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character_length()
string function for ASCII-only case (apac…
…he#12356) * charcter_length() benchmark * char_length() ascii fast path * use usize_as
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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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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; | ||
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/// 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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