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Merge pull request #10509 from aalexandrov/qgm-outer-to-inner-join
qgm: implement `SimplifyOuterJoins` rule in QGM
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// Copyright Materialize, Inc. and contributors. All rights reserved. | ||
// | ||
// Use of this software is governed by the Business Source License | ||
// included in the LICENSE file. | ||
// | ||
// As of the Change Date specified in that file, in accordance with | ||
// the Business Source License, use of this software will be governed | ||
// by the Apache License, Version 2.0. | ||
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//! Implements outerjoin simplification as a variant of Algorithm A in the seminal | ||
//! paper by Rosenthal and Galindo-Legaria[^1]. | ||
//! | ||
//! [^1]: [Galindo-Legaria, Cesar, and Arnon Rosenthal. | ||
//! "Outerjoin simplification and reordering for query optimization." | ||
//! ACM Transactions on Database Systems (TODS) 22.1 (1997): 43-74. | ||
//! ](https://www.academia.edu/26160408/Outerjoin_simplification_and_reordering_for_query_optimization) | ||
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pub(crate) mod simplify_outer_joins; |
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src/sql/src/query_model/rewrite/rule/simplify_outer_joins.rs
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// Copyright Materialize, Inc. and contributors. All rights reserved. | ||
// | ||
// Use of this software is governed by the Business Source License | ||
// included in the LICENSE file. | ||
// | ||
// As of the Change Date specified in that file, in accordance with | ||
// the Business Source License, use of this software will be governed | ||
// by the Apache License, Version 2.0. | ||
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//! Implements outerjoin simplification. | ||
//! | ||
//! For each outer join box, check to see if any ancestor rejects nulls | ||
//! on its output. | ||
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use std::cell::RefCell; | ||
use std::collections::HashSet; | ||
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use crate::query_model::attribute::core::Attribute; | ||
use crate::query_model::attribute::propagated_nulls::PropagatedNulls; | ||
use crate::query_model::attribute::rejected_nulls::RejectedNulls; | ||
use crate::query_model::model::{ | ||
BoundRef, BoxType, ColumnReference, QuantifierType, QueryBox, Select, | ||
}; | ||
use crate::query_model::rewrite::ApplyStrategy; | ||
use crate::query_model::rewrite::Rule; | ||
use crate::query_model::rewrite::VisitOrder; | ||
use crate::query_model::{BoxId, Model, QuantifierId}; | ||
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pub(crate) struct SimplifyOuterJoins; | ||
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impl Rule for SimplifyOuterJoins { | ||
/// A (non-empty) sequence of ids corresponding to quantifiers whose type | ||
/// should be changed from [QuantifierType::PreservedForeach] to | ||
/// [QuantifierType::Foreach], and the box that the quantifiers belong to. | ||
type Match = (BoxId, Vec<QuantifierId>); | ||
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fn name(&self) -> &'static str { | ||
"SimplifyOuterJoins" | ||
} | ||
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fn strategy(&self) -> ApplyStrategy { | ||
ApplyStrategy::AllBoxes(VisitOrder::Pre) | ||
} | ||
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fn required_attributes(&self) -> std::collections::HashSet<Box<dyn Attribute>> { | ||
HashSet::from([ | ||
Box::new(PropagatedNulls) as Box<dyn Attribute>, | ||
Box::new(RejectedNulls) as Box<dyn Attribute>, | ||
]) | ||
} | ||
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fn check( | ||
&self, | ||
model: &crate::query_model::Model, | ||
box_id_to_check: crate::query_model::BoxId, | ||
) -> Option<Self::Match> { | ||
let mut quantifiers_to_change = vec![]; | ||
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let box_to_check = model.get_box(box_id_to_check); | ||
if let BoxType::OuterJoin(..) = box_to_check.box_type { | ||
assert_eq!(box_to_check.input_quantifiers().count(), 2); | ||
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// We currently only apply the rule to an outer join if a unique | ||
// ancestor chain can be found going from the top box to the box to | ||
// check. We might remove this constraint in the future. | ||
// See [this comment](https://github.com/MaterializeInc/materialize/issues/10239#issuecomment-1030123237) | ||
// and the preceding discussion for more details. | ||
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let unique_ancestor_chain = unique_ancestor_chain(model, box_id_to_check); | ||
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if let Some(ancestor_chain) = unique_ancestor_chain { | ||
// Collect all the rejected nulls from all the ancestors in the chain. | ||
let mut ancestral_rejected_nulls = HashSet::new(); | ||
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// As we move down the chain, going from parent to child, | ||
// We want to translate the rejected nulls for each parent box | ||
// to be in terms of the child box. Then we want to add the | ||
// nulls that the child box rejects. | ||
for ancestor_id in ancestor_chain { | ||
let ancestor_box = model.get_box(ancestor_id); | ||
map_nulls_to_inputs(&mut ancestral_rejected_nulls, &ancestor_box); | ||
ancestral_rejected_nulls.extend( | ||
ancestor_box | ||
.attributes | ||
.get::<RejectedNulls>() | ||
.into_iter() | ||
.cloned(), | ||
); | ||
} | ||
map_nulls_to_inputs(&mut ancestral_rejected_nulls, &box_to_check); | ||
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let mut quantifiers = box_to_check.input_quantifiers(); | ||
let lhs = quantifiers.next().unwrap(); | ||
let rhs = quantifiers.next().unwrap(); | ||
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let rej_lhs = ancestral_rejected_nulls | ||
.iter() | ||
.any(|c| c.quantifier_id == lhs.id); | ||
let rej_rhs = ancestral_rejected_nulls | ||
.iter() | ||
.any(|c| c.quantifier_id == rhs.id); | ||
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// If null rows are rejected from LHS, and RHS is a | ||
// PreservedForeach quantifier, change the RHS to a Foreach | ||
// quantifier. | ||
if rej_lhs && rhs.quantifier_type == QuantifierType::PreservedForeach { | ||
quantifiers_to_change.push(rhs.id); | ||
} | ||
// And vice versa. | ||
if rej_rhs && lhs.quantifier_type == QuantifierType::PreservedForeach { | ||
quantifiers_to_change.push(lhs.id); | ||
} | ||
} | ||
} | ||
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if quantifiers_to_change.len() > 0 { | ||
Some((box_id_to_check, quantifiers_to_change)) | ||
} else { | ||
// If there are no quantifiers to change, return None. | ||
None | ||
} | ||
} | ||
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fn rewrite(&self, model: &mut Model, mat: Self::Match) { | ||
let (box_id, q_ids) = (mat.0, mat.1); | ||
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// Change the specified quantifiers to type Foreach. | ||
for q_id in q_ids { | ||
let mut q = model.get_mut_quantifier(q_id); | ||
q.quantifier_type = QuantifierType::Foreach; | ||
} | ||
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// If all the quantifiers in the box are type Foreach, | ||
// convert the box to type Select. | ||
let mut r#box = model.get_mut_box(box_id); | ||
if r#box | ||
.input_quantifiers() | ||
.all(|q| q.quantifier_type == QuantifierType::Foreach) | ||
{ | ||
r#box.box_type = match &mut r#box.box_type { | ||
BoxType::OuterJoin(outer_join) => { | ||
Select::new(outer_join.predicates.split_off(0)).into() | ||
} | ||
_ => Select::default().into(), | ||
}; | ||
} | ||
} | ||
} | ||
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/// Find the unique ancestor chain from the top box of `model` to `target` box. | ||
/// The ancestor chain does not contain `target`. | ||
fn unique_ancestor_chain(model: &Model, target: BoxId) -> Option<Vec<BoxId>> { | ||
// Until target is reached, this is the stack of boxes we have entered. | ||
// This does not change after target is reached. | ||
let ancestor_chain = RefCell::new(vec![]); | ||
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let unique_ancestor_chain_found = RefCell::new(false); | ||
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// Traverse the graph starting from the top until `target` is reached. | ||
let _: Result<(), ()> = mz_ore::graph::try_nonrecursive_dft( | ||
model, | ||
model.top_box, | ||
&mut |model, box_id| { | ||
let r#box = model.get_box(*box_id); | ||
if *unique_ancestor_chain_found.borrow() { | ||
// If target has been reached, don't do anything. | ||
Ok(vec![]) | ||
} else { | ||
// Register that we have visited this node. | ||
ancestor_chain.borrow_mut().push(*box_id); | ||
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if r#box.ranging_quantifiers().count() > 1 { | ||
// If a box with more than one parent is found: | ||
// * Do not go deeper. | ||
// * Do not check if the box is the target. | ||
Ok(vec![]) | ||
} else if *box_id == target { | ||
*unique_ancestor_chain_found.borrow_mut() = true; | ||
Ok(vec![]) | ||
} else { | ||
Ok(r#box.input_quantifiers().map(|q| q.input_box).collect()) | ||
} | ||
} | ||
}, | ||
&mut |_, _| { | ||
if !*unique_ancestor_chain_found.borrow() { | ||
ancestor_chain.borrow_mut().pop(); | ||
} | ||
Ok(()) | ||
}, | ||
); | ||
if *unique_ancestor_chain_found.borrow() { | ||
let mut ancestor_chain = ancestor_chain.take(); | ||
ancestor_chain.pop(); | ||
Some(ancestor_chain) | ||
} else { | ||
None | ||
} | ||
} | ||
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/// Map (rejected nulls from any ancestor of `box`, expressed as column | ||
/// references from an input of the parent of `box`) -> | ||
/// (column references from an input of `box`) | ||
fn map_nulls_to_inputs( | ||
ancestral_rejected_nulls: &mut HashSet<ColumnReference>, | ||
r#box: &BoundRef<'_, QueryBox>, | ||
) { | ||
if !ancestral_rejected_nulls.is_empty() { | ||
// Get the ID of the quantifer that connects this box with its parent. | ||
let quantifier_id = r#box.ranging_quantifiers().nth(0).unwrap().id; | ||
// Retain only columns from the child box. | ||
ancestral_rejected_nulls.retain(|c| c.quantifier_id == quantifier_id); | ||
// Replace each column with the set of nulls that | ||
// the column propagates from its input. | ||
let propagated_nulls = r#box.attributes.get::<PropagatedNulls>(); | ||
*ancestral_rejected_nulls = ancestral_rejected_nulls | ||
.iter() | ||
.flat_map(|c| match propagated_nulls.get(c.position) { | ||
Some(set) => set.clone(), | ||
None => HashSet::new(), | ||
}) | ||
.collect(); | ||
} | ||
} |
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