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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.
//! Signature module contains foundational types that are used to represent signatures, types,
//! and return types of functions in DataFusion.
use arrow::datatypes::DataType;
/// Constant that is used as a placeholder for any valid timezone.
/// This is used where a function can accept a timestamp type with any
/// valid timezone, it exists to avoid the need to enumerate all possible
/// timezones. See [`TypeSignature`] for more details.
///
/// Type coercion always ensures that functions will be executed using
/// timestamp arrays that have a valid time zone. Functions must never
/// return results with this timezone.
pub const TIMEZONE_WILDCARD: &str = "+TZ";
/// Constant that is used as a placeholder for any valid fixed size list.
/// This is used where a function can accept a fixed size list type with any
/// valid length. It exists to avoid the need to enumerate all possible fixed size list lengths.
pub const FIXED_SIZE_LIST_WILDCARD: i32 = i32::MIN;
///A function's volatility, which defines the functions eligibility for certain optimizations
#[derive(Debug, PartialEq, Eq, PartialOrd, Ord, Clone, Copy, Hash)]
pub enum Volatility {
/// An immutable function will always return the same output when given the same
/// input. DataFusion will attempt to inline immutable functions during planning.
Immutable,
/// A stable function may return different values given the same input across different
/// queries but must return the same value for a given input within a query. An example of
/// this is the `Now` function. DataFusion
/// will attempt to inline `Stable` functions during planning, when possible.
/// For query `select col1, now() from t1`, it might take a while to execute but
/// `now()` column will be the same for each output row, which is evaluated
/// during planning.
Stable,
/// A volatile function may change the return value from evaluation to evaluation.
/// Multiple invocations of a volatile function may return different results when used in the
/// same query. An example of this is the random() function. DataFusion
/// can not evaluate such functions during planning.
/// In the query `select col1, random() from t1`, `random()` function will be evaluated
/// for each output row, resulting in a unique random value for each row.
Volatile,
}
/// A function's type signature defines the types of arguments the function supports.
///
/// Functions typically support only a few different types of arguments compared to the
/// different datatypes in Arrow. To make functions easy to use, when possible DataFusion
/// automatically coerces (add casts to) function arguments so they match the type signature.
///
/// For example, a function like `cos` may only be implemented for `Float64` arguments. To support a query
/// that calls `cos` with a different argument type, such as `cos(int_column)`, type coercion automatically
/// adds a cast such as `cos(CAST int_column AS DOUBLE)` during planning.
///
/// # Data Types
/// Types to match are represented using Arrow's [`DataType`]. [`DataType::Timestamp`] has an optional variable
/// timezone specification. To specify a function can handle a timestamp with *ANY* timezone, use
/// the [`TIMEZONE_WILDCARD`]. For example:
///
/// ```
/// # use arrow::datatypes::{DataType, TimeUnit};
/// # use datafusion_expr::{TIMEZONE_WILDCARD, TypeSignature};
/// let type_signature = TypeSignature::Exact(vec![
/// // A nanosecond precision timestamp with ANY timezone
/// // matches Timestamp(Nanosecond, Some("+0:00"))
/// // matches Timestamp(Nanosecond, Some("+5:00"))
/// // does not match Timestamp(Nanosecond, None)
/// DataType::Timestamp(TimeUnit::Nanosecond, Some(TIMEZONE_WILDCARD.into())),
/// ]);
/// ```
#[derive(Debug, Clone, PartialEq, Eq, Hash)]
pub enum TypeSignature {
/// One or more arguments of an common type out of a list of valid types.
///
/// # Examples
/// A function such as `concat` is `Variadic(vec![DataType::Utf8, DataType::LargeUtf8])`
Variadic(Vec<DataType>),
/// The acceptable signature and coercions rules to coerce arguments to this
/// signature are special for this function. If this signature is specified,
/// DataFusion will call [`ScalarUDFImpl::coerce_types`] to prepare argument types.
///
/// [`ScalarUDFImpl::coerce_types`]: crate::udf::ScalarUDFImpl::coerce_types
UserDefined,
/// One or more arguments with arbitrary types
VariadicAny,
/// Fixed number of arguments of an arbitrary but equal type out of a list of valid types.
///
/// # Examples
/// 1. A function of one argument of f64 is `Uniform(1, vec![DataType::Float64])`
/// 2. A function of one argument of f64 or f32 is `Uniform(1, vec![DataType::Float32, DataType::Float64])`
Uniform(usize, Vec<DataType>),
/// Exact number of arguments of an exact type
Exact(Vec<DataType>),
/// Fixed number of arguments of arbitrary types
/// If a function takes 0 argument, its `TypeSignature` should be `Any(0)`
Any(usize),
/// Matches exactly one of a list of [`TypeSignature`]s. Coercion is attempted to match
/// the signatures in order, and stops after the first success, if any.
///
/// # Examples
/// Function `make_array` takes 0 or more arguments with arbitrary types, its `TypeSignature`
/// is `OneOf(vec![Any(0), VariadicAny])`.
OneOf(Vec<TypeSignature>),
/// Specifies Signatures for array functions
ArraySignature(ArrayFunctionSignature),
/// Fixed number of arguments of numeric types.
/// See <https://docs.rs/arrow/latest/arrow/datatypes/enum.DataType.html#method.is_numeric> to know which type is considered numeric
Numeric(usize),
}
#[derive(Debug, Clone, PartialEq, Eq, Hash)]
pub enum ArrayFunctionSignature {
/// Specialized Signature for ArrayAppend and similar functions
/// The first argument should be List/LargeList/FixedSizedList, and the second argument should be non-list or list.
/// The second argument's list dimension should be one dimension less than the first argument's list dimension.
/// List dimension of the List/LargeList is equivalent to the number of List.
/// List dimension of the non-list is 0.
ArrayAndElement,
/// Specialized Signature for ArrayPrepend and similar functions
/// The first argument should be non-list or list, and the second argument should be List/LargeList.
/// The first argument's list dimension should be one dimension less than the second argument's list dimension.
ElementAndArray,
/// Specialized Signature for Array functions of the form (List/LargeList, Index)
/// The first argument should be List/LargeList/FixedSizedList, and the second argument should be Int64.
ArrayAndIndex,
/// Specialized Signature for Array functions of the form (List/LargeList, Element, Optional Index)
ArrayAndElementAndOptionalIndex,
/// Specialized Signature for ArrayEmpty and similar functions
/// The function takes a single argument that must be a List/LargeList/FixedSizeList
/// or something that can be coerced to one of those types.
Array,
/// Specialized Signature for MapArray
/// The function takes a single argument that must be a MapArray
MapArray,
}
impl std::fmt::Display for ArrayFunctionSignature {
fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
match self {
ArrayFunctionSignature::ArrayAndElement => {
write!(f, "array, element")
}
ArrayFunctionSignature::ArrayAndElementAndOptionalIndex => {
write!(f, "array, element, [index]")
}
ArrayFunctionSignature::ElementAndArray => {
write!(f, "element, array")
}
ArrayFunctionSignature::ArrayAndIndex => {
write!(f, "array, index")
}
ArrayFunctionSignature::Array => {
write!(f, "array")
}
ArrayFunctionSignature::MapArray => {
write!(f, "map_array")
}
}
}
}
impl TypeSignature {
pub(crate) fn to_string_repr(&self) -> Vec<String> {
match self {
TypeSignature::Variadic(types) => {
vec![format!("{}, ..", Self::join_types(types, "/"))]
}
TypeSignature::Uniform(arg_count, valid_types) => {
vec![std::iter::repeat(Self::join_types(valid_types, "/"))
.take(*arg_count)
.collect::<Vec<String>>()
.join(", ")]
}
TypeSignature::Numeric(num) => {
vec![format!("Numeric({})", num)]
}
TypeSignature::Exact(types) => {
vec![Self::join_types(types, ", ")]
}
TypeSignature::Any(arg_count) => {
vec![std::iter::repeat("Any")
.take(*arg_count)
.collect::<Vec<&str>>()
.join(", ")]
}
TypeSignature::UserDefined => {
vec!["UserDefined".to_string()]
}
TypeSignature::VariadicAny => vec!["Any, .., Any".to_string()],
TypeSignature::OneOf(sigs) => {
sigs.iter().flat_map(|s| s.to_string_repr()).collect()
}
TypeSignature::ArraySignature(array_signature) => {
vec![array_signature.to_string()]
}
}
}
/// Helper function to join types with specified delimiter.
pub(crate) fn join_types<T: std::fmt::Display>(
types: &[T],
delimiter: &str,
) -> String {
types
.iter()
.map(|t| t.to_string())
.collect::<Vec<String>>()
.join(delimiter)
}
/// Check whether 0 input argument is valid for given `TypeSignature`
pub fn supports_zero_argument(&self) -> bool {
match &self {
TypeSignature::Exact(vec) => vec.is_empty(),
TypeSignature::Uniform(0, _) | TypeSignature::Any(0) => true,
TypeSignature::OneOf(types) => types
.iter()
.any(|type_sig| type_sig.supports_zero_argument()),
_ => false,
}
}
}
/// Defines the supported argument types ([`TypeSignature`]) and [`Volatility`] for a function.
///
/// DataFusion will automatically coerce (cast) argument types to one of the supported
/// function signatures, if possible.
#[derive(Debug, Clone, PartialEq, Eq, Hash)]
pub struct Signature {
/// The data types that the function accepts. See [TypeSignature] for more information.
pub type_signature: TypeSignature,
/// The volatility of the function. See [Volatility] for more information.
pub volatility: Volatility,
}
impl Signature {
/// Creates a new Signature from a given type signature and volatility.
pub fn new(type_signature: TypeSignature, volatility: Volatility) -> Self {
Signature {
type_signature,
volatility,
}
}
/// An arbitrary number of arguments with the same type, from those listed in `common_types`.
pub fn variadic(common_types: Vec<DataType>, volatility: Volatility) -> Self {
Self {
type_signature: TypeSignature::Variadic(common_types),
volatility,
}
}
/// User-defined coercion rules for the function.
pub fn user_defined(volatility: Volatility) -> Self {
Self {
type_signature: TypeSignature::UserDefined,
volatility,
}
}
/// A specified number of numeric arguments
pub fn numeric(arg_count: usize, volatility: Volatility) -> Self {
Self {
type_signature: TypeSignature::Numeric(arg_count),
volatility,
}
}
/// An arbitrary number of arguments of any type.
pub fn variadic_any(volatility: Volatility) -> Self {
Self {
type_signature: TypeSignature::VariadicAny,
volatility,
}
}
/// A fixed number of arguments of the same type, from those listed in `valid_types`.
pub fn uniform(
arg_count: usize,
valid_types: Vec<DataType>,
volatility: Volatility,
) -> Self {
Self {
type_signature: TypeSignature::Uniform(arg_count, valid_types),
volatility,
}
}
/// Exactly matches the types in `exact_types`, in order.
pub fn exact(exact_types: Vec<DataType>, volatility: Volatility) -> Self {
Signature {
type_signature: TypeSignature::Exact(exact_types),
volatility,
}
}
/// A specified number of arguments of any type
pub fn any(arg_count: usize, volatility: Volatility) -> Self {
Signature {
type_signature: TypeSignature::Any(arg_count),
volatility,
}
}
/// Any one of a list of [TypeSignature]s.
pub fn one_of(type_signatures: Vec<TypeSignature>, volatility: Volatility) -> Self {
Signature {
type_signature: TypeSignature::OneOf(type_signatures),
volatility,
}
}
/// Specialized Signature for ArrayAppend and similar functions
pub fn array_and_element(volatility: Volatility) -> Self {
Signature {
type_signature: TypeSignature::ArraySignature(
ArrayFunctionSignature::ArrayAndElement,
),
volatility,
}
}
/// Specialized Signature for Array functions with an optional index
pub fn array_and_element_and_optional_index(volatility: Volatility) -> Self {
Signature {
type_signature: TypeSignature::ArraySignature(
ArrayFunctionSignature::ArrayAndElementAndOptionalIndex,
),
volatility,
}
}
/// Specialized Signature for ArrayPrepend and similar functions
pub fn element_and_array(volatility: Volatility) -> Self {
Signature {
type_signature: TypeSignature::ArraySignature(
ArrayFunctionSignature::ElementAndArray,
),
volatility,
}
}
/// Specialized Signature for ArrayElement and similar functions
pub fn array_and_index(volatility: Volatility) -> Self {
Signature {
type_signature: TypeSignature::ArraySignature(
ArrayFunctionSignature::ArrayAndIndex,
),
volatility,
}
}
/// Specialized Signature for ArrayEmpty and similar functions
pub fn array(volatility: Volatility) -> Self {
Signature {
type_signature: TypeSignature::ArraySignature(ArrayFunctionSignature::Array),
volatility,
}
}
}
#[cfg(test)]
mod tests {
use super::*;
#[test]
fn supports_zero_argument_tests() {
// Testing `TypeSignature`s which supports 0 arg
let positive_cases = vec![
TypeSignature::Exact(vec![]),
TypeSignature::Uniform(0, vec![DataType::Float64]),
TypeSignature::Any(0),
TypeSignature::OneOf(vec![
TypeSignature::Exact(vec![DataType::Int8]),
TypeSignature::Any(0),
TypeSignature::Uniform(1, vec![DataType::Int8]),
]),
];
for case in positive_cases {
assert!(
case.supports_zero_argument(),
"Expected {:?} to support zero arguments",
case
);
}
// Testing `TypeSignature`s which doesn't support 0 arg
let negative_cases = vec![
TypeSignature::Exact(vec![DataType::Utf8]),
TypeSignature::Uniform(1, vec![DataType::Float64]),
TypeSignature::Any(1),
TypeSignature::VariadicAny,
TypeSignature::OneOf(vec![
TypeSignature::Exact(vec![DataType::Int8]),
TypeSignature::Uniform(1, vec![DataType::Int8]),
]),
];
for case in negative_cases {
assert!(
!case.supports_zero_argument(),
"Expected {:?} not to support zero arguments",
case
);
}
}
}