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Add
ParquetAccessPlan
that describes which part of the parquet file…
…s to read
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datafusion/core/src/datasource/physical_plan/parquet/access_plan.rs
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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. | ||
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use parquet::arrow::arrow_reader::{RowSelection, RowSelector}; | ||
use parquet::file::metadata::RowGroupMetaData; | ||
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/// A selection of rows and row groups within a ParquetFile to decode. | ||
/// | ||
/// A `ParquetAccessPlan` is used to limits the row groups and data pages a `ParquetExec` | ||
/// will read and decode and this improve performance. | ||
/// | ||
/// Note that page level pruning based on ArrowPredicate is applied after all of | ||
/// these selections | ||
/// | ||
/// # Example | ||
/// | ||
/// For example, given a Parquet file with 4 row groups, a `ParquetAccessPlan` | ||
/// can be used to specify skipping row group 0 and 2, scanning a range of rows | ||
/// in row group 1, and scanning all rows in row group 3 as follows: | ||
/// | ||
/// ```rust | ||
/// # use parquet::arrow::arrow_reader::{RowSelection, RowSelector}; | ||
/// # use datafusion::datasource::physical_plan::parquet::ParquetAccessPlan; | ||
/// // Default to scan all row groups | ||
/// let mut access_plan = ParquetAccessPlan::new_all(4); | ||
/// access_plan.skip(0); // skip row group | ||
/// // Use parquet reader RowSelector to specify scanning rows 100-200 and 350-400 | ||
/// let row_selection = RowSelection::from(vec![ | ||
/// RowSelector::skip(100), | ||
/// RowSelector::select(100), | ||
/// RowSelector::skip(150), | ||
/// RowSelector::select(50), | ||
/// ]); | ||
/// access_plan.scan_selection(1, row_selection); | ||
/// access_plan.skip(2); // skip row group 2 | ||
/// // row group 3 is scanned by default | ||
/// ``` | ||
/// | ||
/// The resulting plan would look like: | ||
/// | ||
/// ```text | ||
/// ┌ ─ ─ ─ ─ ─ ─ ─ ─ ─ ┐ | ||
/// | ||
/// │ │ SKIP | ||
/// | ||
/// └ ─ ─ ─ ─ ─ ─ ─ ─ ─ ┘ | ||
/// Row Group 0 | ||
/// ┌ ─ ─ ─ ─ ─ ─ ─ ─ ─ ┐ | ||
/// ┌────────────────┐ SCAN ONLY ROWS | ||
/// │└────────────────┘ │ 100-200 | ||
/// ┌────────────────┐ 350-400 | ||
/// │└────────────────┘ │ | ||
/// ─ ─ ─ ─ ─ ─ ─ ─ ─ ─ | ||
/// Row Group 1 | ||
/// ┌ ─ ─ ─ ─ ─ ─ ─ ─ ─ ┐ | ||
/// SKIP | ||
/// │ │ | ||
/// | ||
/// └ ─ ─ ─ ─ ─ ─ ─ ─ ─ ┘ | ||
/// Row Group 2 | ||
/// ┌───────────────────┐ | ||
/// │ │ SCAN ALL ROWS | ||
/// │ │ | ||
/// │ │ | ||
/// └───────────────────┘ | ||
/// Row Group 3 | ||
/// ``` | ||
#[derive(Debug, Clone, PartialEq)] | ||
pub struct ParquetAccessPlan { | ||
/// How to access the i-th row group | ||
row_groups: Vec<RowGroupAccess>, | ||
} | ||
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/// Describes how the parquet reader will access a row group | ||
#[derive(Debug, Clone, PartialEq)] | ||
pub enum RowGroupAccess { | ||
/// Do not read the row group at all | ||
Skip, | ||
/// Read all rows from the row group | ||
Scan, | ||
/// Scan only the specified rows within the row group | ||
Selection(RowSelection), | ||
} | ||
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impl RowGroupAccess { | ||
/// Return true if this row group should be scanned | ||
pub fn should_scan(&self) -> bool { | ||
match self { | ||
RowGroupAccess::Skip => false, | ||
RowGroupAccess::Scan | RowGroupAccess::Selection(_) => true, | ||
} | ||
} | ||
} | ||
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impl ParquetAccessPlan { | ||
/// Create a new `ParquetAccessPlan` that scans all row groups | ||
pub fn new_all(row_group_count: usize) -> Self { | ||
Self { | ||
row_groups: vec![RowGroupAccess::Scan; row_group_count], | ||
} | ||
} | ||
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/// Create a new `ParquetAccessPlan` that scans no row groups | ||
pub fn new_none(row_group_count: usize) -> Self { | ||
Self { | ||
row_groups: vec![RowGroupAccess::Skip; row_group_count], | ||
} | ||
} | ||
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/// Create a new `ParquetAccessPlan` from the specified [`RowGroupAccess`]es | ||
pub fn new(row_groups: Vec<RowGroupAccess>) -> Self { | ||
Self { row_groups } | ||
} | ||
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/// Set the i-th row group to the specified [`RowGroupAccess`] | ||
pub fn set(&mut self, idx: usize, access: RowGroupAccess) { | ||
self.row_groups[idx] = access; | ||
} | ||
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/// skips the i-th row group (should not be scanned) | ||
pub fn skip(&mut self, idx: usize) { | ||
self.set(idx, RowGroupAccess::Skip); | ||
} | ||
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/// Return true if the i-th row group should be scanned | ||
pub fn should_scan(&self, idx: usize) -> bool { | ||
self.row_groups[idx].should_scan() | ||
} | ||
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/// Set to scan only the [`RowSelection`] in the specified row group. | ||
/// | ||
/// Behavior is different depending on the existing access | ||
/// * [`RowGroupAccess::Skip`]: does nothing | ||
/// * [`RowGroupAccess::Scan`]: Updates to scan only the rows in the `RowSelection` | ||
/// * [`RowGroupAccess::Selection`]: Updates to scan only the intersection of the existing selection and the new selection | ||
pub fn scan_selection(&mut self, idx: usize, selection: RowSelection) { | ||
self.row_groups[idx] = match &self.row_groups[idx] { | ||
// already skipping the entire row group | ||
RowGroupAccess::Skip => RowGroupAccess::Skip, | ||
RowGroupAccess::Scan => RowGroupAccess::Selection(selection), | ||
RowGroupAccess::Selection(existing_selection) => { | ||
RowGroupAccess::Selection(existing_selection.intersection(&selection)) | ||
} | ||
} | ||
} | ||
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/// Return the overall `RowSelection` for all scanned row groups | ||
/// | ||
/// This is used to compute the row selection for the parquet reader. See | ||
/// [`ArrowReaderBuilder::with_row_selection`] for more details. | ||
/// | ||
/// Returns | ||
/// * `None` if there are no [`RowGroupAccess::Selection`] | ||
/// * `Some(selection)` if there are [`RowGroupAccess::Selection`]s | ||
/// | ||
/// The returned selection represents which rows to scan across any row | ||
/// row groups which are not skipped. | ||
/// | ||
/// # Example | ||
/// | ||
/// Given an access plan like this: | ||
/// | ||
/// ```text | ||
/// Scan (scan all row group 0) | ||
/// Skip (skip row group 1) | ||
/// Select 50-100 (scan rows 50-100 in row group 2) | ||
/// ``` | ||
/// | ||
/// Assuming each row group has 1000 rows, the resulting row selection would | ||
/// be the rows to scan in row group 0 and 2: | ||
/// | ||
/// ```text | ||
/// Select 1000 (scan all rows in row group 0) | ||
/// Select 50-100 (scan rows 50-100 in row group 2) | ||
/// ``` | ||
/// | ||
/// Note there is no entry for the (entirely) skipped row group 1. | ||
/// | ||
/// [`ArrowReaderBuilder::with_row_selection`]: parquet::arrow::arrow_reader::ArrowReaderBuilder::with_row_selection | ||
pub fn into_overall_row_selection( | ||
self, | ||
row_group_meta_data: &[RowGroupMetaData], | ||
) -> Option<RowSelection> { | ||
assert_eq!(row_group_meta_data.len(), self.row_groups.len()); | ||
if !self | ||
.row_groups | ||
.iter() | ||
.any(|rg| matches!(rg, RowGroupAccess::Selection(_))) | ||
{ | ||
return None; | ||
} | ||
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let total_selection: RowSelection = self | ||
.row_groups | ||
.into_iter() | ||
.zip(row_group_meta_data.iter()) | ||
.flat_map(|(rg, rg_meta)| { | ||
match rg { | ||
RowGroupAccess::Skip => vec![], | ||
RowGroupAccess::Scan => { | ||
// need a row group access to scan the entire row group (need row group counts) | ||
vec![RowSelector::select(rg_meta.num_rows() as usize)] | ||
} | ||
RowGroupAccess::Selection(selection) => { | ||
let selection: Vec<RowSelector> = selection.into(); | ||
selection | ||
} | ||
} | ||
}) | ||
.collect(); | ||
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Some(total_selection) | ||
} | ||
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/// Return an iterator over the row group indexes that should be scanned | ||
pub fn row_group_index_iter(&self) -> impl Iterator<Item = usize> + '_ { | ||
self.row_groups.iter().enumerate().filter_map(|(idx, b)| { | ||
if b.should_scan() { | ||
Some(idx) | ||
} else { | ||
None | ||
} | ||
}) | ||
} | ||
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/// Return a vec of all row group indexes to scan | ||
pub fn row_group_indexes(&self) -> Vec<usize> { | ||
self.row_group_index_iter().collect() | ||
} | ||
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/// Return the total number of row groups (not the total number or groups to | ||
/// scan) | ||
pub fn len(&self) -> usize { | ||
self.row_groups.len() | ||
} | ||
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/// Return true if there are no row groups | ||
pub fn is_empty(&self) -> bool { | ||
self.row_groups.is_empty() | ||
} | ||
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/// Get a reference to the inner accesses | ||
pub fn inner(&self) -> &[RowGroupAccess] { | ||
&self.row_groups | ||
} | ||
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/// Covert into the inner row group accesses | ||
pub fn into_inner(self) -> Vec<RowGroupAccess> { | ||
self.row_groups | ||
} | ||
} | ||
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#[cfg(test)] | ||
mod test { | ||
use super::*; | ||
use parquet::basic::LogicalType; | ||
use parquet::file::metadata::ColumnChunkMetaData; | ||
use parquet::schema::types::{SchemaDescPtr, SchemaDescriptor}; | ||
use std::sync::{Arc, OnceLock}; | ||
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#[test] | ||
fn test_overall_row_selection_only_scans() { | ||
assert_eq!( | ||
overall_row_selection(vec![ | ||
RowGroupAccess::Scan, | ||
RowGroupAccess::Scan, | ||
RowGroupAccess::Scan, | ||
RowGroupAccess::Scan, | ||
]), | ||
None | ||
); | ||
} | ||
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#[test] | ||
fn test_overall_row_selection_only_skips() { | ||
assert_eq!( | ||
overall_row_selection(vec![ | ||
RowGroupAccess::Skip, | ||
RowGroupAccess::Skip, | ||
RowGroupAccess::Skip, | ||
RowGroupAccess::Skip, | ||
]), | ||
None | ||
); | ||
} | ||
#[test] | ||
fn test_overall_row_selection_mixed_1() { | ||
assert_eq!( | ||
overall_row_selection(vec![ | ||
RowGroupAccess::Scan, | ||
RowGroupAccess::Selection( | ||
vec![RowSelector::select(5), RowSelector::skip(7)].into() | ||
), | ||
RowGroupAccess::Skip, | ||
RowGroupAccess::Skip, | ||
]), | ||
Some( | ||
vec![ | ||
// select the entire first row group | ||
RowSelector::select(10), | ||
// selectors from the second row group | ||
RowSelector::select(5), | ||
RowSelector::skip(7) | ||
] | ||
.into() | ||
) | ||
); | ||
} | ||
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#[test] | ||
fn test_overall_row_selection_mixed_2() { | ||
assert_eq!( | ||
overall_row_selection(vec![ | ||
RowGroupAccess::Skip, | ||
RowGroupAccess::Scan, | ||
RowGroupAccess::Selection( | ||
vec![RowSelector::select(5), RowSelector::skip(7)].into() | ||
), | ||
RowGroupAccess::Scan, | ||
]), | ||
Some( | ||
vec![ | ||
// select the entire second row group | ||
RowSelector::select(20), | ||
// selectors from the third row group | ||
RowSelector::select(5), | ||
RowSelector::skip(7), | ||
// select the entire fourth row group | ||
RowSelector::select(40), | ||
] | ||
.into() | ||
) | ||
); | ||
} | ||
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/// Computes the overall row selection for the given row group access list | ||
fn overall_row_selection( | ||
row_group_access: Vec<RowGroupAccess>, | ||
) -> Option<RowSelection> { | ||
let access_plan = ParquetAccessPlan::new(row_group_access); | ||
access_plan.into_overall_row_selection(row_group_metadata()) | ||
} | ||
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static ROW_GROUP_METADATA: OnceLock<Vec<RowGroupMetaData>> = OnceLock::new(); | ||
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/// [`RowGroupMetaData`] that returns 4 row groups with 10, 20, 30, 40 rows | ||
/// respectively | ||
fn row_group_metadata() -> &'static [RowGroupMetaData] { | ||
ROW_GROUP_METADATA.get_or_init(|| { | ||
let schema_descr = get_test_schema_descr(); | ||
let row_counts = [10, 20, 30, 40]; | ||
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row_counts | ||
.into_iter() | ||
.map(|num_rows| { | ||
let column = ColumnChunkMetaData::builder(schema_descr.column(0)) | ||
.set_num_values(num_rows) | ||
.build() | ||
.unwrap(); | ||
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RowGroupMetaData::builder(schema_descr.clone()) | ||
.set_num_rows(num_rows) | ||
.set_column_metadata(vec![column]) | ||
.build() | ||
.unwrap() | ||
}) | ||
.collect() | ||
}) | ||
} | ||
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/// Single column schema with a single column named "a" of type `BYTE_ARRAY`/`String` | ||
fn get_test_schema_descr() -> SchemaDescPtr { | ||
use parquet::basic::Type as PhysicalType; | ||
use parquet::schema::types::Type as SchemaType; | ||
let field = SchemaType::primitive_type_builder("a", PhysicalType::BYTE_ARRAY) | ||
.with_logical_type(Some(LogicalType::String)) | ||
.build() | ||
.unwrap(); | ||
let schema = SchemaType::group_type_builder("schema") | ||
.with_fields(vec![Arc::new(field)]) | ||
.build() | ||
.unwrap(); | ||
Arc::new(SchemaDescriptor::new(Arc::new(schema))) | ||
} | ||
} |
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