peroxide

Module fuga

Source
Expand description

Choose what you want.

§Philosophy

Numerical algorithms are neglected in many codes. However, it is very important which algorithm is used for precise research and important numerical computation. fuga is the best for you.

§Usage

#[macro_use]
extern crate peroxide;
use peroxide::fuga::*;

// Then you can use everything in peroxide.

§Compare with prelude

  • Norm
#[macro_use]
extern crate peroxide;
use peroxide::fuga::*;

fn main() {
    let a = c!(1, 2, 3);
    let l1 = a.norm(Norm::L1);
    let l2 = a.norm(Norm::L2);
    let l_inf = a.norm(Norm::LInf);

    assert_eq!(l1, 6f64);
    assert_eq!(l2, 14f64.sqrt());
    assert_eq!(l_inf, 3f64);
}
#[macro_use]
extern crate peroxide;
use peroxide::prelude::*;

fn main() {
    let a = c!(1, 2, 3);
    let l2 = a.norm();      // L2 is default vector norm
    // prelude can't compute l1 norm, l_inf norm
    assert_eq!(l2, 14f64.sqrt());
}
  • Numerical integration
#[macro_use]
extern crate peroxide;
use peroxide::fuga::*;
use std::f64::consts::PI;

fn main() {
    let sin = |x: f64| x.sin();
    integrate(sin, (0f64, PI), GaussLegendre(15)).print();
}
#[macro_use]
extern crate peroxide;
use peroxide::prelude::*;
use std::f64::consts::PI;

fn main() {
    let sin = |x: f64| x.sin();
    integrate(sin, (0f64, PI)).print();
    // Default integration = GaussLegendre(15)
}
  • Solve
#[macro_use]
extern crate peroxide;
use peroxide::fuga::*;

fn main() {
    let a = ml_matrix("1 2;3 4");
    let b = c!(3, 7);
    a.solve(&b, LU).print();    // [1, 1]
    a.solve(&b, WAZ).print();   // [1, 1]
}
#[macro_use]
extern crate peroxide;
use peroxide::prelude::*;

fn main() {
    let a = ml_matrix("1 2;3 4");
    let b = c!(3, 7);
    // Prelude can only solve with LU
    a.solve(&b).print();    // [1, 1]
}
  • DataFrame with Parquet
extern crate peroxide;
use peroxide::fuga::*;

fn main() {
    let x = seq(0, 1, 0.1);
    let y = x.fmap(|t| t.powi(2));

    let mut df = DataFrame::new(vec![]);
    df.push("x", Series::new(x));
    df.push("y", Series::new(y));

    df.print();

    df.write_parquet("example_data/test.parquet", CompressionOptions::Uncompressed).unwrap();
}
extern crate peroxide;
use peroxide::prelude::*;

fn main() {
    let x = seq(0, 1, 0.1);
    let y = x.fmap(|t| t.powi(2));

    let mut df = DataFrame::new(vec![]);
    df.push("x", Series::new(x));
    df.push("y", Series::new(y));

    df.print();

    df.write_parquet("example_data/test.parquet").unwrap();
}

Re-exports§

  • pub use crate::traits::fp::FPMatrix;
  • pub use crate::traits::fp::FPVector;
  • pub use crate::traits::general::Algorithm;
  • pub use crate::traits::math::InnerProduct;
  • pub use crate::traits::math::LinearOp;
  • pub use crate::traits::math::MatrixProduct;
  • pub use crate::traits::math::Norm;
  • pub use crate::traits::math::Normed;
  • pub use crate::traits::math::Vector;
  • pub use crate::traits::math::VectorProduct;
  • pub use crate::traits::matrix::LinearAlgebra;
  • pub use crate::traits::matrix::MatrixTrait;
  • pub use crate::traits::mutable::MutFP;
  • pub use crate::traits::mutable::MutMatrix;
  • pub use crate::traits::num::Real;
  • pub use crate::traits::pointer::MatrixPtr;
  • pub use crate::traits::pointer::Oxide;
  • pub use crate::traits::pointer::Redox;
  • pub use crate::traits::pointer::RedoxCommon;
  • pub use crate::traits::stable::StableFn;
  • pub use crate::traits::sugar::ConvToMat;
  • pub use crate::traits::sugar::Scalable;
  • pub use crate::traits::sugar::ScalableMut;
  • pub use crate::traits::sugar::VecOps;
  • pub use crate::traits::fp::ParallelFPMatrix;
  • pub use crate::traits::fp::ParallelFPVector;
  • pub use crate::traits::math::ParallelInnerProduct;
  • pub use crate::traits::math::ParallelMatrixProduct;
  • pub use crate::traits::math::ParallelNormed;
  • pub use crate::traits::math::ParallelVector;
  • pub use crate::traits::math::ParallelVectorProduct;
  • pub use crate::traits::mutable::ParallelMutFP;
  • pub use crate::complex::C64;
  • pub use crate::numerical::integral::Integral::GaussLegendre;
  • pub use crate::numerical::integral::Integral::NewtonCotes;
  • pub use crate::numerical::integral::Integral::G10K21;
  • pub use crate::numerical::integral::Integral::G10K21R;
  • pub use crate::numerical::integral::Integral::G15K31;
  • pub use crate::numerical::integral::Integral::G15K31R;
  • pub use crate::numerical::integral::Integral::G20K41;
  • pub use crate::numerical::integral::Integral::G20K41R;
  • pub use crate::numerical::integral::Integral::G25K51;
  • pub use crate::numerical::integral::Integral::G25K51R;
  • pub use crate::numerical::integral::Integral::G30K61;
  • pub use crate::numerical::integral::Integral::G30K61R;
  • pub use crate::numerical::integral::Integral::G7K15;
  • pub use crate::numerical::integral::Integral::G7K15R;
  • pub use crate::numerical::spline::SlopeMethod::Akima;
  • pub use crate::numerical::spline::SlopeMethod::Quadratic;
  • pub use crate::statistics::stat::QType::Type1;
  • pub use crate::statistics::stat::QType::Type2;
  • pub use crate::statistics::stat::QType::Type3;
  • pub use crate::statistics::stat::QType::Type4;
  • pub use crate::statistics::stat::QType::Type5;
  • pub use crate::statistics::stat::QType::Type6;
  • pub use crate::statistics::stat::QType::Type7;
  • pub use crate::statistics::stat::QType::Type8;
  • pub use crate::statistics::stat::QType::Type9;
  • pub use crate::traits::matrix::UPLO::Lower;
  • pub use crate::traits::matrix::UPLO::Upper;
  • pub use crate::traits::matrix::Form::Diagonal;
  • pub use crate::traits::matrix::Form::Identity;
  • pub use crate::traits::matrix::SolveKind::LU;
  • pub use crate::traits::matrix::SolveKind::WAZ;
  • pub use anyhow;
  • pub use paste;
  • pub use crate::macros::julia_macro::*;
  • pub use crate::macros::matlab_macro::*;
  • pub use crate::macros::r_macro::*;
  • pub use crate::complex::integral::*;
  • pub use crate::complex::matrix::*;
  • pub use crate::complex::vector::*;
  • pub use crate::structure::ad::*;
  • pub use crate::structure::dataframe::*;
  • pub use crate::structure::matrix::*;
  • pub use crate::structure::polynomial::*;
  • pub use crate::structure::vector::*;
  • pub use crate::util::api::*;
  • pub use crate::util::low_level::*;
  • pub use crate::util::non_macro::*;
  • pub use crate::util::print::*;
  • pub use crate::util::useful::*;
  • pub use crate::util::wrapper::*;
  • pub use crate::statistics::dist::*;
  • pub use crate::statistics::ops::*;
  • pub use crate::statistics::rand::*;
  • pub use crate::statistics::stat::*;
  • pub use crate::special::function::*;
  • pub use crate::numerical::eigen::*;
  • pub use crate::numerical::integral::*;
  • pub use crate::numerical::interp::*;
  • pub use crate::numerical::ode::*;
  • pub use crate::numerical::optimize::*;
  • pub use crate::numerical::root::*;
  • pub use crate::numerical::spline::*;
  • pub use crate::numerical::utils::*;
  • pub use crate::ml::reg::*;
  • pub use crate::util::plot::*;
  • pub use crate::statistics::stat::Metric::*;
  • pub use crate::structure::ad::AD::*;
  • pub use crate::structure::dataframe::DType::*;

Macros§

Structs§

  • A small-state, fast, non-crypto, non-portable PRNG
  • A strong, fast (amortized), non-portable RNG
  • A reference to the thread-local generator

Enums§

Traits§

  • A marker trait over RngCore for securely unpredictable RNGs
  • Types (distributions) that can be used to create a random instance of T.
  • Extension trait on indexable lists, providing random sampling methods.
  • Extension trait on indexable lists, providing random sampling methods.
  • Extension trait on iterators, providing random sampling methods.
  • User-level interface for RNGs
  • Implementation-level interface for RNGs
  • A random number generator that can be explicitly seeded.
  • Extension trait on slices, providing shuffling methods.

Attribute Macros§