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Co-authored-by: Jiayu Liu <[email protected]>
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// 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 std::sync::Arc; | ||
extern crate arrow; | ||
use arrow::compute::kernels::partition::lexicographical_partition_ranges; | ||
use arrow::compute::kernels::sort::{lexsort, SortColumn}; | ||
use arrow::util::bench_util::*; | ||
use arrow::{ | ||
array::*, | ||
datatypes::{ArrowPrimitiveType, Float64Type, UInt8Type}, | ||
}; | ||
use rand::distributions::{Distribution, Standard}; | ||
use std::iter; | ||
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fn create_array<T: ArrowPrimitiveType>(size: usize, with_nulls: bool) -> ArrayRef | ||
where | ||
Standard: Distribution<T::Native>, | ||
{ | ||
let null_density = if with_nulls { 0.5 } else { 0.0 }; | ||
let array = create_primitive_array::<T>(size, null_density); | ||
Arc::new(array) | ||
} | ||
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fn bench_partition(sorted_columns: &[ArrayRef]) { | ||
let columns = sorted_columns | ||
.iter() | ||
.map(|arr| SortColumn { | ||
values: arr.clone(), | ||
options: None, | ||
}) | ||
.collect::<Vec<_>>(); | ||
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criterion::black_box(lexicographical_partition_ranges(&columns).unwrap()); | ||
} | ||
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fn create_sorted_low_cardinality_data(length: usize) -> Vec<ArrayRef> { | ||
let arr = Int64Array::from_iter_values( | ||
iter::repeat(1) | ||
.take(length / 4) | ||
.chain(iter::repeat(2).take(length / 4)) | ||
.chain(iter::repeat(3).take(length / 4)) | ||
.chain(iter::repeat(4).take(length / 4)), | ||
); | ||
lexsort( | ||
&[SortColumn { | ||
values: Arc::new(arr), | ||
options: None, | ||
}], | ||
None, | ||
) | ||
.unwrap() | ||
} | ||
|
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fn create_sorted_float_data(pow: u32, with_nulls: bool) -> Vec<ArrayRef> { | ||
lexsort( | ||
&[ | ||
SortColumn { | ||
values: create_array::<Float64Type>(2u64.pow(pow) as usize, with_nulls), | ||
options: None, | ||
}, | ||
SortColumn { | ||
values: create_array::<Float64Type>(2u64.pow(pow) as usize, with_nulls), | ||
options: None, | ||
}, | ||
], | ||
None, | ||
) | ||
.unwrap() | ||
} | ||
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fn create_sorted_data(pow: u32, with_nulls: bool) -> Vec<ArrayRef> { | ||
lexsort( | ||
&[ | ||
SortColumn { | ||
values: create_array::<UInt8Type>(2u64.pow(pow) as usize, with_nulls), | ||
options: None, | ||
}, | ||
SortColumn { | ||
values: create_array::<UInt8Type>(2u64.pow(pow) as usize, with_nulls), | ||
options: None, | ||
}, | ||
], | ||
None, | ||
) | ||
.unwrap() | ||
} | ||
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fn add_benchmark(c: &mut Criterion) { | ||
let sorted_columns = create_sorted_data(10, false); | ||
c.bench_function("lexicographical_partition_ranges(u8) 2^10", |b| { | ||
b.iter(|| bench_partition(&sorted_columns)) | ||
}); | ||
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let sorted_columns = create_sorted_data(12, false); | ||
c.bench_function("lexicographical_partition_ranges(u8) 2^12", |b| { | ||
b.iter(|| bench_partition(&sorted_columns)) | ||
}); | ||
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let sorted_columns = create_sorted_data(10, true); | ||
c.bench_function( | ||
"lexicographical_partition_ranges(u8) 2^10 with nulls", | ||
|b| b.iter(|| bench_partition(&sorted_columns)), | ||
); | ||
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let sorted_columns = create_sorted_data(12, true); | ||
c.bench_function( | ||
"lexicographical_partition_ranges(u8) 2^12 with nulls", | ||
|b| b.iter(|| bench_partition(&sorted_columns)), | ||
); | ||
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let sorted_columns = create_sorted_float_data(10, false); | ||
c.bench_function("lexicographical_partition_ranges(f64) 2^10", |b| { | ||
b.iter(|| bench_partition(&sorted_columns)) | ||
}); | ||
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let sorted_columns = create_sorted_low_cardinality_data(1024); | ||
c.bench_function( | ||
"lexicographical_partition_ranges(low cardinality) 1024", | ||
|b| b.iter(|| bench_partition(&sorted_columns)), | ||
); | ||
} | ||
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criterion_group!(benches, add_benchmark); | ||
criterion_main!(benches); |
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