Skip to content
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
37 changes: 34 additions & 3 deletions datafusion/physical-expr/src/aggregate/approx_percentile_cont.rs
Original file line number Diff line number Diff line change
Expand Up @@ -34,7 +34,7 @@ use datafusion_common::{
ScalarValue,
};
use datafusion_expr::{Accumulator, ColumnarValue};
use std::{any::Any, iter, sync::Arc};
use std::{any::Any, sync::Arc};

/// APPROX_PERCENTILE_CONT aggregate expression
#[derive(Debug)]
Expand Down Expand Up @@ -284,7 +284,8 @@ impl ApproxPercentileAccumulator {
}

pub(crate) fn merge_digests(&mut self, digests: &[TDigest]) {
self.digest = TDigest::merge_digests(digests);
let digests = digests.iter().chain(std::iter::once(&self.digest));
self.digest = TDigest::merge_digests(digests)
}

pub(crate) fn convert_to_float(values: &ArrayRef) -> Result<Vec<f64>> {
Expand Down Expand Up @@ -425,7 +426,6 @@ impl Accumulator for ApproxPercentileAccumulator {
.collect::<Result<Vec<_>>>()
.map(|state| TDigest::from_scalar_state(&state))
})
.chain(iter::once(Ok(self.digest.clone())))
.collect::<Result<Vec<_>>>()?;

self.merge_digests(&states);
Expand All @@ -440,3 +440,34 @@ impl Accumulator for ApproxPercentileAccumulator {
- std::mem::size_of_val(&self.return_type)
}
}

#[cfg(test)]
mod tests {
use crate::aggregate::approx_percentile_cont::ApproxPercentileAccumulator;
use crate::aggregate::tdigest::TDigest;
use arrow_schema::DataType;

#[test]
fn test_combine_approx_percentile_accumulator() {
let mut digests: Vec<TDigest> = Vec::new();

// one TDigest with 50_000 values from 1 to 1_000
for _ in 1..=50 {
let t = TDigest::new(100);
let values: Vec<_> = (1..=1_000).map(f64::from).collect();
let t = t.merge_unsorted_f64(values);
digests.push(t)
}

let t1 = TDigest::merge_digests(&digests);
let t2 = TDigest::merge_digests(&digests);

let mut accumulator =
ApproxPercentileAccumulator::new_with_max_size(0.5, DataType::Float64, 100);

accumulator.merge_digests(&[t1]);
assert_eq!(accumulator.digest.count(), 50_000.0);
accumulator.merge_digests(&[t2]);
assert_eq!(accumulator.digest.count(), 100_000.0);
}
}
5 changes: 4 additions & 1 deletion datafusion/physical-expr/src/aggregate/tdigest.rs
Original file line number Diff line number Diff line change
Expand Up @@ -370,7 +370,10 @@ impl TDigest {
}

// Merge multiple T-Digests
pub(crate) fn merge_digests(digests: &[TDigest]) -> TDigest {
pub(crate) fn merge_digests<'a>(
digests: impl IntoIterator<Item = &'a TDigest>,
) -> TDigest {
let digests = digests.into_iter().collect::<Vec<_>>();
let n_centroids: usize = digests.iter().map(|d| d.centroids.len()).sum();
if n_centroids == 0 {
return TDigest::default();
Expand Down