use arrow::array::{ArrayRef, ArrowPrimitiveType, OffsetSizeTrait, PrimitiveArray};
use arrow::datatypes::Int64Type;
use arrow::util::bench_util::{
create_string_array_with_len, create_string_view_array_with_len,
};
use criterion::{criterion_group, criterion_main, BenchmarkId, Criterion};
use datafusion_expr::ColumnarValue;
use datafusion_functions::unicode::{lpad, rpad};
use rand::distributions::{Distribution, Uniform};
use rand::Rng;
use std::sync::Arc;
struct Filter<Dist> {
dist: Dist,
}
impl<T, Dist> Distribution<T> for Filter<Dist>
where
Dist: Distribution<T>,
{
fn sample<R: Rng + ?Sized>(&self, rng: &mut R) -> T {
self.dist.sample(rng)
}
}
pub fn create_primitive_array<T>(
size: usize,
null_density: f32,
len: usize,
) -> PrimitiveArray<T>
where
T: ArrowPrimitiveType<Native = i64>,
{
let dist = Filter {
dist: Uniform::new_inclusive::<i64, i64>(0, len as i64),
};
let mut rng = rand::thread_rng();
(0..size)
.map(|_| {
if rng.gen::<f32>() < null_density {
None
} else {
Some(rng.sample(&dist))
}
})
.collect()
}
fn create_args<O: OffsetSizeTrait>(
size: usize,
str_len: usize,
force_view_types: bool,
) -> Vec<ColumnarValue> {
let length_array = Arc::new(create_primitive_array::<Int64Type>(size, 0.0, str_len));
if !force_view_types {
let string_array =
Arc::new(create_string_array_with_len::<O>(size, 0.1, str_len));
let fill_array = Arc::new(create_string_array_with_len::<O>(size, 0.1, str_len));
vec![
ColumnarValue::Array(string_array),
ColumnarValue::Array(Arc::clone(&length_array) as ArrayRef),
ColumnarValue::Array(fill_array),
]
} else {
let string_array =
Arc::new(create_string_view_array_with_len(size, 0.1, str_len, false));
let fill_array =
Arc::new(create_string_view_array_with_len(size, 0.1, str_len, false));
vec![
ColumnarValue::Array(string_array),
ColumnarValue::Array(Arc::clone(&length_array) as ArrayRef),
ColumnarValue::Array(fill_array),
]
}
}
fn criterion_benchmark(c: &mut Criterion) {
for size in [1024, 2048] {
let mut group = c.benchmark_group("lpad function");
let args = create_args::<i32>(size, 32, false);
group.bench_function(BenchmarkId::new("utf8 type", size), |b| {
b.iter(|| {
criterion::black_box(lpad().invoke_batch(&args, size).unwrap())
})
});
let args = create_args::<i64>(size, 32, false);
group.bench_function(BenchmarkId::new("largeutf8 type", size), |b| {
b.iter(|| {
criterion::black_box(lpad().invoke_batch(&args, size).unwrap())
})
});
let args = create_args::<i32>(size, 32, true);
group.bench_function(BenchmarkId::new("stringview type", size), |b| {
b.iter(|| {
criterion::black_box(lpad().invoke_batch(&args, size).unwrap())
})
});
group.finish();
let mut group = c.benchmark_group("rpad function");
let args = create_args::<i32>(size, 32, false);
group.bench_function(BenchmarkId::new("utf8 type", size), |b| {
b.iter(|| {
criterion::black_box(rpad().invoke_batch(&args, size).unwrap())
})
});
let args = create_args::<i64>(size, 32, false);
group.bench_function(BenchmarkId::new("largeutf8 type", size), |b| {
b.iter(|| {
criterion::black_box(rpad().invoke_batch(&args, size).unwrap())
})
});
let args = create_args::<i32>(size, 32, true);
group.bench_function(BenchmarkId::new("stringview type", size), |b| {
b.iter(|| {
criterion::black_box(rpad().invoke_batch(&args, size).unwrap())
})
});
group.finish();
}
}
criterion_group!(benches, criterion_benchmark);
criterion_main!(benches);