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/*! # nalgebra **nalgebra** is a linear algebra library written for Rust targeting: * General-purpose linear algebra (still lacks a lot of features…) * RealField time computer graphics. * RealField time computer physics. ## Using **nalgebra** You will need the last stable build of the [rust compiler](http://www.rust-lang.org) and the official package manager: [cargo](https://github.com/rust-lang/cargo). Simply add the following to your `Cargo.toml` file: ```.ignore [dependencies] nalgebra = "0.18" ``` Most useful functionalities of **nalgebra** are grouped in the root module `nalgebra::`. However, the recommended way to use **nalgebra** is to import types and traits explicitly, and call free-functions using the `na::` prefix: ```.rust #[macro_use] extern crate approx; // For the macro relative_eq! extern crate nalgebra as na; use na::{Vector3, Rotation3}; fn main() { let axis = Vector3::x_axis(); let angle = 1.57; let b = Rotation3::from_axis_angle(&axis, angle); relative_eq!(b.axis().unwrap(), axis); relative_eq!(b.angle(), angle); } ``` ## Features **nalgebra** is meant to be a general-purpose, low-dimensional, linear algebra library, with an optimized set of tools for computer graphics and physics. Those features include: * A single parametrizable type `Matrix` for vectors, (square or rectangular) matrices, and slices with dimensions known either at compile-time (using type-level integers) or at runtime. * Matrices and vectors with compile-time sizes are statically allocated while dynamic ones are allocated on the heap. * Convenient aliases for low-dimensional matrices and vectors: `Vector1` to `Vector6` and `Matrix1x1` to `Matrix6x6`, including rectangular matrices like `Matrix2x5`. * Points sizes known at compile time, and convenience aliases:: `Point1` to `Point6`. * Translation (seen as a transformation that composes by multiplication): `Translation2`, `Translation3`. * Rotation matrices: `Rotation2`, `Rotation3`. * Quaternions: `Quaternion`, `UnitQuaternion` (for 3D rotation). * Unit complex numbers can be used for 2D rotation: `UnitComplex`. * Algebraic entities with a norm equal to one: `Unit<T>`, e.g., `Unit<Vector3<f32>>`. * Isometries (translation ⨯ rotation): `Isometry2`, `Isometry3` * Similarity transformations (translation ⨯ rotation ⨯ uniform scale): `Similarity2`, `Similarity3`. * Affine transformations stored as an homogeneous matrix: `Affine2`, `Affine3`. * Projective (i.e. invertible) transformations stored as an homogeneous matrix: `Projective2`, `Projective3`. * General transformations that does not have to be invertible, stored as an homogeneous matrix: `Transform2`, `Transform3`. * 3D projections for computer graphics: `Perspective3`, `Orthographic3`. * Matrix factorizations: `Cholesky`, `QR`, `LU`, `FullPivLU`, `SVD`, `Schur`, `Hessenberg`, `SymmetricEigen`. * Insertion and removal of rows of columns of a matrix. * Implements traits from the [alga](https://crates.io/crates/alga) crate for generic programming. */ // #![feature(plugin)] // // #![plugin(clippy)] #![deny(non_camel_case_types)] #![deny(unused_parens)] #![deny(non_upper_case_globals)] #![deny(unused_qualifications)] #![deny(unused_results)] #![deny(missing_docs)] #![warn(incoherent_fundamental_impls)] #![doc( html_favicon_url = "http://nalgebra.org/img/favicon.ico", html_root_url = "http://nalgebra.org/rustdoc" )] #![cfg_attr(not(feature = "std"), no_std)] #![cfg_attr(all(feature = "alloc", not(feature = "std")), feature(alloc))] #[cfg(feature = "arbitrary")] extern crate quickcheck; #[cfg(feature = "serde")] extern crate serde; #[cfg(feature = "serde")] #[macro_use] extern crate serde_derive; #[cfg(feature = "abomonation-serialize")] extern crate abomonation; #[cfg(feature = "mint")] extern crate mint; #[macro_use] extern crate approx; extern crate generic_array; #[cfg(feature = "std")] extern crate matrixmultiply; extern crate num_complex; extern crate num_traits as num; extern crate rand; extern crate typenum; extern crate alga; #[cfg(all(feature = "alloc", not(feature = "std")))] extern crate alloc; #[cfg(not(feature = "std"))] extern crate core as std; #[cfg(feature = "io")] extern crate pest; #[macro_use] #[cfg(feature = "io")] extern crate pest_derive; pub mod base; #[cfg(feature = "debug")] pub mod debug; pub mod geometry; #[cfg(feature = "io")] pub mod io; pub mod linalg; #[cfg(feature = "sparse")] pub mod sparse; #[cfg(feature = "std")] #[deprecated( note = "The 'core' module is being renamed to 'base' to avoid conflicts with the 'core' crate." )] pub use base as core; pub use crate::base::*; pub use crate::geometry::*; pub use crate::linalg::*; #[cfg(feature = "sparse")] pub use crate::sparse::*; use std::cmp::{self, Ordering, PartialOrd}; use alga::general::{ Additive, AdditiveGroup, Identity, TwoSidedInverse, JoinSemilattice, Lattice, MeetSemilattice, Multiplicative, SupersetOf, }; use alga::linear::SquareMatrix as AlgaSquareMatrix; use alga::linear::{EuclideanSpace, FiniteDimVectorSpace, InnerSpace, NormedSpace}; use num::Signed; pub use alga::general::{Id, RealField, ComplexField}; #[allow(deprecated)] pub use alga::general::Real; pub use num_complex::Complex; /* * * Multiplicative identity. * */ /// Gets the ubiquitous multiplicative identity element. /// /// Same as `Id::new()`. #[deprecated(note = "use `Id::new()` instead.")] #[inline] pub fn id() -> Id { Id::new() } /// Gets the multiplicative identity element. /// /// # See also: /// /// * [`origin`](../nalgebra/fn.origin.html) /// * [`zero`](fn.zero.html) #[inline] pub fn one<T: Identity<Multiplicative>>() -> T { T::identity() } /// Gets the additive identity element. /// /// # See also: /// /// * [`one`](fn.one.html) /// * [`origin`](../nalgebra/fn.origin.html) #[inline] pub fn zero<T: Identity<Additive>>() -> T { T::identity() } /// Gets the origin of the given point. /// /// # See also: /// /// * [`one`](fn.one.html) /// * [`zero`](fn.zero.html) /// /// # Deprecated /// Use [Point::origin] instead. /// /// Or, use [EuclideanSpace::origin](https://docs.rs/alga/0.7.2/alga/linear/trait.EuclideanSpace.html#tymethod.origin). #[deprecated(note = "use `Point::origin` instead")] #[inline] pub fn origin<P: EuclideanSpace>() -> P { P::origin() } /* * * Dimension * */ /// The dimension of the given algebraic entity seen as a vector space. #[inline] pub fn dimension<V: FiniteDimVectorSpace>() -> usize { V::dimension() } /* * * Ordering * */ // XXX: this is very naive and could probably be optimized for specific types. // XXX: also, we might just want to use divisions, but assuming `val` is usually not far from `min` // or `max`, would it still be more efficient? /// Wraps `val` into the range `[min, max]` using modular arithmetics. /// /// The range must not be empty. #[inline] pub fn wrap<T>(mut val: T, min: T, max: T) -> T where T: Copy + PartialOrd + AdditiveGroup { assert!(min < max, "Invalid wrapping bounds."); let width = max - min; if val < min { val += width; while val < min { val += width } val } else if val > max { val -= width; while val > max { val -= width } val } else { val } } /// Returns a reference to the input value clamped to the interval `[min, max]`. /// /// In particular: /// * If `min < val < max`, this returns `val`. /// * If `val <= min`, this returns `min`. /// * If `val >= max`, this returns `max`. #[inline] pub fn clamp<T: PartialOrd>(val: T, min: T, max: T) -> T { if val > min { if val < max { val } else { max } } else { min } } /// Same as `cmp::max`. #[inline] pub fn max<T: Ord>(a: T, b: T) -> T { cmp::max(a, b) } /// Same as `cmp::min`. #[inline] pub fn min<T: Ord>(a: T, b: T) -> T { cmp::min(a, b) } /// The absolute value of `a`. /// /// Deprecated: Use [Matrix::abs] or [RealField::abs] instead. #[deprecated(note = "use `Matrix::abs` or `RealField::abs` instead")] #[inline] pub fn abs<T: Signed>(a: &T) -> T { a.abs() } /// Returns the infimum of `a` and `b`. #[inline] pub fn inf<T: MeetSemilattice>(a: &T, b: &T) -> T { a.meet(b) } /// Returns the supremum of `a` and `b`. #[inline] pub fn sup<T: JoinSemilattice>(a: &T, b: &T) -> T { a.join(b) } /// Returns simultaneously the infimum and supremum of `a` and `b`. #[inline] pub fn inf_sup<T: Lattice>(a: &T, b: &T) -> (T, T) { a.meet_join(b) } /// Compare `a` and `b` using a partial ordering relation. #[inline] pub fn partial_cmp<T: PartialOrd>(a: &T, b: &T) -> Option<Ordering> { a.partial_cmp(b) } /// Returns `true` iff `a` and `b` are comparable and `a < b`. #[inline] pub fn partial_lt<T: PartialOrd>(a: &T, b: &T) -> bool { a.lt(b) } /// Returns `true` iff `a` and `b` are comparable and `a <= b`. #[inline] pub fn partial_le<T: PartialOrd>(a: &T, b: &T) -> bool { a.le(b) } /// Returns `true` iff `a` and `b` are comparable and `a > b`. #[inline] pub fn partial_gt<T: PartialOrd>(a: &T, b: &T) -> bool { a.gt(b) } /// Returns `true` iff `a` and `b` are comparable and `a >= b`. #[inline] pub fn partial_ge<T: PartialOrd>(a: &T, b: &T) -> bool { a.ge(b) } /// Return the minimum of `a` and `b` if they are comparable. #[inline] pub fn partial_min<'a, T: PartialOrd>(a: &'a T, b: &'a T) -> Option<&'a T> { if let Some(ord) = a.partial_cmp(b) { match ord { Ordering::Greater => Some(b), _ => Some(a), } } else { None } } /// Return the maximum of `a` and `b` if they are comparable. #[inline] pub fn partial_max<'a, T: PartialOrd>(a: &'a T, b: &'a T) -> Option<&'a T> { if let Some(ord) = a.partial_cmp(b) { match ord { Ordering::Less => Some(b), _ => Some(a), } } else { None } } /// Clamp `value` between `min` and `max`. Returns `None` if `value` is not comparable to /// `min` or `max`. #[inline] pub fn partial_clamp<'a, T: PartialOrd>(value: &'a T, min: &'a T, max: &'a T) -> Option<&'a T> { if let (Some(cmp_min), Some(cmp_max)) = (value.partial_cmp(min), value.partial_cmp(max)) { if cmp_min == Ordering::Less { Some(min) } else if cmp_max == Ordering::Greater { Some(max) } else { Some(value) } } else { None } } /// Sorts two values in increasing order using a partial ordering. #[inline] pub fn partial_sort2<'a, T: PartialOrd>(a: &'a T, b: &'a T) -> Option<(&'a T, &'a T)> { if let Some(ord) = a.partial_cmp(b) { match ord { Ordering::Less => Some((a, b)), _ => Some((b, a)), } } else { None } } /* * Inverse */ /// Tries to gets an inverted copy of a square matrix. /// /// # See also: /// /// * [`inverse`](fn.inverse.html) #[deprecated(note = "use the `.try_inverse()` method instead")] #[inline] pub fn try_inverse<M: AlgaSquareMatrix>(m: &M) -> Option<M> { m.try_inverse() } /// Computes the multiplicative inverse of an (always invertible) algebraic entity. /// /// # See also: /// /// * [`try_inverse`](fn.try_inverse.html) #[deprecated(note = "use the `.inverse()` method instead")] #[inline] pub fn inverse<M: TwoSidedInverse<Multiplicative>>(m: &M) -> M { m.two_sided_inverse() } /* * Inner vector space */ /// Computes the dot product of two vectors. /// /// ## Deprecated /// Use these methods instead: /// - [Matrix::dot] /// - [Quaternion::dot] /// /// Or, use [FiniteDimVectorSpace::dot](https://docs.rs/alga/0.7.2/alga/linear/trait.FiniteDimVectorSpace.html#tymethod.dot). #[deprecated(note = "use `Matrix::dot` or `Quaternion::dot` instead")] #[inline] pub fn dot<V: FiniteDimVectorSpace>(a: &V, b: &V) -> V::Field { a.dot(b) } /// Computes the smallest angle between two vectors. /// /// ## Deprecated /// Use [Matrix::angle] instead. /// /// Or, use [InnerSpace::angle](https://docs.rs/alga/0.7.2/alga/linear/trait.InnerSpace.html#method.angle). #[deprecated(note = "use `Matrix::angle` instead")] #[inline] pub fn angle<V: InnerSpace>(a: &V, b: &V) -> V::RealField { a.angle(b) } /* * Normed space */ /// Computes the L2 (Euclidean) norm of a vector. /// /// # See also: /// /// * [`magnitude`](fn.magnitude.html) /// * [`magnitude_squared`](fn.magnitude_squared.html) /// * [`norm_squared`](fn.norm_squared.html) /// /// # Deprecated /// Use these methods instead: /// * [Matrix::norm] /// * [Quaternion::norm] /// /// Or, use [NormedSpace::norm](https://docs.rs/alga/0.7.2/alga/linear/trait.NormedSpace.html#tymethod.norm). #[deprecated(note = "use `Matrix::norm` or `Quaternion::norm` instead")] #[inline] pub fn norm<V: NormedSpace>(v: &V) -> V::RealField { v.norm() } /// Computes the squared L2 (Euclidean) norm of the vector `v`. /// /// # See also: /// /// * [`magnitude`](fn.magnitude.html) /// * [`magnitude_squared`](fn.magnitude_squared.html) /// * [`norm`](fn.norm.html) /// /// # Deprecated /// Use these methods instead: /// * [Matrix::norm_squared] /// * [Quaternion::norm_squared] /// /// Or, use [NormedSpace::norm_squared](https://docs.rs/alga/0.7.2/alga/linear/trait.NormedSpace.html#tymethod.norm_squared). #[deprecated(note = "use `Matrix::norm_squared` or `Quaternion::norm_squared` instead")] #[inline] pub fn norm_squared<V: NormedSpace>(v: &V) -> V::RealField { v.norm_squared() } /// A synonym for [`norm`](fn.norm.html), aka length. /// /// # See also: /// /// * [`magnitude_squared`](fn.magnitude_squared.html) /// * [`norm`](fn.norm.html) /// * [`norm_squared`](fn.norm_squared.html) /// /// # Deprecated /// Use these methods instead: /// * [Matrix::magnitude] /// * [Quaternion::magnitude] /// /// Or, use [NormedSpace::norm](https://docs.rs/alga/0.7.2/alga/linear/trait.NormedSpace.html#tymethod.norm). #[deprecated(note = "use `Matrix::magnitude` or `Quaternion::magnitude` instead")] #[inline] pub fn magnitude<V: NormedSpace>(v: &V) -> V::RealField { v.norm() } /// A synonym for [`norm_squared`](fn.norm_squared.html), /// aka length squared. /// /// # See also: /// /// * [`magnitude`](fn.magnitude.html) /// * [`norm`](fn.norm.html) /// * [`norm_squared`](fn.norm_squared.html) /// /// # Deprecated /// Use these methods instead: /// * [Matrix::magnitude_squared] /// * [Quaternion::magnitude_squared] /// /// Or, use [NormedSpace::norm_squared](https://docs.rs/alga/0.7.2/alga/linear/trait.NormedSpace.html#tymethod.norm_squared). #[deprecated(note = "use `Matrix::magnitude_squared` or `Quaternion::magnitude_squared` instead")] #[inline] pub fn magnitude_squared<V: NormedSpace>(v: &V) -> V::RealField { v.norm_squared() } /// Computes the normalized version of the vector `v`. /// /// # Deprecated /// Use these methods instead: /// * [Matrix::normalize] /// * [Quaternion::normalize] /// /// Or, use [NormedSpace::normalize](https://docs.rs/alga/0.7.2/alga/linear/trait.NormedSpace.html#tymethod.normalize). #[deprecated(note = "use `Matrix::normalize` or `Quaternion::normalize` instead")] #[inline] pub fn normalize<V: NormedSpace>(v: &V) -> V { v.normalize() } /// Computes the normalized version of the vector `v` or returns `None` if its norm is smaller than `min_norm`. /// /// # Deprecated /// Use these methods instead: /// * [Matrix::try_normalize] /// * [Quaternion::try_normalize] /// /// Or, use [NormedSpace::try_normalize](https://docs.rs/alga/0.7.2/alga/linear/trait.NormedSpace.html#tymethod.try_normalize). #[deprecated(note = "use `Matrix::try_normalize` or `Quaternion::try_normalize` instead")] #[inline] pub fn try_normalize<V: NormedSpace>(v: &V, min_norm: V::RealField) -> Option<V> { v.try_normalize(min_norm) } /* * * Point operations. * */ /// The center of two points. /// /// # See also: /// /// * [distance](fn.distance.html) /// * [distance_squared](fn.distance_squared.html) #[inline] pub fn center<P: EuclideanSpace>(p1: &P, p2: &P) -> P { P::from_coordinates((p1.coordinates() + p2.coordinates()) * convert(0.5)) } /// The distance between two points. /// /// # See also: /// /// * [center](fn.center.html) /// * [distance_squared](fn.distance_squared.html) #[inline] pub fn distance<P: EuclideanSpace>(p1: &P, p2: &P) -> P::RealField { (p2.coordinates() - p1.coordinates()).norm() } /// The squared distance between two points. /// /// # See also: /// /// * [center](fn.center.html) /// * [distance](fn.distance.html) #[inline] pub fn distance_squared<P: EuclideanSpace>(p1: &P, p2: &P) -> P::RealField { (p2.coordinates() - p1.coordinates()).norm_squared() } /* * Cast */ /// Converts an object from one type to an equivalent or more general one. /// /// See also [`try_convert`](fn.try_convert.html) for conversion to more specific types. /// /// # See also: /// /// * [convert_ref](fn.convert_ref.html) /// * [convert_ref_unchecked](fn.convert_ref_unchecked.html) /// * [is_convertible](../nalgebra/fn.is_convertible.html) /// * [try_convert](fn.try_convert.html) /// * [try_convert_ref](fn.try_convert_ref.html) #[inline] pub fn convert<From, To: SupersetOf<From>>(t: From) -> To { To::from_subset(&t) } /// Attempts to convert an object to a more specific one. /// /// See also [`convert`](fn.convert.html) for conversion to more general types. /// /// # See also: /// /// * [convert](fn.convert.html) /// * [convert_ref](fn.convert_ref.html) /// * [convert_ref_unchecked](fn.convert_ref_unchecked.html) /// * [is_convertible](../nalgebra/fn.is_convertible.html) /// * [try_convert_ref](fn.try_convert_ref.html) #[inline] pub fn try_convert<From: SupersetOf<To>, To>(t: From) -> Option<To> { t.to_subset() } /// Indicates if [`try_convert`](fn.try_convert.html) will succeed without /// actually performing the conversion. /// /// # See also: /// /// * [convert](fn.convert.html) /// * [convert_ref](fn.convert_ref.html) /// * [convert_ref_unchecked](fn.convert_ref_unchecked.html) /// * [try_convert](fn.try_convert.html) /// * [try_convert_ref](fn.try_convert_ref.html) #[inline] pub fn is_convertible<From: SupersetOf<To>, To>(t: &From) -> bool { t.is_in_subset() } /// Use with care! Same as [`try_convert`](fn.try_convert.html) but /// without any property checks. /// /// # See also: /// /// * [convert](fn.convert.html) /// * [convert_ref](fn.convert_ref.html) /// * [convert_ref_unchecked](fn.convert_ref_unchecked.html) /// * [is_convertible](../nalgebra/fn.is_convertible.html) /// * [try_convert](fn.try_convert.html) /// * [try_convert_ref](fn.try_convert_ref.html) #[inline] pub unsafe fn convert_unchecked<From: SupersetOf<To>, To>(t: From) -> To { t.to_subset_unchecked() } /// Converts an object from one type to an equivalent or more general one. /// /// # See also: /// /// * [convert](fn.convert.html) /// * [convert_ref_unchecked](fn.convert_ref_unchecked.html) /// * [is_convertible](../nalgebra/fn.is_convertible.html) /// * [try_convert](fn.try_convert.html) /// * [try_convert_ref](fn.try_convert_ref.html) #[inline] pub fn convert_ref<From, To: SupersetOf<From>>(t: &From) -> To { To::from_subset(t) } /// Attempts to convert an object to a more specific one. /// /// # See also: /// /// * [convert](fn.convert.html) /// * [convert_ref](fn.convert_ref.html) /// * [convert_ref_unchecked](fn.convert_ref_unchecked.html) /// * [is_convertible](../nalgebra/fn.is_convertible.html) /// * [try_convert](fn.try_convert.html) #[inline] pub fn try_convert_ref<From: SupersetOf<To>, To>(t: &From) -> Option<To> { t.to_subset() } /// Use with care! Same as [`try_convert`](fn.try_convert.html) but /// without any property checks. /// /// # See also: /// /// * [convert](fn.convert.html) /// * [convert_ref](fn.convert_ref.html) /// * [is_convertible](../nalgebra/fn.is_convertible.html) /// * [try_convert](fn.try_convert.html) /// * [try_convert_ref](fn.try_convert_ref.html) #[inline] pub unsafe fn convert_ref_unchecked<From: SupersetOf<To>, To>(t: &From) -> To { t.to_subset_unchecked() }