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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.
//! Built-in functions module contains all the built-in functions definitions.
use std::fmt;
use std::str::FromStr;
use crate::type_coercion::functions::data_types;
use crate::utils;
use crate::{Signature, TypeSignature, Volatility};
use datafusion_common::{plan_datafusion_err, plan_err, DataFusionError, Result};
use arrow::datatypes::DataType;
use strum_macros::EnumIter;
impl fmt::Display for BuiltInWindowFunction {
fn fmt(&self, f: &mut fmt::Formatter) -> fmt::Result {
write!(f, "{}", self.name())
}
}
/// A [window function] built in to DataFusion
///
/// [window function]: https://en.wikipedia.org/wiki/Window_function_(SQL)
#[derive(Debug, Clone, PartialEq, Eq, Hash, EnumIter)]
pub enum BuiltInWindowFunction {
/// number of the current row within its partition, counting from 1
RowNumber,
/// rank of the current row with gaps; same as row_number of its first peer
Rank,
/// rank of the current row without gaps; this function counts peer groups
DenseRank,
/// relative rank of the current row: (rank - 1) / (total rows - 1)
PercentRank,
/// relative rank of the current row: (number of rows preceding or peer with current row) / (total rows)
CumeDist,
/// integer ranging from 1 to the argument value, dividing the partition as equally as possible
Ntile,
/// returns value evaluated at the row that is offset rows before the current row within the partition;
/// if there is no such row, instead return default (which must be of the same type as value).
/// Both offset and default are evaluated with respect to the current row.
/// If omitted, offset defaults to 1 and default to null
Lag,
/// returns value evaluated at the row that is offset rows after the current row within the partition;
/// if there is no such row, instead return default (which must be of the same type as value).
/// Both offset and default are evaluated with respect to the current row.
/// If omitted, offset defaults to 1 and default to null
Lead,
/// returns value evaluated at the row that is the first row of the window frame
FirstValue,
/// returns value evaluated at the row that is the last row of the window frame
LastValue,
/// returns value evaluated at the row that is the nth row of the window frame (counting from 1); null if no such row
NthValue,
}
impl BuiltInWindowFunction {
pub fn name(&self) -> &str {
use BuiltInWindowFunction::*;
match self {
RowNumber => "ROW_NUMBER",
Rank => "RANK",
DenseRank => "DENSE_RANK",
PercentRank => "PERCENT_RANK",
CumeDist => "CUME_DIST",
Ntile => "NTILE",
Lag => "LAG",
Lead => "LEAD",
FirstValue => "first_value",
LastValue => "last_value",
NthValue => "NTH_VALUE",
}
}
}
impl FromStr for BuiltInWindowFunction {
type Err = DataFusionError;
fn from_str(name: &str) -> Result<BuiltInWindowFunction> {
Ok(match name.to_uppercase().as_str() {
"ROW_NUMBER" => BuiltInWindowFunction::RowNumber,
"RANK" => BuiltInWindowFunction::Rank,
"DENSE_RANK" => BuiltInWindowFunction::DenseRank,
"PERCENT_RANK" => BuiltInWindowFunction::PercentRank,
"CUME_DIST" => BuiltInWindowFunction::CumeDist,
"NTILE" => BuiltInWindowFunction::Ntile,
"LAG" => BuiltInWindowFunction::Lag,
"LEAD" => BuiltInWindowFunction::Lead,
"FIRST_VALUE" => BuiltInWindowFunction::FirstValue,
"LAST_VALUE" => BuiltInWindowFunction::LastValue,
"NTH_VALUE" => BuiltInWindowFunction::NthValue,
_ => return plan_err!("There is no built-in window function named {name}"),
})
}
}
/// Returns the datatype of the built-in window function
impl BuiltInWindowFunction {
pub fn return_type(&self, input_expr_types: &[DataType]) -> Result<DataType> {
// Note that this function *must* return the same type that the respective physical expression returns
// or the execution panics.
// verify that this is a valid set of data types for this function
data_types(input_expr_types, &self.signature())
// original errors are all related to wrong function signature
// aggregate them for better error message
.map_err(|_| {
plan_datafusion_err!(
"{}",
utils::generate_signature_error_msg(
&format!("{self}"),
self.signature(),
input_expr_types,
)
)
})?;
match self {
BuiltInWindowFunction::RowNumber
| BuiltInWindowFunction::Rank
| BuiltInWindowFunction::DenseRank
| BuiltInWindowFunction::Ntile => Ok(DataType::UInt64),
BuiltInWindowFunction::PercentRank | BuiltInWindowFunction::CumeDist => {
Ok(DataType::Float64)
}
BuiltInWindowFunction::Lag
| BuiltInWindowFunction::Lead
| BuiltInWindowFunction::FirstValue
| BuiltInWindowFunction::LastValue
| BuiltInWindowFunction::NthValue => Ok(input_expr_types[0].clone()),
}
}
/// the signatures supported by the built-in window function `fun`.
pub fn signature(&self) -> Signature {
// note: the physical expression must accept the type returned by this function or the execution panics.
match self {
BuiltInWindowFunction::RowNumber
| BuiltInWindowFunction::Rank
| BuiltInWindowFunction::DenseRank
| BuiltInWindowFunction::PercentRank
| BuiltInWindowFunction::CumeDist => Signature::any(0, Volatility::Immutable),
BuiltInWindowFunction::Lag | BuiltInWindowFunction::Lead => {
Signature::one_of(
vec![
TypeSignature::Any(1),
TypeSignature::Any(2),
TypeSignature::Any(3),
],
Volatility::Immutable,
)
}
BuiltInWindowFunction::FirstValue | BuiltInWindowFunction::LastValue => {
Signature::any(1, Volatility::Immutable)
}
BuiltInWindowFunction::Ntile => Signature::uniform(
1,
vec![
DataType::UInt64,
DataType::UInt32,
DataType::UInt16,
DataType::UInt8,
DataType::Int64,
DataType::Int32,
DataType::Int16,
DataType::Int8,
],
Volatility::Immutable,
),
BuiltInWindowFunction::NthValue => Signature::any(2, Volatility::Immutable),
}
}
}
#[cfg(test)]
mod tests {
use super::*;
use strum::IntoEnumIterator;
#[test]
// Test for BuiltInWindowFunction's Display and from_str() implementations.
// For each variant in BuiltInWindowFunction, it converts the variant to a string
// and then back to a variant. The test asserts that the original variant and
// the reconstructed variant are the same. This assertion is also necessary for
// function suggestion. See https://github.com/apache/datafusion/issues/8082
fn test_display_and_from_str() {
for func_original in BuiltInWindowFunction::iter() {
let func_name = func_original.to_string();
let func_from_str = BuiltInWindowFunction::from_str(&func_name).unwrap();
assert_eq!(func_from_str, func_original);
}
}
}