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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";
///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. An example of this is [super::BuiltinScalarFunction::Cos]. 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 [super::BuiltinScalarFunction::Now]. 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 [super::BuiltinScalarFunction::Random]. 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 calles `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 {
/// arbitrary number of 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>),
/// arbitrary number of arguments of an arbitrary but equal type.
/// DataFusion attempts to coerce all argument types to match the first argument's type
///
/// # Examples
/// A function such as `array` is `VariadicEqual`
VariadicEqual,
/// arbitrary number of 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
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.
OneOf(Vec<TypeSignature>),
}
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::Exact(types) => {
vec![Self::join_types(types, ", ")]
}
TypeSignature::Any(arg_count) => {
vec![std::iter::repeat("Any")
.take(*arg_count)
.collect::<Vec<&str>>()
.join(", ")]
}
TypeSignature::VariadicEqual => vec!["T, .., T".to_string()],
TypeSignature::VariadicAny => vec!["Any, .., Any".to_string()],
TypeSignature::OneOf(sigs) => {
sigs.iter().flat_map(|s| s.to_string_repr()).collect()
}
}
}
/// 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)
}
}
/// 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,
}
}
/// An arbitrary number of arguments of the same type.
pub fn variadic_equal(volatility: Volatility) -> Self {
Self {
type_signature: TypeSignature::VariadicEqual,
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,
}
}
}