 | x/y | x/y | x.Div(y) | A.Div(x,y)
|1 | x-y | x-y | x.Sub(y) | A.Sub(x,y)
|1 | x+y | x+y | x.Add(y) | A.Add(x,y)
| | 1e1 | 1e_1 | new A([0,1]) | A.Vector(1)
| | 2e2 | 2e_2 | new A([0,0,2,0])| A.Vector(0,2)
| | 2e12 | 2e_12 | new A([0,0,0,2])| A.Bivector(2)

$3

The Duality operator implements Poincare duality, a definition and implementation that works
even if the pseudoscalar of the subspace in consideration is degenerate. It is defined for any
k-vector x of an n-dimensional subspace as the n-k vector y containing all the basis
vectors that are not in x. For non-degenerate metrics, you can still use multiplication
with the pseudoscalar if so desired (although it will be less efficient)

$3

The dot product implemented is the left contraction - without any extensions or modifications.
The geometric meaning is usually formulated as the dot product between x and y gives the orthogonal
complement in y of the projection of x onto y.

$3

The vee product is available as an optimized shorthand for the dual of the wedge of the duals.

`
a&b = !(!a^!b)
`
I've chosen the & symbol as it can be interpreted as 'join' or 'meet' depending on the geometric
meaning given to vectors. (planes/lines or points)

Ganja starterkit : PGA2D P(R*2,0,1)

Want to get started quickly with 2D Projective Geometric Algebra ? The
boiler plate below gets you going with a bunch of usefull identities.
(and the coffeeshop has plenty of examples).

We start off with a clifford algebra with signature (2,0,1). We then
upgrade it to a geometric algebra by extending it with geometric
operators. (this is where we decide our bivectors will be points,
effectively making this P(R*2,0,1).

Simply include the ganja.js script and put the block below in a SCRIPT tag
to get started ..

`javascript
// Create a Clifford Algebra with 2 positive and one zero generator.
Algebra(2,0,1,()=>{

// Output algebra info to the console.
this.describe();

// The default basis is s,e0,e1,e2,e01,e02,e12,e012
// The metric for vectors is 0, 1, 1 - Vectors will represent lines.
// The metric for bivectors is 0, 0, -1 - Bivectors will represent points.
// The pseudoscalar is degenerate, so use the built-in duality operator instead.

// The bivectors consist of two motor elements and one rotation element -
// exactly what is needed to represent translations and rotations in the plane.

// In dual projectivized space, the origin is represented by the e12 bivector.
var origin = 1e12, EX=-1e02, EY=1e01;

// Points and lines can be specified directly. (note : -e02 = e20)
var point = (x,y)=>origin+xEX+yEY;
var line = (a,b,c)=>a1e1+b1e2+c*1e0;

// Or through join and meet operations. (dual so wedge is meet and vee is join.)
var join = (p1,p2)=>p1&p2;
var meet = (l1,l2)=>l1^l2;

// Distances and angles
var dist_points = (P1,P2)=>(P1.Normalized&P2.Normalized).Length;
var dist_point_line = (P,l)=>((P.Normalized)^(l.Normalized)).e012;
var angle_lines = (l1,l2)=>(l1.Normalized<
// Points and lines can be projected and rejected.
var project = (P,l)=>P< var parallel = (P,l)=>P< var ortho = (P,l)=>P<
// translations and rotations.
var rotor = (a,P)=>Math.cos(a0.5)+Math.sin(a0.5)*P;
var translator = (x,y)=>1+0.5(x1e02-y*1e01);

// To demonstrate graphing, we create some points and lines.
// Users can drag points in the graph, lambda expressions can be
// used to create dynamic updating items.
var A = point(-1,-1), B = point(1,-1), C = point(-1,1), l = line(-1,1,0.5);

// Ganja.js can directly graph 2D PGA elements. Pass in an array of
// items to render. (numbers are colors, strings are labels, PGA points
// and lines are rendered automatically and arrays can be used for line
// segments and polygons). The graph function returns a HTML SVG element.
document.body.appendChild(this.graph([
// use numbers to set the current color.
0x444444,
// strings label the items they follow, first string is a title.
"title",
// render points (user can drag these)
A, B, C, "Label for point",
// render lines
l,"Label for line",
// line segments
()=>[A,B], "Label for segment",
// polygons
0xffeeee,
()=>[A,B,C], 0xff7777, "Label for polygon"
],{grid:true, animate:false}));

// When using the animation mode, all lambda's will be evaluated every frame.
// Use Date.now() or similar. (many examples in the coffeeshop.)
});
`

!ganja p2 example

Ganja starterkit : PGA3D P(R*3,0,1)


This example implements the table on page 15 of Gunn's Geometric Algebra for Computer Graphics.
We apply the same strategy from above and start from a Clifford Algebra in R3,0,1.

`javascript
// Create a Clifford Algebra with 3 positive and one zero generator.
Algebra(3,0,1,()=>{

// Output algebra info to the console.
this.describe();

// The default basis is 1,e0,e1,e2,e3,e01,e02,e03,e12,e13,e23,e012,e013,e023,e123,e0123
// The metric for vectors is 0, 1, 1, 1 - Vectors will represent planes.
// The metric for bivectors is 0, 0, 0, -1, -1, -1 - Bivectors will represent lines.
// The metric for trivectors is 0, 0, 0, -1 - Trivectors will represent points.
// The pseudoscalar is degenerate, so use the built-in duality operator instead.

// The bivectors consist of three motor elements and three rotation element -
// exactly what is needed to represent translations and rotations in euclidean space.

// In dual projectivized space, the origin is represented by the e12 bivector.
var origin=1e123, EX=-1e023, EY=1e013, EZ=-1e012;

// Points and planes can be specified directly.
var point = (x,y,z)=>origin+xEX+yEY+z*EZ,
plane = (a,b,c,d)=>a1e1+b1e2+c1e3+d1e0;

// Table from "Geometric Algebra for Computer Graphics" p.15
var LineFromPoints = (P,Q)=>P&Q,
LineFromPlanes = (a,b)=>a^b,
PointFromPlanes = (a,b,c)=>a^b^c,
PlaneFromPoints = (P,Q,R)=>P&Q&R,
DistPointToPlane = (a,P)=>a&P,
DistPoints = (P,Q)=>(P&Q).Length,
AnglePlanes = (a,b)=>Math.acos((a< LineThroughPointPerpPlane = (P,a)=>P< OrthProjPointToPlane = (P,a)=>P< PlaneThroughPointParPlane = (P,a)=>P< IntersectLinePlane = (PI,a)=>PI^a,
PlaneThroughPointPerpLine = (PI,P)=>P< OrthProjPointToLine = (PI,P)=>P< LineThroughPointParLine = (PI,P)=>P< LineThroughPointPerpLine = (PI,P)=>(P< DistLines = (PI,EP)=>PI&EP,
AngleLines = (PI,EP)=>Math.acos((PI< ReflectionInPlane = (a,X)=>aXa,
Rotor = (PI,alpha)=>Math.cos(alpha/2) + Math.sin(alpha/2)*PI,
RotationAroundLine = (X,PI,alpha)=>Rotor(PI,alpha)X~Rotor(PI,alpha),
Translator = (x,y,z)=>1+0.5(xEX+yEY+zEZ);

// To demonstrate graphing, we create some points and lines.
// Users can drag points in the graph, lambda expressions can be
// used to create dynamic updating items.
var A = point(-1,-1, 0), B = point(1,-1, 0), C = point(-1,1,0);

// Ganja.js can directly graph 3D PGA elements. Pass in an array of
// items to render. (numbers are colors, strings are labels, PGA points
// and lines are rendered automatically and arrays can be used for line
// segments and polygons). The graph function returns a HTML SVG element.
document.body.appendChild(this.graph([
// use numbers to set the current color.
0x444444,
// strings label the items they follow, first string is a title.
"title",
// render points (user can drag these)
A, B, C, "Label for point",
// render lines
()=>(B&C&A)<<(B&C)<<-A,"Label for line",
// line segments
()=>[A,B], "Label for segment",
// polygons
0xffeeee,
()=>[A,B,C], 0xff7777, "Label for polygon"
],{grid:false, animate:false}));

// When using the animation mode, all lambda's will be evaluated every frame.
// Use Date.now() or similar. (many examples in the coffeeshop.)
});
``

!ganja p3 example