1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330
// 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.
//! Identifies common relation subexpressions and places them behind `Let`
//! bindings.
//!
//! All structurally equivalent expressions, defined recursively as having
//! structurally equivalent inputs, and identical parameters, will be placed
//! behind `Let` bindings. The resulting expressions likely have an excess of
//! `Let` expressions, and therefore this transform is usually followed by a
//! `NormalizeLets` application.
use std::collections::BTreeMap;
use mz_expr::visit::VisitChildren;
use mz_expr::{AccessStrategy, Id, LocalId, MirRelationExpr, RECURSION_LIMIT};
use mz_ore::id_gen::IdGen;
use mz_ore::stack::{CheckedRecursion, RecursionGuard};
/// Transform an MirRelationExpr into an administrative normal form (ANF).
#[derive(Default, Debug)]
pub struct ANF;
use crate::TransformCtx;
impl crate::Transform for ANF {
#[mz_ore::instrument(
target = "optimizer",
level = "debug",
fields(path.segment = "anf")
)]
fn transform(
&self,
relation: &mut MirRelationExpr,
_ctx: &mut TransformCtx,
) -> Result<(), crate::TransformError> {
let result = self.transform_without_trace(relation);
mz_repr::explain::trace_plan(&*relation);
result
}
}
impl ANF {
/// Performs the `NormalizeLets` transformation without tracing the result.
pub fn transform_without_trace(
&self,
relation: &mut MirRelationExpr,
) -> Result<(), crate::TransformError> {
let mut bindings = Bindings::default();
bindings.insert_expression(&mut IdGen::default(), relation)?;
bindings.populate_expression(relation);
Ok(())
}
}
/// Maintains `Let` bindings in a compact, explicit representation.
///
/// The `bindings` map contains neither `Let` bindings nor two structurally
/// equivalent expressions.
///
/// The bindings can be interpreted as an ordered sequence of let bindings,
/// ordered by their identifier, that should be applied in order before the
/// use of the expression from which they have been extracted.
#[derive(Clone, Debug)]
struct Bindings {
/// A list of let-bound expressions and their order / identifier.
bindings: BTreeMap<MirRelationExpr, u64>,
/// Mapping from conventional local `Get` identifiers to new ones.
rebindings: BTreeMap<LocalId, LocalId>,
// A guard for tracking the maximum depth of recursive tree traversal.
recursion_guard: RecursionGuard,
}
impl CheckedRecursion for Bindings {
fn recursion_guard(&self) -> &RecursionGuard {
&self.recursion_guard
}
}
impl Default for Bindings {
fn default() -> Bindings {
Bindings {
bindings: BTreeMap::new(),
rebindings: BTreeMap::new(),
recursion_guard: RecursionGuard::with_limit(RECURSION_LIMIT),
}
}
}
impl Bindings {
fn new(rebindings: BTreeMap<LocalId, LocalId>) -> Bindings {
Bindings {
rebindings,
..Bindings::default()
}
}
}
impl Bindings {
/// Ensures `self` contains bindings for all of `relation`'s subexpressions, including itself,
/// and replaces `relation` with a reference to its corresponding identifier.
///
/// The algorithm performs a post-order traversal of the expression tree, binding each distinct
/// expression to a new local identifier and replacing each expression with a reference to the
/// identifier for the expression. It maintains the invariant that `bindings` contains no `Let`
/// expressions, nor any two structurally identical expressions.
///
/// `LetRec` expressions are treated differently, as their expressions cannot simply be bound to
/// `Let` expressions. Each `LetRec` expression clones the current bindings `self`, and then goes
/// through its bindings in order, extending `self` with terms discovered in order. Importantly,
/// when a bound term is first visited we re-introduce its identifier with a fresh identifier,
/// to ensure that preceding references to the term are not equated with subsequent references.
/// The `LetRec::body` is treated differently, as it is "outside" the scope, and should not rely
/// on expressions from within the scope, other than those that it has coming in to the analysis.
/// This is a limitation of our optimization pipeline at the moment, that it breaks if `body`
/// gains new references to terms within the `LetRec` bindings (for example: `JoinImplementation`
/// can break if `body` acquires a reference to an arranged term, as that arrangement is not
/// available outside the loop).
fn insert_expression(
&mut self,
id_gen: &mut IdGen,
relation: &mut MirRelationExpr,
) -> Result<(), crate::TransformError> {
self.checked_recur_mut(|this| {
match relation {
MirRelationExpr::LetRec {
ids,
values,
body,
limits,
} => {
// Used for `zip_eq`.
use itertools::Itertools;
// Introduce a new copy of `self`, which will be specific to this scope.
// This makes expressions used in the outer scope available for re-use.
// We will discard `scoped_anf` once we have processed the `LetRec`.
let mut scoped_anf = this.clone();
// Used to distinguish new bindings from old bindings.
// This is needed to extract from `scoped_anf` only the bindings added
// in this block, and not those inherited from `self`.
let id_boundary = id_gen.allocate_id();
// Each identifier in `ids` will be given *two* new identifiers,
// initially one "before" and then once bound another one "after".
// The two identifiers are important to distinguish references to the
// binding "before" it is refreshed, and "after" it is refreshed.
// We can equate two "before" references and two "after" references,
// but we must not equate a "before" and an "after" reference.
// For each bound identifier from `ids`, a temporary identifier for the "before" version.
let before_ids = ids
.iter()
.map(|_id| LocalId::new(id_gen.allocate_id()))
.collect::<Vec<_>>();
let mut after_ids = Vec::new();
// Install the "before" rebindings to start.
// These rebindings will be used for each binding until we process the binding.
scoped_anf
.rebindings
.extend(ids.iter().zip(before_ids.iter()).map(|(x, y)| (*x, *y)));
// Convert each bound expression into a sequence of let bindings, which are appended
// to the sequence of let bindings from prior bound expressions.
// After visiting the expression, we'll update the binding for the `id` to its "after"
// identifier.
for (index, value) in values.iter_mut().enumerate() {
scoped_anf.insert_expression(id_gen, value)?;
// Update the binding for `ids[index]` from its "before" id to a new "after" id.
let new_id = id_gen.allocate_id();
after_ids.push(new_id);
scoped_anf
.rebindings
.insert(ids[index].clone(), LocalId::new(new_id));
}
// We handle `body` separately, as it is an error to rely on arrangements from within the `LetRec`.
// Ideally we wouldn't need that complexity here, but this is called on arrangement-laden expressions
// after join planning where we need to have locked in arrangements. Revisit if we correct that.
// TODO: this logic does not find expressions shared between `body` and `values` that could be hoisted
// out of the `LetRec`; for example terms that depend only on bindings from outside the `LetRec`.
let mut body_anf = Bindings::new(this.rebindings.clone());
for id in ids.iter() {
body_anf
.rebindings
.insert(*id, scoped_anf.rebindings[id].clone());
}
body_anf.insert_expression(id_gen, body)?;
body_anf.populate_expression(body);
// Collect the bindings that are new to this `LetRec` scope (delineated by `id_boundary`).
let mut bindings = scoped_anf
.bindings
.into_iter()
.filter(|(_e, i)| i > &id_boundary)
.map(|(e, i)| (i, e))
.collect::<Vec<_>>();
// Add bindings corresponding to `(ids, values)` using after identifiers.
bindings.extend(after_ids.iter().cloned().zip_eq(values.drain(..)));
bindings.sort();
// Before continuing, we should rewrite each "before" id to its corresponding "after" id.
let before_to_after: BTreeMap<_, _> = before_ids
.into_iter()
.zip_eq(after_ids)
.map(|(b, a)| (b, LocalId::new(a)))
.collect();
// Perform the rewrite of "before" ids into "after" ids.
for (_id, expr) in bindings.iter_mut() {
let mut todo = vec![&mut *expr];
while let Some(e) = todo.pop() {
if let MirRelationExpr::Get {
id: Id::Local(i), ..
} = e
{
if let Some(after) = before_to_after.get(i) {
i.clone_from(after);
}
}
todo.extend(e.children_mut());
}
}
// New ids and new values can be extracted from the bindings.
let (new_ids, new_values): (Vec<_>, Vec<_>) = bindings
.into_iter()
.map(|(id_int, value)| (LocalId::new(id_int), value))
.unzip();
// New limits will all be `None`, except for any pre-existing limits.
let mut new_limits: BTreeMap<LocalId, _> = BTreeMap::default();
for (id, limit) in ids.iter().zip_eq(limits.iter()) {
new_limits.insert(scoped_anf.rebindings[id], limit.clone());
}
for id in new_ids.iter() {
if !new_limits.contains_key(id) {
new_limits.insert(id.clone(), None);
}
}
*ids = new_ids;
*values = new_values;
*limits = new_limits.into_values().collect();
}
MirRelationExpr::Let { id, value, body } => {
this.insert_expression(id_gen, value)?;
let new_id = if let MirRelationExpr::Get {
id: Id::Local(x), ..
} = **value
{
x
} else {
panic!("Invariant violated")
};
this.rebindings.insert(*id, new_id);
this.insert_expression(id_gen, body)?;
let body = body.take_dangerous();
this.rebindings.remove(id);
*relation = body;
}
MirRelationExpr::Get { id, .. } => {
if let Id::Local(id) = id {
if let Some(rebound) = this.rebindings.get(id) {
*id = *rebound;
} else {
Err(crate::TransformError::Internal(format!(
"Identifier missing: {:?}",
id
)))?;
}
}
}
_ => {
// All other expressions just need to apply the logic recursively.
relation.try_visit_mut_children(|expr| this.insert_expression(id_gen, expr))?;
}
};
// This should be fast, as it depends directly on only `Get` expressions.
let typ = relation.typ();
// We want to maintain the invariant that `relation` ends up as a local `Get`.
if let MirRelationExpr::Get {
id: Id::Local(_), ..
} = relation
{
// Do nothing, as the expression is already a local `Get` expression.
} else {
// Either find an instance of `relation` or insert this one.
let id = this
.bindings
.entry(relation.take_dangerous())
.or_insert_with(|| id_gen.allocate_id());
*relation = MirRelationExpr::Get {
id: Id::Local(LocalId::new(*id)),
typ,
access_strategy: AccessStrategy::UnknownOrLocal,
}
}
Ok(())
})
}
/// Populates `expression` with necessary `Let` bindings.
///
/// This population may result in substantially more `Let` bindings that one
/// might expect. It is very appropriate to run the `NormalizeLets` transformation
/// afterwards to remove `Let` bindings that it deems unhelpful.
fn populate_expression(self, expression: &mut MirRelationExpr) {
// Convert the bindings in to a sequence, by the local identifier.
let mut bindings = self.bindings.into_iter().collect::<Vec<_>>();
bindings.sort_by_key(|(_, i)| *i);
for (value, index) in bindings.into_iter().rev() {
let new_expression = MirRelationExpr::Let {
id: LocalId::new(index),
value: Box::new(value),
body: Box::new(expression.take_dangerous()),
};
*expression = new_expression;
}
}
}