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perf: Optimize generic arg_sort of row-encoding #16894

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Jun 12, 2024
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109 changes: 62 additions & 47 deletions crates/polars-core/src/chunked_array/ops/sort/mod.rs
Original file line number Diff line number Diff line change
Expand Up @@ -25,6 +25,47 @@ use crate::series::IsSorted;
use crate::utils::NoNull;
use crate::POOL;

fn partition_nulls<T: Copy>(
values: &mut [T],
mut validity: Option<Bitmap>,
options: SortOptions,
) -> (&mut [T], Option<Bitmap>) {
let partitioned = if let Some(bitmap) = &validity {
// Partition null last first
let mut out_len = 0;
for idx in bitmap.true_idx_iter() {
unsafe { *values.get_unchecked_mut(out_len) = *values.get_unchecked(idx) };
out_len += 1;
}
let valid_count = out_len;
let null_count = values.len() - valid_count;
validity = Some(create_validity(
bitmap.len(),
bitmap.unset_bits(),
options.nulls_last,
));

// Views are correctly partitioned.
if options.nulls_last {
&mut values[..valid_count]
}
// We need to swap the ends.
else {
// swap nulls with end
let mut end = values.len() - 1;

for i in 0..null_count {
unsafe { *values.get_unchecked_mut(end) = *values.get_unchecked(i) };
end = end.saturating_sub(1);
}
&mut values[null_count..]
}
} else {
values
};
(partitioned, validity)
}

pub(crate) fn sort_by_branch<T, C>(slice: &mut [T], descending: bool, cmp: C, parallel: bool)
where
T: Send,
Expand Down Expand Up @@ -320,42 +361,10 @@ impl ChunkSort<BinaryType> for BinaryChunked {
let ca = self.rechunk();
let arr = ca.downcast_into_array();

let (views, buffers, mut validity, total_bytes_len, total_buffer_len) = arr.into_inner();
let (views, buffers, validity, total_bytes_len, total_buffer_len) = arr.into_inner();
let mut views = views.make_mut();

let partitioned_part = if let Some(bitmap) = &validity {
// Partition null last first
let mut out_len = 0;
for idx in bitmap.true_idx_iter() {
unsafe { *views.get_unchecked_mut(out_len) = *views.get_unchecked(idx) };
out_len += 1;
}
let valid_count = out_len;
let null_count = views.len() - valid_count;
validity = Some(create_validity(
bitmap.len(),
bitmap.unset_bits(),
options.nulls_last,
));

// Views are correctly partitioned.
if options.nulls_last {
&mut views[..valid_count]
}
// We need to swap the ends.
else {
// swap nulls with end
let mut end = views.len() - 1;

for i in 0..null_count {
unsafe { *views.get_unchecked_mut(end) = *views.get_unchecked(i) };
end = end.saturating_sub(1);
}
&mut views[null_count..]
}
} else {
views.as_mut_slice()
};
let (partitioned_part, validity) = partition_nulls(&mut views, validity, options);

sort_unstable_by_branch(partitioned_part, options, |a, b| unsafe {
a.get_slice_unchecked(&buffers)
Expand Down Expand Up @@ -523,21 +532,27 @@ impl ChunkSort<BinaryOffsetType> for BinaryOffsetChunked {
}

fn arg_sort(&self, options: SortOptions) -> IdxCa {
let ca = self.rechunk();
let arr = ca.downcast_into_array();
let mut idx = (0..(arr.len() as IdxSize)).collect::<Vec<_>>();

let argsort = |args| {
sort_unstable_by_branch(args, options, |a, b| unsafe {
let a = arr.value_unchecked(*a as usize);
let b = arr.value_unchecked(*b as usize);
a.tot_cmp(&b)
});
};

if self.null_count() == 0 {
arg_sort::arg_sort_no_nulls(
self.name(),
self.downcast_iter().map(|arr| arr.values_iter()),
options,
self.len(),
)
argsort(&mut idx);
IdxCa::from_vec(self.name(), idx)
} else {
arg_sort::arg_sort(
self.name(),
self.downcast_iter().map(|arr| arr.iter()),
options,
self.null_count(),
self.len(),
)
// This branch (almost?) never gets called as the row-encoding also encodes nulls.
let (partitioned_part, validity) =
partition_nulls(&mut idx, arr.validity().cloned(), options);
argsort(partitioned_part);
IdxCa::with_chunk(self.name(), IdxArr::from_data_default(idx.into(), validity))
}
}

Expand Down
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