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perf: improve performance of split_part (~1-2% faster)
Use a reusable Vec<&str> buffer instead of allocating a new Vec for each row. Benchmark results: | Array Size | Baseline (µs) | Optimized (µs) | Improvement | |------------|---------------|----------------|-------------| | 1024 | 42.77 | 42.36 | 1.0% faster | | 4096 | 170.45 | 168.60 | 1.1% faster | The improvement is modest because Vec allocation overhead is small compared to the string splitting operation itself.
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datafusion/functions/Cargo.toml

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@@ -215,6 +215,11 @@ harness = false
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name = "random"
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required-features = ["math_expressions"]
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[[bench]]
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harness = false
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name = "split_part"
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required-features = ["string_expressions"]
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[[bench]]
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harness = false
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name = "substr"
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extern crate criterion;
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use arrow::array::{Int64Array, OffsetSizeTrait};
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use arrow::datatypes::{DataType, Field};
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use arrow::util::bench_util::create_string_array_with_len;
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use criterion::{Criterion, SamplingMode, criterion_group, criterion_main};
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use datafusion_common::DataFusionError;
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use datafusion_common::config::ConfigOptions;
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use datafusion_expr::{ColumnarValue, ScalarFunctionArgs};
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use datafusion_functions::string;
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use std::hint::black_box;
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use std::sync::Arc;
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use std::time::Duration;
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fn create_args<O: OffsetSizeTrait>(size: usize, str_len: usize) -> Vec<ColumnarValue> {
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let position_array = Arc::new(Int64Array::from(
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(0..size).map(|i| (i % 3 + 1) as i64).collect::<Vec<_>>(),
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));
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let string_array =
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Arc::new(create_string_array_with_len::<O>(size, 0.1, str_len));
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let delimiter_array = Arc::new(create_string_array_with_len::<O>(size, 0.1, 1));
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vec![
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ColumnarValue::Array(string_array),
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ColumnarValue::Array(delimiter_array),
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ColumnarValue::Array(position_array),
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]
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}
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fn invoke_split_part_with_args(
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args: Vec<ColumnarValue>,
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number_rows: usize,
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) -> Result<ColumnarValue, DataFusionError> {
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let arg_fields = args
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.iter()
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.enumerate()
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.map(|(idx, arg)| Field::new(format!("arg_{idx}"), arg.data_type(), true).into())
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.collect::<Vec<_>>();
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let config_options = Arc::new(ConfigOptions::default());
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string::split_part().invoke_with_args(ScalarFunctionArgs {
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args,
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arg_fields,
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number_rows,
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return_field: Field::new("f", DataType::Utf8, true).into(),
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config_options: Arc::clone(&config_options),
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})
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}
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fn criterion_benchmark(c: &mut Criterion) {
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for size in [1024, 4096] {
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let mut group = c.benchmark_group(format!("split_part size={size}"));
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group.sampling_mode(SamplingMode::Flat);
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group.sample_size(10);
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group.measurement_time(Duration::from_secs(10));
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let str_len = 32;
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let args = create_args::<i32>(size, str_len);
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group.bench_function(
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format!("split_part_string [size={size}, str_len={str_len}]"),
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|b| {
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b.iter(|| {
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let args_cloned = args.clone();
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black_box(invoke_split_part_with_args(args_cloned, size))
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})
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},
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);
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group.finish();
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}
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}
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criterion_group!(benches, criterion_benchmark);
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criterion_main!(benches);

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