#[macro_use]
extern crate criterion;
use criterion::{Criterion, Throughput};
use rand::distributions::{Distribution, Standard};
extern crate arrow;
use arrow::compute::kernels::aggregate::*;
use arrow::util::bench_util::*;
use arrow::{array::*, datatypes::Float32Type};
use arrow_array::types::{Float64Type, Int16Type, Int32Type, Int64Type, Int8Type};
const BATCH_SIZE: usize = 64 * 1024;
fn primitive_benchmark<T: ArrowNumericType>(c: &mut Criterion, name: &str)
where
Standard: Distribution<T::Native>,
{
let nonnull_array = create_primitive_array::<T>(BATCH_SIZE, 0.0);
let nullable_array = create_primitive_array::<T>(BATCH_SIZE, 0.5);
c.benchmark_group(name)
.throughput(Throughput::Bytes(
(std::mem::size_of::<T::Native>() * BATCH_SIZE) as u64,
))
.bench_function("sum nonnull", |b| b.iter(|| sum(&nonnull_array)))
.bench_function("min nonnull", |b| b.iter(|| min(&nonnull_array)))
.bench_function("max nonnull", |b| b.iter(|| max(&nonnull_array)))
.bench_function("sum nullable", |b| b.iter(|| sum(&nullable_array)))
.bench_function("min nullable", |b| b.iter(|| min(&nullable_array)))
.bench_function("max nullable", |b| b.iter(|| max(&nullable_array)));
}
fn add_benchmark(c: &mut Criterion) {
primitive_benchmark::<Float32Type>(c, "float32");
primitive_benchmark::<Float64Type>(c, "float64");
primitive_benchmark::<Int8Type>(c, "int8");
primitive_benchmark::<Int16Type>(c, "int16");
primitive_benchmark::<Int32Type>(c, "int32");
primitive_benchmark::<Int64Type>(c, "int64");
{
let nonnull_strings = create_string_array_with_len::<i32>(BATCH_SIZE, 0.0, 16);
let nullable_strings = create_string_array_with_len::<i32>(BATCH_SIZE, 0.5, 16);
c.benchmark_group("string")
.throughput(Throughput::Elements(BATCH_SIZE as u64))
.bench_function("min nonnull", |b| b.iter(|| min_string(&nonnull_strings)))
.bench_function("max nonnull", |b| b.iter(|| max_string(&nonnull_strings)))
.bench_function("min nullable", |b| b.iter(|| min_string(&nullable_strings)))
.bench_function("max nullable", |b| b.iter(|| max_string(&nullable_strings)));
}
{
let nonnull_strings = create_string_view_array_with_len(BATCH_SIZE, 0.0, 16, false);
let nullable_strings = create_string_view_array_with_len(BATCH_SIZE, 0.5, 16, false);
c.benchmark_group("string view")
.throughput(Throughput::Elements(BATCH_SIZE as u64))
.bench_function("min nonnull", |b| {
b.iter(|| min_string_view(&nonnull_strings))
})
.bench_function("max nonnull", |b| {
b.iter(|| max_string_view(&nonnull_strings))
})
.bench_function("min nullable", |b| {
b.iter(|| min_string_view(&nullable_strings))
})
.bench_function("max nullable", |b| {
b.iter(|| max_string_view(&nullable_strings))
});
}
{
let nonnull_bools_mixed = create_boolean_array(BATCH_SIZE, 0.0, 0.5);
let nonnull_bools_all_false = create_boolean_array(BATCH_SIZE, 0.0, 0.0);
let nonnull_bools_all_true = create_boolean_array(BATCH_SIZE, 0.0, 1.0);
let nullable_bool_mixed = create_boolean_array(BATCH_SIZE, 0.5, 0.5);
let nullable_bool_all_false = create_boolean_array(BATCH_SIZE, 0.5, 0.0);
let nullable_bool_all_true = create_boolean_array(BATCH_SIZE, 0.5, 1.0);
c.benchmark_group("bool")
.throughput(Throughput::Elements(BATCH_SIZE as u64))
.bench_function("min nonnull mixed", |b| {
b.iter(|| min_boolean(&nonnull_bools_mixed))
})
.bench_function("max nonnull mixed", |b| {
b.iter(|| max_boolean(&nonnull_bools_mixed))
})
.bench_function("or nonnull mixed", |b| {
b.iter(|| bool_or(&nonnull_bools_mixed))
})
.bench_function("and nonnull mixed", |b| {
b.iter(|| bool_and(&nonnull_bools_mixed))
})
.bench_function("min nonnull false", |b| {
b.iter(|| min_boolean(&nonnull_bools_all_false))
})
.bench_function("max nonnull false", |b| {
b.iter(|| max_boolean(&nonnull_bools_all_false))
})
.bench_function("or nonnull false", |b| {
b.iter(|| bool_or(&nonnull_bools_all_false))
})
.bench_function("and nonnull false", |b| {
b.iter(|| bool_and(&nonnull_bools_all_false))
})
.bench_function("min nonnull true", |b| {
b.iter(|| min_boolean(&nonnull_bools_all_true))
})
.bench_function("max nonnull true", |b| {
b.iter(|| max_boolean(&nonnull_bools_all_true))
})
.bench_function("or nonnull true", |b| {
b.iter(|| bool_or(&nonnull_bools_all_true))
})
.bench_function("and nonnull true", |b| {
b.iter(|| bool_and(&nonnull_bools_all_true))
})
.bench_function("min nullable mixed", |b| {
b.iter(|| min_boolean(&nullable_bool_mixed))
})
.bench_function("max nullable mixed", |b| {
b.iter(|| max_boolean(&nullable_bool_mixed))
})
.bench_function("or nullable mixed", |b| {
b.iter(|| bool_or(&nullable_bool_mixed))
})
.bench_function("and nullable mixed", |b| {
b.iter(|| bool_and(&nullable_bool_mixed))
})
.bench_function("min nullable false", |b| {
b.iter(|| min_boolean(&nullable_bool_all_false))
})
.bench_function("max nullable false", |b| {
b.iter(|| max_boolean(&nullable_bool_all_false))
})
.bench_function("or nullable false", |b| {
b.iter(|| bool_or(&nullable_bool_all_false))
})
.bench_function("and nullable false", |b| {
b.iter(|| bool_and(&nullable_bool_all_false))
})
.bench_function("min nullable true", |b| {
b.iter(|| min_boolean(&nullable_bool_all_true))
})
.bench_function("max nullable true", |b| {
b.iter(|| max_boolean(&nullable_bool_all_true))
})
.bench_function("or nullable true", |b| {
b.iter(|| bool_or(&nullable_bool_all_true))
})
.bench_function("and nullable true", |b| {
b.iter(|| bool_and(&nullable_bool_all_true))
});
}
}
criterion_group!(benches, add_benchmark);
criterion_main!(benches);