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4 changes: 4 additions & 0 deletions rust/arrow/Cargo.toml
Original file line number Diff line number Diff line change
Expand Up @@ -133,3 +133,7 @@ harness = false
[[bench]]
name = "concatenate_kernel"
harness = false

[[bench]]
name = "mutable_array"
harness = false
155 changes: 84 additions & 71 deletions rust/arrow/benches/filter_kernels.rs
Original file line number Diff line number Diff line change
Expand Up @@ -14,128 +14,141 @@
// KIND, either express or implied. See the License for the
// specific language governing permissions and limitations
// under the License.
extern crate arrow;

use arrow::{compute::Filter, util::test_util::seedable_rng};
use rand::{
distributions::{Alphanumeric, Standard},
prelude::Distribution,
Rng,
};

use arrow::array::*;
use arrow::compute::{filter, FilterContext};
use arrow::compute::{build_filter, filter};
use arrow::datatypes::ArrowNumericType;
use arrow::datatypes::{Float32Type, UInt8Type};

use criterion::{criterion_group, criterion_main, Criterion};

fn create_primitive_array<T, F>(size: usize, value_fn: F) -> PrimitiveArray<T>
fn create_primitive_array<T>(size: usize, null_density: f32) -> PrimitiveArray<T>
where
T: ArrowNumericType,
F: Fn(usize) -> T::Native,
Standard: Distribution<T::Native>,
{
// use random numbers to avoid spurious compiler optimizations wrt to branching
let mut rng = seedable_rng();
let mut builder = PrimitiveArray::<T>::builder(size);
for i in 0..size {
builder.append_value(value_fn(i)).unwrap();

for _ in 0..size {
if rng.gen::<f32>() < null_density {
builder.append_null().unwrap();
} else {
builder.append_value(rng.gen()).unwrap();
}
}
builder.finish()
}

fn create_u8_array_with_nulls(size: usize) -> UInt8Array {
let mut builder = UInt8Builder::new(size);
for i in 0..size {
if i % 2 == 0 {
builder.append_value(1).unwrap();
} else {
fn create_string_array(size: usize, null_density: f32) -> StringArray {
// use random numbers to avoid spurious compiler optimizations wrt to branching
let mut rng = seedable_rng();
let mut builder = StringBuilder::new(size);

for _ in 0..size {
if rng.gen::<f32>() < null_density {
builder.append_null().unwrap();
} else {
let value = (&mut rng)
.sample_iter(&Alphanumeric)
.take(10)
.collect::<String>();
builder.append_value(&value).unwrap();
}
}
builder.finish()
}

fn create_bool_array<F>(size: usize, value_fn: F) -> BooleanArray
where
F: Fn(usize) -> bool,
{
fn create_bool_array(size: usize, trues_density: f32) -> BooleanArray {
let mut rng = seedable_rng();
let mut builder = BooleanBuilder::new(size);
for i in 0..size {
builder.append_value(value_fn(i)).unwrap();
for _ in 0..size {
let value = rng.gen::<f32>() < trues_density;
builder.append_value(value).unwrap();
}
builder.finish()
}

fn bench_filter_u8(data_array: &UInt8Array, filter_array: &BooleanArray) {
filter(
criterion::black_box(data_array),
criterion::black_box(filter_array),
)
.unwrap();
}

// fn bench_filter_f32(data_array: &Float32Array, filter_array: &BooleanArray) {
// filter(criterion::black_box(data_array), criterion::black_box(filter_array)).unwrap();
// }

fn bench_filter_context_u8(data_array: &UInt8Array, filter_context: &FilterContext) {
filter_context
.filter(criterion::black_box(data_array))
.unwrap();
fn bench_filter(data_array: &UInt8Array, filter_array: &BooleanArray) {
criterion::black_box(filter(data_array, filter_array).unwrap());
}

fn bench_filter_context_f32(data_array: &Float32Array, filter_context: &FilterContext) {
filter_context
.filter(criterion::black_box(data_array))
.unwrap();
fn bench_built_filter<'a>(filter: &Filter<'a>, data: &impl Array) {
criterion::black_box(filter(&data.data()));
}

fn add_benchmark(c: &mut Criterion) {
let size = 65536;
let filter_array = create_bool_array(size, |i| matches!(i % 2, 0));
let sparse_filter_array = create_bool_array(size, |i| matches!(i % 8000, 0));
let dense_filter_array = create_bool_array(size, |i| !matches!(i % 8000, 0));
let filter_array = create_bool_array(size, 0.5);
let dense_filter_array = create_bool_array(size, 1.0 - 1.0 / 1024.0);
let sparse_filter_array = create_bool_array(size, 1.0 / 1024.0);

let filter_context = FilterContext::new(&filter_array).unwrap();
let sparse_filter_context = FilterContext::new(&sparse_filter_array).unwrap();
let dense_filter_context = FilterContext::new(&dense_filter_array).unwrap();
let filter = build_filter(&filter_array).unwrap();
let dense_filter = build_filter(&dense_filter_array).unwrap();
let sparse_filter = build_filter(&sparse_filter_array).unwrap();

let data_array = create_primitive_array(size, |i| match i % 2 {
0 => 1,
_ => 0,
});
c.bench_function("filter u8 low selectivity", |b| {
b.iter(|| bench_filter_u8(&data_array, &filter_array))
let data_array = create_primitive_array::<UInt8Type>(size, 0.0);

c.bench_function("filter u8", |b| {
b.iter(|| bench_filter(&data_array, &filter_array))
});
c.bench_function("filter u8 high selectivity", |b| {
b.iter(|| bench_filter_u8(&data_array, &sparse_filter_array))
b.iter(|| bench_filter(&data_array, &dense_filter_array))
});
c.bench_function("filter u8 very low selectivity", |b| {
b.iter(|| bench_filter_u8(&data_array, &dense_filter_array))
c.bench_function("filter u8 low selectivity", |b| {
b.iter(|| bench_filter(&data_array, &sparse_filter_array))
});

c.bench_function("filter context u8 low selectivity", |b| {
b.iter(|| bench_filter_context_u8(&data_array, &filter_context))
c.bench_function("filter context u8", |b| {
b.iter(|| bench_built_filter(&filter, &data_array))
});
c.bench_function("filter context u8 high selectivity", |b| {
b.iter(|| bench_filter_context_u8(&data_array, &sparse_filter_context))
b.iter(|| bench_built_filter(&dense_filter, &data_array))
});
c.bench_function("filter context u8 very low selectivity", |b| {
b.iter(|| bench_filter_context_u8(&data_array, &dense_filter_context))
c.bench_function("filter context u8 low selectivity", |b| {
b.iter(|| bench_built_filter(&sparse_filter, &data_array))
});

let data_array = create_u8_array_with_nulls(size);
c.bench_function("filter context u8 w NULLs low selectivity", |b| {
b.iter(|| bench_filter_context_u8(&data_array, &filter_context))
let data_array = create_primitive_array::<UInt8Type>(size, 0.5);
c.bench_function("filter context u8 w NULLs", |b| {
b.iter(|| bench_built_filter(&filter, &data_array))
});
c.bench_function("filter context u8 w NULLs high selectivity", |b| {
b.iter(|| bench_filter_context_u8(&data_array, &sparse_filter_context))
b.iter(|| bench_built_filter(&dense_filter, &data_array))
});
c.bench_function("filter context u8 w NULLs very low selectivity", |b| {
b.iter(|| bench_filter_context_u8(&data_array, &dense_filter_context))
c.bench_function("filter context u8 w NULLs low selectivity", |b| {
b.iter(|| bench_built_filter(&sparse_filter, &data_array))
});

let data_array = create_primitive_array(size, |i| match i % 2 {
0 => 1.0,
_ => 0.0,
let data_array = create_primitive_array::<Float32Type>(size, 0.5);
c.bench_function("filter context f32", |b| {
b.iter(|| bench_built_filter(&filter, &data_array))
});
c.bench_function("filter context f32 high selectivity", |b| {
b.iter(|| bench_built_filter(&dense_filter, &data_array))
});
c.bench_function("filter context f32 low selectivity", |b| {
b.iter(|| bench_filter_context_f32(&data_array, &filter_context))
b.iter(|| bench_built_filter(&sparse_filter, &data_array))
});
c.bench_function("filter context f32 high selectivity", |b| {
b.iter(|| bench_filter_context_f32(&data_array, &sparse_filter_context))

let data_array = create_string_array(size, 0.5);
c.bench_function("filter context string", |b| {
b.iter(|| bench_built_filter(&filter, &data_array))
});
c.bench_function("filter context string high selectivity", |b| {
b.iter(|| bench_built_filter(&dense_filter, &data_array))
});
c.bench_function("filter context f32 very low selectivity", |b| {
b.iter(|| bench_filter_context_f32(&data_array, &dense_filter_context))
c.bench_function("filter context string low selectivity", |b| {
b.iter(|| bench_built_filter(&sparse_filter, &data_array))
});
}

Expand Down
79 changes: 79 additions & 0 deletions rust/arrow/benches/mutable_array.rs
Original file line number Diff line number Diff line change
@@ -0,0 +1,79 @@
// Licensed to the Apache Software Foundation (ASF) under one
// or more contributor license agreements. See the NOTICE file
// distributed with this work for additional information
// regarding copyright ownership. The ASF licenses this file
// to you under the Apache License, Version 2.0 (the
// "License"); you may not use this file except in compliance
// with the License. You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing,
// software distributed under the License is distributed on an
// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
// KIND, either express or implied. See the License for the
// specific language governing permissions and limitations
// under the License.

#[macro_use]
extern crate criterion;
use criterion::Criterion;

use rand::distributions::Alphanumeric;
use rand::Rng;

use std::sync::Arc;

extern crate arrow;

use arrow::array::*;
use arrow::util::test_util::seedable_rng;

fn create_strings(size: usize, null_density: f32) -> ArrayRef {
let rng = &mut seedable_rng();

let mut builder = StringBuilder::new(size);
for _ in 0..size {
let x = rng.gen::<f32>();
if x < null_density {
let value = rng.sample_iter(&Alphanumeric).take(4).collect::<String>();
builder.append_value(&value).unwrap();
} else {
builder.append_null().unwrap()
}
}
Arc::new(builder.finish())
}

fn create_slices(size: usize) -> Vec<(usize, usize)> {
let rng = &mut seedable_rng();

(0..size)
.map(|_| {
let start = rng.gen_range(0, size / 2);
let end = rng.gen_range(start + 1, size);
(start, end)
})
.collect()
}

fn bench(v1: &ArrayRef, slices: &Vec<(usize, usize)>) {
let mut mutable = MutableArrayData::new(vec![v1.data_ref()], false, 5);
for (start, end) in slices {
mutable.extend(0, *start, *end)
}
mutable.freeze();
}

fn add_benchmark(c: &mut Criterion) {
let v1 = create_strings(1024, 0.0);
let v2 = create_slices(1024);
c.bench_function("mutable str 1024", |b| b.iter(|| bench(&v1, &v2)));

let v1 = create_strings(1024, 0.5);
let v2 = create_slices(1024);
c.bench_function("mutable str nulls 1024", |b| b.iter(|| bench(&v1, &v2)));
}

criterion_group!(benches, add_benchmark);
criterion_main!(benches);
10 changes: 5 additions & 5 deletions rust/arrow/src/array/array_boolean.rs
Original file line number Diff line number Diff line change
Expand Up @@ -78,8 +78,8 @@ impl BooleanArray {
/// Returns a `Buffer` holding all the values of this array.
///
/// Note this doesn't take the offset of this array into account.
pub fn values(&self) -> Buffer {
self.data.buffers()[0].clone()
pub fn values(&self) -> &Buffer {
&self.data.buffers()[0]
}

/// Returns the boolean value at index `i`.
Expand Down Expand Up @@ -245,7 +245,7 @@ mod tests {
fn test_boolean_array_from_vec() {
let buf = Buffer::from([10_u8]);
let arr = BooleanArray::from(vec![false, true, false, true]);
assert_eq!(buf, arr.values());
assert_eq!(&buf, arr.values());
assert_eq!(4, arr.len());
assert_eq!(0, arr.offset());
assert_eq!(0, arr.null_count());
Expand All @@ -260,7 +260,7 @@ mod tests {
fn test_boolean_array_from_vec_option() {
let buf = Buffer::from([10_u8]);
let arr = BooleanArray::from(vec![Some(false), Some(true), None, Some(true)]);
assert_eq!(buf, arr.values());
assert_eq!(&buf, arr.values());
assert_eq!(4, arr.len());
assert_eq!(0, arr.offset());
assert_eq!(1, arr.null_count());
Expand Down Expand Up @@ -288,7 +288,7 @@ mod tests {
.add_buffer(buf)
.build();
let arr = BooleanArray::from(data);
assert_eq!(buf2, arr.values());
assert_eq!(&buf2, arr.values());
assert_eq!(5, arr.len());
assert_eq!(2, arr.offset());
assert_eq!(0, arr.null_count());
Expand Down
2 changes: 1 addition & 1 deletion rust/arrow/src/array/builder.rs
Original file line number Diff line number Diff line change
Expand Up @@ -2618,7 +2618,7 @@ mod tests {
}

let arr = builder.finish();
assert_eq!(buf, arr.values());
assert_eq!(&buf, arr.values());
assert_eq!(10, arr.len());
assert_eq!(0, arr.offset());
assert_eq!(0, arr.null_count());
Expand Down
4 changes: 2 additions & 2 deletions rust/arrow/src/array/transform/boolean.rs
Original file line number Diff line number Diff line change
Expand Up @@ -26,7 +26,7 @@ pub(super) fn build_extend(array: &ArrayData) -> Extend {
let values = array.buffers()[0].data();
Box::new(
move |mutable: &mut _MutableArrayData, _, start: usize, len: usize| {
let buffer = &mut mutable.buffers[0];
let buffer = &mut mutable.buffer1;
reserve_for_bits(buffer, mutable.len + len);
set_bits(
&mut buffer.data_mut(),
Expand All @@ -40,6 +40,6 @@ pub(super) fn build_extend(array: &ArrayData) -> Extend {
}

pub(super) fn extend_nulls(mutable: &mut _MutableArrayData, len: usize) {
let buffer = &mut mutable.buffers[0];
let buffer = &mut mutable.buffer1;
reserve_for_bits(buffer, mutable.len + len);
}
6 changes: 3 additions & 3 deletions rust/arrow/src/array/transform/fixed_binary.rs
Original file line number Diff line number Diff line change
Expand Up @@ -30,15 +30,15 @@ pub(super) fn build_extend(array: &ArrayData) -> Extend {
// fast case where we can copy regions without null issues
Box::new(
move |mutable: &mut _MutableArrayData, _, start: usize, len: usize| {
let buffer = &mut mutable.buffers[0];
let buffer = &mut mutable.buffer1;
buffer.extend_from_slice(&values[start * size..(start + len) * size]);
},
)
} else {
Box::new(
move |mutable: &mut _MutableArrayData, _, start: usize, len: usize| {
// nulls present: append item by item, ignoring null entries
let values_buffer = &mut mutable.buffers[0];
let values_buffer = &mut mutable.buffer1;

(start..start + len).for_each(|i| {
if array.is_valid(i) {
Expand All @@ -60,6 +60,6 @@ pub(super) fn extend_nulls(mutable: &mut _MutableArrayData, len: usize) {
_ => unreachable!(),
};

let values_buffer = &mut mutable.buffers[0];
let values_buffer = &mut mutable.buffer1;
values_buffer.extend(len * size);
}
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