PolyPoly.js
Simple JavaScript piecewise polynomial library. It's well defined and pass elaborated tests.
Install
npm i @phryxia/polypoly
If you use other package manager, feel free to use them.
Features
- Scaling, addition, multiplication of (piecewise) polynomials
- Piecewise polynomials which have different intervals don't matter
- Fast evaluation using binary search for big (>=200) piecewise polynomials
- Can have zero length interval though it doesn't evaluated.
- Still this is helpful for some cases because it holds internal expressions.
Usage
Polynomial
Simple class which represents a single polynomial. If there is no given coefficients or having zero coefficient, it fallbacks to [0]
.
const poly0 = new Polynomial([1, 2, 3]) // 3t^2 + 2t + 1
const poly1 = new Polynomial([0, 2, 0, 4]) // 4t^3 + 2t
Evaluation
Evaluation doesn't matter. This takes θ(d) time complexity where d is the degree of the polynomial. The optimized implementation for sparse polynomial (i.e. having few coefficients) is on plan.
const y = poly0.evaluate(3.141592)
If you want to use coefficients, feel free to access them directly.
poly.coefficients[0] = -2.7184
Operations
You can add
, subtract
or multiply
them. Also you can scale
without creating 1-length polynomial. Same methods but starting with _
do mutable behavior, while the others are immutable.
const poly2 = poly0.add(poly1) // 4t^3 + 3t^2 + 4t + 1
const poly3 = poly0.mul(poly1) // 12t^5 + 8t^4 + 10t^3 + 4t^2 + 2t
const poly4 = poly0.scale(3) // 9t^2 + 6t + 3
PiecewisePolynomial
Simple(?) class which represents multiple polynomials with given intervals.
N
intervals with Polynomial
s should be represented as N - 1
real numbers (called knots
) in non decreasing order. If the length of these are not matched, error will be thrown.
const pp0 = new PiecewisePolynomial(
[
new Polynomial([1]),
new Polynomial([1, 2]),
new Polynomial([1, 2, 3])
],
[0, 1],
)
Evaluation
You can evaluate any real number like Polynomial
. It selects the i-th interval for x where x ∈ [knots[i], knots[i + 1] ?? ∞)
and evaluates for the polynomial of such interval. This behavior skips zero length interval.
const p = new PiecewisePolynomial([
new Polynomial([0]),
new Polynomial([1]),
new Polynomial([2]),
new Polynomial([3]),
new Polynomial([4]),
], [0, 1, 1, 2])
p.evaluate(-1) === 0
p.evaluate(0) === 1
p.evaluate(0.5) === 1
p.evaluate(1) === 3 // third polynomial [2] is skipped
p.evaluate(2) === 4
Note that evaluation uses binary search so that huge intervals can be determined quickly. It takes O(d lg n) time complexity where d is the maximum degree of polynomials and n is the number of intervals.
Operations
You can add
, subtract
or multiply
with either Polynomial
or PiecewisePolynomial
. Also you can multiply scalar without creating 1-length polynomial. Note that PiecewisePolynomial
doesn't support for mutable API because of their complexity.
Having different knots
If two polynomials have different knots
then it properly merges them with following manners
-
newKnots
=knots1
∪knots2
- If
x
is k1-duplicated inknots1
and k2-duplicated inknots2
(k1, k2 may 0), thennewKnots
have max(k1, k2)-duplicatedx
. - When two interval shares equal upper bound, they don't appear again.
See following example.
p1
polynomial a b c d
knots 0 1 1
p2
polynomial A B C D
knots 0 0 2
p1 + p2
polynomial a+A b+B b+C c+C d+C d+D
knots 0 0 1 1 2
Because of this behavior, 0-length intervals are always skipped when evaluated. But combining two PicewisePolynomial
s won't erase such intervals. This is helpful when you compute NURBS like things.
Contributions
I always appreciated for your considerations and enthusiasm!
- BEFORE you create a PR, please raise an issue and describe what you're going to do. This prevents unhelpful efforts for too early implementation. There is no strict template for raising issues, but please write it in English so that communities can understand it.
- Please enable
prettier
formatter and follow repository's.prettierrc
for your IDE. If you don't know how to do so, please google it. - Please use
yarn
for package manager and must commityarn.lock
whenever something is changed.
After cloning this repository, all you have to do is just typing yarn
. Note that polypoly.js
uses vitest
for unit testing. For your intrests see package.json