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Add Parquet RowFilter API #2335
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@@ -100,7 +100,7 @@ pub trait ArrayReader: Send { | |
/// A collection of row groups | ||
pub trait RowGroupCollection { | ||
/// Get schema of parquet file. | ||
fn schema(&self) -> Result<SchemaDescPtr>; | ||
fn schema(&self) -> SchemaDescPtr; | ||
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/// Get the numer of rows in this collection | ||
fn num_rows(&self) -> usize; | ||
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@@ -110,8 +110,8 @@ pub trait RowGroupCollection { | |
} | ||
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impl RowGroupCollection for Arc<dyn FileReader> { | ||
fn schema(&self) -> Result<SchemaDescPtr> { | ||
Ok(self.metadata().file_metadata().schema_descr_ptr()) | ||
fn schema(&self) -> SchemaDescPtr { | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Drive by cleanup |
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self.metadata().file_metadata().schema_descr_ptr() | ||
} | ||
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fn num_rows(&self) -> usize { | ||
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@@ -0,0 +1,95 @@ | ||
// 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. | ||
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use crate::arrow::ProjectionMask; | ||
use arrow::array::BooleanArray; | ||
use arrow::error::Result as ArrowResult; | ||
use arrow::record_batch::RecordBatch; | ||
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/// A predicate operating on [`RecordBatch`] | ||
pub trait ArrowPredicate: Send + 'static { | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. This is to make things more extensible in the long run |
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/// Returns the projection mask for this predicate | ||
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fn projection(&self) -> &ProjectionMask; | ||
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/// Called with a [`RecordBatch`] containing the columns identified by [`Self::mask`], | ||
/// with `true` values in the returned [`BooleanArray`] indicating rows | ||
/// matching the predicate. | ||
/// | ||
/// The returned [`BooleanArray`] must not contain any nulls | ||
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fn filter(&mut self, batch: RecordBatch) -> ArrowResult<BooleanArray>; | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. should this be named There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I think both names are kind of confusing tbh, I'll rename it to |
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} | ||
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/// An [`ArrowPredicate`] created from an [`FnMut`] | ||
pub struct ArrowPredicateFn<F> { | ||
f: F, | ||
projection: ProjectionMask, | ||
} | ||
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impl<F> ArrowPredicateFn<F> | ||
where | ||
F: FnMut(RecordBatch) -> ArrowResult<BooleanArray> + Send + 'static, | ||
{ | ||
/// Create a new [`ArrowPredicateFn`] | ||
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pub fn new(projection: ProjectionMask, f: F) -> Self { | ||
Self { f, projection } | ||
} | ||
} | ||
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impl<F> ArrowPredicate for ArrowPredicateFn<F> | ||
where | ||
F: FnMut(RecordBatch) -> ArrowResult<BooleanArray> + Send + 'static, | ||
{ | ||
fn projection(&self) -> &ProjectionMask { | ||
&self.projection | ||
} | ||
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fn filter(&mut self, batch: RecordBatch) -> ArrowResult<BooleanArray> { | ||
(self.f)(batch) | ||
} | ||
} | ||
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/// 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 resulting [`RowSelection`] will be | ||
/// used to return just the desired rows. | ||
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/// | ||
/// This design has a couple of implications: | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. This is the major change vs #2310, FYI @thinkharderdev There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Nice, I like this |
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/// | ||
/// * [`RowFilter`] can be used to skip fetching IO, in addition to decode overheads | ||
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/// * 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. | ||
/// | ||
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pub struct RowFilter { | ||
/// A list of [`ArrowPredicate`] | ||
pub(crate) predicates: Vec<Box<dyn ArrowPredicate>>, | ||
} | ||
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impl RowFilter { | ||
/// Create a new [`RowFilter`] from an array of [`ArrowPredicate`] | ||
pub fn new(predicates: Vec<Box<dyn ArrowPredicate>>) -> Self { | ||
Self { predicates } | ||
} | ||
} |
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Drive by cleanup