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use std::{
ops::RangeInclusive,
borrow::Borrow, fmt::Debug
};
use paste::paste;
use super::{
Binning,
HasUnsignedVersion,
to_u,
Bin,
BinModIterHelper
};
#[cfg(feature = "serde_support")]
use serde::{Serialize, Deserialize};
/// Generic binning meant for any integer type
#[derive(Debug, Clone, PartialEq, Eq)]
#[cfg_attr(feature = "serde_support", derive(Serialize, Deserialize))]
pub struct BinningWithWidth<T>
where T: HasUnsignedVersion
{
/// left bin border, inclusive
start: T,
/// right bin border, inclusive
end_inclusive: T,
/// how many numbers are in one bin?
bin_width: T
}
macro_rules! other_binning {
(
$t:ty
) => {
paste!{
#[doc = "Efficient binning for `" $t "` with bins of width 1"]
pub type [<Binning $t:upper>] = BinningWithWidth<$t>;
}
impl paste!{[<Binning $t:upper>]}{
/// # Create a new Binning
/// * both borders are inclusive
/// * each bin has width 1
/// # Panics
/// * if `start` is smaller than `end_inclusive`
/// * if bin_width <= 0
#[inline(always)]
pub fn new_inclusive(start: $t, end_inclusive: $t, bin_width: $t) -> Result<Self, <$t as HasUnsignedVersion>::Unsigned>{
assert!(start <= end_inclusive);
assert!(bin_width > 0);
//
let this = Self{
start,
end_inclusive,
bin_width
};
let u_width = bin_width as <$t as HasUnsignedVersion>::Unsigned;
let res = (this.bins_m1() % u_width) + 1;
if res != u_width{
Err(res)
} else {
Ok(this)
}
}
/// Get left border, inclusive
#[inline(always)]
pub const fn left(&self) -> $t {
self.start
}
/// Get right border, inclusive
#[inline(always)]
pub const fn right(&self) -> $t
{
self.end_inclusive
}
/// # Returns the range covered by the bins as a `RangeInclusive<T>`
#[inline(always)]
pub const fn range_inclusive(&self) -> RangeInclusive<$t>
{
self.start..=self.end_inclusive
}
paste!{
#[doc = "# Iterator over all the bins\
\nSince the bins have width 1, a bin can be defined by its corresponding value \
which we can iterate over.\n\
# Example\n\
```\n\
use sampling::histogram::" [<Binning $t:upper>] ";\n\
let binning = " [<Binning $t:upper>] "::new_inclusive(2,7,2).unwrap();\n\
let vec: Vec<_> = binning.multi_valued_bin_iter().collect();\n\
assert_eq!(&vec, &[(2, 3), (4, 5), (6, 7)]);\n\
```"]
#[inline]
pub fn multi_valued_bin_iter(&self) -> impl Iterator<Item=($t, $t)>
{
let width = self.bin_width;
BinModIterHelper::new_unchecked(self.start, self.end_inclusive, width)
}
}
/// # The amount of bins -1
/// * minus 1 because if the bins are going over the entire range of the type,
/// then I cannot represent the number of bins as this type
///
/// # Example
/// If we look at an u8 and the range from 0 to 255, then this is 256 bins, which
/// cannot be represented as u8. To combat this, I return bins - 1.
/// This works, because we always have at least 1 bin
#[inline(always)]
pub fn bins_m1(&self) -> <$t as HasUnsignedVersion>::Unsigned{
let left = to_u(self.start);
let right = to_u(self.end_inclusive);
right - left
}
/// # Get the respective bin in native unsigned
#[inline(always)]
pub fn get_bin_index_native<V: Borrow<$t>>(&self, val: V) -> Option<<$t as HasUnsignedVersion>::Unsigned>{
let val = *val.borrow();
if self.is_inside(val)
{
let bin_width = self.bin_width as <$t as HasUnsignedVersion>::Unsigned;
let index = (to_u(val) - to_u(self.start)) / bin_width;
Some(index)
} else {
None
}
}
}
impl Binning<$t> for paste!{[<Binning $t:upper>]} {
#[inline(always)]
fn get_bin_len(&self) -> usize
{
(self.bins_m1() as usize).saturating_add(1)
}
/// # Get the respective bin index
/// * Note: Obviously this breaks when the bin index cannot be represented as
/// `usize`
#[inline(always)]
fn get_bin_index<V: Borrow<$t>>(&self, val: V) -> Option<usize>{
self.get_bin_index_native(val)
.map(|v| v as usize)
}
/// Does a value correspond to a valid bin?
#[inline(always)]
fn is_inside<V: Borrow<$t>>(&self, val: V) -> bool{
(self.start..=self.end_inclusive).contains(val.borrow())
}
/// # Opposite of `is_inside`
/// * I could also have called this `is_outside`, but I didn't
#[inline(always)]
fn not_inside<V: Borrow<$t>>(&self, val: V) -> bool{
!self.is_inside(val)
}
/// get the left most border (inclusive)
fn first_border(&self) -> $t{
self.start
}
fn last_border(&self) -> $t{
self.end_inclusive
}
#[inline(always)]
fn last_border_is_inclusive(&self) -> bool
{
true
}
/// # calculates some sort of absolute distance to the nearest valid bin
/// * if a value corresponds to a valid bin, the distance is zero
fn distance<V: Borrow<$t>>(&self, v: V) -> f64{
let val = v.borrow();
if self.is_inside(val){
0.0
} else {
let dist = if *val < self.start {
to_u(self.start) - to_u(*val)
} else {
// TODO Unit tests have to check if this is correct,
// before it was val.saturating_sub(self.end_inclusive)
// but I think this here is better
to_u(*val) - to_u(self.end_inclusive)
};
dist as f64
}
}
/// # Iterates over all bins
/// * Note: This implementation usees a more efficient representations of the bins underneath,
/// but is capable of returning the bins in this representation on request
/// * Note also that this `Binning` implements another method for the bin borders, i.e., `multi_valued_bin_iter`.
/// Consider using that instead, as it is more efficient
fn bin_iter(&self) -> Box<dyn Iterator<Item=Bin<$t>>>{
let iter = self
.multi_valued_bin_iter()
.map(
|(left, right)| Bin::InclusiveInclusive(left, right)
);
Box::new(iter)
}
}
};
(
$($t:ty),* $(,)?
) => {
$(
other_binning!($t);
)*
}
}
other_binning!(
u8,
i8,
u16,
i16,
u32,
i32,
u64,
i64,
u128,
i128,
usize,
isize
);
#[cfg(test)]
mod tests{
use super::*;
#[test]
fn extreme_vals()
{
let binning = BinningU8::new_inclusive(250,255,2).unwrap();
let vec: Vec<_> = binning.multi_valued_bin_iter().collect();
assert_eq!(&vec, &[(250, 251), (252, 253), (254, 255)]);
}
}