-
Notifications
You must be signed in to change notification settings - Fork 853
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
* Add RowFilter API * Review feedback * Fix doc * Fix handling of NULL boolean array * Add tests, fix bugs * Fix clippy * Review feedback * Fix doc
- Loading branch information
Showing
7 changed files
with
910 additions
and
196 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,109 @@ | ||
// 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. | ||
|
||
use crate::arrow::ProjectionMask; | ||
use arrow::array::BooleanArray; | ||
use arrow::error::Result as ArrowResult; | ||
use arrow::record_batch::RecordBatch; | ||
|
||
/// A predicate operating on [`RecordBatch`] | ||
pub trait ArrowPredicate: Send + 'static { | ||
/// Returns the [`ProjectionMask`] that describes the columns required | ||
/// to evaluate this predicate. All projected columns will be provided in the `batch` | ||
/// passed to [`evaluate`](Self::evaluate) | ||
fn projection(&self) -> &ProjectionMask; | ||
|
||
/// Evaluate this predicate for the given [`RecordBatch`] containing the columns | ||
/// identified by [`Self::projection`] | ||
/// | ||
/// Rows that are `true` in the returned [`BooleanArray`] will be returned by the | ||
/// parquet reader, whereas rows that are `false` or `Null` will not be | ||
fn evaluate(&mut self, batch: RecordBatch) -> ArrowResult<BooleanArray>; | ||
} | ||
|
||
/// An [`ArrowPredicate`] created from an [`FnMut`] | ||
pub struct ArrowPredicateFn<F> { | ||
f: F, | ||
projection: ProjectionMask, | ||
} | ||
|
||
impl<F> ArrowPredicateFn<F> | ||
where | ||
F: FnMut(RecordBatch) -> ArrowResult<BooleanArray> + Send + 'static, | ||
{ | ||
/// Create a new [`ArrowPredicateFn`]. `f` will be passed batches | ||
/// that contains the columns specified in `projection` | ||
/// and returns a [`BooleanArray`] that describes which rows should | ||
/// be passed along | ||
pub fn new(projection: ProjectionMask, f: F) -> Self { | ||
Self { f, projection } | ||
} | ||
} | ||
|
||
impl<F> ArrowPredicate for ArrowPredicateFn<F> | ||
where | ||
F: FnMut(RecordBatch) -> ArrowResult<BooleanArray> + Send + 'static, | ||
{ | ||
fn projection(&self) -> &ProjectionMask { | ||
&self.projection | ||
} | ||
|
||
fn evaluate(&mut self, batch: RecordBatch) -> ArrowResult<BooleanArray> { | ||
(self.f)(batch) | ||
} | ||
} | ||
|
||
/// A [`RowFilter`] allows pushing down a filter predicate to skip IO and decode | ||
/// | ||
/// This consists of a list of [`ArrowPredicate`] where only the rows that satisfy all | ||
/// of the predicates will be returned. Any [`RowSelection`] will be applied prior | ||
/// to the first predicate, and each predicate in turn will then be used to compute | ||
/// a more refined [`RowSelection`] to use when evaluating the subsequent predicates. | ||
/// | ||
/// Once all predicates have been evaluated, the final [`RowSelection`] is applied | ||
/// to the top-level [`ProjectionMask`] to produce the final output [`RecordBatch`]. | ||
/// | ||
/// This design has a couple of implications: | ||
/// | ||
/// * [`RowFilter`] can be used to skip entire pages, and thus IO, in addition to CPU decode overheads | ||
/// * Columns may be decoded multiple times if they appear in multiple [`ProjectionMask`] | ||
/// * IO will be deferred until needed by a [`ProjectionMask`] | ||
/// | ||
/// As such there is a trade-off between a single large predicate, or multiple predicates, | ||
/// that will depend on the shape of the data. Whilst multiple smaller predicates may | ||
/// minimise the amount of data scanned/decoded, it may not be faster overall. | ||
/// | ||
/// For example, if a predicate that needs a single column of data filters out all but | ||
/// 1% of the rows, applying it as one of the early `ArrowPredicateFn` will likely significantly | ||
/// improve performance. | ||
/// | ||
/// As a counter example, if a predicate needs several columns of data to evaluate but | ||
/// leaves 99% of the rows, it may be better to not filter the data from parquet and | ||
/// apply the filter after the RecordBatch has been fully decoded. | ||
/// | ||
/// [`RowSelection`]: [super::selection::RowSelection] | ||
pub struct RowFilter { | ||
/// A list of [`ArrowPredicate`] | ||
pub(crate) predicates: Vec<Box<dyn ArrowPredicate>>, | ||
} | ||
|
||
impl RowFilter { | ||
/// Create a new [`RowFilter`] from an array of [`ArrowPredicate`] | ||
pub fn new(predicates: Vec<Box<dyn ArrowPredicate>>) -> Self { | ||
Self { predicates } | ||
} | ||
} |
Oops, something went wrong.