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Faster character_length()
string function for ASCII-only case
#12356
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Original file line number | Diff line number | Diff line change |
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@@ -0,0 +1,114 @@ | ||
// 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; | ||
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||
use arrow::array::{StringArray, StringViewArray}; | ||
use criterion::{black_box, criterion_group, criterion_main, Criterion}; | ||
use datafusion_expr::ColumnarValue; | ||
use rand::distributions::Alphanumeric; | ||
use rand::{rngs::StdRng, Rng, SeedableRng}; | ||
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; | ||
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let corpus = "DataFusionДатаФусион数据融合📊🔥"; // includes utf8 encoding with 1~4 bytes | ||
let corpus_char_count = corpus.chars().count(); | ||
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let mut output_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_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 = corpus.chars().nth(idx).unwrap(); | ||
generated_string.push(char); | ||
} | ||
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_string_vec.push(Some(value)); | ||
} | ||
} | ||
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if is_string_view { | ||
let string_view_array: StringViewArray = output_string_vec.into_iter().collect(); | ||
vec![ColumnarValue::Array(Arc::new(string_view_array))] | ||
} else { | ||
let string_array: StringArray = output_string_vec.clone().into_iter().collect(); | ||
vec![ColumnarValue::Array(Arc::new(string_array))] | ||
} | ||
} | ||
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fn criterion_benchmark(c: &mut Criterion) { | ||
// All benches are single batch run with 8192 rows | ||
let character_length = datafusion_functions::unicode::character_length(); | ||
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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!("character_length_StringArray_ascii_str_len_{}", str_len), | ||
|b| b.iter(|| black_box(character_length.invoke(&args_string_ascii))), | ||
); | ||
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// StringArray UTF8 | ||
let args_string_utf8 = gen_string_array(n_rows, str_len, 0.1, 0.5, false); | ||
c.bench_function( | ||
&format!("character_length_StringArray_utf8_str_len_{}", str_len), | ||
|b| b.iter(|| black_box(character_length.invoke(&args_string_utf8))), | ||
); | ||
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// StringViewArray ASCII only | ||
let args_string_view_ascii = gen_string_array(n_rows, str_len, 0.1, 0.0, true); | ||
c.bench_function( | ||
&format!("character_length_StringViewArray_ascii_str_len_{}", str_len), | ||
|b| b.iter(|| black_box(character_length.invoke(&args_string_view_ascii))), | ||
); | ||
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// StringViewArray UTF8 | ||
let args_string_view_utf8 = gen_string_array(n_rows, str_len, 0.1, 0.5, true); | ||
c.bench_function( | ||
&format!("character_length_StringViewArray_utf8_str_len_{}", str_len), | ||
|b| b.iter(|| black_box(character_length.invoke(&args_string_view_utf8))), | ||
); | ||
} | ||
} | ||
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criterion_group!(benches, criterion_benchmark); | ||
criterion_main!(benches); |
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Original file line number | Diff line number | Diff line change |
---|---|---|
|
@@ -15,10 +15,10 @@ | |
// specific language governing permissions and limitations | ||
// under the License. | ||
|
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use crate::string::common::StringArrayType; | ||
use crate::utils::{make_scalar_function, utf8_to_int_type}; | ||
use arrow::array::{ | ||
Array, ArrayAccessor, ArrayIter, ArrayRef, ArrowPrimitiveType, AsArray, | ||
OffsetSizeTrait, PrimitiveArray, | ||
Array, ArrayRef, ArrowPrimitiveType, AsArray, OffsetSizeTrait, PrimitiveArray, | ||
}; | ||
use arrow::datatypes::{ArrowNativeType, DataType, Int32Type, Int64Type}; | ||
use datafusion_common::Result; | ||
|
@@ -99,18 +99,26 @@ fn character_length(args: &[ArrayRef]) -> Result<ArrayRef> { | |
} | ||
} | ||
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fn character_length_general<'a, T: ArrowPrimitiveType, V: ArrayAccessor<Item = &'a str>>( | ||
fn character_length_general<'a, T: ArrowPrimitiveType, V: StringArrayType<'a>>( | ||
array: V, | ||
) -> Result<ArrayRef> | ||
where | ||
T::Native: OffsetSizeTrait, | ||
{ | ||
let iter = ArrayIter::new(array); | ||
// String characters are variable length encoded in UTF-8, counting the | ||
// number of chars requires expensive decoding, however checking if the | ||
// string is ASCII only is relatively cheap. | ||
// If strings are ASCII only, count bytes instead. | ||
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. 👍 |
||
let is_array_ascii_only = array.is_ascii(); | ||
let iter = array.iter(); | ||
let result = iter | ||
.map(|string| { | ||
string.map(|string: &str| { | ||
T::Native::from_usize(string.chars().count()) | ||
.expect("should not fail as string.chars will always return integer") | ||
if is_array_ascii_only { | ||
T::Native::usize_as(string.len()) | ||
} else { | ||
T::Native::usize_as(string.chars().count()) | ||
} | ||
}) | ||
}) | ||
.collect::<PrimitiveArray<T>>(); | ||
|
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💯
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ДатаФусион )))