mz_transform/lib.rs
1// Copyright Materialize, Inc. and contributors. All rights reserved.
2//
3// Use of this software is governed by the Business Source License
4// included in the LICENSE file.
5//
6// As of the Change Date specified in that file, in accordance with
7// the Business Source License, use of this software will be governed
8// by the Apache License, Version 2.0.
9
10//! Transformations for relation expressions.
11//!
12//! This crate contains traits, types, and methods suitable for transforming
13//! `MirRelationExpr` types in ways that preserve semantics and improve performance.
14//! The core trait is `Transform`, and many implementors of this trait can be
15//! boxed and iterated over. Some common transformation patterns are wrapped
16//! as `Transform` implementors themselves.
17//!
18//! The crate also contains the beginnings of whole-dataflow optimization,
19//! which uses the same analyses but spanning multiple dataflow elements.
20
21#![warn(missing_docs)]
22#![warn(missing_debug_implementations)]
23
24use std::collections::BTreeMap;
25use std::error::Error;
26use std::panic::AssertUnwindSafe;
27use std::sync::Arc;
28use std::{fmt, iter};
29
30use mz_expr::{MirRelationExpr, MirScalarExpr};
31use mz_ore::id_gen::IdGen;
32use mz_ore::soft_panic_or_log;
33use mz_ore::stack::RecursionLimitError;
34use mz_repr::GlobalId;
35use mz_repr::optimize::OptimizerFeatures;
36use mz_sql::optimizer_metrics::OptimizerMetrics;
37use tracing::error;
38
39use crate::canonicalize_mfp::CanonicalizeMfp;
40use crate::collect_notices::CollectNotices;
41use crate::column_knowledge::ColumnKnowledge;
42use crate::dataflow::DataflowMetainfo;
43use crate::demand::Demand;
44use crate::equivalence_propagation::EquivalencePropagation;
45use crate::fold_constants::FoldConstants;
46use crate::join_implementation::JoinImplementation;
47use crate::literal_constraints::LiteralConstraints;
48use crate::literal_lifting::LiteralLifting;
49use crate::movement::ProjectionPushdown;
50use crate::non_null_requirements::NonNullRequirements;
51use crate::normalize_lets::NormalizeLets;
52use crate::normalize_ops::NormalizeOps;
53use crate::predicate_pushdown::PredicatePushdown;
54use crate::reduce_elision::ReduceElision;
55use crate::reduce_reduction::ReduceReduction;
56use crate::reduction_pushdown::ReductionPushdown;
57use crate::redundant_join::RedundantJoin;
58use crate::semijoin_idempotence::SemijoinIdempotence;
59use crate::threshold_elision::ThresholdElision;
60use crate::typecheck::{SharedTypecheckingContext, Typecheck};
61use crate::union_cancel::UnionBranchCancellation;
62use crate::will_distinct::WillDistinct;
63
64pub use dataflow::optimize_dataflow;
65
66pub mod analysis;
67pub mod canonicalization;
68pub mod canonicalize_mfp;
69pub mod case_literal;
70pub mod coalesce_case;
71pub mod collect_notices;
72pub mod column_knowledge;
73pub mod compound;
74pub mod cse;
75pub mod dataflow;
76pub mod demand;
77pub mod equivalence_propagation;
78pub mod fold_constants;
79pub mod fusion;
80pub mod join_implementation;
81pub mod literal_constraints;
82pub mod literal_lifting;
83pub mod monotonic;
84pub mod movement;
85pub mod non_null_requirements;
86pub mod normalize_lets;
87pub mod normalize_ops;
88pub mod notice;
89pub mod ordering;
90pub mod predicate_pushdown;
91pub mod reduce_elision;
92pub mod reduce_reduction;
93pub mod reduction_pushdown;
94pub mod redundant_join;
95pub mod semijoin_idempotence;
96pub mod threshold_elision;
97pub mod typecheck;
98pub mod union_cancel;
99pub mod will_distinct;
100
101/// Compute the conjunction of a variadic number of expressions.
102#[macro_export]
103macro_rules! all {
104 ($x:expr) => ($x);
105 ($($x:expr,)+) => ( $($x)&&+ )
106}
107
108/// Compute the disjunction of a variadic number of expressions.
109#[macro_export]
110macro_rules! any {
111 ($x:expr) => ($x);
112 ($($x:expr,)+) => ( $($x)||+ )
113}
114
115/// Arguments that get threaded through all transforms, plus a `DataflowMetainfo` that can be
116/// manipulated by the transforms.
117#[derive(Debug)]
118pub struct TransformCtx<'a> {
119 /// The global ID for this query (if it exists).
120 pub global_id: Option<GlobalId>,
121 /// The indexes accessible.
122 pub indexes: &'a dyn IndexOracle,
123 /// Statistical estimates.
124 pub stats: &'a dyn StatisticsOracle,
125 /// Features passed to the enclosing `Optimizer`.
126 pub features: &'a OptimizerFeatures,
127 /// Representation typechecking context.
128 pub typechecking_ctx: &'a SharedTypecheckingContext,
129 /// Transforms can use this field to communicate information outside the result plans.
130 pub df_meta: &'a mut DataflowMetainfo,
131 /// Metrics for the optimizer.
132 pub metrics: Option<&'a mut OptimizerMetrics>,
133 /// The last hash of the query, if known.
134 pub last_hash: BTreeMap<GlobalId, u64>,
135}
136
137const FOLD_CONSTANTS_LIMIT: usize = 10000;
138
139impl<'a> TransformCtx<'a> {
140 /// Generates a [`TransformCtx`] instance for the local MIR optimization
141 /// stage.
142 ///
143 /// Used to call [`Optimizer::optimize`] on a
144 /// [`Optimizer::logical_optimizer`] in order to transform a stand-alone
145 /// [`MirRelationExpr`].
146 pub fn local(
147 features: &'a OptimizerFeatures,
148 typecheck_ctx: &'a SharedTypecheckingContext,
149 df_meta: &'a mut DataflowMetainfo,
150 metrics: Option<&'a mut OptimizerMetrics>,
151 global_id: Option<GlobalId>,
152 ) -> Self {
153 Self {
154 indexes: &EmptyIndexOracle,
155 stats: &EmptyStatisticsOracle,
156 global_id,
157 features,
158 typechecking_ctx: typecheck_ctx,
159 df_meta,
160 metrics,
161 last_hash: Default::default(),
162 }
163 }
164
165 /// Generates a [`TransformCtx`] instance for the global MIR optimization
166 /// stage.
167 ///
168 /// Used to call [`optimize_dataflow`].
169 pub fn global(
170 indexes: &'a dyn IndexOracle,
171 stats: &'a dyn StatisticsOracle,
172 features: &'a OptimizerFeatures,
173 typecheck_ctx: &'a SharedTypecheckingContext,
174 df_meta: &'a mut DataflowMetainfo,
175 metrics: Option<&'a mut OptimizerMetrics>,
176 ) -> Self {
177 Self {
178 indexes,
179 stats,
180 global_id: None,
181 features,
182 df_meta,
183 typechecking_ctx: typecheck_ctx,
184 metrics,
185 last_hash: Default::default(),
186 }
187 }
188
189 fn typechecking_context(&self) -> SharedTypecheckingContext {
190 Arc::clone(self.typechecking_ctx)
191 }
192
193 /// Lets self know the id of the object that is being optimized.
194 pub fn set_global_id(&mut self, global_id: GlobalId) {
195 self.global_id = Some(global_id);
196 }
197
198 fn reset_global_id(&mut self) {
199 self.global_id = None;
200 }
201
202 /// Updates `last_hash` with the hash of the given MIR plan for the id `self.global_id`.
203 /// Returns the hash.
204 fn update_last_hash(&mut self, plan: &MirRelationExpr) -> u64 {
205 let hash = plan.hash_to_u64();
206 if let Some(id) = self.global_id {
207 self.last_hash.insert(id, hash);
208 }
209 hash
210 }
211}
212
213/// Types capable of transforming relation expressions.
214pub trait Transform: fmt::Debug {
215 /// Transforms a relation into a functionally equivalent relation.
216 ///
217 /// This is a wrapper around `actually_perform_transform` that also
218 /// measures the time taken and updates the optimizer metrics.
219 fn transform(
220 &self,
221 relation: &mut MirRelationExpr,
222 args: &mut TransformCtx,
223 ) -> Result<(), TransformError> {
224 let hash_before = args
225 .global_id
226 .and_then(|id| args.last_hash.get(&id).copied())
227 .unwrap_or_else(|| relation.hash_to_u64());
228
229 mz_ore::soft_assert_eq_no_log!(hash_before, relation.hash_to_u64(), "cached hash clash");
230 // actually run the transform, recording the time taken
231 let start = std::time::Instant::now();
232 let res = self.actually_perform_transform(relation, args);
233 let duration = start.elapsed();
234
235 let hash_after = args.update_last_hash(relation);
236 if let Some(metrics) = &mut args.metrics {
237 let transform_name = self.name();
238 metrics.observe_transform_time(transform_name, duration);
239 metrics.inc_transform(hash_before != hash_after, transform_name);
240 }
241
242 res
243 }
244
245 /// Transform a relation into a functionally equivalent relation.
246 ///
247 /// You transform should implement this method, but users should call
248 /// `transform` instead.
249 fn actually_perform_transform(
250 &self,
251 relation: &mut MirRelationExpr,
252 ctx: &mut TransformCtx,
253 ) -> Result<(), TransformError>;
254
255 /// A string describing the transform.
256 ///
257 /// This is useful mainly when iterating through many `Box<Transform>`
258 /// and one wants to judge progress before some defect occurs.
259 fn debug(&self) -> String {
260 format!("{:?}", self)
261 }
262
263 /// A short string naming the transform, as it will be reported in metrics.
264 fn name(&self) -> &'static str;
265}
266
267/// Errors that can occur during a transformation.
268#[derive(Debug, Clone)]
269pub enum TransformError {
270 /// An unstructured error.
271 Internal(String),
272 /// A reference to an apparently unbound identifier.
273 IdentifierMissing(mz_expr::LocalId),
274 /// Notify the caller to panic with the given message.
275 ///
276 /// This is used to bypass catch_unwind-wrapped calls of the optimizer and
277 /// support `SELECT mz_unsafe.mz_panic(<literal>)` statements as a mechanism to kill
278 /// environmentd in various tests.
279 CallerShouldPanic(String),
280}
281
282impl fmt::Display for TransformError {
283 fn fmt(&self, f: &mut fmt::Formatter) -> fmt::Result {
284 match self {
285 TransformError::Internal(msg) => write!(f, "internal transform error: {}", msg),
286 TransformError::IdentifierMissing(i) => {
287 write!(f, "apparently unbound identifier: {:?}", i)
288 }
289 TransformError::CallerShouldPanic(msg) => {
290 write!(f, "caller should panic with message: {}", msg)
291 }
292 }
293 }
294}
295
296impl Error for TransformError {}
297
298impl From<RecursionLimitError> for TransformError {
299 fn from(error: RecursionLimitError) -> Self {
300 TransformError::Internal(error.to_string())
301 }
302}
303
304/// Implemented by error types that sometimes want to indicate that an error should cause a panic
305/// even in a `catch_unwind` context. Useful for implementing `mz_unsafe.mz_panic('forced panic')`.
306pub trait MaybeShouldPanic {
307 /// Whether the error means that we want a panic. If yes, then returns the error msg.
308 fn should_panic(&self) -> Option<String>;
309}
310
311impl MaybeShouldPanic for TransformError {
312 fn should_panic(&self) -> Option<String> {
313 match self {
314 TransformError::CallerShouldPanic(msg) => Some(msg.to_string()),
315 _ => None,
316 }
317 }
318}
319
320/// Catch panics in the given optimization, and demote them to [`TransformError::Internal`] error.
321///
322/// Additionally, if the result of the optimization is an error (not a panic) that indicates we
323/// should panic, then panic.
324pub fn catch_unwind_optimize<Opt, To, E>(optimization: Opt) -> Result<To, E>
325where
326 Opt: FnOnce() -> Result<To, E>,
327 E: From<TransformError> + MaybeShouldPanic,
328{
329 match mz_ore::panic::catch_unwind_with_details(AssertUnwindSafe(optimization)) {
330 Ok(Err(e)) if e.should_panic().is_some() => {
331 // Promote a `CallerShouldPanic` error from the result to a proper panic. This is
332 // needed in order to ensure that `mz_unsafe.mz_panic('forced panic')` calls still
333 // panic the caller.
334 panic!("{}", e.should_panic().expect("checked above"));
335 }
336 Ok(result) => result,
337 Err(panic) => {
338 // A panic during optimization is always a bug; log an error, including the panic
339 // location and a backtrace from the panic site, so we learn about it. Pass the
340 // pieces as structured fields rather than encoding them into the message string.
341 let location = panic.location.as_deref().unwrap_or("<unknown location>");
342 let backtrace = panic
343 .backtrace
344 .as_deref()
345 .unwrap_or("<backtrace unavailable>");
346 tracing::error!(
347 location,
348 backtrace,
349 message = %panic.message,
350 "caught a panic during query optimization",
351 );
352
353 // Surface at least the panic location in the user-facing error, so that internal
354 // errors are actionable without having to grep the logs for the backtrace. The
355 // `CaughtPanic` `Display` impl appends the panic location to the message.
356 let msg = format!("unexpected panic during query optimization: {panic}");
357 Err(TransformError::Internal(msg).into())
358 }
359 }
360}
361
362/// A trait for a type that can answer questions about what indexes exist.
363pub trait IndexOracle: fmt::Debug {
364 /// Returns an iterator over the indexes that exist on the identified
365 /// collection.
366 ///
367 /// Each index is described by the list of key expressions. If no indexes
368 /// exist for the identified collection, or if the identified collection
369 /// is unknown, the returned iterator will be empty.
370 ///
371 // NOTE(benesch): The allocation here is unfortunate, but on the other hand
372 // you need only allocate when you actually look for an index. Can we do
373 // better somehow? Making the entire optimizer generic over this iterator
374 // type doesn't presently seem worthwhile.
375 fn indexes_on(
376 &self,
377 id: GlobalId,
378 ) -> Box<dyn Iterator<Item = (GlobalId, &[MirScalarExpr])> + '_>;
379}
380
381/// An [`IndexOracle`] that knows about no indexes.
382#[derive(Debug)]
383pub struct EmptyIndexOracle;
384
385impl IndexOracle for EmptyIndexOracle {
386 fn indexes_on(
387 &self,
388 _id: GlobalId,
389 ) -> Box<dyn Iterator<Item = (GlobalId, &[MirScalarExpr])> + '_> {
390 Box::new(iter::empty())
391 }
392}
393
394/// A trait for a type that can estimate statistics about a given `GlobalId`
395pub trait StatisticsOracle: fmt::Debug + Send {
396 /// Returns a cardinality estimate for the given identifier
397 ///
398 /// Returning `None` means "no estimate"; returning `Some(0)` means estimating that the shard backing `id` is empty
399 fn cardinality_estimate(&self, id: GlobalId) -> Option<usize>;
400
401 /// Returns a map from identifiers to sizes
402 fn as_map(&self) -> BTreeMap<GlobalId, usize>;
403}
404
405/// A [`StatisticsOracle`] that knows nothing and can give no estimates.
406#[derive(Debug)]
407pub struct EmptyStatisticsOracle;
408
409impl StatisticsOracle for EmptyStatisticsOracle {
410 fn cardinality_estimate(&self, _: GlobalId) -> Option<usize> {
411 None
412 }
413
414 fn as_map(&self) -> BTreeMap<GlobalId, usize> {
415 BTreeMap::new()
416 }
417}
418
419/// A sequence of transformations iterated some number of times.
420#[derive(Debug)]
421pub struct Fixpoint {
422 name: &'static str,
423 transforms: Vec<Box<dyn Transform>>,
424 limit: usize,
425}
426
427impl Fixpoint {
428 /// Run a single iteration of the [`Fixpoint`] transform by iterating
429 /// through all transforms.
430 #[mz_ore::instrument(
431 target = "optimizer",
432 level = "debug",
433 fields(path.segment = iter_name)
434 )]
435 fn apply_transforms(
436 &self,
437 relation: &mut MirRelationExpr,
438 ctx: &mut TransformCtx,
439 iter_name: String,
440 ) -> Result<(), TransformError> {
441 for transform in self.transforms.iter() {
442 transform.transform(relation, ctx)?;
443 }
444 mz_repr::explain::trace_plan(relation);
445 Ok(())
446 }
447}
448
449impl Transform for Fixpoint {
450 fn name(&self) -> &'static str {
451 self.name
452 }
453
454 #[mz_ore::instrument(
455 target = "optimizer",
456 level = "debug",
457 fields(path.segment = self.name)
458 )]
459 fn actually_perform_transform(
460 &self,
461 relation: &mut MirRelationExpr,
462 ctx: &mut TransformCtx,
463 ) -> Result<(), TransformError> {
464 // The number of iterations for a relation to settle depends on the
465 // number of nodes in the relation. Instead of picking an arbitrary
466 // hard limit on the number of iterations, we use a soft limit and
467 // check whether the relation has become simpler after reaching it.
468 // If so, we perform another pass of transforms. Otherwise, there is
469 // a bug somewhere that prevents the relation from settling on a
470 // stable shape.
471 let mut iter_no = 0;
472 let mut seen = BTreeMap::new();
473 seen.insert(relation.hash_to_u64(), iter_no);
474 let original = relation.clone();
475 loop {
476 let prev_size = relation.size();
477 for i in iter_no..iter_no + self.limit {
478 let prev = relation.clone();
479 self.apply_transforms(relation, ctx, format!("{i:04}"))?;
480 if *relation == prev {
481 if prev_size > 100000 {
482 tracing::warn!(%prev_size, "Very big MIR plan");
483 }
484 mz_repr::explain::trace_plan(relation);
485 return Ok(());
486 }
487 let seen_i = seen.insert(relation.hash_to_u64(), i);
488 if let Some(seen_i) = seen_i {
489 // Let's see whether this is just a hash collision, or a real loop: Run the
490 // whole thing from the beginning up until `seen_i`, and compare all the plans
491 // to the current plan from the outer `for`.
492 // (It would not be enough to compare only the plan at `seen_i`, because
493 // then we could miss a real loop if there is also a hash collision somewhere
494 // in the middle of the loop, because then we'd compare the last plan of the
495 // loop not with its actual match, but with the colliding plan.)
496 let mut again = original.clone();
497 // The `+2` is because:
498 // - one `+1` is to finally get to the plan at `seen_i`,
499 // - another `+1` is because we are comparing to `relation` only _before_
500 // calling `apply_transforms`.
501 for j in 0..(seen_i + 2) {
502 if again == *relation {
503 // We really got into an infinite loop (e.g., we are oscillating between
504 // two plans). This is not catastrophic, because we can just say we are
505 // done now, but it would be great to eventually find a way to prevent
506 // these loops from happening in the first place. We have several
507 // relevant issues, see
508 // https://github.com/MaterializeInc/database-issues/issues/8197#issuecomment-2200172227
509 mz_repr::explain::trace_plan(relation);
510 error!(
511 "Fixpoint `{}` detected a loop of length {} after {} iterations",
512 self.name,
513 i - seen_i,
514 i
515 );
516 return Ok(());
517 }
518 ctx.update_last_hash(&again);
519 self.apply_transforms(
520 &mut again,
521 ctx,
522 format!("collision detection {j:04}"),
523 )?;
524 }
525 // If we got here, then this was just a hash collision! Just continue as if
526 // nothing happened.
527 }
528 }
529 let current_size = relation.size();
530
531 iter_no += self.limit;
532
533 if current_size < prev_size {
534 tracing::warn!(
535 "Fixpoint {} ran for {} iterations \
536 without reaching a fixpoint but reduced the relation size; \
537 current_size ({}) < prev_size ({}); \
538 continuing for {} more iterations",
539 self.name,
540 iter_no,
541 current_size,
542 prev_size,
543 self.limit
544 );
545 } else {
546 // We failed to reach a fixed point, or find a sufficiently short cycle.
547 // This is not catastrophic, because we can just say we are done now,
548 // but it would be great to eventually find a way to prevent these loops from
549 // happening in the first place. We have several relevant issues, see
550 // https://github.com/MaterializeInc/database-issues/issues/8197#issuecomment-2200172227
551 mz_repr::explain::trace_plan(relation);
552 soft_panic_or_log!(
553 "Fixpoint {} failed to reach a fixed point, or cycle of length at most {}",
554 self.name,
555 self.limit,
556 );
557 return Ok(());
558 }
559 }
560 }
561}
562
563/// Convenience macro for guarding transforms behind a feature flag.
564///
565/// If you have a code block like
566///
567/// ```ignore
568/// vec![
569/// Box::new(Foo::default()),
570/// Box::new(Bar::default()),
571/// Box::new(Baz::default()),
572/// ]
573/// ```
574///
575/// and you want to guard `Bar` behind a feature flag `enable_bar`, you can
576/// write
577///
578/// ```ignore
579/// transforms![
580/// Box::new(Foo::default()),
581/// Box::new(Bar::default()); if ctx.features.enable_bar,
582/// Box::new(Baz::default()),
583/// ]
584/// ```
585///
586/// as a shorthand and in order to minimize your code diff.
587#[allow(unused_macros)]
588macro_rules! transforms {
589 // Internal rule. Matches lines with a guard: `$transform; if $cond`.
590 (@op fill $buf:ident with $transform:expr; if $cond:expr, $($transforms:tt)*) => {
591 if $cond {
592 $buf.push($transform);
593 }
594 transforms!(@op fill $buf with $($transforms)*);
595 };
596 // Internal rule. Matches lines without a guard: `$transform`.
597 (@op fill $buf:ident with $transform:expr, $($transforms:tt)*) => {
598 $buf.push($transform);
599 transforms!(@op fill $buf with $($transforms)*);
600 };
601 // Internal rule: matches the empty $transforms TokenTree (terminal case).
602 (@op fill $buf:ident with) => {
603 // do nothing
604 };
605 ($($transforms:tt)*) => {{
606 #[allow(clippy::vec_init_then_push)]
607 {
608 let mut __buf = Vec::<Box<dyn Transform>>::new();
609 transforms!(@op fill __buf with $($transforms)*);
610 __buf
611 }
612 }};
613}
614
615/// A sequence of transformations that simplify the `MirRelationExpr`
616#[derive(Debug)]
617pub struct FuseAndCollapse {
618 transforms: Vec<Box<dyn Transform>>,
619}
620
621impl Default for FuseAndCollapse {
622 fn default() -> Self {
623 Self {
624 // TODO: The relative orders of the transforms have not been
625 // determined except where there are comments.
626 // TODO (database-issues#2036): All the transforms here except for `ProjectionLifting`
627 // and `RedundantJoin` can be implemented as free functions.
628 transforms: vec![
629 Box::new(canonicalization::ProjectionExtraction),
630 Box::new(movement::ProjectionLifting::default()),
631 Box::new(fusion::Fusion),
632 Box::new(canonicalization::FlatMapElimination),
633 Box::new(fusion::join::Join),
634 Box::new(NormalizeLets::new(false)),
635 Box::new(fusion::reduce::Reduce),
636 Box::new(WillDistinct),
637 Box::new(compound::UnionNegateFusion),
638 // This goes after union fusion so we can cancel out
639 // more branches at a time.
640 Box::new(UnionBranchCancellation),
641 // This should run before redundant join to ensure that key info
642 // is correct.
643 Box::new(NormalizeLets::new(false)),
644 // Removes redundant inputs from joins.
645 // Note that this eliminates one redundant input per join,
646 // so it is necessary to run this section in a loop.
647 Box::new(RedundantJoin::default()),
648 // As a final logical action, convert any constant expression to a constant.
649 // Some optimizations fight against this, and we want to be sure to end as a
650 // `MirRelationExpr::Constant` if that is the case, so that subsequent use can
651 // clearly see this.
652 Box::new(fold_constants_fixpoint(true)),
653 ],
654 }
655 }
656}
657
658impl Transform for FuseAndCollapse {
659 fn name(&self) -> &'static str {
660 "FuseAndCollapse"
661 }
662
663 #[mz_ore::instrument(
664 target = "optimizer",
665 level = "debug",
666 fields(path.segment = "fuse_and_collapse")
667 )]
668 fn actually_perform_transform(
669 &self,
670 relation: &mut MirRelationExpr,
671 ctx: &mut TransformCtx,
672 ) -> Result<(), TransformError> {
673 for transform in self.transforms.iter() {
674 transform.transform(relation, ctx)?;
675 }
676 mz_repr::explain::trace_plan(&*relation);
677 Ok(())
678 }
679}
680
681/// Run the [`FuseAndCollapse`] transforms in a fixpoint.
682pub fn fuse_and_collapse_fixpoint() -> Fixpoint {
683 Fixpoint {
684 name: "fuse_and_collapse_fixpoint",
685 limit: 100,
686 transforms: FuseAndCollapse::default().transforms,
687 }
688}
689
690/// Does constant folding to a fixpoint: An expression all of whose leaves are constants, of size
691/// small enough to be inlined and folded should reach a single `MirRelationExpr::Constant`.
692///
693/// If `limit` is false, it does constant folding even on large constants.
694///
695/// This needs to call `FoldConstants` together with `NormalizeLets` in a fixpoint loop, because
696/// currently `FoldConstants` doesn't inline CTEs, so these two need to alternate until fixpoint.
697///
698/// Also note that `FoldConstants` can break the normalized form by removing all references to a
699/// Let.
700///
701/// We also call `ReduceScalars`, because that does constant folding inside scalar expressions.
702pub fn fold_constants_fixpoint(limit: bool) -> Fixpoint {
703 Fixpoint {
704 name: "fold_constants_fixpoint",
705 limit: 100,
706 transforms: vec![
707 Box::new(FoldConstants {
708 limit: if limit {
709 Some(FOLD_CONSTANTS_LIMIT)
710 } else {
711 None
712 },
713 }),
714 Box::new(canonicalization::ReduceScalars),
715 Box::new(NormalizeLets::new(false)),
716 ],
717 }
718}
719
720/// Construct a normalizing transform that runs transforms that normalize the
721/// structure of the tree until a fixpoint.
722///
723/// Care needs to be taken to ensure that the fixpoint converges for every
724/// possible input tree. If this is not the case, there are two possibilities:
725/// 1. The rewrite loop runs enters an oscillating cycle.
726/// 2. The expression grows without bound.
727pub fn normalize() -> Fixpoint {
728 Fixpoint {
729 name: "normalize",
730 limit: 100,
731 transforms: vec![Box::new(NormalizeLets::new(false)), Box::new(NormalizeOps)],
732 }
733}
734
735/// A naive optimizer for relation expressions.
736///
737/// The optimizer currently applies only peep-hole optimizations, from a limited
738/// set that were sufficient to get some of TPC-H up and working. It is worth a
739/// review at some point to improve the quality, coverage, and architecture of
740/// the optimizations.
741#[derive(Debug)]
742pub struct Optimizer {
743 /// A logical name identifying this optimizer instance.
744 pub name: &'static str,
745 /// The list of transforms to apply to an input relation.
746 pub transforms: Vec<Box<dyn Transform>>,
747}
748
749impl Optimizer {
750 /// Builds a logical optimizer that only performs logical transformations.
751 #[deprecated = "Create an Optimize instance and call `optimize` instead."]
752 pub fn logical_optimizer(ctx: &mut TransformCtx) -> Self {
753 let transforms: Vec<Box<dyn Transform>> = transforms![
754 // 0. `Transform`s that don't actually change the plan.
755 Box::new(Typecheck::new(ctx.typechecking_context()).strict_join_equivalences()),
756 Box::new(CollectNotices),
757 // 1. Structure-agnostic cleanup
758 Box::new(normalize()),
759 Box::new(NonNullRequirements::default()),
760 // 2. Collapse constants, joins, unions, and lets as much as possible.
761 // TODO: lift filters/maps to maximize ability to collapse
762 // things down?
763 Box::new(fuse_and_collapse_fixpoint()),
764 // 3. Needs to happen before LiteralLifting, EquivalencePropagation
765 // make (literal) filters look more complicated than what the NonNegative Analysis can
766 // recognize.
767 Box::new(ThresholdElision),
768 // 4. Move predicate information up and down the tree.
769 // This also fixes the shape of joins in the plan.
770 Box::new(Fixpoint {
771 name: "fixpoint_logical_01",
772 limit: 100,
773 transforms: vec![
774 // Predicate pushdown sets the equivalence classes of joins.
775 Box::new(PredicatePushdown::default()),
776 Box::new(EquivalencePropagation::default()),
777 // Lifts the information `col1 = col2`
778 Box::new(Demand::default()),
779 Box::new(FuseAndCollapse::default()),
780 ],
781 }),
782 // 5. Reduce/Join simplifications.
783 Box::new(Fixpoint {
784 name: "fixpoint_logical_02",
785 limit: 100,
786 transforms: vec![
787 Box::new(SemijoinIdempotence::default()),
788 // Pushes aggregations down
789 Box::new(ReductionPushdown),
790 // Replaces reduces with maps when the group keys are
791 // unique with maps
792 Box::new(ReduceElision),
793 // Rips complex reduces apart.
794 Box::new(ReduceReduction),
795 // Converts `Cross Join {Constant(Literal) + Input}` to
796 // `Map {Cross Join (Input, Constant()), Literal}`.
797 // Join fusion will clean this up to `Map{Input, Literal}`
798 Box::new(LiteralLifting::default()),
799 // Identifies common relation subexpressions.
800 Box::new(cse::relation_cse::RelationCSE::new(false)),
801 Box::new(FuseAndCollapse::default()),
802 ],
803 }),
804 Box::new(
805 Typecheck::new(ctx.typechecking_context())
806 .disallow_new_globals()
807 .strict_join_equivalences()
808 ),
809 ];
810 Self {
811 name: "logical",
812 transforms,
813 }
814 }
815
816 /// Builds a physical optimizer.
817 ///
818 /// Performs logical transformations followed by all physical ones.
819 /// This is meant to be used for optimizing each view within a dataflow
820 /// once view inlining has already happened, right before dataflow
821 /// rendering.
822 pub fn physical_optimizer(ctx: &mut TransformCtx) -> Self {
823 // Implementation transformations
824 let transforms: Vec<Box<dyn Transform>> = transforms![
825 Box::new(
826 Typecheck::new(ctx.typechecking_context())
827 .disallow_new_globals()
828 .strict_join_equivalences(),
829 ),
830 // Considerations for the relationship between JoinImplementation and other transforms:
831 // - there should be a run of LiteralConstraints before JoinImplementation lifts away
832 // the Filters from the Gets;
833 // - there should be no RelationCSE between this LiteralConstraints and
834 // JoinImplementation, because that could move an IndexedFilter behind a Get.
835 // - The last RelationCSE before JoinImplementation should be with inline_mfp = true.
836 // - Currently, JoinImplementation can't be before LiteralLifting because the latter
837 // sometimes creates `Unimplemented` joins (despite LiteralLifting already having been
838 // run in the logical optimizer).
839 // - Not running EquivalencePropagation in the same fixpoint loop with JoinImplementation
840 // is slightly hurting our plans. However, I'd say we should fix these problems by
841 // making EquivalencePropagation (and/or JoinImplementation) smarter (database-issues#5289), rather than
842 // having them in the same fixpoint loop. If they would be in the same fixpoint loop,
843 // then we either run the risk of EquivalencePropagation invalidating a join plan (database-issues#5260),
844 // or we would have to run JoinImplementation an unbounded number of times, which is
845 // also not good database-issues#4639.
846 // (The same is true for FoldConstants, Demand, and LiteralLifting to a lesser
847 // extent.)
848 //
849 // Also note that FoldConstants and LiteralLifting are not confluent. They can
850 // oscillate between e.g.:
851 // Constant
852 // - (4)
853 // and
854 // Map (4)
855 // Constant
856 // - ()
857 Box::new(Fixpoint {
858 name: "fixpoint_physical_01",
859 limit: 100,
860 transforms: transforms![
861 Box::new(EquivalencePropagation::default()),
862 Box::new(fold_constants_fixpoint(true)),
863 Box::new(coalesce_case::CoalesceCase::default());
864 if ctx.features.enable_coalesce_case_transform,
865 Box::new(Demand::default()),
866 // Demand might have introduced dummies, so let's also do a ProjectionPushdown.
867 Box::new(ProjectionPushdown::default()),
868 Box::new(LiteralLifting::default()),
869 ],
870 }),
871 Box::new(LiteralConstraints),
872 Box::new(Fixpoint {
873 name: "fixpoint_join_impl",
874 limit: 100,
875 transforms: vec![Box::new(JoinImplementation::default())],
876 }),
877 Box::new(CanonicalizeMfp),
878 // Identifies common relation subexpressions.
879 Box::new(cse::relation_cse::RelationCSE::new(false)),
880 // `RelationCSE` can create new points of interest for `ProjectionPushdown`: If an MFP
881 // is cut in half by `RelationCSE`, then we'd like to push projections behind the new
882 // Get as much as possible. This is because a fork in the plan involves copying the
883 // data. (But we need `ProjectionPushdown` to skip joins, because it can't deal with
884 // filled in JoinImplementations.)
885 Box::new(ProjectionPushdown::skip_joins());
886 if ctx.features.enable_projection_pushdown_after_relation_cse,
887 // Plans look nicer if we tidy MFPs again after ProjectionPushdown.
888 Box::new(CanonicalizeMfp);
889 if ctx.features.enable_projection_pushdown_after_relation_cse,
890 // Rewrite If-chains matching a single expression against literals
891 // into a CaseLiteral lookup for O(log n) evaluation.
892 Box::new(case_literal::CaseLiteralTransform);
893 if ctx.features.enable_case_literal_transform,
894 // Do a last run of constant folding. Importantly, this also runs `NormalizeLets`!
895 // We need `NormalizeLets` at the end of the MIR pipeline for various reasons:
896 // - The rendering expects some invariants about Let/LetRecs.
897 // - `CollectIndexRequests` needs a normalized plan.
898 // https://github.com/MaterializeInc/database-issues/issues/6371
899 Box::new(fold_constants_fixpoint(true)),
900 Box::new(
901 Typecheck::new(ctx.typechecking_context())
902 .disallow_new_globals()
903 .disallow_dummy()
904 .strict_join_equivalences(),
905 ),
906 ];
907 Self {
908 name: "physical",
909 transforms,
910 }
911 }
912
913 /// Contains the logical optimizations that should run after cross-view
914 /// transformations run.
915 ///
916 /// Set `allow_new_globals` when you will use these as the first passes.
917 /// The first instance of the typechecker in an optimizer pipeline should
918 /// allow new globals (or it will crash when it encounters them).
919 pub fn logical_cleanup_pass(ctx: &mut TransformCtx, allow_new_globals: bool) -> Self {
920 let mut repr_typechecker =
921 Typecheck::new(ctx.typechecking_context()).strict_join_equivalences();
922 if !allow_new_globals {
923 repr_typechecker = repr_typechecker.disallow_new_globals();
924 }
925
926 let transforms: Vec<Box<dyn Transform>> = transforms![
927 Box::new(repr_typechecker),
928 // Delete unnecessary maps.
929 Box::new(fusion::Fusion),
930 Box::new(Fixpoint {
931 name: "fixpoint_logical_cleanup_pass_01",
932 limit: 100,
933 transforms: vec![
934 Box::new(CanonicalizeMfp),
935 // Remove threshold operators which have no effect.
936 Box::new(ThresholdElision),
937 // Projection pushdown may unblock fusing joins and unions.
938 Box::new(fusion::join::Join),
939 // Predicate pushdown required to tidy after join fusion.
940 Box::new(PredicatePushdown::default()),
941 Box::new(RedundantJoin::default()),
942 // Redundant join produces projects that need to be fused.
943 Box::new(fusion::Fusion),
944 Box::new(compound::UnionNegateFusion),
945 // This goes after union fusion so we can cancel out
946 // more branches at a time.
947 Box::new(UnionBranchCancellation),
948 // The last RelationCSE before JoinImplementation should be with
949 // inline_mfp = true.
950 Box::new(cse::relation_cse::RelationCSE::new(true)),
951 Box::new(fold_constants_fixpoint(true)),
952 ],
953 }),
954 Box::new(
955 Typecheck::new(ctx.typechecking_context())
956 .disallow_new_globals()
957 .strict_join_equivalences()
958 ),
959 ];
960 Self {
961 name: "logical_cleanup",
962 transforms,
963 }
964 }
965
966 /// Builds a tiny optimizer, which is only suitable for optimizing fast-path queries.
967 pub fn fast_path_optimizer(_ctx: &mut TransformCtx) -> Self {
968 let transforms: Vec<Box<dyn Transform>> = vec![
969 Box::new(canonicalization::ReduceScalars),
970 Box::new(LiteralConstraints),
971 Box::new(CanonicalizeMfp),
972 // We might have arrived at a constant, e.g., due to contradicting literal constraints.
973 Box::new(Fixpoint {
974 name: "fast_path_fold_constants_fixpoint",
975 limit: 100,
976 transforms: vec![
977 Box::new(FoldConstants {
978 limit: Some(FOLD_CONSTANTS_LIMIT),
979 }),
980 Box::new(canonicalization::ReduceScalars),
981 ],
982 }),
983 ];
984 Self {
985 name: "fast_path_optimizer",
986 transforms,
987 }
988 }
989
990 /// Builds a tiny optimizer, which just folds constants. For more details, see
991 /// [fold_constants_fixpoint].
992 pub fn constant_optimizer(_ctx: &mut TransformCtx, limit: bool) -> Self {
993 Self {
994 name: "fast_path_optimizer",
995 transforms: vec![Box::new(fold_constants_fixpoint(limit))],
996 }
997 }
998
999 /// Optimizes the supplied relation expression.
1000 ///
1001 /// These optimizations are performed with no information about available arrangements,
1002 /// which makes them suitable for pre-optimization before dataflow deployment.
1003 #[mz_ore::instrument(
1004 target = "optimizer",
1005 level = "debug",
1006 fields(path.segment = self.name)
1007 )]
1008 pub fn optimize(
1009 &self,
1010 mut relation: MirRelationExpr,
1011 ctx: &mut TransformCtx,
1012 ) -> Result<mz_expr::OptimizedMirRelationExpr, TransformError> {
1013 let transform_result = self.transform(&mut relation, ctx);
1014
1015 match transform_result {
1016 Ok(_) => {
1017 mz_repr::explain::trace_plan(&relation);
1018 Ok(mz_expr::OptimizedMirRelationExpr(relation))
1019 }
1020 Err(e) => {
1021 // Without this, the dropping of `relation` (which happens automatically when
1022 // returning from this function) might run into a stack overflow, see
1023 // https://github.com/MaterializeInc/database-issues/issues/4043
1024 relation.destroy_carefully();
1025 error!("Optimizer::optimize(): {}", e);
1026 Err(e)
1027 }
1028 }
1029 }
1030
1031 /// Optimizes the supplied relation expression in place, using available arrangements.
1032 ///
1033 /// This method should only be called with non-empty `indexes` when optimizing a dataflow,
1034 /// as the optimizations may lock in the use of arrangements that may cease to exist.
1035 fn transform(
1036 &self,
1037 relation: &mut MirRelationExpr,
1038 args: &mut TransformCtx,
1039 ) -> Result<(), TransformError> {
1040 args.update_last_hash(relation);
1041
1042 for transform in self.transforms.iter() {
1043 transform.transform(relation, args)?;
1044 }
1045
1046 Ok(())
1047 }
1048}