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Add JSON writer benchmarks (#5314) #5317
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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. | ||
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use criterion::*; | ||
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use arrow::datatypes::*; | ||
use arrow::util::bench_util::{ | ||
create_primitive_array, create_string_array, create_string_array_with_len, | ||
create_string_dict_array, | ||
}; | ||
use arrow::util::test_util::seedable_rng; | ||
use arrow_array::{Array, ListArray, RecordBatch, StructArray}; | ||
use arrow_buffer::{BooleanBuffer, NullBuffer, OffsetBuffer}; | ||
use arrow_json::LineDelimitedWriter; | ||
use rand::Rng; | ||
use std::sync::Arc; | ||
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const NUM_ROWS: usize = 65536; | ||
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fn do_bench(c: &mut Criterion, name: &str, batch: &RecordBatch) { | ||
c.bench_function(name, |b| { | ||
b.iter(|| { | ||
let mut out = Vec::with_capacity(1024); | ||
LineDelimitedWriter::new(&mut out).write(batch).unwrap(); | ||
out | ||
}) | ||
}); | ||
} | ||
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fn create_mixed(len: usize) -> RecordBatch { | ||
let c1 = Arc::new(create_string_array::<i32>(len, 0.)); | ||
let c2 = Arc::new(create_primitive_array::<Int32Type>(len, 0.)); | ||
let c3 = Arc::new(create_primitive_array::<UInt32Type>(len, 0.)); | ||
let c4 = Arc::new(create_string_array_with_len::<i32>(len, 0.2, 10)); | ||
let c5 = Arc::new(create_string_array_with_len::<i32>(len, 0.2, 20)); | ||
let c6 = Arc::new(create_primitive_array::<Float32Type>(len, 0.2)); | ||
RecordBatch::try_from_iter([ | ||
("c1", c1 as _), | ||
("c2", c2 as _), | ||
("c3", c3 as _), | ||
("c4", c4 as _), | ||
("c5", c5 as _), | ||
("c6", c6 as _), | ||
]) | ||
.unwrap() | ||
} | ||
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fn create_nulls(len: usize) -> NullBuffer { | ||
let mut rng = seedable_rng(); | ||
BooleanBuffer::from_iter((0..len).map(|_| rng.gen_bool(0.2))).into() | ||
} | ||
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fn create_offsets(len: usize) -> (usize, OffsetBuffer<i32>) { | ||
let mut rng = seedable_rng(); | ||
let mut last_offset = 0; | ||
let mut offsets = Vec::with_capacity(len + 1); | ||
offsets.push(0); | ||
for _ in 0..len { | ||
let len = rng.gen_range(0..10); | ||
offsets.push(last_offset + len); | ||
last_offset += len; | ||
} | ||
( | ||
*offsets.last().unwrap() as _, | ||
OffsetBuffer::new(offsets.into()), | ||
) | ||
} | ||
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fn create_nullable_struct(len: usize) -> StructArray { | ||
let c2 = StructArray::from(create_mixed(len)); | ||
StructArray::new( | ||
c2.fields().clone(), | ||
c2.columns().to_vec(), | ||
Some(create_nulls(c2.len())), | ||
) | ||
} | ||
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fn bench_float(c: &mut Criterion) { | ||
let c1 = Arc::new(create_primitive_array::<Float32Type>(NUM_ROWS, 0.)); | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. any reason to lump them together or would it make more sense to have a separate one for ints and flots? There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Habit, this is a good shout as float formatting is much more complex for JSON |
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let c2 = Arc::new(create_primitive_array::<Float64Type>(NUM_ROWS, 0.)); | ||
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let batch = RecordBatch::try_from_iter([("c1", c1 as _), ("c2", c2 as _)]).unwrap(); | ||
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do_bench(c, "bench_float", &batch) | ||
} | ||
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fn bench_integer(c: &mut Criterion) { | ||
let c1 = Arc::new(create_primitive_array::<UInt64Type>(NUM_ROWS, 0.)); | ||
let c2 = Arc::new(create_primitive_array::<Int32Type>(NUM_ROWS, 0.)); | ||
let c3 = Arc::new(create_primitive_array::<UInt32Type>(NUM_ROWS, 0.)); | ||
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let batch = | ||
RecordBatch::try_from_iter([("c1", c1 as _), ("c2", c2 as _), ("c3", c3 as _)]).unwrap(); | ||
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do_bench(c, "bench_integer", &batch) | ||
} | ||
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fn bench_mixed(c: &mut Criterion) { | ||
let batch = create_mixed(NUM_ROWS); | ||
do_bench(c, "bench_mixed", &batch) | ||
} | ||
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fn bench_dict_array(c: &mut Criterion) { | ||
let c1 = Arc::new(create_string_dict_array::<Int32Type>(NUM_ROWS, 0., 30)); | ||
let c2 = Arc::new(create_string_dict_array::<Int32Type>(NUM_ROWS, 0., 20)); | ||
let c3 = Arc::new(create_string_dict_array::<Int32Type>(NUM_ROWS, 0.1, 20)); | ||
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let batch = | ||
RecordBatch::try_from_iter([("c1", c1 as _), ("c2", c2 as _), ("c3", c3 as _)]).unwrap(); | ||
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do_bench(c, "bench_dict_array", &batch) | ||
} | ||
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fn bench_string(c: &mut Criterion) { | ||
let c1 = Arc::new(create_string_array::<i32>(NUM_ROWS, 0.)); | ||
let c2 = Arc::new(create_string_array_with_len::<i32>(NUM_ROWS, 0., 10)); | ||
let c3 = Arc::new(create_string_array_with_len::<i32>(NUM_ROWS, 0.1, 20)); | ||
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let batch = | ||
RecordBatch::try_from_iter([("c1", c1 as _), ("c2", c2 as _), ("c3", c3 as _)]).unwrap(); | ||
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do_bench(c, "bench_dict_array", &batch) | ||
} | ||
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fn bench_struct(c: &mut Criterion) { | ||
let c1 = Arc::new(create_string_array::<i32>(NUM_ROWS, 0.)); | ||
let c2 = Arc::new(StructArray::from(create_mixed(NUM_ROWS))); | ||
let batch = RecordBatch::try_from_iter([("c1", c1 as _), ("c2", c2 as _)]).unwrap(); | ||
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do_bench(c, "bench_struct", &batch) | ||
} | ||
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fn bench_nullable_struct(c: &mut Criterion) { | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. 💯 for including structs Though again here I wonder if it is important to also have a string array or if we should just have a single struct array column) There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I wanted to have more than one column at the struct level, to break branch prediction |
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let c1 = Arc::new(create_string_array::<i32>(NUM_ROWS, 0.)); | ||
let c2 = Arc::new(create_nullable_struct(NUM_ROWS)); | ||
let batch = RecordBatch::try_from_iter([("c1", c1 as _), ("c2", c2 as _)]).unwrap(); | ||
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do_bench(c, "bench_nullable_struct", &batch) | ||
} | ||
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fn bench_list(c: &mut Criterion) { | ||
let (values_len, offsets) = create_offsets(NUM_ROWS); | ||
let c1_values = Arc::new(create_string_array::<i32>(values_len, 0.)); | ||
let c1_field = Arc::new(Field::new_list_field(c1_values.data_type().clone(), false)); | ||
let c1 = Arc::new(ListArray::new(c1_field, offsets, c1_values, None)); | ||
let batch = RecordBatch::try_from_iter([("c1", c1 as _)]).unwrap(); | ||
do_bench(c, "bench_list", &batch) | ||
} | ||
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fn bench_nullable_list(c: &mut Criterion) { | ||
let (values_len, offsets) = create_offsets(NUM_ROWS); | ||
let c1_values = Arc::new(create_string_array::<i32>(values_len, 0.1)); | ||
let c1_field = Arc::new(Field::new_list_field(c1_values.data_type().clone(), true)); | ||
let c1_nulls = create_nulls(NUM_ROWS); | ||
let c1 = Arc::new(ListArray::new(c1_field, offsets, c1_values, Some(c1_nulls))); | ||
let batch = RecordBatch::try_from_iter([("c1", c1 as _)]).unwrap(); | ||
do_bench(c, "bench_nullable_list", &batch) | ||
} | ||
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fn bench_struct_list(c: &mut Criterion) { | ||
let (values_len, offsets) = create_offsets(NUM_ROWS); | ||
let c1_values = Arc::new(create_nullable_struct(values_len)); | ||
let c1_field = Arc::new(Field::new_list_field(c1_values.data_type().clone(), true)); | ||
let c1_nulls = create_nulls(NUM_ROWS); | ||
let c1 = Arc::new(ListArray::new(c1_field, offsets, c1_values, Some(c1_nulls))); | ||
let batch = RecordBatch::try_from_iter([("c1", c1 as _)]).unwrap(); | ||
do_bench(c, "bench_struct_list", &batch) | ||
} | ||
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fn criterion_benchmark(c: &mut Criterion) { | ||
bench_integer(c); | ||
bench_float(c); | ||
bench_string(c); | ||
bench_mixed(c); | ||
bench_dict_array(c); | ||
bench_struct(c); | ||
bench_nullable_struct(c); | ||
bench_list(c); | ||
bench_nullable_list(c); | ||
bench_struct_list(c); | ||
} | ||
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criterion_group!(benches, criterion_benchmark); | ||
criterion_main!(benches); |
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Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
maybe we should also include a 64 bit type (like
U64IntType
rather than U32IntType)?