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Implement the Lambert W function as a wrapper around the lambert_w crate. #63

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Jul 30, 2024
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1 change: 1 addition & 0 deletions Cargo.toml
Original file line number Diff line number Diff line change
Expand Up @@ -39,6 +39,7 @@ serde = { version = "1.0", features = ["derive"], optional = true }
json = { version = "0.12", optional = true }
arrow2 = { version = "0.18", features = ["io_parquet", "io_parquet_compression"], optional = true }
num-complex = { version = "0.4", optional = true }
lambert_w = { version = "0.3.0", default-features = false, features = ["24bits", "50bits"] }

[package.metadata.docs.rs]
rustdoc-args = [ "--html-in-header", "katex-header.html", "--cfg", "docsrs"]
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7 changes: 5 additions & 2 deletions src/prelude/mod.rs
Original file line number Diff line number Diff line change
Expand Up @@ -193,7 +193,10 @@ pub use crate::util::{api::*, low_level::*, non_macro::*, print::*, useful::*, w
pub use crate::statistics::{dist::*, ops::*, rand::*, stat::*};

#[allow(unused_imports)]
pub use crate::special::function::*;
pub use crate::special::function::{
beta, erf, erfc, gamma, gaussian, inc_beta, inc_gamma, inv_erf, inv_erfc, inv_inc_gamma,
inv_inv_beta, ln_gamma, phi, poch,
};

#[allow(unused_imports)]
pub use crate::numerical::{
Expand All @@ -206,7 +209,7 @@ pub use crate::numerical::{
utils::*,
};

pub use simpler::{eigen, integrate, chebyshev_polynomial, cubic_hermite_spline};
pub use simpler::{eigen, integrate, chebyshev_polynomial, cubic_hermite_spline, lambert_w0, lambert_w_m1};

#[allow(unused_imports)]
pub use crate::statistics::stat::Metric::*;
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34 changes: 34 additions & 0 deletions src/prelude/simpler.rs
Original file line number Diff line number Diff line change
Expand Up @@ -152,6 +152,40 @@ pub fn cubic_hermite_spline(node_x: &[f64], node_y: &[f64]) -> anyhow::Result<Cu
spline::cubic_hermite_spline(node_x, node_y, Quadratic)
}

use crate::special::function::{
lambert_w0 as lambert_w0_flex, lambert_wm1 as lambert_w_m1_flex, LambertWAccuracyMode,
};

/// The principal branch of the Lambert W function, W_0(`z`).
///
/// Returns [`NAN`](f64::NAN) if the given input is smaller than -1/e (≈ -0.36787944117144233).
///
/// Accurate to 50 bits.
///
/// Wrapper of `lambert_w_0` function of `lambert_w` crate.
///
/// # Reference
///
/// [Toshio Fukushima, Precise and fast computation of Lambert W function by piecewise minimax rational function approximation with variable transformation](https://www.researchgate.net/publication/346309410_Precise_and_fast_computation_of_Lambert_W_function_by_piecewise_minimax_rational_function_approximation_with_variable_transformation)
pub fn lambert_w0(z: f64) -> f64 {
lambert_w0_flex(z, LambertWAccuracyMode::Precise)
}

/// The secondary branch of the Lambert W function, W_-1(`z`).
///
/// Returns [`NAN`](f64::NAN) if the given input is positive or smaller than -1/e (≈ -0.36787944117144233).
///
/// Accurate to 50 bits.
///
/// Wrapper of `lambert_w_m1` function of `lambert_w` crate.
///
/// # Reference
///
/// [Toshio Fukushima, Precise and fast computation of Lambert W function by piecewise minimax rational function approximation with variable transformation](https://www.researchgate.net/publication/346309410_Precise_and_fast_computation_of_Lambert_W_function_by_piecewise_minimax_rational_function_approximation_with_variable_transformation)
pub fn lambert_w_m1(z: f64) -> f64 {
lambert_w_m1_flex(z, LambertWAccuracyMode::Precise)
}

/// Simple handle parquet
#[cfg(feature="parquet")]
pub trait SimpleParquet: Sized {
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49 changes: 49 additions & 0 deletions src/special/function.rs
Original file line number Diff line number Diff line change
Expand Up @@ -126,3 +126,52 @@ pub fn phi(x: f64) -> f64 {
// special_fun::unsafe_cephes_double::hyp2f1(a, b, c, x)
// }
// }

/// The principal branch of the Lambert W function, W_0(`z`).
///
/// Returns [`NAN`](f64::NAN) if the given input is smaller than -1/e (≈ -0.36787944117144233).
///
/// Use [`Precise`](LambertWAccuracyMode::Precise) for 50 bits of accuracy and the [`Simple`](LambertWAccuracyMode::Simple) mode
/// for only 24 bits, but with faster execution time.
///
/// Wrapper of the `lambert_w_0` and `sp_lambert_w_0` functions of the `lambert_w` crate.
///
/// # Reference
///
/// [Toshio Fukushima, Precise and fast computation of Lambert W function by piecewise minimax rational function approximation with variable transformation](https://www.researchgate.net/publication/346309410_Precise_and_fast_computation_of_Lambert_W_function_by_piecewise_minimax_rational_function_approximation_with_variable_transformation)
pub fn lambert_w0(z: f64, mode: LambertWAccuracyMode) -> f64 {
match mode {
LambertWAccuracyMode::Precise => lambert_w::lambert_w_0(z),
LambertWAccuracyMode::Simple => lambert_w::sp_lambert_w_0(z),
}
.unwrap_or(f64::NAN)
}

/// The secondary branch of the Lambert W function, W_-1(`z`).
///
/// Returns [`NAN`](f64::NAN) if the given input is positive or smaller than -1/e (≈ -0.36787944117144233).
///
/// Use [`Precise`](LambertWAccuracyMode::Precise) for 50 bits of accuracy and the [`Simple`](LambertWAccuracyMode::Simple) mode
/// for only 24 bits, but with faster execution time.
///
/// Wrapper of the `lambert_w_m1` and `sp_lambert_w_m1` functions of the `lambert_w` crate.
///
/// # Reference
///
/// [Toshio Fukushima, Precise and fast computation of Lambert W function by piecewise minimax rational function approximation with variable transformation](https://www.researchgate.net/publication/346309410_Precise_and_fast_computation_of_Lambert_W_function_by_piecewise_minimax_rational_function_approximation_with_variable_transformation)
pub fn lambert_wm1(z: f64, mode: LambertWAccuracyMode) -> f64 {
match mode {
LambertWAccuracyMode::Precise => lambert_w::lambert_w_m1(z),
LambertWAccuracyMode::Simple => lambert_w::sp_lambert_w_m1(z),
}
.unwrap_or(f64::NAN)
}

/// Decides the accuracy mode of the Lambert W functions.
#[derive(Debug, Clone, Copy, PartialEq, Eq)]
pub enum LambertWAccuracyMode {
/// Faster, 24 bits of accuracy.
Simple,
/// Slower, 50 bits of accuracy.
Precise,
}