stats utility in its own crate

This commit is contained in:
Robert Habermeier 2017-02-17 15:16:28 +01:00
parent 48cf591e66
commit 59315b0cb7
3 changed files with 79 additions and 19 deletions

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@ -142,7 +142,6 @@ pub mod semantic_version;
pub mod log;
pub mod path;
pub mod snappy;
pub mod stats;
pub mod cache;
mod timer;

7
util/stats/Cargo.toml Normal file
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@ -0,0 +1,7 @@
[package]
name = "stats"
version = "0.1.0"
authors = ["Parity Technologies <admin@parity.io>"]
[dependencies]
log = "0.3"

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@ -14,22 +14,77 @@
// You should have received a copy of the GNU General Public License
// along with Parity. If not, see <http://www.gnu.org/licenses/>.
//! Statistical functions.
//! Statistical functions and helpers.
use bigint::prelude::*;
use std::iter::FromIterator;
use std::ops::{Add, Sub, Div};
#[macro_use]
extern crate log;
/// Sorted corpus of data.
#[derive(Debug, Clone, PartialEq)]
pub struct Corpus<T: Ord>(Vec<T>);
impl<T: Ord> From<Vec<T>> for Corpus<T> {
fn from(mut data: Vec<T>) -> Self {
data.sort();
Corpus(data)
}
}
impl<T: Ord> FromIterator<T> for Corpus<T> {
fn from_iter<I: IntoIterator<Item=T>>(iterable: I) -> Self {
iterable.into_iter().collect::<Vec<_>>().into()
}
}
impl<T: Ord> Corpus<T> {
/// Get the median element, if it exists.
pub fn median(&self) -> Option<&T> {
self.0.get(self.0.len() / 2)
}
/// Whether the corpus is empty.
pub fn is_empty(&self) -> bool {
self.0.is_empty()
}
/// Number of elements in the corpus.
pub fn len(&self) -> usize {
self.0.len()
}
/// Split the corpus at a given point.
pub fn split_at(self, idx: usize) -> (Self, Self) {
let (left, right) = self.0.split_at(idx);
(Corpus(left), Corpus(right))
}
}
impl<T: Ord + Copy + ::std::fmt::Display> Corpus<T>
where T: Add<Output=T> + Sub<Output=T> + Div<Output=T> + From<usize>
{
/// Create a histogram of this corpus if it at least spans the buckets. Bounds are left closed.
pub fn histogram(&self, bucket_number: usize) -> Option<Histogram<T>> {
Histogram::create(&self.0, bucket_number)
}
}
/// Discretised histogram.
#[derive(Debug, PartialEq)]
pub struct Histogram {
pub struct Histogram<T> {
/// Bounds of each bucket.
pub bucket_bounds: Vec<U256>,
pub bucket_bounds: Vec<T>,
/// Count within each bucket.
pub counts: Vec<u64>
pub counts: Vec<usize>,
}
impl Histogram {
/// Histogram of a sorted corpus if it at least spans the buckets. Bounds are left closed.
pub fn new(corpus: &[U256], bucket_number: usize) -> Option<Histogram> {
impl<T: Ord + Copy + ::std::fmt::Display> Histogram<T>
where T: Add<Output=T> + Sub<Output=T> + Div<Output=T> + From<usize>
{
// Histogram of a sorted corpus if it at least spans the buckets. Bounds are left closed.
fn create(corpus: &[T], bucket_number: usize) -> Option<Histogram<T>> {
if corpus.len() < 1 { return None; }
let corpus_end = corpus.last().expect("there is at least 1 element; qed").clone();
let corpus_start = corpus.first().expect("there is at least 1 element; qed").clone();
@ -63,42 +118,41 @@ impl Histogram {
#[cfg(test)]
mod tests {
use bigint::prelude::U256;
use super::Histogram;
#[test]
fn check_histogram() {
let hist = Histogram::new(slice_into![643,689,1408,2000,2296,2512,4250,4320,4842,4958,5804,6065,6098,6354,7002,7145,7845,8589,8593,8895], 5).unwrap();
let correct_bounds: Vec<U256> = vec_into![643, 2294, 3945, 5596, 7247, 8898];
let hist = Histogram::create(&[643,689,1408,2000,2296,2512,4250,4320,4842,4958,5804,6065,6098,6354,7002,7145,7845,8589,8593,8895], 5).unwrap();
let correct_bounds: Vec<usize> = vec![643, 2294, 3945, 5596, 7247, 8898];
assert_eq!(Histogram { bucket_bounds: correct_bounds, counts: vec![4,2,4,6,4] }, hist);
}
#[test]
fn smaller_data_range_than_bucket_range() {
assert_eq!(
Histogram::new(slice_into![1, 2, 2], 3),
Some(Histogram { bucket_bounds: vec_into![1, 2, 3, 4], counts: vec![1, 2, 0] })
Histogram::create(&[1, 2, 2], 3),
Some(Histogram { bucket_bounds: vec![1, 2, 3, 4], counts: vec![1, 2, 0] })
);
}
#[test]
fn data_range_is_not_multiple_of_bucket_range() {
assert_eq!(
Histogram::new(slice_into![1, 2, 5], 2),
Some(Histogram { bucket_bounds: vec_into![1, 4, 7], counts: vec![2, 1] })
Histogram::create(&[1, 2, 5], 2),
Some(Histogram { bucket_bounds: vec![1, 4, 7], counts: vec![2, 1] })
);
}
#[test]
fn data_range_is_multiple_of_bucket_range() {
assert_eq!(
Histogram::new(slice_into![1, 2, 6], 2),
Some(Histogram { bucket_bounds: vec_into![1, 4, 7], counts: vec![2, 1] })
Histogram::create(&[1, 2, 6], 2),
Some(Histogram { bucket_bounds: vec![1, 4, 7], counts: vec![2, 1] })
);
}
#[test]
fn none_when_too_few_data() {
assert!(Histogram::new(slice_into![], 1).is_none());
assert!(Histogram::<usize>::create(&[], 1).is_none());
}
}