datafusion-functions 52.5.0

Function packages for the DataFusion query engine
Documentation
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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.

use std::sync::{Arc, LazyLock};

use arrow::array::timezone::Tz;
use arrow::array::{
    Array, ArrowPrimitiveType, AsArray, GenericStringArray, PrimitiveArray,
    StringArrayType, StringViewArray,
};
use arrow::compute::DecimalCast;
use arrow::compute::kernels::cast_utils::string_to_datetime;
use arrow::datatypes::{DataType, TimeUnit};
use arrow_buffer::ArrowNativeType;
use chrono::LocalResult::Single;
use chrono::format::{Parsed, StrftimeItems, parse};
use chrono::{DateTime, TimeZone, Utc};
use datafusion_common::cast::as_generic_string_array;
use datafusion_common::{
    DataFusionError, Result, ScalarValue, exec_datafusion_err, exec_err,
    internal_datafusion_err, unwrap_or_internal_err,
};
use datafusion_expr::ColumnarValue;

/// Error message if nanosecond conversion request beyond supported interval
const ERR_NANOSECONDS_NOT_SUPPORTED: &str = "The dates that can be represented as nanoseconds have to be between 1677-09-21T00:12:44.0 and 2262-04-11T23:47:16.854775804";

static UTC: LazyLock<Tz> = LazyLock::new(|| "UTC".parse().expect("UTC is always valid"));

/// Converts a string representation of a date‑time into a timestamp expressed in
/// nanoseconds since the Unix epoch.
///
/// This helper is a thin wrapper around the more general `string_to_datetime`
/// function. It accepts an optional `timezone` which, if `None`, defaults to
/// Coordinated Universal Time (UTC). The string `s` must contain a valid
/// date‑time format that can be parsed by the underlying chrono parser.
///
/// # Return Value
///
/// * `Ok(i64)` – The number of nanoseconds since `1970‑01‑01T00:00:00Z`.
/// * `Err(DataFusionError)` – If the string cannot be parsed, the parsed
///   value is out of range (between 1677-09-21T00:12:44.0 and 2262-04-11T23:47:16.854775804)
///   or the parsed value does not correspond to an unambiguous time.
pub(crate) fn string_to_timestamp_nanos_with_timezone(
    timezone: &Option<Tz>,
    s: &str,
) -> Result<i64> {
    let tz = timezone.as_ref().unwrap_or(&UTC);
    let dt = string_to_datetime(tz, s)?;
    let parsed = dt
        .timestamp_nanos_opt()
        .ok_or_else(|| exec_datafusion_err!("{ERR_NANOSECONDS_NOT_SUPPORTED}"))?;

    Ok(parsed)
}

/// Checks that all the arguments from the second are of type [Utf8], [LargeUtf8] or [Utf8View]
///
/// [Utf8]: DataType::Utf8
/// [LargeUtf8]: DataType::LargeUtf8
/// [Utf8View]: DataType::Utf8View
pub(crate) fn validate_data_types(args: &[ColumnarValue], name: &str) -> Result<()> {
    for (idx, a) in args.iter().skip(1).enumerate() {
        match a.data_type() {
            DataType::Utf8View | DataType::LargeUtf8 | DataType::Utf8 => {
                // all good
            }
            _ => {
                return exec_err!(
                    "{name} function unsupported data type at index {}: {}",
                    idx + 1,
                    a.data_type()
                );
            }
        }
    }

    Ok(())
}

/// Accepts a string and parses it using the [`chrono::format::strftime`] specifiers
/// relative to the provided `timezone`
///
/// If a timestamp is ambiguous, for example as a result of daylight-savings time, an error
/// will be returned
///
/// Note that parsing [IANA timezones] is not supported yet in chrono - <https://github.com/chronotope/chrono/issues/38>
/// and this implementation only supports named timezones at the end of the string preceded by a space.
///
/// [`chrono::format::strftime`]: https://docs.rs/chrono/latest/chrono/format/strftime/index.html
/// [IANA timezones]: https://www.iana.org/time-zones
pub(crate) fn string_to_datetime_formatted<T: TimeZone>(
    timezone: &T,
    s: &str,
    format: &str,
) -> Result<DateTime<T>, DataFusionError> {
    let err = |err_ctx: &str| {
        exec_datafusion_err!(
            "Error parsing timestamp from '{s}' using format '{format}': {err_ctx}"
        )
    };

    let mut datetime_str = s;
    let mut format = format;

    // Manually handle the most common case of a named timezone at the end of the timestamp.
    // Note that %+ handles 'Z' at the end of the string without a space. This code doesn't
    // handle named timezones with no preceding space since that would require writing a
    // custom parser (or switching to Jiff)
    let tz: Option<chrono_tz::Tz> = if format.trim_end().ends_with(" %Z") {
        // grab the string after the last space as the named timezone
        if let Some((dt_str, timezone_name)) = datetime_str.trim_end().rsplit_once(' ') {
            datetime_str = dt_str;

            // attempt to parse the timezone name
            let result: Result<chrono_tz::Tz, chrono_tz::ParseError> =
                timezone_name.parse();
            let Ok(tz) = result else {
                return Err(err(&result.unwrap_err().to_string()));
            };

            // successfully parsed the timezone name, remove the ' %Z' from the format
            format = &format[..format.len() - 3];

            Some(tz)
        } else {
            None
        }
    } else if format.contains("%Z") {
        return Err(err(
            "'%Z' is only supported at the end of the format string preceded by a space",
        ));
    } else {
        None
    };

    let mut parsed = Parsed::new();
    parse(&mut parsed, datetime_str, StrftimeItems::new(format))
        .map_err(|e| err(&e.to_string()))?;

    let dt = match tz {
        Some(tz) => {
            // A timezone was manually parsed out, convert it to a fixed offset
            match parsed.to_datetime_with_timezone(&tz) {
                Ok(dt) => Ok(dt.fixed_offset()),
                Err(e) => Err(e),
            }
        }
        // default to parse the string assuming it has a timezone
        None => parsed.to_datetime(),
    };

    if let Err(e) = &dt {
        // no timezone or other failure, try without a timezone
        let ndt = parsed
            .to_naive_datetime_with_offset(0)
            .or_else(|_| parsed.to_naive_date().map(|nd| nd.into()));
        if let Err(e) = &ndt {
            return Err(err(&e.to_string()));
        }

        if let Single(e) = &timezone.from_local_datetime(&ndt.unwrap()) {
            Ok(e.to_owned())
        } else {
            Err(err(&e.to_string()))
        }
    } else {
        Ok(dt.unwrap().with_timezone(timezone))
    }
}

/// Accepts a string with a `chrono` format and converts it to a
/// nanosecond precision timestamp relative to the provided `timezone`.
///
/// See [`chrono::format::strftime`] for the full set of supported formats.
///
/// Implements the `to_timestamp` function to convert a string to a
/// timestamp, following the model of spark SQL’s to_`timestamp`.
///
/// Internally, this function uses the `chrono` library for the
/// datetime parsing
///
/// ## Timestamp Precision
///
/// Function uses the maximum precision timestamps supported by
/// Arrow (nanoseconds stored as a 64-bit integer) timestamps. This
/// means the range of dates that timestamps can represent is ~1677 AD
/// to 2262 AM
///
/// ## Timezone / Offset Handling
///
/// Numerical values of timestamps are stored compared to offset UTC.
///
/// Any timestamp in the formatting string is handled according to the rules
/// defined by `chrono`.
///
/// [`chrono::format::strftime`]: https://docs.rs/chrono/latest/chrono/format/strftime/index.html
#[inline]
pub(crate) fn string_to_timestamp_nanos_formatted_with_timezone(
    timezone: &Option<Tz>,
    s: &str,
    format: &str,
) -> Result<i64, DataFusionError> {
    let dt = string_to_datetime_formatted(timezone.as_ref().unwrap_or(&UTC), s, format)?;
    let parsed = dt
        .timestamp_nanos_opt()
        .ok_or_else(|| exec_datafusion_err!("{ERR_NANOSECONDS_NOT_SUPPORTED}"))?;

    Ok(parsed)
}

/// Accepts a string with a `chrono` format and converts it to a
/// millisecond precision timestamp relative to the provided `timezone`.
///
/// See [`chrono::format::strftime`] for the full set of supported formats.
///
/// Internally, this function uses the `chrono` library for the
/// datetime parsing
///
/// ## Timezone / Offset Handling
///
/// Numerical values of timestamps are stored compared to offset UTC.
///
/// Any timestamp in the formatting string is handled according to the rules
/// defined by `chrono`.
///
/// [`chrono::format::strftime`]: https://docs.rs/chrono/latest/chrono/format/strftime/index.html
#[inline]
pub(crate) fn string_to_timestamp_millis_formatted(s: &str, format: &str) -> Result<i64> {
    Ok(string_to_datetime_formatted(&Utc, s, format)?
        .naive_utc()
        .and_utc()
        .timestamp_millis())
}

pub(crate) fn handle<O, F>(
    args: &[ColumnarValue],
    op: F,
    name: &str,
    dt: &DataType,
) -> Result<ColumnarValue>
where
    O: ArrowPrimitiveType,
    F: Fn(&str) -> Result<O::Native>,
{
    match &args[0] {
        ColumnarValue::Array(a) => match a.data_type() {
            DataType::Utf8View => Ok(ColumnarValue::Array(Arc::new(
                unary_string_to_primitive_function::<&StringViewArray, O, _>(
                    &a.as_string_view(),
                    op,
                )?,
            ))),
            DataType::LargeUtf8 => Ok(ColumnarValue::Array(Arc::new(
                unary_string_to_primitive_function::<&GenericStringArray<i64>, O, _>(
                    &a.as_string::<i64>(),
                    op,
                )?,
            ))),
            DataType::Utf8 => Ok(ColumnarValue::Array(Arc::new(
                unary_string_to_primitive_function::<&GenericStringArray<i32>, O, _>(
                    &a.as_string::<i32>(),
                    op,
                )?,
            ))),
            other => exec_err!("Unsupported data type {other:?} for function {name}"),
        },
        ColumnarValue::Scalar(scalar) => match scalar.try_as_str() {
            Some(a) => {
                let result = a
                    .as_ref()
                    .map(|x| op(x))
                    .transpose()?
                    .and_then(|v| v.to_i64());
                let s = scalar_value(dt, result)?;
                Ok(ColumnarValue::Scalar(s))
            }
            _ => exec_err!("Unsupported data type {scalar:?} for function {name}"),
        },
    }
}

// Given a function that maps a `&str`, `&str` to an arrow native type,
// returns a `ColumnarValue` where the function is applied to either a `ArrayRef` or `ScalarValue`
// depending on the `args`'s variant.
pub(crate) fn handle_multiple<O, F, M>(
    args: &[ColumnarValue],
    op: F,
    op2: M,
    name: &str,
    dt: &DataType,
) -> Result<ColumnarValue>
where
    O: ArrowPrimitiveType,
    F: Fn(&str, &str) -> Result<O::Native>,
    M: Fn(O::Native) -> O::Native,
{
    match &args[0] {
        ColumnarValue::Array(a) => match a.data_type() {
            DataType::Utf8View | DataType::LargeUtf8 | DataType::Utf8 => {
                // validate the column types
                for (pos, arg) in args.iter().enumerate() {
                    match arg {
                        ColumnarValue::Array(arg) => match arg.data_type() {
                            DataType::Utf8View | DataType::LargeUtf8 | DataType::Utf8 => {
                                // all good
                            }
                            other => {
                                return exec_err!(
                                    "Unsupported data type {other:?} for function {name}, arg # {pos}"
                                );
                            }
                        },
                        ColumnarValue::Scalar(arg) => {
                            match arg.data_type() {
                                DataType::Utf8View
                                | DataType::LargeUtf8
                                | DataType::Utf8 => {
                                    // all good
                                }
                                other => {
                                    return exec_err!(
                                        "Unsupported data type {other:?} for function {name}, arg # {pos}"
                                    );
                                }
                            }
                        }
                    }
                }

                Ok(ColumnarValue::Array(Arc::new(
                    strings_to_primitive_function::<O, _, _>(args, op, op2, name)?,
                )))
            }
            other => {
                exec_err!("Unsupported data type {other:?} for function {name}")
            }
        },
        // if the first argument is a scalar utf8 all arguments are expected to be scalar utf8
        ColumnarValue::Scalar(scalar) => match scalar.try_as_str() {
            Some(a) => {
                let a = a.as_ref();
                // ASK: Why do we trust `a` to be non-null at this point?
                let a = unwrap_or_internal_err!(a);

                let mut ret = None;

                for (pos, v) in args.iter().enumerate().skip(1) {
                    let ColumnarValue::Scalar(
                        ScalarValue::Utf8View(x)
                        | ScalarValue::LargeUtf8(x)
                        | ScalarValue::Utf8(x),
                    ) = v
                    else {
                        return exec_err!(
                            "Unsupported data type {v:?} for function {name}, arg # {pos}"
                        );
                    };

                    if let Some(s) = x {
                        match op(a, s.as_str()) {
                            Ok(r) => {
                                let result = op2(r).to_i64();
                                let s = scalar_value(dt, result)?;
                                ret = Some(Ok(ColumnarValue::Scalar(s)));
                                break;
                            }
                            Err(e) => ret = Some(Err(e)),
                        }
                    }
                }

                unwrap_or_internal_err!(ret)
            }
            other => {
                exec_err!("Unsupported data type {other:?} for function {name}")
            }
        },
    }
}

/// given a function `op` that maps `&str`, `&str` to the first successful Result
/// of an arrow native type, returns a `PrimitiveArray` after the application of the
/// function to `args` and the subsequence application of the `op2` function to any
/// successful result. This function calls the `op` function with the first and second
/// argument and if not successful continues with first and third, first and fourth,
/// etc until the result was successful or no more arguments are present.
/// # Errors
/// This function errors iff:
/// * the number of arguments is not > 1 or
/// * the function `op` errors for all input
pub(crate) fn strings_to_primitive_function<O, F, F2>(
    args: &[ColumnarValue],
    op: F,
    op2: F2,
    name: &str,
) -> Result<PrimitiveArray<O>>
where
    O: ArrowPrimitiveType,
    F: Fn(&str, &str) -> Result<O::Native>,
    F2: Fn(O::Native) -> O::Native,
{
    if args.len() < 2 {
        return exec_err!(
            "{:?} args were supplied but {} takes 2 or more arguments",
            args.len(),
            name
        );
    }

    match &args[0] {
        ColumnarValue::Array(a) => match a.data_type() {
            DataType::Utf8View => {
                let string_array = a.as_string_view();
                handle_array_op::<O, &StringViewArray, F, F2>(
                    &string_array,
                    &args[1..],
                    op,
                    op2,
                )
            }
            DataType::LargeUtf8 => {
                let string_array = as_generic_string_array::<i64>(&a)?;
                handle_array_op::<O, &GenericStringArray<i64>, F, F2>(
                    &string_array,
                    &args[1..],
                    op,
                    op2,
                )
            }
            DataType::Utf8 => {
                let string_array = as_generic_string_array::<i32>(&a)?;
                handle_array_op::<O, &GenericStringArray<i32>, F, F2>(
                    &string_array,
                    &args[1..],
                    op,
                    op2,
                )
            }
            other => exec_err!(
                "Unsupported data type {other:?} for function substr,\
                    expected Utf8View, Utf8 or LargeUtf8."
            ),
        },
        other => exec_err!(
            "Received {} data type, expected only array",
            other.data_type()
        ),
    }
}

fn handle_array_op<'a, O, V, F, F2>(
    first: &V,
    args: &[ColumnarValue],
    op: F,
    op2: F2,
) -> Result<PrimitiveArray<O>>
where
    V: StringArrayType<'a>,
    O: ArrowPrimitiveType,
    F: Fn(&str, &str) -> Result<O::Native>,
    F2: Fn(O::Native) -> O::Native,
{
    first
        .iter()
        .enumerate()
        .map(|(pos, x)| {
            let mut val = None;
            if let Some(x) = x {
                for arg in args {
                    let v = match arg {
                        ColumnarValue::Array(a) => match a.data_type() {
                            DataType::Utf8View => Ok(a.as_string_view().value(pos)),
                            DataType::LargeUtf8 => Ok(a.as_string::<i64>().value(pos)),
                            DataType::Utf8 => Ok(a.as_string::<i32>().value(pos)),
                            other => exec_err!("Unexpected type encountered '{other}'"),
                        },
                        ColumnarValue::Scalar(s) => match s.try_as_str() {
                            Some(Some(v)) => Ok(v),
                            Some(None) => continue, // null string
                            None => exec_err!("Unexpected scalar type encountered '{s}'"),
                        },
                    }?;

                    let r = op(x, v);
                    if let Ok(inner) = r {
                        val = Some(Ok(op2(inner)));
                        break;
                    } else {
                        val = Some(r);
                    }
                }
            };

            val.transpose()
        })
        .collect()
}

/// given a function `op` that maps a `&str` to a Result of an arrow native type,
/// returns a `PrimitiveArray` after the application
/// of the function to `args[0]`.
/// # Errors
/// This function errors iff:
/// * the number of arguments is not 1 or
/// * the function `op` errors
fn unary_string_to_primitive_function<'a, StringArrType, O, F>(
    array: &StringArrType,
    op: F,
) -> Result<PrimitiveArray<O>>
where
    StringArrType: StringArrayType<'a>,
    O: ArrowPrimitiveType,
    F: Fn(&'a str) -> Result<O::Native>,
{
    // first map is the iterator, second is for the `Option<_>`
    array.iter().map(|x| x.map(&op).transpose()).collect()
}

fn scalar_value(dt: &DataType, r: Option<i64>) -> Result<ScalarValue> {
    match dt {
        DataType::Date32 => Ok(ScalarValue::Date32(r.and_then(|v| v.to_i32()))),
        DataType::Timestamp(u, tz) => match u {
            TimeUnit::Second => Ok(ScalarValue::TimestampSecond(r, tz.clone())),
            TimeUnit::Millisecond => Ok(ScalarValue::TimestampMillisecond(r, tz.clone())),
            TimeUnit::Microsecond => Ok(ScalarValue::TimestampMicrosecond(r, tz.clone())),
            TimeUnit::Nanosecond => Ok(ScalarValue::TimestampNanosecond(r, tz.clone())),
        },
        t => Err(internal_datafusion_err!("Unsupported data type: {t:?}")),
    }
}