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#![warn(missing_docs)]
//! Vecs indexing, ranking, sorting, merging, searching, reversing,
//! intersecting, printing, etc.
/// Implementation of trait Indices for `&[usize]`
pub mod indices;
/// Implementation of trait Mutops for `&mut[T]`
pub mod mutops;
/// Utilities for serializing, writing and printing (optionally in colours)
/// generic vectors.
pub mod printing;
/// Stand-alone search functions
pub mod search;
/// Implementation of trait Vecops for `&[T]`
pub mod vecops;
use core::{
cmp::{Ordering, Ordering::*},
ops::{Range,Add,Sub,Div,Mul}
};
use printing::*;
use std::fs::File;
use std::io;
use std::io::Write;
/// Macro `here!()` gives `&str` with the `file:line path::function-name` of where it was called from.
#[macro_export]
macro_rules! here {
() => {{
fn f() {}
fn type_name_of<T>(_: T) -> &'static str {
std::any::type_name::<T>()
}
let name = type_name_of(f);
format!("\n{}:{} {}", file!(), line!(), &name[..name.len() - 3])
}};
}
/// Partial cmp that does not require T to be an iterator
pub fn compare<T>(a: &T, b: &T) -> Ordering
where
T: PartialOrd,
{
if b > a {
Greater
} else if b < a {
Less
} else {
Equal
}
}
/// General Binary Search with fast method for finding all the matches.
/// Search within the specified Range<T> index, which is always ascending.
/// The (indexing) range values can be of any generic type T satisfying the listed bounds.
/// Typically usize for indexing efficiently in-memory, u128 for searching whole disks or internet,
/// f64 for solving equations which might not converge using secant and other methods.
/// Closure samples the (sorted) data source.
/// Target is the value to be found.
/// The sort order of the data can be either ascending or descending (increasing/decreasing) and is
/// automatically detected.
/// When the target is in order before self.start, empty self self.start..self.start range is returned.
/// When the target is in order after self.end, self.end..self.end is returned.
/// When target is not found, then an empty range with
/// its start (and end) equal to the sort position is returned.
/// Otherwise returns the range of all the consecutive values PartiallyEqual to the target.
pub fn search_all<T, U>(rng: Range<T>, sample: &mut impl FnMut(&T) -> U, target: U) -> Range<T>
where
T: PartialOrd
+ Copy
+ From<u8>
+ Add<Output = T>
+ Sub<Output = T>
+ Div<Output = T>
+ Mul<Output = T>,
U: PartialOrd,
{
if sample(&rng.start) <= sample(&(rng.end-T::from(1))) {
rng.binary_all(&mut |&probe| compare(&target,&sample(&probe)), true)
} else {
rng.binary_all(&mut |&probe| compare(&target,&sample(&probe)), false)
}
}
/// struct for minimum value, its index, maximum value, its index
#[derive(Default)]
pub struct MinMax<T> {
/// Minimum value
pub min: T,
/// Subscript (index) of the minimum
pub minindex: usize,
/// Maximum value
pub max: T,
/// Subscript (index) of the maximum
pub maxindex: usize,
}
/// Display implementation for MinMax struct
impl<T> std::fmt::Display for MinMax<T>
where
T: Clone + std::fmt::Display,
{
fn fmt(&self, f: &mut std::fmt::Formatter) -> std::fmt::Result {
write!(
f,
"min: {GR}{}{UN}, minindex: {YL}{}{UN}, max: {GR}{}{UN}, maxindex: {YL}{}{UN}",
self.min, self.minindex, self.max, self.maxindex
)
}
}
/// Trait to serialize slices of generic items `&[T]` (vectors)
/// and slices of Vecs of generic items `&[Vec<T>]` (matrices).
/// All are converted into printable strings and optionally coloured.
/// Also, methods to serialize and render the resulting string
/// in bold ANSI terminal colours.
pub trait Printing<T>
where
Self: Sized,
{
/// Printable in red
fn rd(self) -> String {
format!("{RD}{}{UN}", self.to_str())
}
/// Printable in green
fn gr(self) -> String {
format!("{GR}{}{UN}", self.to_str())
}
/// Printable in blue
fn bl(self) -> String {
format!("{BL}{}{UN}", self.to_str())
}
/// Printable in yellow
fn yl(self) -> String {
format!("{YL}{}{UN}", self.to_str())
}
/// Printable in magenta
fn mg(self) -> String {
format!("{MG}{}{UN}", self.to_str())
}
/// Printable in cyan
fn cy(self) -> String {
format!("{CY}{}{UN}", self.to_str())
}
/// Method to write vector(s) to file f (space separated, without brackets).
/// Passes up io errors
fn wvec(self, f: &mut File) -> Result<(), io::Error> {
Ok(write!(*f, "{} ", self.to_plainstr())?)
}
/// Method to print vector(s) to stdout (space separated,without brackets).
fn pvec(self) {
print!("{} ", self.to_plainstr())
}
/// Method to serialize generic items, slices, and slices of Vecs.
/// Adds square brackets around Vecs (prettier lists).
/// Implementation code is in `printing.rs`.
fn to_str(self) -> String;
/// Method to serialize generic items, slices, and slices of Vecs.
/// Implementation code is in `printing.rs`.
fn to_plainstr(self) -> String;
}
/// Search algoritms implemented on Range<T>
pub trait Search<T> {
/// Unchecked first hit or sort order, and the final range. Used by `binary_all`
fn binary_any(&self, cmpr: &mut impl FnMut(&T) -> Ordering) -> (T, Range<T>);
/// General Binary Search using a closure to sample data
fn binary_all(&self, cmpr: &mut impl FnMut(&T) -> Ordering, ascending: bool) -> Range<T>;
/// Binary Search Nonlinear Equation Solver with accuracy range
fn solve(self, function: impl Fn(&T) -> T) -> (T, Range<T>);
}
/// Methods to manipulate indices of `Vec<usize>` type.
pub trait Indices {
/// Indices::newindex(n) creates a new index without reordering
fn newindex(n: usize) -> Vec<usize> {
Vec::from_iter(0..n)
}
/// Invert an index - turns a sort order into rank order and vice-versa
fn invindex(self) -> Vec<usize>;
/// complement of an index - reverses the ranking order
fn complindex(self) -> Vec<usize>;
/// Collect values from `v` in the order of indices in self.
fn unindex<T>(self, v: &[T], ascending: bool) -> Vec<T>
where
T: Clone;
/// Correlation coefficient of two &[usize] slices.
/// Pearsons on raw data, Spearman's when applied to ranks.
fn ucorrelation(self, v: &[usize]) -> f64;
/// Potentially useful clone-recast of &[usize] to Vec<f64>
fn indx_to_f64(self) -> Vec<f64>;
}
/// Methods to manipulate generic Vecs and slices of type `&[T]`
pub trait Vecops<T> {
/// Helper function to copy and cast entire &[T] to `Vec<f64>`.
fn tof64(self) -> Vec<f64>
where
T: Clone,
f64: From<T>;
/// Maximum value in self
fn maxt(self) -> T
where
T: PartialOrd + Clone;
/// Minimum value in self
fn mint(self) -> T
where
T: PartialOrd + Clone;
/// Minimum and maximum values in self
fn minmaxt(self) -> (T, T)
where
T: PartialOrd + Clone;
/// Returns MinMax{min, minindex, max, maxindex}
fn minmax(self) -> MinMax<T>
where
T: PartialOrd + Clone;
/// MinMax of n items starting at subscript i
fn minmax_slice(self, i: usize, n: usize) -> MinMax<T>
where
T: PartialOrd + Clone;
/// MinMax of a subset of self, defined by its idx subslice between i,i+n.
fn minmax_indexed(self, idx: &[usize], i: usize, n: usize) -> MinMax<T>
where
T: PartialOrd + Clone;
/// Reversed copy of self
fn revs(self) -> Vec<T>
where
T: Clone;
/// Repeated items removed
fn sansrepeat(self) -> Vec<T>
where
T: PartialEq + Clone;
/// Some(subscript) of the first occurence of m, or None
fn member(self, m: T, forward: bool) -> Option<usize>
where
T: PartialEq + Clone;
/// Counts partially equal occurrences of val by simple linear search of an unordered set
fn occurs(self, val: T) -> usize
where
T: PartialOrd;
/// Unites (concatenates) two unsorted slices. For union of sorted slices, use `merge`
fn unite_unsorted(self, v: &[T]) -> Vec<T>
where
T: Clone;
/// Unites two ascending index-sorted slices.
fn unite_indexed(self, ix1: &[usize], v2: &[T], ix2: &[usize]) -> Vec<T>
where
T: PartialOrd + Clone;
/// Intersects two ascending explicitly sorted generic vectors.
fn intersect(self, v2: &[T]) -> Vec<T>
where
T: PartialOrd + Clone;
/// Intersects two ascending index sorted vectors.
fn intersect_indexed(self, ix1: &[usize], v2: &[T], ix2: &[usize]) -> Vec<T>
where
T: PartialOrd + Clone;
/// Removes items of sorted v2 from sorted self.
fn diff(self, v2: &[T]) -> Vec<T>
where
T: PartialOrd + Clone;
/// Removes items of v2 from self using their sort indices.
fn diff_indexed(self, ix1: &[usize], v2: &[T], ix2: &[usize]) -> Vec<T>
where
T: PartialOrd + Clone;
/// Divides an unordered set into three: items smaller than pivot, equal, and greater
fn partition(self, pivot: T) -> (Vec<T>, Vec<T>, Vec<T>)
where
T: PartialOrd + Clone;
/// Divides an unordered set into three by the pivot. The results are subscripts to self
fn partition_indexed(self, pivot: T) -> (Vec<usize>, Vec<usize>, Vec<usize>)
where
T: PartialOrd + Clone;
/// Binary Search. Automatic descending order detection.
fn binsearch(self, target: T) -> Range<usize>
where
T: PartialOrd + Copy;
/// Binary Search via index. Automatic descending order detection
fn binsearch_indexed(self, idx: &[usize], target: &T) -> Range<usize>
where
T: PartialOrd;
/// Merges (unites) two sorted sets, result is also sorted
fn merge(self, v2: &[T]) -> Vec<T>
where
T: PartialOrd + Clone;
/// Merges (unites) two sets, using their sort indices, giving also the resulting sort index
fn merge_indexed(self, idx1: &[usize], v2: &[T], idx2: &[usize]) -> (Vec<T>, Vec<usize>)
where
T: PartialOrd + Clone;
/// Used by `merge_indexed`
fn merge_indices(self, idx1: &[usize], idx2: &[usize]) -> Vec<usize>
where
T: PartialOrd + Clone;
/// Stable Merge sort main method, giving sort index
fn mergesort_indexed(self) -> Vec<usize>
where
T: PartialOrd + Clone;
/// Utility used by mergesort_indexed
fn mergesortslice(self, i: usize, n: usize) -> Vec<usize>
where
T: PartialOrd + Clone;
/// Stable Merge sort, explicitly sorted result obtained via mergesort_indexed
fn sortm(self, ascending: bool) -> Vec<T>
where
T: PartialOrd + Clone;
/// Rank index obtained via mergesort_indexed
fn rank(self, ascending: bool) -> Vec<usize>
where
T: PartialOrd + Clone;
/// Utility, swaps any two items into ascending order
fn isorttwo(self, idx: &mut [usize], i0: usize, i1: usize) -> bool
where
T: PartialOrd;
/// Utility, sorts any three items into ascending order
fn isortthree(self, idx: &mut [usize], i0: usize, i1: usize, i2: usize)
where
T: PartialOrd;
/// Stable hash sort giving sort index
fn hashsort_indexed(self) -> Vec<usize>
where
T: PartialOrd + Clone,
f64: From<T>;
/// Utility used by hashsort_indexed
fn hashsortslice(self, idx: &mut [usize], i: usize, n: usize, min: T, max: T)
where
T: PartialOrd + Clone,
f64: From<T>;
/// Stable hash sort. Returns new sorted data vector (ascending or descending)
fn sorth(self, ascending: bool) -> Vec<T>
where
T: PartialOrd + Clone,
f64: From<T>;
/// Makes a sort index for self, using key generating closure `keyfn`
fn keyindex(self, keyfn: fn(&T) -> f64, ascending: bool) -> Vec<usize>;
}
/// Mutable Operators on `&mut[T]`
pub trait Mutops<T> {
/// Sorts a mutable slice in place.
fn mutquicksort(self)
where
T: PartialOrd;
/// mutable reversal, general utility
fn mutrevs(self);
/// utility that mutably swaps two indexed items into ascending order
fn mutsorttwo(self, i0: usize, i1: usize) -> bool
where
T: PartialOrd;
/// utility that mutably bubble sorts three indexed items into ascending order
fn mutsortthree(self, i0: usize, i1: usize, i2: usize)
where
T: PartialOrd;
/// Possibly the fastest sort for long lists. Wrapper for `muthashsortslice`.
fn muthashsort(self)
where
T: PartialOrd + Clone,
f64: From<T>;
/// Sorts n items from i in self. Used by muthashsort.
fn muthashsortslice(self, i: usize, n: usize, min: T, max: T)
where
T: PartialOrd + Clone,
f64: From<T>;
}