Vecs indexing, ranking, sorting, merging, searching, reversing, intersecting, printing, etc.
rust
use indxvec::{ MinMax, here, printing::*, Indices, Vecops, Mutops, Printing };
This crate is lightweight and has no dependencies. The methods of all four traits can be functionally chained together to achieve numerous manipulations of vectors and their indices in compact form.
The facilities provided are:
to_plainstr()pvec()wvec(&mut f)here!() for more informative errors reportingIt is highly recommended to read and run tests/tests.rs to learn from examples of usage. Use a single thread to run them. It may be a bit slower but it will write the results in the right order. It is also necessary to tun the timing benchmark sorts() on its own for meaningful results.
bash
cargo test --release -- --test-threads=1 --nocapture --color always
Sort Index - is obtained by stable merge sort sort_indexed or by hashsort_indexed. The original data is immutable (unchanged). The sort index produced is a list of subscripts to the data, such that the first subscript identifies the smallest item in the data, and so on (in ascending order). Suitable for bulky data that are not easily moved. It answers the question: 'what data item occupies a given sort position?'.
Reversing an index - sort index can be reversed by generic reversal operation revs(), or mutrevs(). This has the effect of changing between ascending/descending sort orders without re-sorting or even reversing the (possibly bulky) actual data.
Rank Index - corresponds to the given data order, listing the sort positions (ranks) for the data items, e.g.the third entry in the rank index gives the rank of the third data item. Some statistical measures require ranks of data. It answers the question: 'what is the sort position of a given data item?'.
Inverting an index - sort index and rank index are mutually inverse. Thus they can be easily switched by invindex(). This is usually the easiest way to obtain a rank index. They will both be equal to 0..n for data that is already in ascending order.
Complement of an index - beware that the standard reversal will not convert directly between ascending and descending ranks. This purpose is served by complindex(). Alternatively, descending ranks can be reconstructed by applying invindex() to a descending sort index.
Unindexing - given a sort index and some data, unindex() will pick the data in the new order defined by the sort index. It can be used to efficiently transform lots of data vectors into the same (fixed) order. For example: Suppose we have vectors: keys and data_1,..data_n, not explicitly joined together in some bulky Struct elements. The sort index obtained by: let indx = keys.sort_indexed() can then be efficiently applied to sort the data vectors individually, e.g. indx.unindex(data_n,true) (false to obtain a descending order at no extra cost).
Indicesrust
use indxvec::{Indices};
The methods of this trait are implemented for slices of subscripts, i.e. they take the type &[usize] as input (self) and produce new index Vec<usize>, new data vector Vec<T> or Vec<f64>, or other results, as appropriate. Please see the Glossary below for descriptions of the indices and operations on them.
rust
/// Methods to manipulate indices of `Vec<usize>` type.
pub trait Indices {
/// Reverse an index slice by simple reverse iteration.
fn revindex(self) -> Vec<usize>;
/// Invert an index - turns a sort index into rank index 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 index in self. Or opposite order.
fn unindex<T: Copy>(self, v:&[T], ascending:bool) -> Vec<T>;
/// Pearson's correlation coefficient of two slices, typically ranks.
fn ucorrelation(self, v: &[usize]) -> f64;
/// Potentially useful clone-recast of &[usize] to Vec<f64>
fn indx_to_f64 (self) -> Vec<f64>;
}
rust
use indxvec::{Vecops};
The methods of this trait are applicable to all generic slices &[T] (the data). Thus they will work on all Rust primitive numeric end types, such as f64. They can also work on slices holding any arbitrarily complex end type T, as long as the required traits, PartialOrd and/or Copy, are implemented for T.
rust
pub trait Vecops<T> {
/// Helper function to copy and cast entire &[T] to `Vec<f64>`.
fn tof64(self) -> Vec<f64> where T: Copy, f64: From<T>;
/// Maximum value in self
fn maxt(self) -> T where T: PartialOrd+Copy;
/// Minimum value in self
fn mint(self) -> T where T: PartialOrd+Copy;
/// Minimum and maximum values in self
fn minmaxt(self) -> (T, T) where T: PartialOrd+Copy;
/// Returns MinMax{min, minindex, max, maxindex}
fn minmax(self) -> MinMax<T> where T: PartialOrd+Copy;
/// MinMax of n items starting at subscript i
fn minmax_slice(self,i:usize, n:usize) -> MinMax<T>
where T: PartialOrd+Copy;
/// MinMax of a subset of self in range i..n
fn minmax_indexed(self, idx:&[usize], i:usize, n:usize) -> MinMax<T>
where T: PartialOrd+Copy;
/// Reversed copy of self
fn revs(self) -> Vec<T> where T: Copy;
/// Repeated items removed
fn sansrepeat(self) -> Vec<T> where T: PartialEq+Copy;
/// Some(subscript) of the first occurence of m, or None
fn member(self, m:T, forward:bool) -> Option<usize>
where T: PartialEq+Copy;
/// Binary search of a slice in ascending or descending order.
fn binsearch(self, val:&T) -> Range<usize>
where T: PartialOrd;
/// Binary search of an index sorted slice in ascending or descending order.
/// Like binsearch but using indirection via idx.
fn binsearch_indexed(self, idx:&[usize], val:&T) -> Range<usize>
where T: PartialOrd;
/// 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+Copy;
/// Intersects two ascending explicitly sorted generic vectors.
fn intersect(self, v2: &[T]) -> Vec<T> where T: PartialOrd+Copy;
/// Intersects two ascending index sorted vectors.
fn intersect_indexed(self, ix1: &[usize], v2: &[T], ix2: &[usize]) -> Vec<T>
where T: PartialOrd+Copy;
/// Removes items of sorted v2 from sorted self.
fn diff(self, v2: &[T]) -> Vec<T> where T: PartialOrd+Copy;
/// 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+Copy;
/// 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+Copy;
/// 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+Copy;
/// Merges (unites) two sorted sets, result is also sorted
fn merge(self, v2: &[T]) -> Vec<T> where T: PartialOrd+Copy;
/// 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+Copy;
/// Used by `merge_indexed`
fn merge_indices(self, idx1: &[usize], idx2: &[usize]) -> Vec<usize>
where T: PartialOrd+Copy;
/// Stable Merge sort main method, giving sort index
fn mergesort_indexed(self) -> Vec<usize> where T:PartialOrd+Copy;
/// Utility used by mergesort_indexed
fn mergesortslice(self, i: usize, n: usize) -> Vec<usize>
where T: PartialOrd+Copy;
/// Stable Merge sort, explicitly sorted result obtained via mergesort_indexed
fn sortm(self, ascending: bool) -> Vec<T> where T: PartialOrd+Copy;
/// Rank index obtained via mergesort_indexed
fn rank(self, ascending: bool) -> Vec<usize> where T: PartialOrd+Copy;
/// 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
fn hashsort_indexed(self) -> Vec<usize>
where T: PartialOrd+Copy,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+Copy,F64:From<T>;
/// Stable hash sort. Returns new sorted data vector (ascending or descending)
fn sorth(self, ascending: bool) -> Vec<T>
where T: PartialOrd+Copy,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>;
}
rust
use indxvec::{Mutops};
This trait contains muthashsort, which overwrites self with sorted data. When we do not need to keep the original order, this is the most efficient way to sort.
Nota bene: muthashsort really wins on longer Vecs. For about one thousand items upwards, it is on average about 25%-30% faster than the default Rust (Quicksort) sort_unstable.
rust
/// Mutable Operators on `&mut[T]`
pub trait Mutops<T> {
/// Sorts a mutable slice in place.
fn mutsort(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+Copy, 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+Copy, F64:From<T>;
}
Printingrust
use indxvec::Printing; // the trait methods
use indxvec::printing::*; // the colour constants
This trait provides utility methods to 'stringify' (serialise) generic slices and slices of Vecs. Also, methods for writing or printing them. Optionally, it enables printing them in bold ANSI terminal colours for adding emphasis. See tests/tests.rs for examples of usage.
```rust
pub trait Printing
/// Methods to serialize and render the resulting string
/// in bold ANSI terminal colours.
fn rd(self) -> String where Self: Sized {
format!("{RD}{}{UN}",self.to_str()) }
fn gr(self) -> String where Self: Sized {
format!("{GR}{}{UN}",self.to_str()) }
fn yl(self) -> String where Self: Sized {
format!("{YL}{}{UN}",self.to_str()) }
fn bl(self) -> String where Self: Sized {
format!("{BL}{}{UN}",self.to_str()) }
fn mg(self) -> String where Self: Sized {
format!("{MG}{}{UN}",self.to_str()) }
fn cy(self) -> String where Self: Sized {
format!("{CY}{}{UN}",self.to_str()) }
/// Method to write vector(s) to file f (without brackets).
/// Passes up io errors
fn wvec(self,f:&mut File) -> Result<(), io::Error> where Self: Sized {
Ok(write!(*f,"{} ", self.to_plainstr())?)
}
/// Method to print vector(s) to stdout (without brackets).
fn pvec(self) where Self: Sized {
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;
} ```
The methods of this trait are implemented for generic individual items T, for slices &[T] for slices of slices &[&[T]] and for slices of Vecs &[Vec<T>]. Note that these types are normally unprintable in Rust (do not have Display implemented).
The following methods: .to_plainstr, .to_str(), .gr(), .rd(), .yl() .bl(), .mg(), .cy() convert all these types to printable strings. The colouring methods just add the relevant colouring to the formatted output of .to_str().
fn wvec(self,f:&mut File) -> Result<(), io::Error> where Self: Sized;
writes plain space separated values (.ssv) to files, possibly raising io::Error(s).
fn pvec(self) where Self: Sized;
prints to stdout.
For finer control of the colouring, import the colour constants from module printing and use them in any formatting strings manually. For example,
switching colours:
rust
use indxvec::printing::*; // ANSI colours constants
println!("{GR}green text, {RD}red warning, {BL}feeling blue{UN}");
Note that all of these methods and interpolations set their own new colour regardless of the previous settings. Interpolating {UN} resets the terminal to its default foreground rendering.
UN is automatically appended at the end of strings produced by the colouring methods rd()..cy(). Be careful to always close with one of these, or explicit {UN}, otherwise all the following output will continue with the last selected colour foreground rendering.
Example from tests/tests.rs:
rust
println!("Memsearch for {BL}{midval}{UN}, found at: {}", vm
.memsearch(midval)
.map_or_else(||"None".rd(),|x| x.gr())
);
memsearch returns Option(None), when midval is not found in vm. Here, None will be printed in red, while any found item will be printed in green. This is also an example of how to process Options without the long-winded match statements.
rust
use indxvec::{Found,MinMax,F64,inf64,here};
pub struct Found for general result of binary search. Index and count of items found.pub struct Minmax holds minimum and maximum values of a Vec and their indices.here!() is a macro giving the filename, line number and function name of the place from where it was invoked. It can be interpolated into any error/tracing messages and reports.Version 1.3.4 - Removed the custom F64 type and automatic custom conversions. Hashsort now again requires strictly numerical types convertible to f64 by standard means. Replaced this with new keyindex in trait Vecops. It is able to apply hashsort_indexed to any (user) type T, using custom closure keyfn:fn(&T) -> f64 to generate f64 keys. This is more easily extensible and not nearly so verbose.
Version 1.3.3 - Simplified binsearch and binsearch_indexed. It is no longer necessary to specify the sort order, it is detected automatically.
Version 1.3.2 - Some more code pruning, reducing the footprint.
Version 1.3.1 - Binary search methods now return standard rust type Range.
Version 1.3.0 - Binary search that is superior to std:slice:binary_search. Two methods provided: binsearch and binsearch_indexed. Removed spurious newline from printing matrices. Updated times dependency.
Version 1.2.13 - Removed no longer needed unindexf64 from trait Indices.
Version 1.2.12 - Improved some sort algorithms. Removed dev-dependence devtimer and updated other dependencies. Note that the sorts() benchmarking test needs to be run on its own. When run under cargo test -- --nocapture, together with all the other tests, its timings are unreliable.
Version 1.2.11 - Moved the benchmark timing function to its own new crate called times.
Version 1.2.10 - Moved tof64 into Vecops trait to act as one of its methods: v.tof64(). Added default Rust destructive sort mutsort to trait Mutops. Added benchmarking function sorts() into tests.rs. It also illustrates effective use of an index sort.
Version 1.2.9 - Added explicit conversion from f64 to f64, without which the methods needing F64:From<T> did not do work when T=f64. The primitive numeric types up to u64, i64, f64 varieties now all work, plus the custom lexical quantification of &str. It should be easy to add more custom ones. All this achieved without resorting to unstable specialization feature.
Version 1.2.8 - Enabled custom conversions of non-numeric end types, specifically &str. This is so that hashsort can compute its keys and sort them. Thus widening the applicability of superfast hashsort.
Version 1.2.6 - Renamed trait Mutsort to Mutops. Renamed some Vecops methods for naming consistency. Made hashsort easier to use by removing the data range. Added sorth, equivalent to sortm, using hashsort instead of mergesort. Added a test.
Version 1.2.5 - Removed revindex() as its effect was a duplication of generic revs(). Added mutable version mutrevs().
Version 1.2.4 - Clarified some comments and indxvec test in tests/tests.rs.
Version 1.2.3 - Added binsearch_indexed and binsearchdesc_indexed and their tests, for symmetry with memsearch versions which only search for members, whereas binsearch finds order positions for non-members, too.
Version 1.2.2 - Minor test clarification. Expanded the glossary.
Version 1.2.1 - Removed the functions module merge.rs, it has been replaced by traits Vecops and Mutsort. Improved hashsorts. Added some more comments. Added short glossary.
Version 1.2.0 - Changed functions in module merge.rs to trait methods in two new traits: Vecops and Mutsort. Applying trait methods is more idiomatic and easier to read when chained. Narrowed down some trait constraints. Kept the old functions for now for backwards compatibility but they will be removed in the next version to save space.