datafusion-functions 53.1.0

Function packages for the DataFusion query engine
Documentation
// 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.

use arrow::array::OffsetSizeTrait;
use arrow::datatypes::{DataType, Field};
use arrow::util::bench_util::{
    create_string_array_with_len, create_string_view_array_with_len,
};
use criterion::{Criterion, SamplingMode, criterion_group, criterion_main};
use datafusion_common::DataFusionError;
use datafusion_common::config::ConfigOptions;
use datafusion_expr::{ColumnarValue, ScalarFunctionArgs};
use datafusion_functions::string;
use std::hint::black_box;
use std::sync::Arc;
use std::time::Duration;

fn create_args<O: OffsetSizeTrait>(
    size: usize,
    str_len: usize,
    force_view_types: bool,
    from_len: usize,
    to_len: usize,
) -> Vec<ColumnarValue> {
    if force_view_types {
        let string_array =
            Arc::new(create_string_view_array_with_len(size, 0.1, str_len, false));
        let from_array = Arc::new(create_string_view_array_with_len(
            size, 0.1, from_len, false,
        ));
        let to_array =
            Arc::new(create_string_view_array_with_len(size, 0.1, to_len, false));
        vec![
            ColumnarValue::Array(string_array),
            ColumnarValue::Array(from_array),
            ColumnarValue::Array(to_array),
        ]
    } else {
        let string_array =
            Arc::new(create_string_array_with_len::<O>(size, 0.1, str_len));
        let from_array = Arc::new(create_string_array_with_len::<O>(size, 0.1, from_len));
        let to_array = Arc::new(create_string_array_with_len::<O>(size, 0.1, to_len));

        vec![
            ColumnarValue::Array(string_array),
            ColumnarValue::Array(from_array),
            ColumnarValue::Array(to_array),
        ]
    }
}

fn invoke_replace_with_args(
    args: Vec<ColumnarValue>,
    number_rows: usize,
) -> Result<ColumnarValue, DataFusionError> {
    let arg_fields = args
        .iter()
        .enumerate()
        .map(|(idx, arg)| Field::new(format!("arg_{idx}"), arg.data_type(), true).into())
        .collect::<Vec<_>>();
    let config_options = Arc::new(ConfigOptions::default());

    string::replace().invoke_with_args(ScalarFunctionArgs {
        args,
        arg_fields,
        number_rows,
        return_field: Field::new("f", DataType::Utf8, true).into(),
        config_options: Arc::clone(&config_options),
    })
}

fn criterion_benchmark(c: &mut Criterion) {
    for size in [1024, 4096] {
        let mut group = c.benchmark_group(format!("replace size={size}"));
        group.sampling_mode(SamplingMode::Flat);
        group.sample_size(10);
        group.measurement_time(Duration::from_secs(10));

        // ASCII single character replacement (fast path)
        let str_len = 32;
        let args = create_args::<i32>(size, str_len, false, 1, 1);
        group.bench_function(
            format!("replace_string_ascii_single [size={size}, str_len={str_len}]"),
            |b| {
                b.iter(|| {
                    let args_cloned = args.clone();
                    black_box(invoke_replace_with_args(args_cloned, size))
                })
            },
        );

        // Multi-character strings (general path)
        let args = create_args::<i32>(size, str_len, true, 3, 5);
        group.bench_function(
            format!("replace_string_view [size={size}, str_len={str_len}]"),
            |b| {
                b.iter(|| {
                    let args_cloned = args.clone();
                    black_box(invoke_replace_with_args(args_cloned, size))
                })
            },
        );

        let args = create_args::<i32>(size, str_len, false, 3, 5);
        group.bench_function(
            format!("replace_string [size={size}, str_len={str_len}]"),
            |b| {
                b.iter(|| {
                    let args_cloned = args.clone();
                    black_box(invoke_replace_with_args(args_cloned, size))
                })
            },
        );

        let args = create_args::<i64>(size, str_len, false, 3, 5);
        group.bench_function(
            format!("replace_large_string [size={size}, str_len={str_len}]"),
            |b| {
                b.iter(|| {
                    let args_cloned = args.clone();
                    black_box(invoke_replace_with_args(args_cloned, size))
                })
            },
        );

        // Larger strings
        let str_len = 128;
        let args = create_args::<i32>(size, str_len, false, 1, 1);
        group.bench_function(
            format!("replace_string_ascii_single [size={size}, str_len={str_len}]"),
            |b| {
                b.iter(|| {
                    let args_cloned = args.clone();
                    black_box(invoke_replace_with_args(args_cloned, size))
                })
            },
        );

        let args = create_args::<i32>(size, str_len, true, 3, 5);
        group.bench_function(
            format!("replace_string_view [size={size}, str_len={str_len}]"),
            |b| {
                b.iter(|| {
                    let args_cloned = args.clone();
                    black_box(invoke_replace_with_args(args_cloned, size))
                })
            },
        );

        let args = create_args::<i32>(size, str_len, false, 3, 5);
        group.bench_function(
            format!("replace_string [size={size}, str_len={str_len}]"),
            |b| {
                b.iter(|| {
                    let args_cloned = args.clone();
                    black_box(invoke_replace_with_args(args_cloned, size))
                })
            },
        );

        let args = create_args::<i64>(size, str_len, false, 3, 5);
        group.bench_function(
            format!("replace_large_string [size={size}, str_len={str_len}]"),
            |b| {
                b.iter(|| {
                    let args_cloned = args.clone();
                    black_box(invoke_replace_with_args(args_cloned, size))
                })
            },
        );

        group.finish();
    }
}

criterion_group!(benches, criterion_benchmark);
criterion_main!(benches);