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Faster strpos() string function for ASCII-only case #12401

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5 changes: 5 additions & 0 deletions datafusion/functions/Cargo.toml
Original file line number Diff line number Diff line change
Expand Up @@ -171,3 +171,8 @@ required-features = ["unicode_expressions"]
harness = false
name = "character_length"
required-features = ["unicode_expressions"]

[[bench]]
harness = false
name = "strpos"
required-features = ["unicode_expressions"]
142 changes: 142 additions & 0 deletions datafusion/functions/benches/strpos.rs
Original file line number Diff line number Diff line change
@@ -0,0 +1,142 @@
// 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.

extern crate criterion;

use arrow::array::{StringArray, StringViewArray};
use criterion::{black_box, criterion_group, criterion_main, Criterion};
use datafusion_expr::ColumnarValue;
use rand::distributions::Alphanumeric;
use rand::prelude::StdRng;
use rand::{Rng, SeedableRng};
use std::str::Chars;
use std::sync::Arc;

/// gen_arr(4096, 128, 0.1, 0.1, true) will generate a StringViewArray with
/// 4096 rows, each row containing a string with 128 random characters.
/// around 10% of the rows are null, around 10% of the rows are non-ASCII.
fn gen_string_array(
n_rows: usize,
str_len_chars: usize,
null_density: f32,
utf8_density: f32,
is_string_view: bool, // false -> StringArray, true -> StringViewArray
) -> Vec<ColumnarValue> {
let mut rng = StdRng::seed_from_u64(42);
let rng_ref = &mut rng;

let utf8 = "DatafusionДатаФусион数据融合📊🔥"; // includes utf8 encoding with 1~4 bytes
let corpus_char_count = utf8.chars().count();

let mut output_string_vec: Vec<Option<String>> = Vec::with_capacity(n_rows);
let mut output_sub_string_vec: Vec<Option<String>> = Vec::with_capacity(n_rows);
for _ in 0..n_rows {
let rand_num = rng_ref.gen::<f32>(); // [0.0, 1.0)
if rand_num < null_density {
output_sub_string_vec.push(None);
output_string_vec.push(None);
} else if rand_num < null_density + utf8_density {
// Generate random UTF8 string
let mut generated_string = String::with_capacity(str_len_chars);
for _ in 0..str_len_chars {
let idx = rng_ref.gen_range(0..corpus_char_count);
let char = utf8.chars().nth(idx).unwrap();
generated_string.push(char);
}
output_sub_string_vec.push(Some(random_substring(generated_string.chars())));
output_string_vec.push(Some(generated_string));
} else {
// Generate random ASCII-only string
let value = rng_ref
.sample_iter(&Alphanumeric)
.take(str_len_chars)
.collect();
let value = String::from_utf8(value).unwrap();
output_sub_string_vec.push(Some(random_substring(value.chars())));
output_string_vec.push(Some(value));
}
}

if is_string_view {
let string_view_array: StringViewArray = output_string_vec.into_iter().collect();
let sub_string_view_array: StringViewArray =
output_sub_string_vec.into_iter().collect();
vec![
ColumnarValue::Array(Arc::new(string_view_array)),
ColumnarValue::Array(Arc::new(sub_string_view_array)),
]
} else {
let string_array: StringArray = output_string_vec.clone().into_iter().collect();
let sub_string_array: StringArray = output_sub_string_vec.into_iter().collect();
vec![
ColumnarValue::Array(Arc::new(string_array)),
ColumnarValue::Array(Arc::new(sub_string_array)),
]
}
}

fn random_substring(chars: Chars) -> String {
// get the substring of a random length from the input string by byte unit
let mut rng = StdRng::seed_from_u64(44);
let count = chars.clone().count();
let start = rng.gen_range(0..count - 1);
let end = rng.gen_range(start + 1..count);
chars
.enumerate()
.filter(|(i, _)| *i >= start && *i < end)
.map(|(_, c)| c)
.collect()
}

fn criterion_benchmark(c: &mut Criterion) {
// All benches are single batch run with 8192 rows
let strpos = datafusion_functions::unicode::strpos();

let n_rows = 8192;
for str_len in [8, 32, 128, 4096] {
// StringArray ASCII only
let args_string_ascii = gen_string_array(n_rows, str_len, 0.1, 0.0, false);
c.bench_function(
&format!("strpos_StringArray_ascii_str_len_{}", str_len),
|b| b.iter(|| black_box(strpos.invoke(&args_string_ascii))),
);

// StringArray UTF8
let args_string_utf8 = gen_string_array(n_rows, str_len, 0.1, 0.5, false);
c.bench_function(
&format!("strpos_StringArray_utf8_str_len_{}", str_len),
|b| b.iter(|| black_box(strpos.invoke(&args_string_utf8))),
);

// StringViewArray ASCII only
let args_string_view_ascii = gen_string_array(n_rows, str_len, 0.1, 0.0, true);
c.bench_function(
&format!("strpos_StringViewArray_ascii_str_len_{}", str_len),
|b| b.iter(|| black_box(strpos.invoke(&args_string_view_ascii))),
);

// StringViewArray UTF8
let args_string_view_utf8 = gen_string_array(n_rows, str_len, 0.1, 0.5, true);
c.bench_function(
&format!("strpos_StringViewArray_utf8_str_len_{}", str_len),
|b| b.iter(|| black_box(strpos.invoke(&args_string_view_utf8))),
);
}
}

criterion_group!(benches, criterion_benchmark);
criterion_main!(benches);
65 changes: 48 additions & 17 deletions datafusion/functions/src/unicode/strpos.rs
Original file line number Diff line number Diff line change
Expand Up @@ -18,17 +18,15 @@
use std::any::Any;
use std::sync::Arc;

use arrow::array::{
ArrayAccessor, ArrayIter, ArrayRef, ArrowPrimitiveType, AsArray, PrimitiveArray,
};
use arrow::array::{ArrayRef, ArrowPrimitiveType, AsArray, PrimitiveArray};
use arrow::datatypes::{ArrowNativeType, DataType, Int32Type, Int64Type};

use crate::string::common::StringArrayType;
use crate::utils::{make_scalar_function, utf8_to_int_type};
use datafusion_common::{exec_err, Result};
use datafusion_expr::TypeSignature::Exact;
use datafusion_expr::{ColumnarValue, ScalarUDFImpl, Signature, Volatility};

use crate::utils::{make_scalar_function, utf8_to_int_type};

#[derive(Debug)]
pub struct StrposFunc {
signature: Signature,
Expand Down Expand Up @@ -140,24 +138,43 @@ fn calculate_strpos<'a, V1, V2, T: ArrowPrimitiveType>(
substring_array: V2,
) -> Result<ArrayRef>
where
V1: ArrayAccessor<Item = &'a str>,
V2: ArrayAccessor<Item = &'a str>,
V1: StringArrayType<'a, Item = &'a str>,
V2: StringArrayType<'a, Item = &'a str>,
{
let string_iter = ArrayIter::new(string_array);
let substring_iter = ArrayIter::new(substring_array);
let ascii_only = substring_array.is_ascii() && string_array.is_ascii();
let string_iter = string_array.iter();
let substring_iter = substring_array.iter();

let result = string_iter
.zip(substring_iter)
.map(|(string, substring)| match (string, substring) {
(Some(string), Some(substring)) => {
// The `find` method returns the byte index of the substring.
// We count the number of chars up to that byte index.
T::Native::from_usize(
string
.find(substring)
.map(|x| string[..x].chars().count() + 1)
.unwrap_or(0),
)
// If only ASCII characters are present, we can use the slide window method to find
// the sub vector in the main vector. This is faster than string.find() method.
if ascii_only {
// If the substring is empty, the result is 1.
if substring.as_bytes().is_empty() {
T::Native::from_usize(1)
} else {
T::Native::from_usize(
string
.as_bytes()
.windows(substring.as_bytes().len())
.position(|w| w == substring.as_bytes())
.map(|x| x + 1)
.unwrap_or(0),
)
}
} else {
// The `find` method returns the byte index of the substring.
// We count the number of chars up to that byte index.
T::Native::from_usize(
string
.find(substring)
.map(|x| string[..x].chars().count() + 1)
.unwrap_or(0),
)
}
}
_ => None,
})
Expand Down Expand Up @@ -201,47 +218,61 @@ mod tests {
test_strpos!("alphabet", "z" -> 0; Utf8 Utf8 i32 Int32 Int32Array);
test_strpos!("alphabet", "" -> 1; Utf8 Utf8 i32 Int32 Int32Array);
test_strpos!("", "a" -> 0; Utf8 Utf8 i32 Int32 Int32Array);
test_strpos!("", "" -> 1; Utf8 Utf8 i32 Int32 Int32Array);
test_strpos!("ДатаФусион数据融合📊🔥", "📊" -> 15; Utf8 Utf8 i32 Int32 Int32Array);

// LargeUtf8 and LargeUtf8 combinations
test_strpos!("alphabet", "ph" -> 3; LargeUtf8 LargeUtf8 i64 Int64 Int64Array);
test_strpos!("alphabet", "a" -> 1; LargeUtf8 LargeUtf8 i64 Int64 Int64Array);
test_strpos!("alphabet", "z" -> 0; LargeUtf8 LargeUtf8 i64 Int64 Int64Array);
test_strpos!("alphabet", "" -> 1; LargeUtf8 LargeUtf8 i64 Int64 Int64Array);
test_strpos!("", "a" -> 0; LargeUtf8 LargeUtf8 i64 Int64 Int64Array);
test_strpos!("", "" -> 1; LargeUtf8 LargeUtf8 i64 Int64 Int64Array);
test_strpos!("ДатаФусион数据融合📊🔥", "📊" -> 15; LargeUtf8 LargeUtf8 i64 Int64 Int64Array);

// Utf8 and LargeUtf8 combinations
test_strpos!("alphabet", "ph" -> 3; Utf8 LargeUtf8 i32 Int32 Int32Array);
test_strpos!("alphabet", "a" -> 1; Utf8 LargeUtf8 i32 Int32 Int32Array);
test_strpos!("alphabet", "z" -> 0; Utf8 LargeUtf8 i32 Int32 Int32Array);
test_strpos!("alphabet", "" -> 1; Utf8 LargeUtf8 i32 Int32 Int32Array);
test_strpos!("", "a" -> 0; Utf8 LargeUtf8 i32 Int32 Int32Array);
test_strpos!("", "" -> 1; Utf8 LargeUtf8 i32 Int32 Int32Array);
test_strpos!("ДатаФусион数据融合📊🔥", "📊" -> 15; Utf8 LargeUtf8 i32 Int32 Int32Array);

// LargeUtf8 and Utf8 combinations
test_strpos!("alphabet", "ph" -> 3; LargeUtf8 Utf8 i64 Int64 Int64Array);
test_strpos!("alphabet", "a" -> 1; LargeUtf8 Utf8 i64 Int64 Int64Array);
test_strpos!("alphabet", "z" -> 0; LargeUtf8 Utf8 i64 Int64 Int64Array);
test_strpos!("alphabet", "" -> 1; LargeUtf8 Utf8 i64 Int64 Int64Array);
test_strpos!("", "a" -> 0; LargeUtf8 Utf8 i64 Int64 Int64Array);
test_strpos!("", "" -> 1; LargeUtf8 Utf8 i64 Int64 Int64Array);
test_strpos!("ДатаФусион数据融合📊🔥", "📊" -> 15; LargeUtf8 Utf8 i64 Int64 Int64Array);

// Utf8View and Utf8View combinations
test_strpos!("alphabet", "ph" -> 3; Utf8View Utf8View i32 Int32 Int32Array);
test_strpos!("alphabet", "a" -> 1; Utf8View Utf8View i32 Int32 Int32Array);
test_strpos!("alphabet", "z" -> 0; Utf8View Utf8View i32 Int32 Int32Array);
test_strpos!("alphabet", "" -> 1; Utf8View Utf8View i32 Int32 Int32Array);
test_strpos!("", "a" -> 0; Utf8View Utf8View i32 Int32 Int32Array);
test_strpos!("", "" -> 1; Utf8View Utf8View i32 Int32 Int32Array);
test_strpos!("ДатаФусион数据融合📊🔥", "📊" -> 15; Utf8View Utf8View i32 Int32 Int32Array);

// Utf8View and Utf8 combinations
test_strpos!("alphabet", "ph" -> 3; Utf8View Utf8 i32 Int32 Int32Array);
test_strpos!("alphabet", "a" -> 1; Utf8View Utf8 i32 Int32 Int32Array);
test_strpos!("alphabet", "z" -> 0; Utf8View Utf8 i32 Int32 Int32Array);
test_strpos!("alphabet", "" -> 1; Utf8View Utf8 i32 Int32 Int32Array);
test_strpos!("", "a" -> 0; Utf8View Utf8 i32 Int32 Int32Array);
test_strpos!("", "" -> 1; Utf8View Utf8 i32 Int32 Int32Array);
test_strpos!("ДатаФусион数据融合📊🔥", "📊" -> 15; Utf8View Utf8 i32 Int32 Int32Array);

// Utf8View and LargeUtf8 combinations
test_strpos!("alphabet", "ph" -> 3; Utf8View LargeUtf8 i32 Int32 Int32Array);
test_strpos!("alphabet", "a" -> 1; Utf8View LargeUtf8 i32 Int32 Int32Array);
test_strpos!("alphabet", "z" -> 0; Utf8View LargeUtf8 i32 Int32 Int32Array);
test_strpos!("alphabet", "" -> 1; Utf8View LargeUtf8 i32 Int32 Int32Array);
test_strpos!("", "a" -> 0; Utf8View LargeUtf8 i32 Int32 Int32Array);
test_strpos!("", "" -> 1; Utf8View LargeUtf8 i32 Int32 Int32Array);
test_strpos!("ДатаФусион数据融合📊🔥", "📊" -> 15; Utf8View LargeUtf8 i32 Int32 Int32Array);
}
}
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