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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432
// 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.
//! [`WindowUDF`]: User Defined Window Functions
use std::hash::{DefaultHasher, Hash, Hasher};
use std::{
any::Any,
fmt::{self, Debug, Display, Formatter},
sync::Arc,
};
use arrow::datatypes::DataType;
use datafusion_common::Result;
use crate::expr::WindowFunction;
use crate::{
function::WindowFunctionSimplification, Expr, PartitionEvaluator,
PartitionEvaluatorFactory, ReturnTypeFunction, Signature,
};
/// Logical representation of a user-defined window function (UDWF)
/// A UDWF is different from a UDF in that it is stateful across batches.
///
/// See the documentation on [`PartitionEvaluator`] for more details
///
/// 1. For simple use cases, use [`create_udwf`] (examples in
/// [`simple_udwf.rs`]).
///
/// 2. For advanced use cases, use [`WindowUDFImpl`] which provides full API
/// access (examples in [`advanced_udwf.rs`]).
///
/// # API Note
/// This is a separate struct from `WindowUDFImpl` to maintain backwards
/// compatibility with the older API.
///
/// [`PartitionEvaluator`]: crate::PartitionEvaluator
/// [`create_udwf`]: crate::expr_fn::create_udwf
/// [`simple_udwf.rs`]: https://github.com/apache/datafusion/blob/main/datafusion-examples/examples/simple_udwf.rs
/// [`advanced_udwf.rs`]: https://github.com/apache/datafusion/blob/main/datafusion-examples/examples/advanced_udwf.rs
#[derive(Debug, Clone)]
pub struct WindowUDF {
inner: Arc<dyn WindowUDFImpl>,
}
/// Defines how the WindowUDF is shown to users
impl Display for WindowUDF {
fn fmt(&self, f: &mut Formatter) -> fmt::Result {
write!(f, "{}", self.name())
}
}
impl PartialEq for WindowUDF {
fn eq(&self, other: &Self) -> bool {
self.inner.equals(other.inner.as_ref())
}
}
impl Eq for WindowUDF {}
impl Hash for WindowUDF {
fn hash<H: Hasher>(&self, state: &mut H) {
self.inner.hash_value().hash(state)
}
}
impl WindowUDF {
/// Create a new WindowUDF from low level details.
///
/// See [`WindowUDFImpl`] for a more convenient way to create a
/// `WindowUDF` using trait objects
#[deprecated(since = "34.0.0", note = "please implement WindowUDFImpl instead")]
pub fn new(
name: &str,
signature: &Signature,
return_type: &ReturnTypeFunction,
partition_evaluator_factory: &PartitionEvaluatorFactory,
) -> Self {
Self::new_from_impl(WindowUDFLegacyWrapper {
name: name.to_owned(),
signature: signature.clone(),
return_type: Arc::clone(return_type),
partition_evaluator_factory: Arc::clone(partition_evaluator_factory),
})
}
/// Create a new `WindowUDF` from a `[WindowUDFImpl]` trait object
///
/// Note this is the same as using the `From` impl (`WindowUDF::from`)
pub fn new_from_impl<F>(fun: F) -> WindowUDF
where
F: WindowUDFImpl + 'static,
{
Self {
inner: Arc::new(fun),
}
}
/// Return the underlying [`WindowUDFImpl`] trait object for this function
pub fn inner(&self) -> &Arc<dyn WindowUDFImpl> {
&self.inner
}
/// Adds additional names that can be used to invoke this function, in
/// addition to `name`
///
/// If you implement [`WindowUDFImpl`] directly you should return aliases directly.
pub fn with_aliases(self, aliases: impl IntoIterator<Item = &'static str>) -> Self {
Self::new_from_impl(AliasedWindowUDFImpl::new(Arc::clone(&self.inner), aliases))
}
/// creates a [`Expr`] that calls the window function with default
/// values for `order_by`, `partition_by`, `window_frame`.
///
/// See [`ExprFunctionExt`] for details on setting these values.
///
/// This utility allows using a user defined window function without
/// requiring access to the registry, such as with the DataFrame API.
///
/// [`ExprFunctionExt`]: crate::expr_fn::ExprFunctionExt
pub fn call(&self, args: Vec<Expr>) -> Expr {
let fun = crate::WindowFunctionDefinition::WindowUDF(Arc::new(self.clone()));
Expr::WindowFunction(WindowFunction::new(fun, args))
}
/// Returns this function's name
///
/// See [`WindowUDFImpl::name`] for more details.
pub fn name(&self) -> &str {
self.inner.name()
}
/// Returns the aliases for this function.
pub fn aliases(&self) -> &[String] {
self.inner.aliases()
}
/// Returns this function's signature (what input types are accepted)
///
/// See [`WindowUDFImpl::signature`] for more details.
pub fn signature(&self) -> &Signature {
self.inner.signature()
}
/// Return the type of the function given its input types
///
/// See [`WindowUDFImpl::return_type`] for more details.
pub fn return_type(&self, args: &[DataType]) -> Result<DataType> {
self.inner.return_type(args)
}
/// Do the function rewrite
///
/// See [`WindowUDFImpl::simplify`] for more details.
pub fn simplify(&self) -> Option<WindowFunctionSimplification> {
self.inner.simplify()
}
/// Return a `PartitionEvaluator` for evaluating this window function
pub fn partition_evaluator_factory(&self) -> Result<Box<dyn PartitionEvaluator>> {
self.inner.partition_evaluator()
}
}
impl<F> From<F> for WindowUDF
where
F: WindowUDFImpl + Send + Sync + 'static,
{
fn from(fun: F) -> Self {
Self::new_from_impl(fun)
}
}
/// Trait for implementing [`WindowUDF`].
///
/// This trait exposes the full API for implementing user defined window functions and
/// can be used to implement any function.
///
/// See [`advanced_udwf.rs`] for a full example with complete implementation and
/// [`WindowUDF`] for other available options.
///
///
/// [`advanced_udwf.rs`]: https://github.com/apache/datafusion/blob/main/datafusion-examples/examples/advanced_udwf.rs
/// # Basic Example
/// ```
/// # use std::any::Any;
/// # use arrow::datatypes::DataType;
/// # use datafusion_common::{DataFusionError, plan_err, Result};
/// # use datafusion_expr::{col, Signature, Volatility, PartitionEvaluator, WindowFrame, ExprFunctionExt};
/// # use datafusion_expr::{WindowUDFImpl, WindowUDF};
/// #[derive(Debug, Clone)]
/// struct SmoothIt {
/// signature: Signature
/// }
///
/// impl SmoothIt {
/// fn new() -> Self {
/// Self {
/// signature: Signature::uniform(1, vec![DataType::Int32], Volatility::Immutable)
/// }
/// }
/// }
///
/// /// Implement the WindowUDFImpl trait for AddOne
/// impl WindowUDFImpl for SmoothIt {
/// fn as_any(&self) -> &dyn Any { self }
/// fn name(&self) -> &str { "smooth_it" }
/// fn signature(&self) -> &Signature { &self.signature }
/// fn return_type(&self, args: &[DataType]) -> Result<DataType> {
/// if !matches!(args.get(0), Some(&DataType::Int32)) {
/// return plan_err!("smooth_it only accepts Int32 arguments");
/// }
/// Ok(DataType::Int32)
/// }
/// // The actual implementation would add one to the argument
/// fn partition_evaluator(&self) -> Result<Box<dyn PartitionEvaluator>> { unimplemented!() }
/// }
///
/// // Create a new WindowUDF from the implementation
/// let smooth_it = WindowUDF::from(SmoothIt::new());
///
/// // Call the function `add_one(col)`
/// // smooth_it(speed) OVER (PARTITION BY car ORDER BY time ASC)
/// let expr = smooth_it.call(vec![col("speed")])
/// .partition_by(vec![col("car")])
/// .order_by(vec![col("time").sort(true, true)])
/// .window_frame(WindowFrame::new(None))
/// .build()
/// .unwrap();
/// ```
pub trait WindowUDFImpl: Debug + Send + Sync {
/// Returns this object as an [`Any`] trait object
fn as_any(&self) -> &dyn Any;
/// Returns this function's name
fn name(&self) -> &str;
/// Returns the function's [`Signature`] for information about what input
/// types are accepted and the function's Volatility.
fn signature(&self) -> &Signature;
/// What [`DataType`] will be returned by this function, given the types of
/// the arguments
fn return_type(&self, arg_types: &[DataType]) -> Result<DataType>;
/// Invoke the function, returning the [`PartitionEvaluator`] instance
fn partition_evaluator(&self) -> Result<Box<dyn PartitionEvaluator>>;
/// Returns any aliases (alternate names) for this function.
///
/// Note: `aliases` should only include names other than [`Self::name`].
/// Defaults to `[]` (no aliases)
fn aliases(&self) -> &[String] {
&[]
}
/// Optionally apply per-UDWF simplification / rewrite rules.
///
/// This can be used to apply function specific simplification rules during
/// optimization. The default implementation does nothing.
///
/// Note that DataFusion handles simplifying arguments and "constant
/// folding" (replacing a function call with constant arguments such as
/// `my_add(1,2) --> 3` ). Thus, there is no need to implement such
/// optimizations manually for specific UDFs.
///
/// Example:
/// [`simplify_udwf_expression.rs`]: <https://github.com/apache/arrow-datafusion/blob/main/datafusion-examples/examples/simplify_udwf_expression.rs>
///
/// # Returns
/// [None] if simplify is not defined or,
///
/// Or, a closure with two arguments:
/// * 'window_function': [crate::expr::WindowFunction] for which simplified has been invoked
/// * 'info': [crate::simplify::SimplifyInfo]
fn simplify(&self) -> Option<WindowFunctionSimplification> {
None
}
/// Return true if this window UDF is equal to the other.
///
/// Allows customizing the equality of window UDFs.
/// Must be consistent with [`Self::hash_value`] and follow the same rules as [`Eq`]:
///
/// - reflexive: `a.equals(a)`;
/// - symmetric: `a.equals(b)` implies `b.equals(a)`;
/// - transitive: `a.equals(b)` and `b.equals(c)` implies `a.equals(c)`.
///
/// By default, compares [`Self::name`] and [`Self::signature`].
fn equals(&self, other: &dyn WindowUDFImpl) -> bool {
self.name() == other.name() && self.signature() == other.signature()
}
/// Returns a hash value for this window UDF.
///
/// Allows customizing the hash code of window UDFs. Similarly to [`Hash`] and [`Eq`],
/// if [`Self::equals`] returns true for two UDFs, their `hash_value`s must be the same.
///
/// By default, hashes [`Self::name`] and [`Self::signature`].
fn hash_value(&self) -> u64 {
let hasher = &mut DefaultHasher::new();
self.name().hash(hasher);
self.signature().hash(hasher);
hasher.finish()
}
}
/// WindowUDF that adds an alias to the underlying function. It is better to
/// implement [`WindowUDFImpl`], which supports aliases, directly if possible.
#[derive(Debug)]
struct AliasedWindowUDFImpl {
inner: Arc<dyn WindowUDFImpl>,
aliases: Vec<String>,
}
impl AliasedWindowUDFImpl {
pub fn new(
inner: Arc<dyn WindowUDFImpl>,
new_aliases: impl IntoIterator<Item = &'static str>,
) -> Self {
let mut aliases = inner.aliases().to_vec();
aliases.extend(new_aliases.into_iter().map(|s| s.to_string()));
Self { inner, aliases }
}
}
impl WindowUDFImpl for AliasedWindowUDFImpl {
fn as_any(&self) -> &dyn Any {
self
}
fn name(&self) -> &str {
self.inner.name()
}
fn signature(&self) -> &Signature {
self.inner.signature()
}
fn return_type(&self, arg_types: &[DataType]) -> Result<DataType> {
self.inner.return_type(arg_types)
}
fn partition_evaluator(&self) -> Result<Box<dyn PartitionEvaluator>> {
self.inner.partition_evaluator()
}
fn aliases(&self) -> &[String] {
&self.aliases
}
fn equals(&self, other: &dyn WindowUDFImpl) -> bool {
if let Some(other) = other.as_any().downcast_ref::<AliasedWindowUDFImpl>() {
self.inner.equals(other.inner.as_ref()) && self.aliases == other.aliases
} else {
false
}
}
fn hash_value(&self) -> u64 {
let hasher = &mut DefaultHasher::new();
self.inner.hash_value().hash(hasher);
self.aliases.hash(hasher);
hasher.finish()
}
}
/// Implementation of [`WindowUDFImpl`] that wraps the function style pointers
/// of the older API (see <https://github.com/apache/datafusion/pull/8719>
/// for more details)
pub struct WindowUDFLegacyWrapper {
/// name
name: String,
/// signature
signature: Signature,
/// Return type
return_type: ReturnTypeFunction,
/// Return the partition evaluator
partition_evaluator_factory: PartitionEvaluatorFactory,
}
impl Debug for WindowUDFLegacyWrapper {
fn fmt(&self, f: &mut Formatter) -> fmt::Result {
f.debug_struct("WindowUDF")
.field("name", &self.name)
.field("signature", &self.signature)
.field("return_type", &"<func>")
.field("partition_evaluator_factory", &"<func>")
.finish_non_exhaustive()
}
}
impl WindowUDFImpl for WindowUDFLegacyWrapper {
fn as_any(&self) -> &dyn Any {
self
}
fn name(&self) -> &str {
&self.name
}
fn signature(&self) -> &Signature {
&self.signature
}
fn return_type(&self, arg_types: &[DataType]) -> Result<DataType> {
// Old API returns an Arc of the datatype for some reason
let res = (self.return_type)(arg_types)?;
Ok(res.as_ref().clone())
}
fn partition_evaluator(&self) -> Result<Box<dyn PartitionEvaluator>> {
(self.partition_evaluator_factory)()
}
}