1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363
// 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.
//! Window frame module
//!
//! The frame-spec determines which output rows are read by an aggregate window function. The frame-spec consists of four parts:
//! - A frame type - either ROWS, RANGE or GROUPS,
//! - A starting frame boundary,
//! - An ending frame boundary,
//! - An EXCLUDE clause.
use datafusion_common::{plan_err, sql_err, DataFusionError, Result, ScalarValue};
use sqlparser::ast;
use sqlparser::parser::ParserError::ParserError;
use std::convert::{From, TryFrom};
use std::fmt;
use std::hash::Hash;
/// The frame-spec determines which output rows are read by an aggregate window function.
///
/// The ending frame boundary can be omitted (if the BETWEEN and AND keywords that surround the
/// starting frame boundary are also omitted), in which case the ending frame boundary defaults to
/// CURRENT ROW.
#[derive(Debug, Clone, PartialEq, Eq, Hash)]
pub struct WindowFrame {
/// A frame type - either ROWS, RANGE or GROUPS
pub units: WindowFrameUnits,
/// A starting frame boundary
pub start_bound: WindowFrameBound,
/// An ending frame boundary
pub end_bound: WindowFrameBound,
}
impl fmt::Display for WindowFrame {
fn fmt(&self, f: &mut fmt::Formatter) -> fmt::Result {
write!(
f,
"{} BETWEEN {} AND {}",
self.units, self.start_bound, self.end_bound
)?;
Ok(())
}
}
impl TryFrom<ast::WindowFrame> for WindowFrame {
type Error = DataFusionError;
fn try_from(value: ast::WindowFrame) -> Result<Self> {
let start_bound = value.start_bound.try_into()?;
let end_bound = match value.end_bound {
Some(value) => value.try_into()?,
None => WindowFrameBound::CurrentRow,
};
if let WindowFrameBound::Following(val) = &start_bound {
if val.is_null() {
plan_err!(
"Invalid window frame: start bound cannot be UNBOUNDED FOLLOWING"
)?
}
} else if let WindowFrameBound::Preceding(val) = &end_bound {
if val.is_null() {
plan_err!(
"Invalid window frame: end bound cannot be UNBOUNDED PRECEDING"
)?
}
};
Ok(Self {
units: value.units.into(),
start_bound,
end_bound,
})
}
}
impl WindowFrame {
/// Creates a new, default window frame (with the meaning of default depending on whether the
/// frame contains an `ORDER BY` clause.
pub fn new(has_order_by: bool) -> Self {
if has_order_by {
// This window frame covers the table (or partition if `PARTITION BY` is used)
// from beginning to the `CURRENT ROW` (with same rank). It is used when the `OVER`
// clause contains an `ORDER BY` clause but no frame.
WindowFrame {
units: WindowFrameUnits::Range,
start_bound: WindowFrameBound::Preceding(ScalarValue::Null),
end_bound: WindowFrameBound::CurrentRow,
}
} else {
// This window frame covers the whole table (or partition if `PARTITION BY` is used).
// It is used when the `OVER` clause does not contain an `ORDER BY` clause and there is
// no frame.
WindowFrame {
units: WindowFrameUnits::Rows,
start_bound: WindowFrameBound::Preceding(ScalarValue::UInt64(None)),
end_bound: WindowFrameBound::Following(ScalarValue::UInt64(None)),
}
}
}
/// Get reversed window frame. For example
/// `3 ROWS PRECEDING AND 2 ROWS FOLLOWING` -->
/// `2 ROWS PRECEDING AND 3 ROWS FOLLOWING`
pub fn reverse(&self) -> Self {
let start_bound = match &self.end_bound {
WindowFrameBound::Preceding(elem) => {
WindowFrameBound::Following(elem.clone())
}
WindowFrameBound::Following(elem) => {
WindowFrameBound::Preceding(elem.clone())
}
WindowFrameBound::CurrentRow => WindowFrameBound::CurrentRow,
};
let end_bound = match &self.start_bound {
WindowFrameBound::Preceding(elem) => {
WindowFrameBound::Following(elem.clone())
}
WindowFrameBound::Following(elem) => {
WindowFrameBound::Preceding(elem.clone())
}
WindowFrameBound::CurrentRow => WindowFrameBound::CurrentRow,
};
WindowFrame {
units: self.units,
start_bound,
end_bound,
}
}
}
/// Construct equivalent explicit window frames for implicit corner cases.
/// With this processing, we may assume in downstream code that RANGE/GROUPS
/// frames contain an appropriate ORDER BY clause.
pub fn regularize(mut frame: WindowFrame, order_bys: usize) -> Result<WindowFrame> {
if frame.units == WindowFrameUnits::Range && order_bys != 1 {
// Normally, RANGE frames require an ORDER BY clause with exactly one
// column. However, an ORDER BY clause may be absent in two edge cases.
if (frame.start_bound.is_unbounded()
|| frame.start_bound == WindowFrameBound::CurrentRow)
&& (frame.end_bound == WindowFrameBound::CurrentRow
|| frame.end_bound.is_unbounded())
{
if order_bys == 0 {
frame.units = WindowFrameUnits::Rows;
frame.start_bound =
WindowFrameBound::Preceding(ScalarValue::UInt64(None));
frame.end_bound = WindowFrameBound::Following(ScalarValue::UInt64(None));
}
} else {
plan_err!("RANGE requires exactly one ORDER BY column")?
}
} else if frame.units == WindowFrameUnits::Groups && order_bys == 0 {
plan_err!("GROUPS requires an ORDER BY clause")?
};
Ok(frame)
}
/// There are five ways to describe starting and ending frame boundaries:
///
/// 1. UNBOUNDED PRECEDING
/// 2. `<expr>` PRECEDING
/// 3. CURRENT ROW
/// 4. `<expr>` FOLLOWING
/// 5. UNBOUNDED FOLLOWING
///
#[derive(Debug, Clone, PartialEq, Eq, Hash)]
pub enum WindowFrameBound {
/// 1. UNBOUNDED PRECEDING
/// The frame boundary is the first row in the partition.
///
/// 2. `<expr>` PRECEDING
/// `<expr>` must be a non-negative constant numeric expression. The boundary is a row that
/// is `<expr>` "units" prior to the current row.
Preceding(ScalarValue),
/// 3. The current row.
///
/// For RANGE and GROUPS frame types, peers of the current row are also
/// included in the frame, unless specifically excluded by the EXCLUDE clause.
/// This is true regardless of whether CURRENT ROW is used as the starting or ending frame
/// boundary.
CurrentRow,
/// 4. This is the same as "`<expr>` PRECEDING" except that the boundary is `<expr>` units after the
/// current rather than before the current row.
///
/// 5. UNBOUNDED FOLLOWING
/// The frame boundary is the last row in the partition.
Following(ScalarValue),
}
impl WindowFrameBound {
pub fn is_unbounded(&self) -> bool {
match self {
WindowFrameBound::Preceding(elem) => elem.is_null(),
WindowFrameBound::CurrentRow => false,
WindowFrameBound::Following(elem) => elem.is_null(),
}
}
}
impl TryFrom<ast::WindowFrameBound> for WindowFrameBound {
type Error = DataFusionError;
fn try_from(value: ast::WindowFrameBound) -> Result<Self> {
Ok(match value {
ast::WindowFrameBound::Preceding(Some(v)) => {
Self::Preceding(convert_frame_bound_to_scalar_value(*v)?)
}
ast::WindowFrameBound::Preceding(None) => Self::Preceding(ScalarValue::Null),
ast::WindowFrameBound::Following(Some(v)) => {
Self::Following(convert_frame_bound_to_scalar_value(*v)?)
}
ast::WindowFrameBound::Following(None) => Self::Following(ScalarValue::Null),
ast::WindowFrameBound::CurrentRow => Self::CurrentRow,
})
}
}
pub fn convert_frame_bound_to_scalar_value(v: ast::Expr) -> Result<ScalarValue> {
Ok(ScalarValue::Utf8(Some(match v {
ast::Expr::Value(ast::Value::Number(value, false))
| ast::Expr::Value(ast::Value::SingleQuotedString(value)) => value,
ast::Expr::Interval(ast::Interval {
value,
leading_field,
..
}) => {
let result = match *value {
ast::Expr::Value(ast::Value::SingleQuotedString(item)) => item,
e => {
return sql_err!(ParserError(format!(
"INTERVAL expression cannot be {e:?}"
)));
}
};
if let Some(leading_field) = leading_field {
format!("{result} {leading_field}")
} else {
result
}
}
_ => plan_err!(
"Invalid window frame: frame offsets must be non negative integers"
)?,
})))
}
impl fmt::Display for WindowFrameBound {
fn fmt(&self, f: &mut fmt::Formatter) -> fmt::Result {
match self {
WindowFrameBound::Preceding(n) => {
if n.is_null() {
f.write_str("UNBOUNDED PRECEDING")
} else {
write!(f, "{n} PRECEDING")
}
}
WindowFrameBound::CurrentRow => f.write_str("CURRENT ROW"),
WindowFrameBound::Following(n) => {
if n.is_null() {
f.write_str("UNBOUNDED FOLLOWING")
} else {
write!(f, "{n} FOLLOWING")
}
}
}
}
}
/// There are three frame types: ROWS, GROUPS, and RANGE. The frame type determines how the
/// starting and ending boundaries of the frame are measured.
#[derive(Debug, Clone, Copy, PartialEq, Eq, PartialOrd, Hash)]
pub enum WindowFrameUnits {
/// The ROWS frame type means that the starting and ending boundaries for the frame are
/// determined by counting individual rows relative to the current row.
Rows,
/// The RANGE frame type requires that the ORDER BY clause of the window have exactly one
/// term. Call that term "X". With the RANGE frame type, the elements of the frame are
/// determined by computing the value of expression X for all rows in the partition and framing
/// those rows for which the value of X is within a certain range of the value of X for the
/// current row.
Range,
/// The GROUPS frame type means that the starting and ending boundaries are determine
/// by counting "groups" relative to the current group. A "group" is a set of rows that all have
/// equivalent values for all all terms of the window ORDER BY clause.
Groups,
}
impl fmt::Display for WindowFrameUnits {
fn fmt(&self, f: &mut fmt::Formatter) -> fmt::Result {
f.write_str(match self {
WindowFrameUnits::Rows => "ROWS",
WindowFrameUnits::Range => "RANGE",
WindowFrameUnits::Groups => "GROUPS",
})
}
}
impl From<ast::WindowFrameUnits> for WindowFrameUnits {
fn from(value: ast::WindowFrameUnits) -> Self {
match value {
ast::WindowFrameUnits::Range => Self::Range,
ast::WindowFrameUnits::Groups => Self::Groups,
ast::WindowFrameUnits::Rows => Self::Rows,
}
}
}
#[cfg(test)]
mod tests {
use super::*;
#[test]
fn test_window_frame_creation() -> Result<()> {
let window_frame = ast::WindowFrame {
units: ast::WindowFrameUnits::Range,
start_bound: ast::WindowFrameBound::Following(None),
end_bound: None,
};
let err = WindowFrame::try_from(window_frame).unwrap_err();
assert_eq!(
err.strip_backtrace(),
"Error during planning: Invalid window frame: start bound cannot be UNBOUNDED FOLLOWING".to_owned()
);
let window_frame = ast::WindowFrame {
units: ast::WindowFrameUnits::Range,
start_bound: ast::WindowFrameBound::Preceding(None),
end_bound: Some(ast::WindowFrameBound::Preceding(None)),
};
let err = WindowFrame::try_from(window_frame).unwrap_err();
assert_eq!(
err.strip_backtrace(),
"Error during planning: Invalid window frame: end bound cannot be UNBOUNDED PRECEDING".to_owned()
);
let window_frame = ast::WindowFrame {
units: ast::WindowFrameUnits::Rows,
start_bound: ast::WindowFrameBound::Preceding(Some(Box::new(
ast::Expr::Value(ast::Value::Number("2".to_string(), false)),
))),
end_bound: Some(ast::WindowFrameBound::Preceding(Some(Box::new(
ast::Expr::Value(ast::Value::Number("1".to_string(), false)),
)))),
};
let result = WindowFrame::try_from(window_frame);
assert!(result.is_ok());
Ok(())
}
}