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use std::mem;
struct Bucket {
count: u64,
upper_bound: Vec<u8>,
lower_bound: Vec<u8>,
repeats: u64,
ndv: u64,
}
impl Bucket {
fn new(
count: u64,
upper_bound: Vec<u8>,
lower_bound: Vec<u8>,
repeats: u64,
with_ndv: bool,
) -> Bucket {
Bucket {
count,
upper_bound,
lower_bound,
repeats,
ndv: if with_ndv { 1 } else { 0 },
}
}
fn count_repeated(&mut self) {
self.count += 1;
self.repeats += 1;
}
fn append(&mut self, data: Vec<u8>, ndv_inc: bool) {
self.upper_bound = data;
self.count += 1;
self.repeats = 1;
if ndv_inc {
self.ndv += 1;
}
}
fn into_proto(self) -> tipb::Bucket {
let mut bucket = tipb::Bucket::default();
bucket.set_repeats(self.repeats as i64);
bucket.set_count(self.count as i64);
bucket.set_lower_bound(self.lower_bound);
bucket.set_upper_bound(self.upper_bound);
bucket.set_ndv(self.ndv as i64);
bucket
}
}
#[derive(Default)]
pub struct Histogram {
ndv: u64,
buckets: Vec<Bucket>,
per_bucket_limit: u64,
buckets_num: usize,
}
impl Histogram {
pub fn new(buckets_num: usize) -> Histogram {
Histogram {
per_bucket_limit: 1,
buckets_num,
..Default::default()
}
}
pub fn into_proto(self) -> tipb::Histogram {
let mut hist = tipb::Histogram::default();
hist.set_ndv(self.ndv as i64);
let buckets: Vec<tipb::Bucket> = self
.buckets
.into_iter()
.map(|bucket| bucket.into_proto())
.collect();
hist.set_buckets(buckets.into());
hist
}
pub fn append(&mut self, data: &[u8], with_bucket_ndv: bool) {
if let Some(bucket) = self.buckets.last_mut() {
if bucket.upper_bound == data {
bucket.count_repeated();
return;
}
}
self.ndv += 1;
if self.buckets.len() >= self.buckets_num && self.is_last_bucket_full() {
self.merge_buckets();
}
if !self.is_last_bucket_full() {
self.buckets
.last_mut()
.unwrap()
.append(data.to_vec(), with_bucket_ndv);
return;
}
let mut count = 1;
if let Some(bucket) = self.buckets.last() {
count += bucket.count
}
self.buckets.push(Bucket::new(
count,
data.to_vec(),
data.to_vec(),
1,
with_bucket_ndv,
));
}
fn is_last_bucket_full(&self) -> bool {
if self.buckets.is_empty() {
return true;
}
let count = if self.buckets.len() == 1 {
self.buckets[0].count
} else {
let len = self.buckets.len();
self.buckets[len - 1].count - self.buckets[len - 2].count
};
count >= self.per_bucket_limit
}
fn merge_buckets(&mut self) {
let bucket_num = (self.buckets_num + 1) / 2;
if self.buckets_num > 1 {
let (left, right) = self.buckets.split_at_mut(1);
mem::swap(&mut left[0].upper_bound, &mut right[0].upper_bound);
left[0].count = right[0].count;
left[0].repeats = right[0].repeats;
left[0].ndv += right[0].ndv
}
for id in 1..bucket_num {
let (left, right) = self.buckets.split_at_mut(id * 2);
if right.len() == 1 {
mem::swap(&mut left[id], &mut right[0]);
continue;
}
mem::swap(&mut left[id].lower_bound, &mut right[0].lower_bound);
mem::swap(&mut left[id].upper_bound, &mut right[1].upper_bound);
left[id].count = right[1].count;
left[id].repeats = right[1].repeats;
left[id].ndv = right[0].ndv + right[1].ndv
}
self.buckets.drain(bucket_num..);
self.per_bucket_limit *= 2;
}
}
#[cfg(test)]
mod tests {
use super::*;
use std::iter::repeat;
use tidb_query_datatype::codec::datum;
use tidb_query_datatype::codec::datum::Datum;
use tidb_query_datatype::expr::EvalContext;
#[test]
fn test_histogram() {
let buckets_num = 3;
let mut hist = Histogram::new(buckets_num);
assert_eq!(hist.buckets.len(), 0);
for item in (0..3).map(Datum::I64) {
let bytes = datum::encode_value(&mut EvalContext::default(), &[item]).unwrap();
hist.append(&bytes, false);
}
assert_eq!(hist.buckets.len(), buckets_num);
assert_eq!(hist.per_bucket_limit, 1);
assert_eq!(hist.ndv, 3);
let bytes = datum::encode_value(&mut EvalContext::default(), &[Datum::I64(3)]).unwrap();
hist.append(&bytes, false);
assert_eq!(hist.per_bucket_limit, 2);
assert_eq!(hist.buckets.len(), 2);
assert_eq!(hist.ndv, 4);
for item in repeat(3).take(3).map(Datum::I64) {
let bytes = datum::encode_value(&mut EvalContext::default(), &[item]).unwrap();
hist.append(&bytes, false);
}
assert_eq!(hist.per_bucket_limit, 2);
assert_eq!(hist.buckets.len(), 2);
assert_eq!(hist.ndv, 4);
for item in repeat(4).take(4).map(Datum::I64) {
let bytes = datum::encode_value(&mut EvalContext::default(), &[item]).unwrap();
hist.append(&bytes, false);
}
assert_eq!(hist.per_bucket_limit, 2);
assert_eq!(hist.buckets.len(), 3);
assert_eq!(hist.ndv, 5);
let bytes = datum::encode_value(&mut EvalContext::default(), &[Datum::I64(5)]).unwrap();
hist.append(&bytes, false);
assert_eq!(hist.per_bucket_limit, 4);
assert_eq!(hist.buckets.len(), 3);
assert_eq!(hist.ndv, 6);
}
#[test]
fn test_buckets_limit() {
let buckets_num = 1;
let mut hist = Histogram::new(buckets_num);
assert_eq!(hist.buckets.len(), 0);
hist.append(
&datum::encode_value(&mut EvalContext::default(), &[Datum::I64(1)]).unwrap(),
false,
);
assert_eq!(hist.buckets.len(), 1);
assert_eq!(hist.per_bucket_limit, 1);
hist.append(
&datum::encode_value(&mut EvalContext::default(), &[Datum::I64(2)]).unwrap(),
false,
);
assert_eq!(hist.buckets.len(), 1);
assert_eq!(hist.per_bucket_limit, 2);
hist.append(
&datum::encode_value(&mut EvalContext::default(), &[Datum::I64(3)]).unwrap(),
false,
);
assert_eq!(hist.per_bucket_limit, 4);
}
}