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93 changes: 74 additions & 19 deletions datafusion/functions/benches/datetime_expressions/date_trunc.rs
Original file line number Diff line number Diff line change
Expand Up @@ -18,7 +18,7 @@
use std::hint::black_box;
use std::sync::Arc;

use arrow::array::{Array, ArrayRef, TimestampNanosecondArray, TimestampSecondArray};
use arrow::array::{Array, ArrayRef, TimestampNanosecondArray};
use arrow::datatypes::Field;
use criterion::{Criterion, criterion_group};
use datafusion_common::ScalarValue;
Expand All @@ -28,7 +28,7 @@ use datafusion_functions::datetime::date_trunc;
use rand::rngs::StdRng;
use rand::{Rng, SeedableRng};

const NUM_ROWS: usize = 1000;
const NUM_ROWS: usize = 100_000;
const NANOS_PER_SECOND: i64 = 1_000_000_000;
/// Roughly 30 years, so that values span many months, quarters and years.
const RANGE_SECONDS: i64 = 30 * 365 * 24 * 60 * 60;
Expand All @@ -37,21 +37,15 @@ fn seedable_rng() -> StdRng {
StdRng::seed_from_u64(42)
}

fn second_timestamps() -> TimestampSecondArray {
fn nanosecond_timestamps(tz: Option<Arc<str>>) -> TimestampNanosecondArray {
let mut rng = seedable_rng();
(0..NUM_ROWS)
.map(|_| Some(rng.random_range(0..1_000_000i64)))
.collect()
}

fn nanosecond_timestamps() -> TimestampNanosecondArray {
let mut rng = seedable_rng();
(0..NUM_ROWS)
let array: TimestampNanosecondArray = (0..NUM_ROWS)
.map(|_| {
let seconds = rng.random_range(-RANGE_SECONDS..RANGE_SECONDS);
Some(seconds * NANOS_PER_SECOND + rng.random_range(0..NANOS_PER_SECOND))
})
.collect()
.collect();
array.with_timezone_opt(tz)
}

fn run_benchmark(c: &mut Criterion, name: &str, granularity: &str, array: ArrayRef) {
Expand Down Expand Up @@ -92,21 +86,82 @@ fn run_benchmark(c: &mut Criterion, name: &str, granularity: &str, array: ArrayR
}

fn criterion_benchmark(c: &mut Criterion) {
let seconds: ArrayRef = Arc::new(second_timestamps());
run_benchmark(c, "date_trunc_minute_1000", "minute", Arc::clone(&seconds));
run_benchmark(c, "date_trunc_month_second_1000", "month", seconds);
// `hour`/`day` granularity on a 1M-row nanosecond array across timezone
// flavors: no timezone, a fixed offset (UTC and +05:30), and a DST IANA
// zone. Fixed offsets (and no timezone) truncate by plain arithmetic on
// the offset-shifted value; the DST zone still goes through the per-value
// chrono path.
for (label, tz_opt) in [
("notz", None),
("utc", Some(Arc::from("+00:00"))),
("fixed_offset", Some(Arc::from("+05:30"))),
("dst_zone", Some(Arc::from("Europe/Berlin"))),
] {
let nanos: ArrayRef = Arc::new(nanosecond_timestamps(tz_opt));
run_benchmark(
c,
&format!("date_trunc_hour_{label}_nanos_{NUM_ROWS}"),
"hour",
Arc::clone(&nanos),
);
}

// `day` is also a fine-granularity-UTC truncation: plain arithmetic for
// fixed offsets / no timezone, chrono for DST zones.
for (label, tz_opt) in [
("utc", Some(Arc::from("+00:00"))),
("fixed_offset", Some(Arc::from("+05:30"))),
] {
let nanos: ArrayRef = Arc::new(nanosecond_timestamps(tz_opt));
run_benchmark(
c,
&format!("date_trunc_day_{label}_nanos_{NUM_ROWS}"),
"day",
nanos,
);
}

// Coarse granularities on an untimezoned array: these need calendar
// arithmetic rather than a plain division.
let nanos: ArrayRef = Arc::new(nanosecond_timestamps());
// Fine granularities (e.g. minute) truncate by plain arithmetic for any
// timezone, including DST zones.
for (label, tz_opt) in [
("notz", None),
("utc", Some(Arc::from("+00:00"))),
("dst_zone", Some(Arc::from("Europe/Berlin"))),
] {
let nanos: ArrayRef = Arc::new(nanosecond_timestamps(tz_opt));
run_benchmark(
c,
&format!("date_trunc_minute_{label}_nanos_{NUM_ROWS}"),
"minute",
nanos,
);
}

// Coarse granularities (week, month, quarter, year) need calendar
// arithmetic rather than a plain division: per-value integer math on a
// timezone-naive array, plus a fixed-offset (offset-shifted) variant and a
// DST (chrono) variant.
let nanos: ArrayRef = Arc::new(nanosecond_timestamps(None));
for granularity in ["week", "month", "quarter", "year"] {
run_benchmark(
c,
&format!("date_trunc_{granularity}_nanos_1000"),
&format!("date_trunc_{granularity}_notz_nanos_{NUM_ROWS}"),
granularity,
Arc::clone(&nanos),
);
}
for (label, tz_opt) in [
("fixed_offset", Some(Arc::from("+05:30"))),
("dst_zone", Some(Arc::from("Europe/Berlin"))),
] {
let nanos: ArrayRef = Arc::new(nanosecond_timestamps(tz_opt));
run_benchmark(
c,
&format!("date_trunc_month_{label}_nanos_{NUM_ROWS}"),
"month",
nanos,
);
}
}

criterion_group!(benches, criterion_benchmark);
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