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rudb_exec/
prepared.rs

1//! An expression prepared once for a pipeline and then evaluated over every chunk.
2//!
3//! `spec/engine/04-expressions.md`. [`evaluate`](crate::evaluate) walks the plan's expression tree
4//! on every chunk, which means it does four things per chunk that depend on nothing about the
5//! chunk: it recurses, it resolves every column reference by a linear search through the schema, it
6//! clones a [`LogicalType`] for every node, and it copies the whole column a [`Expr::Column`] names.
7//! Over `hits` at a hundred thousand chunks that is a hundred thousand schema searches per column
8//! reference and a hundred thousand copies of every column any expression mentions.
9//!
10//! This type does all four once. The tree is flattened into a post order array, so evaluating it is
11//! a loop over that array and the recursion is gone with it. Column references are resolved to
12//! positions when the pipeline is built. Types are held here rather than cloned out of the plan.
13//! And a column reference is not a step that produces anything: it is read straight out of the chunk
14//! at the point an operand is wanted, so the column is never copied at all.
15//!
16//! # What is shared and what is not
17//!
18//! [`Prepared`] is immutable after it is built and is `Send` and `Sync`, so one of them serves every
19//! thread running a copy of the pipeline. [`Scratch`] is the per chunk working space and there is
20//! one per pipeline instance. That split is not for this layer's benefit. It is the same split every
21//! operator needs at layer eight, where the scheduler runs one pipeline on as many threads as it has
22//! morsels for, and building it here means the operators above are written against it from the start
23//! rather than retrofitted onto it.
24//!
25//! # What is still allocated per chunk
26//!
27//! Two things, and both are named rather than hidden. A node with four or more operands gathers
28//! references to them into a `Vec<&Vector>` so a kernel can take a slice, which is one allocation of
29//! pointers rather than a copy of any data, and which a node of one, two or three operands does on
30//! the stack instead. And every kernel allocates the vector it returns, because no kernel in
31//! `rudb-kernels` takes an output parameter. The second is much the larger of the two and it is the
32//! one tier 1 fusion removes, which is scheduled after layer six for the reason
33//! `spec/engine/04-expressions.md` gives: once the tree walk is gone what is left to save is pass
34//! count, and at 1024 rows the intermediate vectors are eight kilobytes and stay in L1.
35
36use rudb_common::{
37    Error, LogicalType, PhysicalType, Result, Session, SessionTimeZone, Span, Value,
38};
39use rudb_kernels::{
40    Comparison, Connective, Held, Members, Recipe, cast_in_time_zone, combine, compare_prepared,
41    in_set, is_true, refine_flags, refine_prepared, selection,
42};
43use rudb_plan::{CompareOp, ConjunctionOp, Expr, ExprRef, Plan};
44use rudb_vector::{Chunk, Selection, Vector};
45use std::collections::HashMap;
46
47use crate::ordering::Ordering;
48use crate::schema::Schema;
49use crate::written::written;
50
51/// The scheduler's half of the expression contract, imposed now rather than at layer eight.
52///
53/// A prepared expression is the immutable half of a pipeline and layer eight hands one of them to
54/// every thread running that pipeline. That is only sound if it holds nothing thread local, and the
55/// way to find out on the commit that breaks it rather than eight layers later is to ask the
56/// compiler here, exactly as [`Chunk`] does for the data plane.
57const _: () = {
58    const fn assert_shareable<T: Send + Sync>() {}
59    assert_shareable::<Prepared>();
60};
61
62/// One or more bound expressions, flattened and resolved against a schema.
63///
64/// Built once per pipeline with [`Prepared::new`] and evaluated per chunk with
65/// [`Prepared::evaluate`] or [`Prepared::evaluate_one`], each of which wants the [`Scratch`] that
66/// [`Prepared::scratch`] hands out.
67#[derive(Debug)]
68pub struct Prepared {
69    /// The nodes in post order, so every node's operands have already been computed when it runs.
70    steps: Vec<Step>,
71    /// The type each step produces, indexed the same way as `steps`.
72    ///
73    /// A parallel array rather than a field in the variant, for the reason [`Expr`] gives: a
74    /// [`LogicalType`] owns a `Vec` for its nested cases and putting one in every variant would make
75    /// the common variants several times larger for the benefit of the rare ones.
76    types: Vec<LogicalType>,
77    /// The source range each step came from, indexed the same way as `steps`.
78    spans: Vec<Span>,
79    /// The operand lists of the steps that have one, as runs of step indices.
80    operands: Vec<usize>,
81    /// The last step that reads each step's slot, or `usize::MAX` for one nothing reads.
82    ///
83    /// A slot is emptied as soon as the step that was the last to read it has run. Keeping every
84    /// intermediate alive to the end of the array instead is what the first measured version of this
85    /// did, and a chain of eight additions was slower prepared than walked because of it: nine live
86    /// intermediates at eight kilobytes each is seventy two kilobytes of working set where the tree
87    /// walk has two, and two is the pair the allocator hands back and forth and that stays in L1.
88    /// Everything else about the prepared form was faster and this one thing paid all of it back.
89    last_use: Vec<usize>,
90    /// The step index each expression this was built from ends at.
91    roots: Vec<usize>,
92    /// The step already compiled for each shared plan expression.
93    shared: HashMap<ExprRef, usize>,
94    share: bool,
95    /// The parsed zone used only by casts whose answer depends on the session.
96    time_zone: SessionTimeZone,
97}
98
99/// One node of a flattened expression.
100///
101/// A step refers to its operands by their index in [`Prepared::steps`], which is always smaller than
102/// its own because the array is in post order.
103#[derive(Debug)]
104enum Step {
105    /// A column of the chunk, by resolved position.
106    ///
107    /// This step computes nothing. Its slot stays empty and an operand that names it is read out of
108    /// the chunk, which is the whole of what makes a column reference free rather than a copy.
109    Column(usize),
110    /// A literal, materialized into a constant vector as long as the chunk.
111    Constant(Value),
112    /// A cast to this step's own type.
113    Cast {
114        /// The step being cast.
115        input: usize,
116        /// Whether a failed cast yields null instead of raising.
117        try_cast: bool,
118    },
119    /// A binary comparison.
120    Compare {
121        /// Which comparison.
122        op: Comparison,
123        /// The left operand's step.
124        left: usize,
125        /// The right operand's step.
126        right: usize,
127        /// The side that is a literal, in the one row column the comparison loops read it through,
128        /// and `None` when neither side is one.
129        ///
130        /// Built here because the loops read both sides through a slice, so the constant side has
131        /// to become a column somewhere, and the plan says which side that is. For a string it is
132        /// also where the four byte prefix comes from, which is what almost every row of a string
133        /// comparison is decided by.
134        held: Option<Held>,
135    },
136    /// An `AND` or `OR` over a run of [`Prepared::operands`].
137    Conjunction {
138        /// Which connective.
139        op: Connective,
140        /// Where the operand list starts.
141        start: usize,
142        /// How many operands it has.
143        len: usize,
144    },
145    /// A scalar function over a run of [`Prepared::operands`].
146    Function {
147        /// The call, with the name resolved and whatever the kernel could work out from the
148        /// arguments that were literals already worked out.
149        ///
150        /// Held here so the plan is not consulted per chunk, and built here so that a regular
151        /// expression is compiled once for the query rather than once for each of the hundred
152        /// thousand chunks a pipeline over `hits` runs.
153        recipe: Recipe,
154        /// How the call is written, for the one error message that quotes it.
155        ///
156        /// Rendered when the pipeline is built rather than when a chunk arrives, because the plan
157        /// is here and is not there. It is a short string per function node in the query and it is
158        /// built once, which is a different cost from the tree walk's, where the plan is still to
159        /// hand and the rendering can wait until the row that fails.
160        written: String,
161        /// Where the argument list starts.
162        start: usize,
163        /// How many arguments it has.
164        len: usize,
165    },
166    /// A membership test over a list the query wrote out.
167    ///
168    /// The binder has no `IN` node: `x IN (1, 2, 3)` arrives as an `OR` of three equalities and
169    /// `x NOT IN (1, 2, 3)` as an `AND` of three inequalities. That is the right shape for a binder
170    /// to produce, because nothing after it then needs a second set of rules for null, and it is the
171    /// wrong shape to run, because it is a pass over the column and an output vector per entry.
172    /// This is that shape folded back up, and folding it here rather than after the operands are
173    /// pushed is what keeps the equalities from being run anyway.
174    InSet {
175        /// The step being tested.
176        input: usize,
177        /// The list, as a set, with the null rule and the direction it is read in.
178        members: Members,
179    },
180    /// A searched `CASE`, whose branches are prepared expressions of their own.
181    ///
182    /// Nested rather than flattened into the same array because a branch is not evaluated over the
183    /// chunk, it is evaluated over the rows no earlier arm claimed, and a step in the outer array
184    /// would have no way to say that. The selection threaded form in #57 replaces this whole
185    /// variant, and when it does the branches stop being separate arrays.
186    Case {
187        /// The `WHEN`/`THEN` pairs, in order.
188        arms: Vec<PreparedArm>,
189        /// The `ELSE`, if there is one. Absent means null.
190        otherwise: Option<Prepared>,
191    },
192}
193
194/// One `WHEN`/`THEN` pair of a prepared [`Step::Case`].
195#[derive(Debug)]
196struct PreparedArm {
197    /// The condition.
198    when: Prepared,
199    /// The result if the condition is true.
200    then: Prepared,
201}
202
203/// The per chunk working space of one [`Prepared`].
204///
205/// One per pipeline instance and never shared, which is the mutable half of the split the module
206/// documentation describes. It is handed back in rather than made inside [`Prepared::evaluate`] so
207/// that the array of slots survives from one chunk to the next instead of being allocated a hundred
208/// thousand times over a scan.
209#[derive(Debug)]
210pub struct Scratch {
211    /// What each step produced, or `None` for a step that produces nothing and for one that has not
212    /// run yet.
213    slots: Vec<Option<Vector>>,
214    /// What each connective step has learned about its operands, indexed by step.
215    ///
216    /// Empty for every step that is not a connective and for a connective a filter has not reached
217    /// yet, since it is built the first time one runs and the shape it needs is not known before
218    /// then. This is the mutable half of the adaptive ordering and it is here rather than in
219    /// [`Prepared`] because a prepared expression is shared by every thread running the pipeline.
220    orders: Vec<Option<Ordering>>,
221}
222
223impl Scratch {
224    /// The order a connective's operands are run in.
225    ///
226    /// For the tests that say the learning reached the walk. Nothing in the engine asks a scratch
227    /// this, because the walk is the only thing that reads an ordering and it reads its own.
228    #[cfg(test)]
229    fn order(&self, step: usize) -> Option<&[usize]> {
230        self.orders[step].as_ref().map(Ordering::order)
231    }
232}
233
234impl Prepared {
235    /// Prepares `exprs` against `schema`.
236    ///
237    /// # Errors
238    ///
239    /// If a column reference names a binding the schema does not have, or if an aggregate appears
240    /// where an ordinary expression was expected. Both are failures of the plan rather than of the
241    /// data, which is why they are found here, once, rather than on some chunk in the middle of a
242    /// scan.
243    pub fn new(plan: &Plan, exprs: &[ExprRef], schema: &Schema) -> Result<Self> {
244        Self::build(plan, exprs, schema, false)
245    }
246
247    /// Prepares expressions whose caller can evaluate a shared expression graph as one unit.
248    pub(crate) fn shared(plan: &Plan, exprs: &[ExprRef], schema: &Schema) -> Result<Self> {
249        Self::build(plan, exprs, schema, true)
250    }
251
252    fn build(plan: &Plan, exprs: &[ExprRef], schema: &Schema, share: bool) -> Result<Self> {
253        let mut prepared = Self {
254            steps: Vec::new(),
255            types: Vec::new(),
256            spans: Vec::new(),
257            operands: Vec::new(),
258            last_use: Vec::new(),
259            roots: Vec::new(),
260            shared: HashMap::new(),
261            share,
262            time_zone: SessionTimeZone::default(),
263        };
264        for &expr in exprs {
265            let root = prepared.push(plan, expr, schema)?;
266            prepared.roots.push(root);
267        }
268        prepared.last_use = prepared.last_uses();
269        Ok(prepared)
270    }
271
272    /// Uses the zone of the session that owns this prepared expression.
273    #[must_use]
274    pub fn in_session(mut self, session: &Session) -> Self {
275        self.time_zone = session.session_time_zone();
276        self
277    }
278
279    /// Which step is the last to read each step, computed once when the expression is prepared.
280    ///
281    /// A root is never freed, because the whole point of running the array was to produce it. A
282    /// step nothing reads and that is not a root cannot happen, since every step is pushed by the
283    /// node that wanted it, but saying `usize::MAX` rather than asserting that keeps this a fact
284    /// about the array rather than a claim about the builder.
285    fn last_uses(&self) -> Vec<usize> {
286        let mut last = vec![usize::MAX; self.steps.len()];
287        for index in 0..self.steps.len() {
288            self.for_each_operand(index, |operand| last[operand] = index);
289        }
290        for &root in &self.roots {
291            last[root] = usize::MAX;
292        }
293        last
294    }
295
296    /// Visits the steps one step reads, whatever shape its operands are held in.
297    fn for_each_operand(&self, index: usize, mut visit: impl FnMut(usize)) {
298        match &self.steps[index] {
299            // A case's branches are arrays of their own and read nothing out of this one.
300            Step::Column(_) | Step::Constant(_) | Step::Case { .. } => {}
301            Step::Cast { input, .. } | Step::InSet { input, .. } => visit(*input),
302            Step::Compare { left, right, .. } => {
303                visit(*left);
304                visit(*right);
305            }
306            Step::Conjunction { start, len, .. } | Step::Function { start, len, .. } => {
307                for &operand in &self.operands[*start..*start + *len] {
308                    visit(operand);
309                }
310            }
311        }
312    }
313
314    /// Prepares one expression, which is the common case and saves the caller a slice.
315    ///
316    /// # Errors
317    ///
318    /// Whatever [`Prepared::new`] reports.
319    pub fn one(plan: &Plan, expr: ExprRef, schema: &Schema) -> Result<Self> {
320        Self::new(plan, &[expr], schema)
321    }
322
323    /// Working space sized for this expression.
324    #[must_use]
325    pub fn scratch(&self) -> Scratch {
326        Scratch {
327            slots: (0..self.steps.len()).map(|_| None).collect(),
328            orders: (0..self.steps.len()).map(|_| None).collect(),
329        }
330    }
331
332    /// How many expressions this was built from.
333    #[must_use]
334    pub fn len(&self) -> usize {
335        self.roots.len()
336    }
337
338    /// How many comparisons have their literal side already built.
339    ///
340    /// For the tests, for the same reason as [`Self::sets`]: an answer that moved would be a bug,
341    /// so the only thing a test can look at is whether the building happened.
342    #[cfg(test)]
343    fn literals_built(&self) -> usize {
344        self.steps.iter().filter(|step| matches!(step, Step::Compare { held: Some(_), .. })).count()
345    }
346
347    /// How many of the steps are an `IN` list folded back up.
348    ///
349    /// For the tests, which cannot see the fold in an answer because an answer that changed would
350    /// be a bug.
351    #[cfg(test)]
352    fn sets(&self) -> usize {
353        self.steps.iter().filter(|step| matches!(step, Step::InSet { .. })).count()
354    }
355
356    /// How many of the function steps worked something out when this was built.
357    ///
358    /// For the tests, which cannot see the hoisting in an answer because an answer that changed
359    /// would be a bug.
360    #[cfg(test)]
361    fn hoisted(&self) -> usize {
362        self.steps
363            .iter()
364            .filter(|step| matches!(step, Step::Function { recipe, .. } if recipe.hoists()))
365            .count()
366    }
367
368    /// Whether it was built from no expressions at all.
369    #[must_use]
370    pub fn is_empty(&self) -> bool {
371        self.roots.is_empty()
372    }
373
374    /// Evaluates every expression over `chunk`, appending one vector each to `out`.
375    ///
376    /// Appends rather than returns a `Vec`, so a caller in a loop reuses one buffer.
377    ///
378    /// # Errors
379    ///
380    /// Anything a kernel reports, on the first expression that reports it.
381    pub fn evaluate(
382        &self,
383        chunk: &Chunk,
384        scratch: &mut Scratch,
385        out: &mut Vec<Vector>,
386    ) -> Result<()> {
387        self.run(chunk, scratch)?;
388        let mut remaining: HashMap<usize, usize> = HashMap::new();
389        for &root in &self.roots {
390            *remaining.entry(root).or_default() += 1;
391        }
392        for &root in &self.roots {
393            // The one place a column is copied, and it is copied because the caller is taking
394            // ownership of a vector that has to outlive the chunk it came from. `SELECT a` is that
395            // shape and a projection of a bare column is the only expression where it happens.
396            match self.steps[root] {
397                Step::Column(position) => out.push(chunk.column(position)?.clone()),
398                _ => {
399                    let Some(left) = remaining.get_mut(&root) else {
400                        return Err(Error::internal("a prepared root was not counted"));
401                    };
402                    *left -= 1;
403                    if *left == 0 {
404                        out.push(scratch.slots[root].take().ok_or_else(|| missing(root))?);
405                    } else {
406                        out.push(
407                            scratch.slots[root].as_ref().ok_or_else(|| missing(root))?.clone(),
408                        );
409                    }
410                }
411            }
412        }
413        Ok(())
414    }
415
416    /// Evaluates a single expression over `chunk`, handing back a reference to the answer.
417    ///
418    /// A reference rather than a vector, because the caller of this is a filter, which reads the
419    /// flags to build a selection and then drops them. Nothing about that wants ownership, and a
420    /// predicate that is a bare column reference, which `WHERE flag` is, would otherwise copy the
421    /// column to hand it over.
422    ///
423    /// # Errors
424    ///
425    /// Anything a kernel reports, and an internal error if this was not built from exactly one
426    /// expression.
427    pub fn evaluate_one<'s>(
428        &'s self,
429        chunk: &'s Chunk,
430        scratch: &'s mut Scratch,
431    ) -> Result<&'s Vector> {
432        let [root] = self.roots[..] else {
433            return Err(Error::internal(format!(
434                "evaluate_one over a prepared expression of {} roots",
435                self.roots.len()
436            )));
437        };
438        self.run(chunk, scratch)?;
439        self.operand(root, chunk, &scratch.slots)
440    }
441
442    /// Evaluates a single expression as a filter, handing back the rows it keeps.
443    ///
444    /// The difference between this and [`evaluate_one`](Self::evaluate_one) followed by
445    /// [`selection`] is the whole of what a threaded filter is. An `AND` evaluated as an expression
446    /// runs every conjunct over every row and then combines the flag vectors, so a predicate of four
447    /// conjuncts that each pass a fifth of the rows does five times the work of one that stops
448    /// looking at a row as soon as a conjunct rejects it. TPC-H Q6 is exactly that predicate.
449    ///
450    /// So the conjuncts of a top level `AND` are run one at a time, each over the rows the ones
451    /// before it left, and the moment nothing is left the rest of the predicate is not run at all.
452    /// The order they run in starts as the order the plan gives and then moves, because which
453    /// conjunct is worth running first is a question about the data and the scan is the thing
454    /// holding the answer. The `ordering` module has what is measured and how.
455    ///
456    /// A top level `OR` is threaded the same way against the complement. A row the first branch
457    /// accepts is a row the filter keeps whatever the rest of the predicate says about it, so each
458    /// branch is run over the rows no branch before it accepted, and the moment every row has been
459    /// accepted the rest of the predicate is not run either. That is the mirror of the `AND` case
460    /// and not an approximation of it: the answer is the same set of rows, because `OR` over three
461    /// valued logic is true wherever any branch is true and nothing a later branch says can take a
462    /// row back. It is worth less than the `AND` case in practice, since an `OR` of selective
463    /// branches leaves almost every row in play for the branch after, and it is worth having anyway
464    /// because the cost of finding that out is one merge per branch.
465    ///
466    /// What is threaded is the operand's own comparison rather than the whole of its subtree. A
467    /// conjunct of `a + b > 5` still adds over the whole chunk, because the scalar kernels take a
468    /// vector rather than a selection, and it is the comparison and everything downstream of it that
469    /// reads only the rows still in play. An operand that is a bare column or a function produces
470    /// flags over the chunk and is narrowed with [`refine_flags`], which is what keeps one awkward
471    /// operand from putting the others back on the unthreaded path. An operand that is itself a
472    /// connective recurses, so the two conjuncts of each half of `(a AND b) OR (c AND d)` are
473    /// threaded the same way the halves are.
474    ///
475    /// None of this is available to a projection. `SELECT a > 5 AND b LIKE 'x%'` wants a value per
476    /// row and the rows a selection dropped have no value in it, so [`evaluate`](Self::evaluate) and
477    /// [`evaluate_one`](Self::evaluate_one) evaluate the whole tree over the whole chunk and combine
478    /// flags. The two are separate entry points picked when the pipeline is built rather than one
479    /// path with a flag in it, because conflating them is a wrong answer rather than a slow one.
480    ///
481    /// # Errors
482    ///
483    /// Anything a kernel reports, and an internal error if this was not built from exactly one
484    /// expression.
485    pub fn evaluate_filter(&self, chunk: &Chunk, scratch: &mut Scratch) -> Result<Selection> {
486        let [root] = self.roots[..] else {
487            return Err(Error::internal(format!(
488                "evaluate_filter over a prepared expression of {} roots",
489                self.roots.len()
490            )));
491        };
492        scratch.slots.clear();
493        scratch.slots.resize_with(self.steps.len(), || None);
494        // A predicate that is not a connective at all is the same walk over one operand, which is
495        // where [`thread`](Self::thread) starts: it runs the tree and turns the flags into a
496        // selection, with no narrowing to do because nothing has narrowed anything yet.
497        self.thread(root, 0, chunk, scratch, None)
498    }
499
500    /// The operands of one connective, run in order, each over the rows the ones before it left.
501    ///
502    /// `live` is the rows this connective has to decide about and `None` means every row of the
503    /// chunk, which is not the same as a selection of all of them: it lets the first operand take
504    /// the unthreaded kernel rather than a pass over an identity selection. The answer is the rows
505    /// out of `live` the connective is true for.
506    ///
507    /// The walk is the same for both connectives and only the bookkeeping differs. `AND` carries the
508    /// rows every operand so far has kept, so each answer replaces it. `OR` carries the rows no
509    /// operand so far has accepted, so each answer comes out of it and the rows the connective keeps
510    /// are the ones that went missing along the way.
511    ///
512    /// The operand is not `steps[begin..=operand]` evaluated and then narrowed. Its subtree is run
513    /// over the whole chunk and it is the operand itself that reads only the rows in play, except
514    /// where the operand is another connective, which recurses and threads its own operands from
515    /// here rather than falling back to a flag vector. That is what makes `(a AND b) OR (c AND d)`
516    /// four threaded comparisons rather than two threaded ones and two flag passes.
517    fn branches(
518        &self,
519        index: usize,
520        begin: usize,
521        chunk: &Chunk,
522        scratch: &mut Scratch,
523        live: Option<&Selection>,
524    ) -> Result<Selection> {
525        let Step::Conjunction { op, start, len } = self.steps[index] else {
526            return Err(Error::internal("a connective walk over a step that is not a connective"));
527        };
528        let operands = &self.operands[start..start + len];
529        let rows = chunk.len();
530        // Out of the scratch for the length of the walk, because the walk runs steps and running a
531        // step wants the scratch. It goes back at the end, which is also where it learns. A walk
532        // that fails leaves the slot empty and the next chunk starts the connective over, which is
533        // a history lost on a query that is about to stop running anyway.
534        let mut order = scratch.orders[index]
535            .take()
536            .unwrap_or_else(|| Ordering::new(op, self.weights(operands, begin)));
537        let mut carried: Option<Selection> = live.cloned();
538        for slot in 0..len {
539            if carried.as_ref().is_some_and(Selection::is_empty) {
540                break;
541            }
542            let which = order.at(slot);
543            let operand = operands[which];
544            // The array is in post order and an operand's whole subtree sits between the operand
545            // before it and the operand itself, which is a range the run order cannot move. That is
546            // what lets the operands run in any order at all without a second structure to say
547            // where each one starts.
548            let from = if which == 0 { begin } else { operands[which - 1] + 1 };
549            let given = carried.as_ref().map_or(rows, Selection::len);
550            let answered = self.thread(operand, from, chunk, scratch, carried.as_ref())?;
551            order.observed(which, given, answered.len());
552            carried = Some(match (op, carried) {
553                (Connective::And, _) => answered,
554                (Connective::Or, None) => answered.complement(rows),
555                (Connective::Or, Some(carried)) => carried.without(&answered),
556            });
557            // Keep a shared step alive when a later operand still reads it.
558            for step in from..=operand {
559                if self.last_use[step] <= operand {
560                    scratch.slots[step] = None;
561                }
562            }
563        }
564        order.relearn();
565        scratch.orders[index] = Some(order);
566        Ok(match (op, carried) {
567            // A connective with no operands, which the binder does not build and which is answered
568            // here rather than left to index arithmetic: an empty `AND` is every row and an empty
569            // `OR` is none.
570            (Connective::And, None) => live.cloned().unwrap_or_else(|| Selection::identity(rows)),
571            (Connective::And, Some(kept)) => kept,
572            (Connective::Or, None) => Selection::empty(),
573            (Connective::Or, Some(missed)) => match live {
574                None => missed.complement(rows),
575                Some(live) => live.without(&missed),
576            },
577        })
578    }
579
580    /// What each operand of a connective costs to run over a chunk, for the ordering to divide by.
581    ///
582    /// An operand costs what its whole subtree costs, which is the steps from where the operand
583    /// before it ended up to the operand itself.
584    fn weights(&self, operands: &[usize], begin: usize) -> Vec<f64> {
585        let mut costs = Vec::with_capacity(operands.len());
586        let mut from = begin;
587        for &operand in operands {
588            costs.push((from..=operand).map(|step| self.weight(step)).sum());
589            from = operand + 1;
590        }
591        costs
592    }
593
594    /// Roughly what one step costs to run over a chunk, against a comparison of two fixed width
595    /// columns as the unit.
596    ///
597    /// A ranking rather than a prediction. Nothing downstream reads the number itself, only which
598    /// of two of them is larger, and the differences that decide an order are the big ones: a
599    /// column reference costs nothing because it is read in place, a string function costs many
600    /// times what an integer comparison costs, and a comparison over a variable length type costs
601    /// several times what the same comparison over a fixed width one costs. Everything finer than
602    /// that is below the noise of what the window is measuring anyway.
603    fn weight(&self, index: usize) -> f64 {
604        match &self.steps[index] {
605            // Read straight out of the chunk at the point an operand is wanted, so there is no step
606            // to run and nothing to charge for.
607            Step::Column(_) => 0.0,
608            // One vector built per chunk, however many rows the chunk has.
609            Step::Constant(_) => 0.25,
610            // The operands carry the cost of a connective, and they are steps of their own.
611            Step::Conjunction { .. } => 0.0,
612            Step::Cast { input, .. } => 2.0 * touching(&self.types[*input]),
613            Step::Compare { left, .. } => touching(&self.types[*left]),
614            // One hash and one probe a row, whatever the list holds, which is the point of it. It
615            // is dearer than a comparison and much cheaper than the chain of them it replaced.
616            Step::InSet { input, .. } => 2.0 * touching(&self.types[*input]),
617            Step::Function { start, len, .. } => {
618                let widest = self.operands[*start..*start + *len]
619                    .iter()
620                    .map(|&argument| touching(&self.types[argument]))
621                    .fold(1.0, f64::max);
622                4.0 * widest
623            }
624            // A branch per arm, each of which is a prepared expression of its own that this does
625            // not look inside. Charging for the arms alone understates it and says the right thing
626            // about the order, which is that a `CASE` is not what you want in front.
627            Step::Case { arms, .. } => 4.0 * arms.len() as f64,
628        }
629    }
630
631    /// One operand of a connective, over the rows it is still worth asking about.
632    ///
633    /// `begin` is the first step of the operand's subtree, which the caller knows because the steps
634    /// are in post order.
635    fn thread(
636        &self,
637        index: usize,
638        begin: usize,
639        chunk: &Chunk,
640        scratch: &mut Scratch,
641        live: Option<&Selection>,
642    ) -> Result<Selection> {
643        if matches!(self.steps[index], Step::Conjunction { .. }) {
644            return self.branches(index, begin, chunk, scratch, live);
645        }
646        for step in begin..index {
647            self.run_step(step, chunk, scratch)?;
648        }
649        if let Step::Compare { op, left, right, held } = &self.steps[index] {
650            let one = self.operand(*left, chunk, &scratch.slots)?;
651            let other = self.operand(*right, chunk, &scratch.slots)?;
652            let held = held.as_ref();
653            return match live {
654                // The first operand has every row in play, and asking the threaded kernel for that
655                // would be a pass over an identity selection the unthreaded one does not need.
656                None => Ok(selection(&compare_prepared(*op, one, other, held)?, chunk.len())),
657                Some(live) => refine_prepared(*op, one, other, live, held),
658            };
659        }
660        self.run_step(index, chunk, scratch)?;
661        let flags = self.operand(index, chunk, &scratch.slots)?;
662        match live {
663            None => Ok(selection(flags, chunk.len())),
664            Some(live) => refine_flags(flags, live),
665        }
666    }
667
668    /// Runs every step in order, filling the slots.
669    fn run(&self, chunk: &Chunk, scratch: &mut Scratch) -> Result<()> {
670        scratch.slots.clear();
671        scratch.slots.resize_with(self.steps.len(), || None);
672        for index in 0..self.steps.len() {
673            self.run_step(index, chunk, scratch)?;
674        }
675        Ok(())
676    }
677
678    /// Runs one step and empties the slot of every operand this was the last step to read.
679    fn run_step(&self, index: usize, chunk: &Chunk, scratch: &mut Scratch) -> Result<()> {
680        let produced = self
681            .step(index, chunk, &scratch.slots)
682            .map_err(|error| error.with_fallback_span(self.spans[index]))?;
683        scratch.slots[index] = produced;
684        let slots = &mut scratch.slots;
685        self.for_each_operand(index, |operand| {
686            if self.last_use[operand] == index {
687                slots[operand] = None;
688            }
689        });
690        Ok(())
691    }
692
693    /// Runs one step, given what the steps before it produced.
694    fn step(
695        &self,
696        index: usize,
697        chunk: &Chunk,
698        slots: &[Option<Vector>],
699    ) -> Result<Option<Vector>> {
700        let ty = &self.types[index];
701        let produced = match &self.steps[index] {
702            Step::Column(_) => None,
703            Step::Constant(value) => Some(Vector::constant(ty.clone(), value.clone(), chunk.len())),
704            Step::Cast { input, try_cast } => Some(cast_in_time_zone(
705                self.operand(*input, chunk, slots)?,
706                ty,
707                *try_cast,
708                Some(self.time_zone),
709            )?),
710            Step::Compare { op, left, right, held } => Some(compare_prepared(
711                *op,
712                self.operand(*left, chunk, slots)?,
713                self.operand(*right, chunk, slots)?,
714                held.as_ref(),
715            )?),
716            Step::Conjunction { op, start, len } => {
717                Some(
718                    self.with_operands(*start, *len, chunk, slots, |children| {
719                        combine(*op, children)
720                    })?,
721                )
722            }
723            Step::Function { recipe, written, start, len } => {
724                Some(self.with_operands(*start, *len, chunk, slots, |args| {
725                    rudb_kernels::call_prepared(recipe, args, ty, Some(&|| written.clone()))
726                })?)
727            }
728            Step::InSet { input, members } => {
729                Some(in_set(self.operand(*input, chunk, slots)?, members, ty)?)
730            }
731            Step::Case { arms, otherwise } => {
732                Some(self.case(chunk, arms, otherwise.as_ref(), ty)?)
733            }
734        };
735        Ok(produced)
736    }
737
738    /// The vector a step produced, or the chunk's column if the step is a column reference.
739    fn operand<'v>(
740        &self,
741        index: usize,
742        chunk: &'v Chunk,
743        slots: &'v [Option<Vector>],
744    ) -> Result<&'v Vector> {
745        if let Step::Column(position) = self.steps[index] {
746            return chunk.column(position);
747        }
748        slots[index].as_ref().ok_or_else(|| missing(index))
749    }
750
751    /// Hands a kernel the references to an operand list, without allocating for the usual widths.
752    ///
753    /// One, two and three because those are what a bound tree is made of: every scalar function in
754    /// the catalog is unary or binary, a comparison is binary, and a conjunction is two or three
755    /// often enough to be worth a line. A stack array for those means a chain of eight additions
756    /// makes zero allocations for its operand lists over a chunk instead of eight, and eight
757    /// allocations a chunk at the rate a pipeline produces chunks is a real number rather than a
758    /// tidiness argument. Anything wider falls back to [`gather`](Self::gather), which is a `Vec`
759    /// of pointers and still moves no data.
760    fn with_operands<'v, T>(
761        &self,
762        start: usize,
763        len: usize,
764        chunk: &'v Chunk,
765        slots: &'v [Option<Vector>],
766        run: impl FnOnce(&[&'v Vector]) -> Result<T>,
767    ) -> Result<T> {
768        match self.operands[start..start + len] {
769            [a] => run(&[self.operand(a, chunk, slots)?]),
770            [a, b] => run(&[self.operand(a, chunk, slots)?, self.operand(b, chunk, slots)?]),
771            [a, b, c] => run(&[
772                self.operand(a, chunk, slots)?,
773                self.operand(b, chunk, slots)?,
774                self.operand(c, chunk, slots)?,
775            ]),
776            _ => {
777                let gathered = self.gather(start, len, chunk, slots)?;
778                run(&gathered)
779            }
780        }
781    }
782
783    /// References to an operand list, for a kernel that takes a slice of them.
784    ///
785    /// The `Vec` here is the allocation the module documentation names: it holds pointers rather
786    /// than vectors, so it is a dozen bytes an operand and no data moves.
787    fn gather<'v>(
788        &self,
789        start: usize,
790        len: usize,
791        chunk: &'v Chunk,
792        slots: &'v [Option<Vector>],
793    ) -> Result<Vec<&'v Vector>> {
794        let mut gathered = Vec::with_capacity(len);
795        for &operand in &self.operands[start..start + len] {
796            gathered.push(self.operand(operand, chunk, slots)?);
797        }
798        Ok(gathered)
799    }
800
801    /// A searched `CASE` over the rows no earlier arm claimed.
802    ///
803    /// The same shape [`evaluate`](crate::evaluate) has, because the thing that makes it that shape
804    /// is a correctness rule rather than a performance one: `CASE WHEN x <> 0 THEN 1 / x ELSE 0 END`
805    /// divides by zero on the rows the arm excludes if the arm is evaluated for them. What is left
806    /// of it after #57 is the same rule expressed as a selection rather than as a narrowed chunk,
807    /// with the answers scattered back instead of assembled out of a `Vec<Value>`.
808    fn case(
809        &self,
810        chunk: &Chunk,
811        arms: &[PreparedArm],
812        otherwise: Option<&Prepared>,
813        ty: &LogicalType,
814    ) -> Result<Vector> {
815        let mut answers = vec![Value::Null; chunk.len()];
816        let mut pending: Vec<usize> = (0..chunk.len()).collect();
817        for arm in arms {
818            if pending.is_empty() {
819                break;
820            }
821            let narrowed = narrow(chunk, &pending)?;
822            let mut scratch = arm.when.scratch();
823            let flags = arm.when.evaluate_one(&narrowed, &mut scratch)?;
824            let mut taken = Vec::new();
825            let mut still = Vec::new();
826            // row at a time: the scatter that replaces these three loops is #57, and this variant
827            // goes with it.
828            for (at, &row) in pending.iter().enumerate() {
829                if is_true(&flags.value_at(at)) {
830                    taken.push((at, row));
831                } else {
832                    still.push(row);
833                }
834            }
835            if !taken.is_empty() {
836                let positions: Vec<usize> = taken.iter().map(|&(at, _)| at).collect();
837                let matched = narrow(&narrowed, &positions)?;
838                let mut scratch = arm.then.scratch();
839                let results = arm.then.evaluate_one(&matched, &mut scratch)?;
840                // row at a time: the scatter this wants is #57, same as the loop above.
841                for (slot, &(_, row)) in taken.iter().enumerate() {
842                    answers[row] = results.try_value_at(slot)?;
843                }
844            }
845            pending = still;
846        }
847        if let Some(otherwise) = otherwise {
848            if !pending.is_empty() {
849                let narrowed = narrow(chunk, &pending)?;
850                let mut scratch = otherwise.scratch();
851                let results = otherwise.evaluate_one(&narrowed, &mut scratch)?;
852                // row at a time: the scatter this wants is #57, same as the two above.
853                for (slot, &row) in pending.iter().enumerate() {
854                    answers[row] = results.try_value_at(slot)?;
855                }
856            }
857        }
858        Vector::from_values(ty.clone(), &answers)
859    }
860
861    /// Flattens one expression, appending its steps and returning the index of its last one.
862    fn push(&mut self, plan: &Plan, expr: ExprRef, schema: &Schema) -> Result<usize> {
863        if self.share {
864            if let Some(&step) = self.shared.get(&expr) {
865                return Ok(step);
866            }
867        }
868        let ty = plan.expr_type(expr).clone();
869        let step = match *plan.expr(expr) {
870            Expr::Column(binding) => {
871                let position = schema.position_of(binding).ok_or_else(|| {
872                    Error::internal(format!(
873                        "column #{}.{} is not in the schema this operator was given",
874                        binding.table, binding.column
875                    ))
876                })?;
877                Step::Column(position)
878            }
879            Expr::Constant(reference) => Step::Constant(plan.value(reference).clone()),
880            Expr::Cast { input, try_cast } => {
881                Step::Cast { input: self.push(plan, input, schema)?, try_cast }
882            }
883            Expr::Compare { op, left, right } => {
884                let left = self.push(plan, left, schema)?;
885                let right = self.push(plan, right, schema)?;
886                Step::Compare { op: comparison(op), left, right, held: self.held(left, right) }
887            }
888            Expr::Conjunction { op, children } => {
889                let list = plan.expr_list(children).to_vec();
890                match self.membership(plan, connective(op), &list, schema)? {
891                    Some(step) => step,
892                    None => {
893                        let (start, len) = self.push_list(plan, &list, schema)?;
894                        Step::Conjunction { op: connective(op), start, len }
895                    }
896                }
897            }
898            Expr::Function { name, args } => {
899                let (start, len) = self.push_list(plan, plan.expr_list(args), schema)?;
900                Step::Function {
901                    recipe: Recipe::new(plan.string(name), &self.literals(start, len)),
902                    written: written(plan, expr, schema),
903                    start,
904                    len,
905                }
906            }
907            Expr::Aggregate { name, .. } => {
908                return Err(Error::internal(format!(
909                    "the {} aggregate was evaluated as an ordinary expression",
910                    plan.string(name)
911                )));
912            }
913            Expr::Case { arms, otherwise } => {
914                let mut prepared = Vec::new();
915                for &arm in plan.arm_list(arms) {
916                    prepared.push(PreparedArm {
917                        when: Self::one(plan, arm.when, schema)?,
918                        then: Self::one(plan, arm.then, schema)?,
919                    });
920                }
921                let otherwise = match otherwise {
922                    Some(otherwise) => Some(Self::one(plan, otherwise, schema)?),
923                    None => None,
924                };
925                Step::Case { arms: prepared, otherwise }
926            }
927        };
928        self.steps.push(step);
929        self.types.push(ty);
930        self.spans.push(plan.expr_span(expr));
931        let step = self.steps.len() - 1;
932        if self.share {
933            self.shared.insert(expr, step);
934        }
935        Ok(step)
936    }
937
938    /// Flattens a list of expressions and records where its operand run starts and how long it is.
939    ///
940    /// The operand run is written after every child has been flattened rather than as they go,
941    /// because a child that is itself a list would otherwise interleave its run with this one.
942    fn push_list(
943        &mut self,
944        plan: &Plan,
945        exprs: &[ExprRef],
946        schema: &Schema,
947    ) -> Result<(usize, usize)> {
948        let mut indices = Vec::with_capacity(exprs.len());
949        for &expr in exprs {
950            indices.push(self.push(plan, expr, schema)?);
951        }
952        let start = self.operands.len();
953        let len = indices.len();
954        self.operands.extend(indices);
955        Ok((start, len))
956    }
957
958    /// This connective folded back into the `IN` the user wrote, or `None` when it is not one.
959    ///
960    /// What the binder writes for `x IN (1, 2, 3)` is `x = 1 OR x = 2 OR x = 3`, and for
961    /// `x NOT IN (1, 2, 3)` it is `x <> 1 AND x <> 2 AND x <> 3`. So the shape looked for is every
962    /// child a comparison of the one direction, every left the same expression, and every right a
963    /// literal. Anything else is left alone, which covers the `OR` that was written as an `OR` and
964    /// the one where an `IN` has been flattened together with another branch. The second is a fold
965    /// this could make and does not, and it is worth having later out of a query that wants it
966    /// rather than now out of a guess.
967    ///
968    /// This runs before the children are pushed, and that is the whole reason it is here rather than
969    /// as a pass over the finished array. A step that nothing reads is still a step the walk runs,
970    /// because the walk over a subtree is a range and not a graph, so folding after the fact would
971    /// leave every equality in place and running.
972    fn membership(
973        &mut self,
974        plan: &Plan,
975        op: Connective,
976        children: &[ExprRef],
977        schema: &Schema,
978    ) -> Result<Option<Step>> {
979        let wanted = match op {
980            Connective::Or => CompareOp::Equal,
981            Connective::And => CompareOp::NotEqual,
982        };
983        let mut subject: Option<ExprRef> = None;
984        let mut values = Vec::with_capacity(children.len());
985        for &child in children {
986            let Expr::Compare { op: found, left, right } = *plan.expr(child) else {
987                return Ok(None);
988            };
989            if found != wanted || !same(plan, *subject.get_or_insert(left), left) {
990                return Ok(None);
991            }
992            let Expr::Constant(reference) = *plan.expr(right) else {
993                return Ok(None);
994            };
995            values.push(plan.value(reference).clone());
996        }
997        let (Some(subject), Some(members)) = (subject, Members::of(&values, op == Connective::And))
998        else {
999            return Ok(None);
1000        };
1001        Ok(Some(Step::InSet { input: self.push(plan, subject, schema)?, members }))
1002    }
1003
1004    /// The literal side of a comparison, in the one row column the comparison reads it through.
1005    ///
1006    /// The right side first, because that is the side the binder puts a literal on and the side the
1007    /// loops are written for. Two literals is a comparison the optimizer folded, and if it did not
1008    /// then the kernel answers it once for the whole vector and never reads either column, so
1009    /// neither side is built here.
1010    fn held(&self, left: usize, right: usize) -> Option<Held> {
1011        let (at, other) = match (&self.steps[left], &self.steps[right]) {
1012            (Step::Constant(_), Step::Constant(_)) => return None,
1013            (_, Step::Constant(value)) => (right, value),
1014            (Step::Constant(value), _) => (left, value),
1015            _ => return None,
1016        };
1017        Held::of(&self.types[at], other)
1018    }
1019
1020    /// The literal behind each argument in a run of the operand list, and `None` for an argument
1021    /// that is anything else.
1022    ///
1023    /// This is what a [`Recipe`] hoists from. An argument that is a literal in the plan arrives as a
1024    /// constant vector holding exactly this value on every chunk, so what a kernel reads here is
1025    /// what it would have read per chunk. An argument that is a cast of a literal reads as `None`,
1026    /// which is a call the kernel decides per chunk as it always did, and the optimizer folds most
1027    /// of those before the plan gets here anyway.
1028    fn literals(&self, start: usize, len: usize) -> Vec<Option<Value>> {
1029        self.operands[start..start + len]
1030            .iter()
1031            .map(|&operand| match &self.steps[operand] {
1032                Step::Constant(value) => Some(value.clone()),
1033                _ => None,
1034            })
1035            .collect()
1036    }
1037}
1038
1039/// Whether two expressions of one plan are the same expression, written once or written twice.
1040///
1041/// The binder binds the subject of an `IN` once and points every comparison it writes at that one
1042/// reference, so the answer is almost always the first line. A plan that has been through a rewrite,
1043/// and a plan read back from its own text, hold two copies of the same tree instead, and for the
1044/// fold in [`Prepared::membership`] those are the same expression.
1045///
1046/// The four shapes handled are what an `IN` is written over: a column, a literal, a cast of either,
1047/// and a call, which is TPC-H query 22 asking whether the first two digits of a phone number are in
1048/// a list. Anything else answers no, which costs a fold that could have happened rather than a wrong
1049/// one. The walk is bounded by the size of the subject and a subject is small.
1050fn same(plan: &Plan, left: ExprRef, right: ExprRef) -> bool {
1051    if left == right {
1052        return true;
1053    }
1054    if plan.expr_type(left) != plan.expr_type(right) {
1055        return false;
1056    }
1057    match (plan.expr(left), plan.expr(right)) {
1058        (Expr::Column(one), Expr::Column(other)) => one == other,
1059        (Expr::Constant(one), Expr::Constant(other)) => plan.value(*one) == plan.value(*other),
1060        (
1061            Expr::Cast { input: one, try_cast: first },
1062            Expr::Cast { input: other, try_cast: second },
1063        ) => first == second && same(plan, *one, *other),
1064        (
1065            Expr::Function { name: one, args: first },
1066            Expr::Function { name: other, args: second },
1067        ) => {
1068            let (first, second) = (plan.expr_list(*first), plan.expr_list(*second));
1069            plan.string(*one) == plan.string(*other)
1070                && first.len() == second.len()
1071                && first.iter().zip(second).all(|(&one, &other)| same(plan, one, other))
1072        }
1073        _ => false,
1074    }
1075}
1076
1077/// What touching a value of this type costs, against a fixed width one as the unit.
1078///
1079/// A variable length value is a pointer to follow and a length that is not the same twice, and a
1080/// nested one is that per element. Four is not measured, and what it has to be is large enough that
1081/// the ordering puts a fixed width comparison in front of a string one and small enough that it does
1082/// not put one in front of a string comparison that rejects every row.
1083fn touching(ty: &LogicalType) -> f64 {
1084    match ty.physical() {
1085        PhysicalType::Varlen => 4.0,
1086        PhysicalType::List | PhysicalType::Array | PhysicalType::Struct => 8.0,
1087        _ => 1.0,
1088    }
1089}
1090
1091/// The error for a slot that should have held something and did not.
1092///
1093/// This cannot happen while the array is in post order, since every operand's index is smaller than
1094/// the index of the step using it and every step runs in order. It is an error rather than a panic
1095/// because the property it depends on is a property of [`Prepared::push`], and the day somebody
1096/// writes a pass that reorders the array is the day it stops holding.
1097fn missing(index: usize) -> Error {
1098    Error::internal(format!("step {index} was used as an operand before it produced anything"))
1099}
1100
1101/// The chunk cut down to the given rows.
1102///
1103/// The reason `CASE` is written with this rather than by evaluating every arm over the whole chunk
1104/// and picking afterwards. `CASE WHEN x <> 0 THEN 1 // x ELSE 0 END` divides by zero on the rows the
1105/// arm does not apply to if the arm is evaluated for them, and a `CASE` that raises on a row it was
1106/// written to exclude is the classic wrong answer this shape prevents.
1107pub(crate) fn narrow(chunk: &Chunk, rows: &[usize]) -> Result<Chunk> {
1108    let mut selection = Selection::with_capacity(rows.len());
1109    for &row in rows {
1110        selection.push(row);
1111    }
1112    chunk.clone().select(&selection)
1113}
1114
1115/// The kernels' comparison for the plan's.
1116///
1117/// A translation rather than one shared enum, because the kernels are rank 3 and the plan is rank
1118/// 9. This function is the whole of what that separation costs.
1119pub(crate) fn comparison(op: CompareOp) -> Comparison {
1120    match op {
1121        CompareOp::Equal => Comparison::Equal,
1122        CompareOp::NotEqual => Comparison::NotEqual,
1123        CompareOp::Less => Comparison::Less,
1124        CompareOp::LessOrEqual => Comparison::LessOrEqual,
1125        CompareOp::Greater => Comparison::Greater,
1126        CompareOp::GreaterOrEqual => Comparison::GreaterOrEqual,
1127        CompareOp::DistinctFrom => Comparison::DistinctFrom,
1128        CompareOp::NotDistinctFrom => Comparison::NotDistinctFrom,
1129    }
1130}
1131
1132/// The kernels' connective for the plan's.
1133pub(crate) fn connective(op: ConjunctionOp) -> Connective {
1134    match op {
1135        ConjunctionOp::And => Connective::And,
1136        ConjunctionOp::Or => Connective::Or,
1137    }
1138}
1139
1140#[cfg(test)]
1141mod tests {
1142    use rudb_common::{Field, LogicalType, Value};
1143    use rudb_kernels::is_true;
1144    use rudb_plan::{ExprRef, Node, Plan};
1145    use rudb_vector::{Chunk, Selection, Vector};
1146
1147    use super::{Prepared, narrow};
1148    use crate::expr::evaluate;
1149    use crate::schema::Schema;
1150
1151    /// Two columns with a null in each, because every disagreement between these two evaluators
1152    /// that is worth finding is a disagreement about which rows are null.
1153    fn input() -> (Schema, Chunk) {
1154        let schema = Schema::numbered(
1155            vec![Field::new("x", LogicalType::Integer), Field::new("s", LogicalType::Varchar)],
1156            0,
1157        );
1158        let x = Vector::from_values(
1159            LogicalType::Integer,
1160            &[Value::Integer(3), Value::Integer(1), Value::Null, Value::Integer(2)],
1161        )
1162        .expect("four integers");
1163        let s = Vector::from_values(
1164            LogicalType::Varchar,
1165            &[
1166                Value::Varchar("a".to_string()),
1167                Value::Null,
1168                Value::Varchar("c".to_string()),
1169                Value::Varchar("a".to_string()),
1170            ],
1171        )
1172        .expect("four strings");
1173        (schema, Chunk::new(vec![x, s]).expect("two columns of four rows"))
1174    }
1175
1176    /// The expressions of a projection written in the plan's textual form, over the two columns
1177    /// [`input`] produces.
1178    ///
1179    /// Going through the text rather than the arena builders for the reason the other test module
1180    /// gives: a test that says what it evaluates in the notation a plan dump uses is a test whose
1181    /// failure can be pasted into a plan and vice versa.
1182    fn projection(exprs: &str) -> (Plan, Vec<ExprRef>) {
1183        let text =
1184            format!("Project #1 [{exprs}]\n  Get memory.main.t AS t #0 [x::INTEGER, s::VARCHAR]");
1185        let plan = Plan::parse(&text).expect("a well formed plan");
1186        let Node::Project { exprs, .. } = *plan.node(plan.root()) else {
1187            panic!("the root of that text is a projection");
1188        };
1189        let list = plan.expr_list(exprs).to_vec();
1190        (plan, list)
1191    }
1192
1193    /// Every expression shape, evaluated both ways over the same chunk.
1194    ///
1195    /// This is the agreement the module documentation claims and it is the only thing that makes
1196    /// the prepared form safe to put in front of the tree walk. The generated well typed trees the
1197    /// test gate of #57 asks for are a wider version of this and are worth building once the
1198    /// selection threaded shapes exist to disagree about.
1199    fn agrees(exprs: &str) {
1200        let (schema, chunk) = input();
1201        let (plan, list) = projection(exprs);
1202        let prepared = Prepared::new(&plan, &list, &schema).expect("the expressions resolve");
1203        let mut scratch = prepared.scratch();
1204        let mut fast = Vec::new();
1205        prepared.evaluate(&chunk, &mut scratch, &mut fast).expect("the prepared form runs");
1206        for (at, &expr) in list.iter().enumerate() {
1207            let slow = evaluate(&plan, expr, &schema, &chunk).expect("the tree walk runs");
1208            for row in 0..chunk.len() {
1209                assert_eq!(
1210                    fast[at].value_at(row),
1211                    slow.value_at(row),
1212                    "expression {at} of `{exprs}` at row {row}"
1213                );
1214            }
1215        }
1216    }
1217
1218    #[test]
1219    fn a_column_reference_agrees() {
1220        agrees("#0.0::INTEGER AS a, #0.1::VARCHAR AS b");
1221    }
1222
1223    #[test]
1224    fn a_constant_agrees() {
1225        agrees("7::INTEGER AS a, NULL::INTEGER AS b");
1226    }
1227
1228    #[test]
1229    fn a_cast_agrees() {
1230        agrees("CAST(#0.0::INTEGER)::BIGINT AS a, CAST(#0.0::INTEGER)::VARCHAR AS b");
1231    }
1232
1233    #[test]
1234    fn a_comparison_agrees() {
1235        agrees("(#0.0::INTEGER > 1::INTEGER)::BOOLEAN AS a");
1236    }
1237
1238    #[test]
1239    fn a_conjunction_agrees() {
1240        agrees(
1241            "((#0.0::INTEGER > 1::INTEGER)::BOOLEAN AND (#0.0::INTEGER < 3::INTEGER)::BOOLEAN)\
1242             ::BOOLEAN AS a",
1243        );
1244    }
1245
1246    #[test]
1247    fn a_function_agrees() {
1248        agrees("\"+\"(#0.0::INTEGER, 1::INTEGER)::INTEGER AS a");
1249    }
1250
1251    /// The two evaluators quote the same expression when a divisor is zero. Per #262.
1252    ///
1253    /// This is the one message in the engine that depends on how an expression is written rather
1254    /// than on what it computes, and the two evaluators render it at different times: the prepared
1255    /// form when the pipeline is built, the tree walk on the row that fails. Same renderer, so the
1256    /// same sentence, and this is what says so.
1257    #[test]
1258    fn both_evaluators_quote_the_same_expression_when_a_divisor_is_zero() {
1259        let (schema, chunk) = input();
1260        let (plan, list) = projection("\"//\"(#0.0::INTEGER, 0::INTEGER)::INTEGER AS a");
1261        let prepared = Prepared::new(&plan, &list, &schema).expect("the expression resolves");
1262        let mut scratch = prepared.scratch();
1263        let mut out = Vec::new();
1264        let fast = prepared.evaluate(&chunk, &mut scratch, &mut out).expect_err("divides by zero");
1265        let slow = evaluate(&plan, list[0], &schema, &chunk).expect_err("divides by zero");
1266        assert_eq!(fast.message(), slow.message());
1267        assert!(fast.message().starts_with("Division by zero in expression (x // 0)."), "{fast}");
1268    }
1269
1270    #[test]
1271    fn a_case_agrees() {
1272        agrees(
1273            "CASE WHEN (#0.0::INTEGER > 1::INTEGER)::BOOLEAN THEN 10::INTEGER \
1274             ELSE 20::INTEGER END::INTEGER AS a",
1275        );
1276    }
1277
1278    /// The same expression twice, which is where the tree walk copies the column twice and this
1279    /// does not, and the answers still have to be identical.
1280    #[test]
1281    fn a_column_mentioned_three_times_agrees() {
1282        agrees("\"+\"(\"+\"(#0.0::INTEGER, #0.0::INTEGER)::INTEGER, #0.0::INTEGER)::INTEGER AS a");
1283    }
1284
1285    /// The intermediates of a chain are not all held to the end of it.
1286    ///
1287    /// This is the whole difference between the prepared form being faster than the tree walk on a
1288    /// deep chain and being slower than it, and it is a property of the slot array rather than of
1289    /// any answer, so it is asserted here rather than left to the benchmark to catch.
1290    #[test]
1291    fn a_chain_holds_one_intermediate_at_a_time() {
1292        let (schema, chunk) = input();
1293        let mut expr = "#0.0::INTEGER".to_string();
1294        for _ in 0..8 {
1295            expr = format!("\"+\"({expr}, 1::INTEGER)::INTEGER");
1296        }
1297        let (plan, list) = projection(&format!("{expr} AS a"));
1298        let prepared = Prepared::new(&plan, &list, &schema).expect("the chain resolves");
1299        let mut scratch = prepared.scratch();
1300        prepared.run(&chunk, &mut scratch).expect("the chain runs");
1301        let live = scratch.slots.iter().filter(|slot| slot.is_some()).count();
1302        assert_eq!(live, 1, "a chain that has run should be holding its answer and nothing else");
1303    }
1304
1305    /// The rows a threaded filter keeps are the rows the tree walk says the predicate is true for.
1306    ///
1307    /// Every threaded conjunct is a chance to disagree with the unthreaded answer about a null,
1308    /// about a row an earlier conjunct had already dropped, or about a chunk nothing survives, and
1309    /// the answer is a set of row numbers rather than a vector, so this is checked against the tree
1310    /// walk read a row at a time rather than against the prepared form it is part of.
1311    fn filters(predicate: &str) {
1312        let (schema, chunk) = input();
1313        let (plan, list) = projection(&format!("{predicate} AS p"));
1314        let prepared = Prepared::new(&plan, &list, &schema).expect("the predicate resolves");
1315        let mut scratch = prepared.scratch();
1316        let threaded = prepared.evaluate_filter(&chunk, &mut scratch).expect("the filter runs");
1317        let flags = evaluate(&plan, list[0], &schema, &chunk).expect("the tree walk runs");
1318        let expected = Selection::from_predicate(chunk.len(), |row| is_true(&flags.value_at(row)));
1319        assert_eq!(threaded, expected, "`{predicate}`");
1320        // And running it again over the same scratch is the same answer, because a pipeline calls
1321        // this once a chunk and a slot left behind by the conjunct before would show up here.
1322        let again = prepared.evaluate_filter(&chunk, &mut scratch).expect("the filter runs again");
1323        assert_eq!(again, expected, "`{predicate}` a second time");
1324    }
1325
1326    /// A predicate with no `AND` in it is not threaded and has to keep saying the same thing.
1327    #[test]
1328    fn a_single_comparison_filters_the_same_rows() {
1329        filters("(#0.0::INTEGER > 1::INTEGER)::BOOLEAN");
1330        filters("(#0.1::VARCHAR = 'a'::VARCHAR)::BOOLEAN");
1331        filters("(#0.0::INTEGER IS NOT DISTINCT FROM NULL::INTEGER)::BOOLEAN");
1332    }
1333
1334    #[test]
1335    fn a_chain_of_conjuncts_keeps_what_all_of_them_keep() {
1336        filters(
1337            "((#0.0::INTEGER > 1::INTEGER)::BOOLEAN AND (#0.0::INTEGER < 3::INTEGER)::BOOLEAN)\
1338             ::BOOLEAN",
1339        );
1340        filters(
1341            "((#0.0::INTEGER >= 1::INTEGER)::BOOLEAN AND (#0.0::INTEGER <= 3::INTEGER)::BOOLEAN \
1342             AND (#0.1::VARCHAR = 'a'::VARCHAR)::BOOLEAN AND (#0.0::INTEGER <> 2::INTEGER)\
1343             ::BOOLEAN)::BOOLEAN",
1344        );
1345    }
1346
1347    /// A conjunct that rejects every row, in front of one that would have kept some. The rows are
1348    /// the same either way and the point of the shape is that the second conjunct never runs.
1349    #[test]
1350    fn a_conjunct_that_keeps_nothing_ends_the_predicate() {
1351        filters(
1352            "((#0.0::INTEGER > 9::INTEGER)::BOOLEAN AND (#0.0::INTEGER < 9::INTEGER)::BOOLEAN)\
1353             ::BOOLEAN",
1354        );
1355    }
1356
1357    /// A conjunct whose operands are computed rather than read, which is the shape where the
1358    /// comparison is threaded and the arithmetic under it is not.
1359    #[test]
1360    fn a_conjunct_over_a_computed_operand_keeps_the_same_rows() {
1361        filters(
1362            "((#0.0::INTEGER > 1::INTEGER)::BOOLEAN AND \
1363             (\"+\"(#0.0::INTEGER, 1::INTEGER)::INTEGER < 4::INTEGER)::BOOLEAN)::BOOLEAN",
1364        );
1365    }
1366
1367    /// A conjunct that is not a comparison at all, which is the one that goes through the flag
1368    /// kernel rather than the comparison kernel.
1369    #[test]
1370    fn a_conjunct_that_is_not_a_comparison_is_threaded_too() {
1371        filters(
1372            "((#0.0::INTEGER > 1::INTEGER)::BOOLEAN AND ((#0.1::VARCHAR = 'a'::VARCHAR)::BOOLEAN \
1373             OR (#0.0::INTEGER = 1::INTEGER)::BOOLEAN)::BOOLEAN)::BOOLEAN",
1374        );
1375        filters(
1376            "(((#0.1::VARCHAR = 'c'::VARCHAR)::BOOLEAN OR (#0.0::INTEGER = 3::INTEGER)::BOOLEAN)\
1377             ::BOOLEAN AND (#0.0::INTEGER <> 1::INTEGER)::BOOLEAN)::BOOLEAN",
1378        );
1379    }
1380
1381    /// An `OR` at the top threads the complement: the second branch only sees the rows the first
1382    /// one did not accept, and the rows it accepts are added to them rather than replacing them.
1383    ///
1384    /// The input has a row where the first branch is true, one where the second is, one where both
1385    /// are false and one where the first is null and the second is true, which is the row that says
1386    /// whether the complement was taken over "not true" or over "false".
1387    #[test]
1388    fn an_or_at_the_top_threads_the_complement() {
1389        filters(
1390            "((#0.0::INTEGER > 2::INTEGER)::BOOLEAN OR (#0.1::VARCHAR = 'c'::VARCHAR)::BOOLEAN)\
1391             ::BOOLEAN",
1392        );
1393        filters(
1394            "((#0.0::INTEGER = 1::INTEGER)::BOOLEAN OR (#0.1::VARCHAR = 'a'::VARCHAR)::BOOLEAN \
1395             OR (#0.0::INTEGER > 2::INTEGER)::BOOLEAN)::BOOLEAN",
1396        );
1397    }
1398
1399    /// A branch that accepts every row, in front of one that would have accepted none. The rows are
1400    /// the same either way and the point of the shape is that the second branch never runs.
1401    #[test]
1402    fn a_branch_that_keeps_everything_ends_the_predicate() {
1403        filters(
1404            "((#0.0::INTEGER IS NOT DISTINCT FROM #0.0::INTEGER)::BOOLEAN OR \
1405             (#0.0::INTEGER > 9::INTEGER)::BOOLEAN)::BOOLEAN",
1406        );
1407    }
1408
1409    /// The branches after one that has accepted every row really are skipped.
1410    ///
1411    /// Every other test here says the threaded answer matches the unthreaded one, which it would
1412    /// even if nothing were threaded at all. This one puts a division by zero behind a branch that
1413    /// accepts everything, so the predicate raises if the second branch runs and does not if the
1414    /// walk stopped where it was supposed to.
1415    #[test]
1416    fn a_branch_behind_one_that_accepted_every_row_does_not_run() {
1417        let (schema, chunk) = input();
1418        let predicate = "((#0.0::INTEGER IS NOT DISTINCT FROM #0.0::INTEGER)::BOOLEAN OR \
1419                         (\"//\"(#0.0::INTEGER, 0::INTEGER)::INTEGER > 0::INTEGER)::BOOLEAN)\
1420                         ::BOOLEAN";
1421        let (plan, list) = projection(&format!("{predicate} AS p"));
1422        let prepared = Prepared::new(&plan, &list, &schema).expect("the predicate resolves");
1423        let mut scratch = prepared.scratch();
1424        let kept =
1425            prepared.evaluate_filter(&chunk, &mut scratch).expect("the second branch never runs");
1426        assert_eq!(kept, Selection::identity(chunk.len()));
1427        // And the same predicate evaluated as an expression does divide by zero, which is what says
1428        // the test is testing the threading rather than a predicate that happens not to raise.
1429        evaluate(&plan, list[0], &schema, &chunk).expect_err("the tree walk divides by zero");
1430    }
1431
1432    /// The conjunct that rejects the most rows ends up in front of the one that rejects none.
1433    ///
1434    /// The predicate is written the wrong way round on purpose. The plan order costs two passes a
1435    /// chunk where one would do, and after a chunk of watching it the filter runs the selective one
1436    /// first and the other one stops running at all.
1437    #[test]
1438    fn a_filter_learns_which_conjunct_to_run_first() {
1439        let (schema, chunk) = input();
1440        let predicate = "((#0.0::INTEGER > 0::INTEGER)::BOOLEAN AND (#0.0::INTEGER > 9::INTEGER)\
1441                         ::BOOLEAN)::BOOLEAN";
1442        let (plan, list) = projection(&format!("{predicate} AS p"));
1443        let prepared = Prepared::new(&plan, &list, &schema).expect("the predicate resolves");
1444        let mut scratch = prepared.scratch();
1445        let root = prepared.roots[0];
1446        assert_eq!(scratch.order(root), None, "nothing has run yet");
1447        let kept = prepared.evaluate_filter(&chunk, &mut scratch).expect("the filter runs");
1448        assert!(kept.is_empty());
1449        assert_eq!(scratch.order(root), Some(&[1, 0][..]), "the second conjunct rejects the most");
1450        // And it stays there, because the conjunct that now runs first empties the selection and
1451        // the one behind it keeps the history it already had rather than losing it.
1452        let kept = prepared.evaluate_filter(&chunk, &mut scratch).expect("the filter runs again");
1453        assert!(kept.is_empty());
1454        assert_eq!(scratch.order(root), Some(&[1, 0][..]));
1455    }
1456
1457    /// Whatever order it settles on, the rows are the rows.
1458    ///
1459    /// Run for longer than the window is wide, because an order that changes halfway through a scan
1460    /// is the shape where a walk that got the subtree bookkeeping wrong would start reading the
1461    /// wrong steps, and the first chunk would not show it.
1462    #[test]
1463    fn reordering_never_changes_which_rows_survive() {
1464        let (schema, chunk) = input();
1465        let predicate = "((#0.0::INTEGER >= 1::INTEGER)::BOOLEAN AND \
1466                         (\"+\"(#0.0::INTEGER, 1::INTEGER)::INTEGER < 4::INTEGER)::BOOLEAN AND \
1467                         (#0.1::VARCHAR = 'a'::VARCHAR)::BOOLEAN)::BOOLEAN";
1468        let (plan, list) = projection(&format!("{predicate} AS p"));
1469        let prepared = Prepared::new(&plan, &list, &schema).expect("the predicate resolves");
1470        let mut scratch = prepared.scratch();
1471        let flags = evaluate(&plan, list[0], &schema, &chunk).expect("the tree walk runs");
1472        let expected = Selection::from_predicate(chunk.len(), |row| is_true(&flags.value_at(row)));
1473        for round in 0..40 {
1474            let kept = prepared.evaluate_filter(&chunk, &mut scratch).expect("the filter runs");
1475            assert_eq!(kept, expected, "round {round}");
1476        }
1477    }
1478
1479    /// A nested connective is threaded rather than evaluated into flags.
1480    ///
1481    /// The inner `AND` keeps nothing, so its second conjunct is never reached and the division by
1482    /// zero in it never happens. Evaluating the branch as an expression and narrowing the flags
1483    /// afterwards, which is what an operand that is not a connective still does, would have run it.
1484    #[test]
1485    fn a_nested_connective_stops_where_the_outer_one_would() {
1486        let (schema, chunk) = input();
1487        let predicate = "((#0.0::INTEGER > 9::INTEGER)::BOOLEAN OR ((#0.0::INTEGER > 9::INTEGER)\
1488                         ::BOOLEAN AND (\"//\"(#0.0::INTEGER, 0::INTEGER)::INTEGER > 0::INTEGER)\
1489                         ::BOOLEAN)::BOOLEAN)::BOOLEAN";
1490        let (plan, list) = projection(&format!("{predicate} AS p"));
1491        let prepared = Prepared::new(&plan, &list, &schema).expect("the predicate resolves");
1492        let mut scratch = prepared.scratch();
1493        let kept =
1494            prepared.evaluate_filter(&chunk, &mut scratch).expect("the division never happens");
1495        assert!(kept.is_empty());
1496        evaluate(&plan, list[0], &schema, &chunk).expect_err("the tree walk divides by zero");
1497    }
1498
1499    /// A branch that is not a comparison, which is the one that goes through the flag kernel.
1500    #[test]
1501    fn an_or_branch_that_is_not_a_comparison_is_threaded_too() {
1502        filters(
1503            "((#0.0::INTEGER > 2::INTEGER)::BOOLEAN OR \
1504             \"~~\"(#0.1::VARCHAR, 'a%'::VARCHAR)::BOOLEAN)::BOOLEAN",
1505        );
1506        filters(
1507            "(\"~~\"(#0.1::VARCHAR, 'c%'::VARCHAR)::BOOLEAN OR (#0.0::INTEGER = 1::INTEGER)\
1508             ::BOOLEAN)::BOOLEAN",
1509        );
1510    }
1511
1512    /// A connective inside a connective, which recurses rather than falling back to flags.
1513    ///
1514    /// Both nestings, because the two carry opposite things: an `AND` under an `OR` starts from the
1515    /// rows no branch has accepted, and an `OR` under an `AND` starts from the rows every conjunct
1516    /// has kept, and getting either one backwards is a wrong set of rows.
1517    #[test]
1518    fn a_connective_inside_a_connective_threads_both_ways() {
1519        filters(
1520            "(((#0.0::INTEGER >= 2::INTEGER)::BOOLEAN AND (#0.1::VARCHAR = 'a'::VARCHAR)::BOOLEAN)\
1521             ::BOOLEAN OR ((#0.0::INTEGER < 2::INTEGER)::BOOLEAN AND (#0.1::VARCHAR <> 'c'\
1522             ::VARCHAR)::BOOLEAN)::BOOLEAN)::BOOLEAN",
1523        );
1524        filters(
1525            "(((#0.1::VARCHAR = 'c'::VARCHAR)::BOOLEAN OR (#0.0::INTEGER = 3::INTEGER)::BOOLEAN)\
1526             ::BOOLEAN AND ((#0.0::INTEGER <> 1::INTEGER)::BOOLEAN OR (#0.1::VARCHAR = 'a'\
1527             ::VARCHAR)::BOOLEAN)::BOOLEAN)::BOOLEAN",
1528        );
1529        // Three deep, since two levels is where an off by one in the subtree bookkeeping can still
1530        // be hidden by the ranges lining up.
1531        filters(
1532            "((#0.0::INTEGER > 9::INTEGER)::BOOLEAN OR ((#0.0::INTEGER >= 1::INTEGER)::BOOLEAN \
1533             AND ((#0.1::VARCHAR = 'a'::VARCHAR)::BOOLEAN OR (#0.0::INTEGER = 1::INTEGER)\
1534             ::BOOLEAN)::BOOLEAN)::BOOLEAN)::BOOLEAN",
1535        );
1536    }
1537
1538    /// A predicate where one side is null and the other is true, in both orders. `OR` is true there
1539    /// and a complement taken over the rows a branch rejected rather than the rows it accepted
1540    /// would drop the row, which is the one way this can be wrong and is not a wrong vector but a
1541    /// missing row.
1542    #[test]
1543    fn a_null_branch_beside_a_true_one_keeps_the_row() {
1544        filters(
1545            "((#0.0::INTEGER > 2::INTEGER)::BOOLEAN OR (#0.1::VARCHAR = 'c'::VARCHAR)::BOOLEAN \
1546             OR (#0.0::INTEGER IS NOT DISTINCT FROM NULL::INTEGER)::BOOLEAN)::BOOLEAN",
1547        );
1548        filters(
1549            "((#0.1::VARCHAR > 'b'::VARCHAR)::BOOLEAN OR (#0.0::INTEGER = 1::INTEGER)::BOOLEAN)\
1550             ::BOOLEAN",
1551        );
1552    }
1553
1554    /// A filter over a chunk that has already been narrowed, which is what a second filter in a
1555    /// pipeline sees and is the form pair the threaded kernels have to handle rather than fall
1556    /// through on.
1557    #[test]
1558    fn a_filter_over_a_selected_chunk_keeps_the_same_rows() {
1559        let (schema, chunk) = input();
1560        let predicate = "((#0.0::INTEGER >= 1::INTEGER)::BOOLEAN AND \
1561                         (#0.1::VARCHAR = 'a'::VARCHAR)::BOOLEAN)::BOOLEAN";
1562        let (plan, list) = projection(&format!("{predicate} AS p"));
1563        let prepared = Prepared::new(&plan, &list, &schema).expect("the predicate resolves");
1564        let mut scratch = prepared.scratch();
1565        let narrowed = narrow(&chunk, &[0, 3]).expect("two of the four rows");
1566        let threaded = prepared.evaluate_filter(&narrowed, &mut scratch).expect("the filter runs");
1567        let flags = evaluate(&plan, list[0], &schema, &narrowed).expect("the tree walk runs");
1568        let expected =
1569            Selection::from_predicate(narrowed.len(), |row| is_true(&flags.value_at(row)));
1570        assert_eq!(threaded, expected);
1571    }
1572
1573    /// Preparing is per pipeline and evaluating is per chunk, so the scratch has to survive being
1574    /// used again and give the same answer the second time.
1575    #[test]
1576    fn a_scratch_used_twice_gives_the_same_answer_twice() {
1577        let (schema, chunk) = input();
1578        let (plan, list) = projection("\"+\"(#0.0::INTEGER, 1::INTEGER)::INTEGER AS a");
1579        let prepared = Prepared::new(&plan, &list, &schema).expect("the expressions resolve");
1580        let mut scratch = prepared.scratch();
1581        let mut once = Vec::new();
1582        prepared.evaluate(&chunk, &mut scratch, &mut once).expect("the first chunk runs");
1583        let mut twice = Vec::new();
1584        prepared.evaluate(&chunk, &mut scratch, &mut twice).expect("the second chunk runs");
1585        assert_eq!(once, twice);
1586    }
1587
1588    #[test]
1589    fn a_shared_computed_root_is_compiled_once() {
1590        let (schema, chunk) = input();
1591        let (plan, list) = projection("\"+\"(#0.0::INTEGER, 1::INTEGER)::INTEGER AS a");
1592        let prepared = Prepared::shared(&plan, &[list[0], list[0]], &schema)
1593            .expect("the shared expression resolves");
1594        assert_eq!(prepared.steps.len(), 3);
1595        let mut scratch = prepared.scratch();
1596        let mut answers = Vec::new();
1597        prepared.evaluate(&chunk, &mut scratch, &mut answers).expect("both roots are returned");
1598        assert_eq!(answers[0], answers[1]);
1599    }
1600
1601    /// A chunk shorter than the last one, because a scan's final chunk is that and a constant
1602    /// materialized to the wrong length would be an out of range read rather than a wrong answer.
1603    #[test]
1604    fn a_shorter_chunk_after_a_longer_one_is_evaluated_at_its_own_length() {
1605        let (schema, chunk) = input();
1606        let (plan, list) = projection("7::INTEGER AS a");
1607        let prepared = Prepared::new(&plan, &list, &schema).expect("the expressions resolve");
1608        let mut scratch = prepared.scratch();
1609        let mut full = Vec::new();
1610        prepared.evaluate(&chunk, &mut scratch, &mut full).expect("the full chunk runs");
1611        assert_eq!(full[0].len(), 4);
1612        let short = chunk
1613            .clone()
1614            .select(&{
1615                let mut selection = Selection::with_capacity(2);
1616                selection.push(0);
1617                selection.push(2);
1618                selection
1619            })
1620            .expect("two of the four rows");
1621        let mut cut = Vec::new();
1622        prepared.evaluate(&short, &mut scratch, &mut cut).expect("the short chunk runs");
1623        assert_eq!(cut[0].len(), 2);
1624    }
1625
1626    /// An aggregate is not an expression and saying so when the pipeline is built is better than
1627    /// saying it on the first chunk.
1628    #[test]
1629    fn an_aggregate_is_refused_when_it_is_prepared() {
1630        let (schema, _) = input();
1631        let text = "Aggregate #1 groups=[] aggregates=[sum(#0.0::INTEGER)::HUGEINT]\n  \
1632                    Get memory.main.t AS t #0 [x::INTEGER, s::VARCHAR]";
1633        let plan = Plan::parse(text).expect("a well formed plan");
1634        let Node::Aggregate { aggregates, .. } = *plan.node(plan.root()) else {
1635            panic!("the root of that text is an aggregate");
1636        };
1637        let list = plan.expr_list(aggregates).to_vec();
1638        let error = Prepared::new(&plan, &list, &schema).expect_err("sum is not a scalar");
1639        assert!(error.message().contains("sum"), "{error}");
1640    }
1641
1642    /// How many of an expression's function steps worked something out when it was prepared, and
1643    /// whether the answer it gives is still the tree walk's answer.
1644    ///
1645    /// The count is the point of the assertion, because an answer that moved would be a bug. The
1646    /// agreement is what says the answer did not move.
1647    fn prepares(expr: &str, lifted: usize) {
1648        let (schema, _) = input();
1649        let projected = format!("{expr} AS a");
1650        let (plan, list) = projection(&projected);
1651        let prepared = Prepared::new(&plan, &list, &schema).expect("the expression resolves");
1652        assert_eq!(prepared.hoisted(), lifted, "`{expr}`");
1653        agrees(&projected);
1654    }
1655
1656    /// A pattern the user wrote is compiled where the plan is, which is once.
1657    #[test]
1658    fn a_literal_pattern_is_compiled_when_the_pipeline_is_built() {
1659        prepares("\"~~\"(#0.1::VARCHAR, 'a%'::VARCHAR)::BOOLEAN", 1);
1660        prepares("\"~~*\"(#0.1::VARCHAR, '%A%'::VARCHAR)::BOOLEAN", 1);
1661    }
1662
1663    /// A regular expression, which is the one where the compiling is worth real time.
1664    ///
1665    /// ClickBench query 29 runs one pattern over a hundred million rows, which is a hundred thousand
1666    /// chunks, and before this each of those hundred thousand compiled the pattern again.
1667    #[test]
1668    fn a_regular_expression_is_compiled_when_the_pipeline_is_built() {
1669        prepares("\"regexp_matches\"(#0.1::VARCHAR, '^a'::VARCHAR)::BOOLEAN", 1);
1670        prepares("\"regexp_replace\"(#0.1::VARCHAR, 'a'::VARCHAR, 'b'::VARCHAR)::VARCHAR", 1);
1671    }
1672
1673    /// A pattern that is not a literal, which is legal SQL and is decided per chunk as it was.
1674    #[test]
1675    fn a_pattern_that_is_not_a_literal_is_left_to_the_chunk() {
1676        prepares("\"~~\"(#0.1::VARCHAR, #0.1::VARCHAR)::BOOLEAN", 0);
1677    }
1678
1679    /// A function with nothing to work out, which is almost all of them.
1680    #[test]
1681    fn a_function_with_no_prepare_step_prepares_nothing() {
1682        prepares("\"upper\"(#0.1::VARCHAR)::VARCHAR", 0);
1683    }
1684
1685    /// How many of an expression's steps are a folded `IN`, and whether the answer still agrees.
1686    fn folds(expr: &str, sets: usize) {
1687        let (schema, _) = input();
1688        let projected = format!("{expr} AS a");
1689        let (plan, list) = projection(&projected);
1690        let prepared = Prepared::new(&plan, &list, &schema).expect("the expression resolves");
1691        assert_eq!(prepared.sets(), sets, "`{expr}`");
1692        agrees(&projected);
1693    }
1694
1695    /// What the binder writes for `x IN (1, 3)`, folded back into one lookup.
1696    ///
1697    /// The test goes through the plan's text, where the three mentions of the column are three
1698    /// expressions rather than one, which is the case `same` exists for. A plan the binder built has
1699    /// one mention and takes the first line of it.
1700    #[test]
1701    fn an_in_list_becomes_one_lookup() {
1702        folds(
1703            "((#0.0::INTEGER = 1::INTEGER)::BOOLEAN OR (#0.0::INTEGER = 3::INTEGER)::BOOLEAN)\
1704             ::BOOLEAN",
1705            1,
1706        );
1707        folds(
1708            "((#0.1::VARCHAR = 'a'::VARCHAR)::BOOLEAN OR (#0.1::VARCHAR = 'z'::VARCHAR)::BOOLEAN)\
1709             ::BOOLEAN",
1710            1,
1711        );
1712    }
1713
1714    /// `NOT IN`, which the binder writes as an `AND` of inequalities and which reads the same
1715    /// lookup the other way round.
1716    #[test]
1717    fn a_not_in_list_becomes_the_same_lookup() {
1718        folds(
1719            "((#0.0::INTEGER <> 1::INTEGER)::BOOLEAN AND (#0.0::INTEGER <> 3::INTEGER)::BOOLEAN)\
1720             ::BOOLEAN",
1721            1,
1722        );
1723    }
1724
1725    /// A list with a null in it, which is the rule that makes an `IN` not a set lookup.
1726    ///
1727    /// A row that is not in the list is null rather than false, because it might have equalled the
1728    /// value the null stands for. `agrees` is what says the fold kept that, since the `OR` of
1729    /// comparisons it is checked against gets it from three valued logic for free.
1730    #[test]
1731    fn a_list_with_a_null_in_it_folds_and_keeps_the_null_rule() {
1732        folds(
1733            "((#0.0::INTEGER = 1::INTEGER)::BOOLEAN OR (#0.0::INTEGER = NULL::INTEGER)::BOOLEAN \
1734             OR (#0.0::INTEGER = 3::INTEGER)::BOOLEAN)::BOOLEAN",
1735            1,
1736        );
1737        folds(
1738            "((#0.0::INTEGER <> 1::INTEGER)::BOOLEAN AND (#0.0::INTEGER <> NULL::INTEGER)\
1739             ::BOOLEAN AND (#0.0::INTEGER <> 3::INTEGER)::BOOLEAN)::BOOLEAN",
1740            1,
1741        );
1742    }
1743
1744    /// The connectives that are not an `IN`, each for its own reason.
1745    #[test]
1746    fn a_connective_that_is_not_an_in_list_is_left_alone() {
1747        // Two different columns.
1748        folds(
1749            "((#0.0::INTEGER = 1::INTEGER)::BOOLEAN OR (#0.1::VARCHAR = 'a'::VARCHAR)::BOOLEAN)\
1750             ::BOOLEAN",
1751            0,
1752        );
1753        // One equality and one of something else.
1754        folds(
1755            "((#0.0::INTEGER = 1::INTEGER)::BOOLEAN OR (#0.0::INTEGER > 3::INTEGER)::BOOLEAN)\
1756             ::BOOLEAN",
1757            0,
1758        );
1759        // The right hand side is a column rather than a literal.
1760        folds(
1761            "((#0.0::INTEGER = 1::INTEGER)::BOOLEAN OR (#0.0::INTEGER = #0.0::INTEGER)::BOOLEAN)\
1762             ::BOOLEAN",
1763            0,
1764        );
1765        // An `AND` of equalities is not a `NOT IN`, it is a predicate that is false unless the two
1766        // literals are the same. Folding it as one would answer true where it answers false.
1767        folds(
1768            "((#0.0::INTEGER = 1::INTEGER)::BOOLEAN AND (#0.0::INTEGER = 3::INTEGER)::BOOLEAN)\
1769             ::BOOLEAN",
1770            0,
1771        );
1772    }
1773
1774    /// The same thing in a filter, which is the shape it is written in.
1775    #[test]
1776    fn an_in_list_filters_the_same_rows() {
1777        filters(
1778            "((#0.0::INTEGER = 1::INTEGER)::BOOLEAN OR (#0.0::INTEGER = 3::INTEGER)::BOOLEAN)\
1779             ::BOOLEAN",
1780        );
1781        filters(
1782            "((#0.0::INTEGER <> 1::INTEGER)::BOOLEAN AND (#0.0::INTEGER <> 3::INTEGER)::BOOLEAN)\
1783             ::BOOLEAN",
1784        );
1785        // Inside a larger predicate, where the fold is one operand of the connective above it.
1786        filters(
1787            "(((#0.0::INTEGER = 1::INTEGER)::BOOLEAN OR (#0.0::INTEGER = 3::INTEGER)::BOOLEAN)\
1788             ::BOOLEAN AND (#0.1::VARCHAR = 'a'::VARCHAR)::BOOLEAN)::BOOLEAN",
1789        );
1790    }
1791
1792    /// The literal side of a comparison is turned into a column when the pipeline is built.
1793    #[test]
1794    fn a_comparison_against_a_literal_builds_it_once() {
1795        let (schema, _) = input();
1796        for (expr, built) in [
1797            ("(#0.1::VARCHAR = 'a'::VARCHAR)::BOOLEAN AS p", 1),
1798            ("(#0.0::INTEGER > 1::INTEGER)::BOOLEAN AS p", 1),
1799            // The literal on the left, which is the same comparison written the other way round.
1800            ("(1::INTEGER < #0.0::INTEGER)::BOOLEAN AS p", 1),
1801            // Two columns, which has no literal side to build.
1802            ("(#0.0::INTEGER = #0.0::INTEGER)::BOOLEAN AS p", 0),
1803            // Two literals, which the kernel answers once for the whole vector without reading a
1804            // column, so building one would be work that nothing reads.
1805            ("(1::INTEGER = 2::INTEGER)::BOOLEAN AS p", 0),
1806        ] {
1807            let (plan, list) = projection(expr);
1808            let prepared = Prepared::new(&plan, &list, &schema).expect("the expression resolves");
1809            assert_eq!(prepared.literals_built(), built, "`{expr}`");
1810            agrees(expr);
1811        }
1812    }
1813
1814    /// A pattern that does not compile still fails where the query said it does.
1815    ///
1816    /// Preparing is not allowed to move an error earlier. Compiling at build time and reporting
1817    /// there would raise before a row had been read, and under a `CASE` arm it would raise on a
1818    /// query whose rows never reach the call at all.
1819    #[test]
1820    fn a_pattern_that_does_not_compile_fails_on_the_chunk_and_not_before() {
1821        let (schema, chunk) = input();
1822        let (plan, list) =
1823            projection("\"regexp_matches\"(#0.1::VARCHAR, 'a('::VARCHAR)::BOOLEAN AS a");
1824        let prepared = Prepared::new(&plan, &list, &schema).expect("preparing does not compile it");
1825        assert_eq!(prepared.hoisted(), 0);
1826        let mut scratch = prepared.scratch();
1827        let mut out = Vec::new();
1828        prepared.evaluate(&chunk, &mut scratch, &mut out).expect_err("the chunk raises");
1829    }
1830}