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193 changes: 143 additions & 50 deletions datafusion/functions/benches/substr_index.rs
Original file line number Diff line number Diff line change
Expand Up @@ -18,15 +18,20 @@
use std::hint::black_box;
use std::sync::Arc;

use arrow::array::{ArrayRef, Int64Array, StringArray};
use arrow::array::{ArrayRef, Int64Array, StringArray, StringViewArray};
use arrow::datatypes::{DataType, Field};
use criterion::{Criterion, criterion_group, criterion_main};
use datafusion_common::config::ConfigOptions;
use datafusion_common::{ScalarValue, config::ConfigOptions};
use datafusion_expr::{ColumnarValue, ScalarFunctionArgs};
use datafusion_functions::unicode::substr_index;
use rand::Rng;
use rand::SeedableRng;
use rand::distr::{Alphanumeric, Uniform};
use rand::prelude::Distribution;
use rand::rngs::StdRng;

const ARRAY_DATA_SEED: u64 = 0x5EED_AAAA;
const SCALAR_DATA_SEED: u64 = 0x5EED_BBBB;

struct Filter<Dist, Test> {
dist: Dist,
Expand All @@ -48,28 +53,72 @@ where
}
}

fn data(
#[derive(Clone, Copy)]
enum StringRep {
Utf8,
Utf8View,
}

impl StringRep {
fn name(self) -> &'static str {
match self {
Self::Utf8 => "utf8",
Self::Utf8View => "utf8view",
}
}

fn data_type(self) -> DataType {
match self {
Self::Utf8 => DataType::Utf8,
Self::Utf8View => DataType::Utf8View,
}
}

fn array(self, values: &[String]) -> ArrayRef {
match self {
Self::Utf8 => Arc::new(StringArray::from(values.to_vec())) as ArrayRef,
Self::Utf8View => Arc::new(
values
.iter()
.map(|value| Some(value.as_str()))
.collect::<StringViewArray>(),
) as ArrayRef,
}
}

fn scalar(self, value: &str) -> ScalarValue {
match self {
Self::Utf8 => ScalarValue::Utf8(Some(value.to_string())),
Self::Utf8View => ScalarValue::Utf8View(Some(value.to_string())),
}
}
}

fn random_token<R: Rng + ?Sized>(rng: &mut R, len: usize) -> String {
rng.sample_iter(&Alphanumeric)
.take(len)
.map(char::from)
.collect()
}

fn array_data(
batch_size: usize,
single_char_delimiter: bool,
) -> (StringArray, StringArray, Int64Array) {
let dist = Filter {
dist: Uniform::new(-4, 5),
) -> (Vec<String>, Vec<String>, Vec<i64>) {
let count_dist = Filter {
dist: Uniform::new(-4, 5).expect("valid count distribution"),
test: |x: &i64| x != &0,
};
let mut rng = rand::rng();
let mut strings: Vec<String> = vec![];
let mut delimiters: Vec<String> = vec![];
let mut counts: Vec<i64> = vec![];
let mut rng = StdRng::seed_from_u64(ARRAY_DATA_SEED);
let mut strings = Vec::with_capacity(batch_size);
let mut delimiters = Vec::with_capacity(batch_size);
let mut counts = Vec::with_capacity(batch_size);

for _ in 0..batch_size {
let length = rng.random_range(20..50);
let base: String = (&mut rng)
.sample_iter(&Alphanumeric)
.take(length)
.map(char::from)
.collect();
let base = random_token(&mut rng, length);

let (string_value, delimiter): (String, String) = if single_char_delimiter {
let (string_value, delimiter) = if single_char_delimiter {
let char_idx = rng.random_range(0..base.chars().count());
let delimiter = base.chars().nth(char_idx).unwrap().to_string();
(base, delimiter)
Expand All @@ -80,7 +129,6 @@ fn data(

let delimiter_count = rng.random_range(1..4);
let mut result = String::new();

for i in 0..delimiter_count {
result.push_str(&base);
if i < delimiter_count - 1 {
Expand All @@ -90,32 +138,37 @@ fn data(
(result, delimiter)
};

let count = rng.sample(dist.dist.unwrap());

strings.push(string_value);
delimiters.push(delimiter);
counts.push(count);
counts.push(count_dist.sample(&mut rng));
}

(strings, delimiters, counts)
}

fn scalar_data(batch_size: usize, delimiter: &str) -> Vec<String> {
let mut rng = StdRng::seed_from_u64(SCALAR_DATA_SEED);
let mut strings = Vec::with_capacity(batch_size);

for _ in 0..batch_size {
let left_len = rng.random_range(12..24);
let middle_len = rng.random_range(12..24);
let right_len = rng.random_range(12..24);
let left = random_token(&mut rng, left_len);
let middle = random_token(&mut rng, middle_len);
let right = random_token(&mut rng, right_len);
strings.push(format!("{left}{delimiter}{middle}{delimiter}{right}"));
}

(
StringArray::from(strings),
StringArray::from(delimiters),
Int64Array::from(counts),
)
strings
}

fn run_benchmark(
b: &mut criterion::Bencher,
strings: StringArray,
delimiters: StringArray,
counts: Int64Array,
batch_size: usize,
args: &[ColumnarValue],
return_type: &DataType,
number_rows: usize,
) {
let strings = ColumnarValue::Array(Arc::new(strings) as ArrayRef);
let delimiters = ColumnarValue::Array(Arc::new(delimiters) as ArrayRef);
let counts = ColumnarValue::Array(Arc::new(counts) as ArrayRef);

let args = vec![strings, delimiters, counts];
let arg_fields = args
.iter()
.enumerate()
Expand All @@ -129,10 +182,10 @@ fn run_benchmark(
black_box(
substr_index()
.invoke_with_args(ScalarFunctionArgs {
args: args.clone(),
args: args.to_vec(),
arg_fields: arg_fields.clone(),
number_rows: batch_size,
return_field: Field::new("f", DataType::Utf8, true).into(),
number_rows,
return_field: Field::new("f", return_type.clone(), true).into(),
config_options: Arc::clone(&config_options),
})
.expect("substr_index should work on valid values"),
Expand All @@ -142,22 +195,62 @@ fn run_benchmark(

fn criterion_benchmark(c: &mut Criterion) {
let mut group = c.benchmark_group("substr_index");

let batch_sizes = [100, 1000, 10_000];

for batch_size in batch_sizes {
group.bench_function(
format!("substr_index_{batch_size}_single_delimiter"),
|b| {
let (strings, delimiters, counts) = data(batch_size, true);
run_benchmark(b, strings, delimiters, counts, batch_size);
},
);

group.bench_function(format!("substr_index_{batch_size}_long_delimiter"), |b| {
let (strings, delimiters, counts) = data(batch_size, false);
run_benchmark(b, strings, delimiters, counts, batch_size);
});
for rep in [StringRep::Utf8, StringRep::Utf8View] {
let rep_name = rep.name();

group.bench_function(
format!("substr_index_{rep_name}_{batch_size}_array_single_delimiter"),
|b| {
let (strings, delimiters, counts) = array_data(batch_size, true);
let args = vec![
ColumnarValue::Array(rep.array(&strings)),
ColumnarValue::Array(rep.array(&delimiters)),
ColumnarValue::Array(
Arc::new(Int64Array::from(counts)) as ArrayRef
),
];
run_benchmark(b, &args, &rep.data_type(), batch_size);
},
);

group.bench_function(
format!("substr_index_{rep_name}_{batch_size}_array_long_delimiter"),
|b| {
let (strings, delimiters, counts) = array_data(batch_size, false);
let args = vec![
ColumnarValue::Array(rep.array(&strings)),
ColumnarValue::Array(rep.array(&delimiters)),
ColumnarValue::Array(
Arc::new(Int64Array::from(counts)) as ArrayRef
),
];
run_benchmark(b, &args, &rep.data_type(), batch_size);
},
);

for (name, delimiter, count) in [
("single_delimiter_pos", ".", 1_i64),
("single_delimiter_neg", ".", -1_i64),
("long_delimiter_pos", "|||", 1_i64),
("long_delimiter_neg", "|||", -1_i64),
] {
group.bench_function(
format!("substr_index_{rep_name}_{batch_size}_scalar_{name}"),
|b| {
let strings = scalar_data(batch_size, delimiter);
let args = vec![
ColumnarValue::Array(rep.array(&strings)),
ColumnarValue::Scalar(rep.scalar(delimiter)),
ColumnarValue::Scalar(ScalarValue::Int64(Some(count))),
];
run_benchmark(b, &args, &rep.data_type(), batch_size);
},
);
}
}
}

group.finish();
Expand Down
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