rudb_vector/vector.rs
1//! The vector itself.
2//!
3//! `spec/07-execution.md` section 7.1 calls this the widest interface in the system, says every
4//! operator depends on it, and says changing it after twenty operators exist is expensive. So it
5//! is written before the first operator rather than after the fifth.
6//!
7//! A vector is a type, a length of at most [`VECTOR_SIZE`], a physical form, a validity
8//! representation and some data. Four of the forms are the ones in `spec/04-architecture.md`
9//! section 4.3: flat, constant, sequence and dictionary. Run length, bit packed and string view come
10//! after them, one at a time with the kernels that read them rather than all at once ahead of
11//! anything that can use them.
12//!
13//! Dictionary and run length are the pair worth understanding together, because they answer
14//! different questions about the same column. A dictionary says which distinct values there are, so
15//! it wins on low cardinality however the rows are ordered. Run length says where the values stop,
16//! so it wins on a clustered column however many distinct values it has. A column can want either
17//! one without wanting the other, and `hits` has columns of both kinds.
18//!
19//! String view is the odd one out, because it is not about making a column smaller. It is about who
20//! owns the bytes: the views are the vector's and the arena is shared, so cutting a chunk out of a
21//! page of strings moves sixteen bytes a row and copies none of the payload. Every other form here
22//! trades a little work per row for less memory, and that one trades nothing at all.
23//!
24//! The nested forms are the odd ones out in a different direction. The forms above are all ways of
25//! writing a column of scalars down more cheaply, and a nested value is not a scalar at all, so
26//! [`Form::List`] and [`Form::Struct`] are each the only form their column has rather than one of
27//! several it could be in. A list is a child vector of every element plus a start and a length per
28//! row. A struct is one child per field with no entries at all, because a struct row holds one value
29//! per field rather than a run of them. Either way the children are ordinary vectors and can be in any
30//! of the forms above, which is where a nested column gets made smaller.
31//!
32//! **What is not here yet.** Buffers are owned. Section 7.1 says a vector borrowed from a buffer
33//! managed page carries a pin, and there is no buffer manager until M2, so there is nothing to pin
34//! and pretending otherwise would be an interface built against an imaginary caller. `ARRAY` is not
35//! stored yet either, and it is a composition of what is here rather than a new shape: it is a list
36//! whose length is the type's rather than the row's, the way a `MAP` is a list whose child is a two
37//! field struct of keys and values. `UNION` is the one that is genuinely different, since it is one
38//! child per member plus a tag saying which member each row is in.
39
40use std::borrow::Cow;
41use std::cell::RefCell;
42use std::cmp::Ordering;
43use std::sync::Arc;
44
45use rudb_common::{Cause, Error, Field, LogicalType, Result, Value, slow};
46
47use crate::buffer::Buffer;
48use crate::fsst::SymbolTable;
49use crate::string::{StringColumn, StringView};
50use crate::validity::Validity;
51
52/// How many values are in a full vector.
53///
54/// 8192, which is four times DuckDB's 2048 and eight times what this was. It started at 1024 for
55/// three reasons: the FastLanes unit is 1024, a validity mask comes out at exactly 16 `u64` words,
56/// and a vector of 16 byte string views is 16 KiB, which is small enough that several of them sit
57/// in L1 at once. The first two are still true of any multiple of 1024. The third was the argument
58/// and it was an argument about the wrong level, because it was also deciding how much of a table
59/// one zone map covered and how much work one call into the pipeline did, and those wanted a much
60/// larger number than L1 did.
61///
62/// #984 separated them: a table in memory is stored in row groups of 122,880 rows now and a chunk
63/// is a window into one, so the vector size is only the execution unit and is free to be chosen for
64/// what an operator costs per call. #480 measured it. On twenty million rows in memory, one thread,
65/// going from 1024 to 8192 takes `count(*)` with a filter from 14.0 milliseconds to 1.9, `sum(v)`
66/// with the same filter from 39.6 to 29.6 and `sum(k + v)` from 66.8 to 52.6. On ClickBench over
67/// Parquet, where the time is decode and hash aggregation rather than per call overhead, the same
68/// move is worth about eight percent on the total of the twenty nine queries that run.
69///
70/// 32768 was measured too and is not better: it wins another few percent on the full scans and
71/// loses on the load, on a needle that the chunk zone maps would otherwise prune, and on anything
72/// with a string column, where a vector of views is half a megabyte. 8192 is where the per call
73/// overhead has stopped mattering and the working set has not started to.
74pub const VECTOR_SIZE: usize = 8192;
75
76/// The smallest and largest of `at`, or `None` when it is empty.
77///
78/// Compared as signed 32 bit numbers with the top bit flipped, which keeps the order and is the
79/// one minimum and maximum SSE2 has, so the loop vectorizes where an unsigned one does not.
80fn extent(at: &[u32]) -> Option<(u32, u32)> {
81 const FLIP: u32 = 1 << 31;
82 #[expect(clippy::cast_possible_wrap, reason = "the flip makes the wrap keep the order")]
83 let signed = |row: u32| (row ^ FLIP) as i32;
84 #[expect(clippy::cast_sign_loss, reason = "undoing the flip above")]
85 let unsigned = |row: i32| (row as u32) ^ FLIP;
86 if at.is_empty() {
87 return None;
88 }
89 let low = at.iter().fold(i32::MAX, |low, &row| low.min(signed(row)));
90 let high = at.iter().fold(i32::MIN, |high, &row| high.max(signed(row)));
91 Some((unsigned(low), unsigned(high)))
92}
93
94/// Whether every one of `codes` is below `len`.
95///
96/// The obvious test is the largest code, and on the baseline x86-64 the release is built for that
97/// loop does not vectorize, because SSE2 has no unsigned 32 bit maximum. It was about half of
98/// `Vector::gather` on q01, where every filtered column asks it of the same positions. An `or` of
99/// every code is at least as large as each of them and does vectorize, so when it is below `len`
100/// every code is too. A filter's positions over a full chunk of 8192 rows always pass that way,
101/// since `len` is then a power of two. Anything the `or` cannot settle takes the maximum.
102#[must_use]
103pub fn below(codes: &[u32], len: usize) -> bool {
104 let Ok(len) = u32::try_from(len) else { return true };
105 if codes.is_empty() || codes.iter().fold(0, |bits, &code| bits | code) < len {
106 return true;
107 }
108 codes.iter().copied().fold(0, u32::max) < len
109}
110
111/// What the key field of a map's child struct is called.
112///
113/// A map is stored as a list of two field structs, and these are the two names. They are DuckDB's, and
114/// they are also the names the Parquet specification gives a map's repeated group, so a reader that
115/// builds one of these from a file finds the names already agreed rather than translated.
116pub const MAP_KEY: &str = "key";
117
118/// What the value field of a map's child struct is called. See [`MAP_KEY`].
119pub const MAP_VALUE: &str = "value";
120
121/// What [`Vector::map_parts`] hands back: one entry per row, then the keys and then the values.
122///
123/// A name rather than the triple written out, because the triple written out is over the complexity
124/// clippy allows and because a kernel that takes these as an argument should be able to say so in one
125/// word.
126pub type MapParts<'a> = (&'a [(u32, u32)], &'a Vector, &'a Vector);
127
128/// Which physical form a vector is in.
129///
130/// An operator asks this once per vector and then takes the path it wants, which is the one branch
131/// per vector that the whole design is willing to spend.
132///
133/// Not exhaustive, and that is a decision rather than an oversight. `Encoded` is the fifth form
134/// and it arrives at layer three with the specialization contract. If this enum were exhaustive,
135/// the day it lands is the day every kernel in the workspace stops compiling, and the pressure at
136/// that moment would be to add an arm to each of them in a hurry rather than to think about what
137/// each one should do with an encoded vector. A required fallback arm means each kernel already
138/// has a correct answer for a form it has never seen, and specializing it is then a change that
139/// can be made one kernel at a time with a benchmark next to it.
140#[derive(Debug, Clone, Copy, PartialEq, Eq, Hash)]
141#[non_exhaustive]
142pub enum Form {
143 /// One value per position.
144 Flat,
145 /// One value, repeated.
146 Constant,
147 /// A start and a step, computed rather than stored.
148 Sequence,
149 /// Codes into a smaller vector of distinct values.
150 Dictionary,
151 /// Integers stored in as many bits as the range of the column needs, offset from a base.
152 ///
153 /// The form a narrow integer column is in. A ClickBench `ResolutionWidth` is a `SMALLINT` whose
154 /// values live between 0 and 2560, which is twelve bits, so the column is three quarters of the
155 /// size it was and the pages behind it are three quarters of the reads. What it costs is a shift
156 /// and a mask per value, which is why this is worth it at storage and at rest and is not a form
157 /// anything should be building in the middle of a pipeline.
158 BitPacked,
159 /// Sixteen byte views over an arena the vector shares rather than owns.
160 ///
161 /// The form a varchar column is in once more than one vector is looking at the same page. A flat
162 /// varchar vector owns its arena, so cutting a chunk out of it copies every byte of every long
163 /// string in the range, and on ClickBench that is most of what reading `URL` costs. Sharing the
164 /// arena makes the cut the views and nothing else, the way a dictionary cut is the codes and
165 /// nothing else.
166 StringView,
167 /// Strings compressed against one symbol table, each row on its own.
168 ///
169 /// The form a text column is in at rest. FSST is about half the bytes on the ClickBench `URL`
170 /// and `Title` columns, and unlike a block compressor it keeps random access, so reading row
171 /// four million does not decompress the four million before it. What it costs is a decompression
172 /// per row read, which is why an equality filter over it is worth writing in code space: the
173 /// literal compresses once and the rows never decompress at all.
174 Fsst,
175 /// One value per run, with the row each run ends at.
176 ///
177 /// The form a clustered column is in. `hits` is written in time order, so `EventDate` is a few
178 /// hundred runs over a hundred million rows, and a sum over it is a few hundred multiplications
179 /// rather than a hundred million additions. Dictionary says which distinct values there are and
180 /// this says where they stop, and a column can want either one without wanting the other.
181 Rle,
182 /// A child vector of every element, and a start and a length per row.
183 ///
184 /// The form a `LIST` column is in, and the only form it has. The others are all ways of writing
185 /// down a column of scalars more cheaply and this is the shape a nested value has at all, so a
186 /// list vector reports this whether or not anything has tried to make it smaller. Making it
187 /// smaller happens in the child, which is an ordinary vector and can be any of the forms above.
188 ///
189 /// A `MAP` column reports this too, because a map is a list whose child is a two field struct and
190 /// the bytes really are a list's. This enum is about the physical layout, and the logical type is
191 /// what remembers the difference, which is the same division `LogicalType::physical` already makes.
192 List,
193 /// One child vector per field, each as long as the vector itself.
194 ///
195 /// The form a `STRUCT` column is in, and the only form it has, for the reason [`Form::List`] is
196 /// the only form a list has. A struct holds exactly one value per field per row rather than a run
197 /// of them, so there are no entries here and the children line up with the rows one to one, which
198 /// makes a cut a cut of every child and a gather a gather of every child. Each child is an
199 /// ordinary vector and can be in any of the forms above, so that is where a struct column gets
200 /// made smaller.
201 Struct,
202 /// One row id per row, into a source vector that is far longer than this one.
203 ///
204 /// The form a link join's parent columns are in, per `spec/graph/08-vector-engine.md` section
205 /// 8.2. Physically it is [`Form::Dictionary`] and logically it is the opposite of one, which is
206 /// why it is a form of its own rather than a dictionary with a note on it. A dictionary promises
207 /// that the values are few and distinct, and every kernel that has a dictionary arm takes that
208 /// promise by folding the operation over the values once and then indexing. A gather's source is
209 /// a whole parent table, so folding over it to answer two thousand rows reads fifteen million
210 /// values for nothing. Both forms want the same code and they want it under opposite conditions,
211 /// so the condition is [`Vector::fold_over_source`] and the form is what makes a kernel ask.
212 Gathered,
213}
214
215/// The values of a flat vector, one Rust vector per physical type.
216///
217/// The variants are physical rather than logical, which is what lets `DATE` and `INTEGER` share
218/// storage and share a kernel. What a run of `i32` means is the vector's logical type's business.
219#[derive(Debug, Clone, PartialEq)]
220#[non_exhaustive]
221pub enum Data {
222 /// No values, for the type of an untyped `NULL`.
223 Empty,
224 /// One byte per value.
225 Bool(Buffer<bool>),
226 /// 8 bit signed.
227 Int8(Buffer<i8>),
228 /// 16 bit signed.
229 Int16(Buffer<i16>),
230 /// 32 bit signed.
231 Int32(Buffer<i32>),
232 /// 64 bit signed.
233 Int64(Buffer<i64>),
234 /// 128 bit signed.
235 Int128(Buffer<i128>),
236 /// 8 bit unsigned.
237 UInt8(Buffer<u8>),
238 /// 16 bit unsigned.
239 UInt16(Buffer<u16>),
240 /// 32 bit unsigned.
241 UInt32(Buffer<u32>),
242 /// 64 bit unsigned.
243 UInt64(Buffer<u64>),
244 /// 128 bit unsigned.
245 UInt128(Buffer<u128>),
246 /// IEEE 754 binary32.
247 Float32(Buffer<f32>),
248 /// IEEE 754 binary64.
249 Float64(Buffer<f64>),
250 /// The months, days and microseconds triple.
251 Interval(Buffer<(i32, i32, i64)>),
252 /// Strings, as 16 byte views plus the arena the long ones live in.
253 Varlen(StringColumn),
254}
255
256impl Data {
257 /// How many values are stored.
258 ///
259 /// The match below has no wildcard arm, and that is what makes this function the check that
260 /// keeps [`for_each_layout`](crate::for_each_layout) honest. A variant added to this enum
261 /// without being added to the `all` group fails to compile here, which is a line in a build log
262 /// rather than a layout quietly missing from six kernels.
263 #[must_use]
264 pub fn len(&self) -> usize {
265 macro_rules! lengths {
266 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
267 match self {
268 Self::Empty => 0,
269 $(Self::$variant(values) => values.len(),)+
270 }
271 };
272 }
273 crate::for_each_layout!(all, lengths)
274 }
275
276 /// Whether there are no values.
277 #[must_use]
278 pub fn is_empty(&self) -> bool {
279 self.len() == 0
280 }
281
282 /// How many bytes of memory these values are holding.
283 ///
284 /// One arm per layout through the same macro as [`Data::len`], for the same reason: a layout
285 /// added without a size here is a layout the memory limit would charge nothing for, and a
286 /// buffer that is free is a buffer that can be grown until the process dies.
287 #[must_use]
288 pub fn footprint(&self) -> usize {
289 macro_rules! sizes {
290 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
291 match self {
292 Self::Empty => 0,
293 $(Self::$variant(values) => values.footprint(),)+
294 }
295 };
296 }
297 crate::for_each_layout!(all, sizes)
298 }
299
300 /// These values held as a page, so that copying or cutting them does not copy the values.
301 ///
302 /// For a producer that is going to hand the same values out many times, which is what a stored
303 /// column is. It costs one `Arc` per layout and moves the run into it without touching a value,
304 /// and after it a write through any reader copies out rather than writing the page, which is
305 /// [`Buffer::to_mut`]. A run that is already a page comes back as it was.
306 #[must_use]
307 pub fn into_pages(self) -> Self {
308 macro_rules! paged {
309 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
310 match self {
311 Self::Empty => Self::Empty,
312 $(Self::$variant(values) => Self::$variant(values.into_page()),)+
313 }
314 };
315 }
316 crate::for_each_layout!(all, paged)
317 }
318
319 /// An integer at `index`, widened, for any of the signed integer layouts.
320 ///
321 /// Used by the decimal path, which needs the unscaled value out of whichever width the width
322 /// and scale picked, and by anything else that would otherwise repeat the same five arms.
323 #[must_use]
324 pub fn signed_at(&self, index: usize) -> Option<i128> {
325 macro_rules! widened {
326 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
327 match self {
328 $(Self::$variant(v) => v.get(index).map(|&x| i128::from(x)),)+
329 _ => None,
330 }
331 };
332 }
333 crate::for_each_layout!(signed, widened)
334 }
335
336 /// The first `len` signed integers, widened to `i64`, appended to `out`.
337 ///
338 /// The bulk form of [`Self::signed_at`]. Four of the five signed layouts, because the fifth is
339 /// 128 bits wide and does not fit what this hands back. `Int64` is a copy of the run and the
340 /// three narrower ones are a sign extension the compiler turns into one instruction per lane.
341 ///
342 /// `false`, leaving `out` as it found it, for the wide layout, for a run shorter than `len` and
343 /// for every layout that is not a signed integer.
344 #[must_use]
345 pub fn signed_block(&self, len: usize, out: &mut Vec<i64>) -> bool {
346 match self {
347 Self::Int8(v) => widen(v.as_slice(), len, out),
348 Self::Int16(v) => widen(v.as_slice(), len, out),
349 Self::Int32(v) => widen(v.as_slice(), len, out),
350 Self::Int64(v) => match v.as_slice().get(..len) {
351 Some(run) => {
352 out.extend_from_slice(run);
353 true
354 }
355 None => false,
356 },
357 _ => false,
358 }
359 }
360
361 /// The signed integers at the rows `at` names among the first `len`, widened to `i64`,
362 /// appended to `out`.
363 ///
364 /// The gathered form of [`Self::signed_block`], for the rows a filter kept. Widening the whole
365 /// run and then picking the kept rows out of it is a pass over every row and a second over the
366 /// kept ones, where this is the one pass. `false`, leaving `out` as it found it, where
367 /// [`Self::signed_block`] says `false`, and for a row that is not among the first `len`.
368 #[must_use]
369 pub fn signed_gather(&self, len: usize, at: &[u32], out: &mut Vec<i64>) -> bool {
370 match self {
371 Self::Int8(v) => gather_widened(v.as_slice(), len, at, out),
372 Self::Int16(v) => gather_widened(v.as_slice(), len, at, out),
373 Self::Int32(v) => gather_widened(v.as_slice(), len, at, out),
374 Self::Int64(v) => gather_widened(v.as_slice(), len, at, out),
375 _ => false,
376 }
377 }
378
379 /// The runs of equal signed integers among rows `from..to` of the first `len`, each as its
380 /// value widened to `i64` and the row it ends before, appended to `out`.
381 ///
382 /// `false`, with `out` cleared, where [`Self::signed_block`] says `false`, for rows past `len`,
383 /// and once there are more than one run for every `every` rows read so far, give or take a
384 /// block, so that a column in no order is given up on after its first few blocks.
385 #[must_use]
386 pub fn signed_runs(
387 &self,
388 len: usize,
389 (from, to): (usize, usize),
390 every: usize,
391 out: &mut Vec<(i64, usize)>,
392 ) -> bool {
393 match self {
394 Self::Int8(v) => runs_widened(v.as_slice(), len, (from, to), every, out),
395 Self::Int16(v) => runs_widened(v.as_slice(), len, (from, to), every, out),
396 Self::Int32(v) => runs_widened(v.as_slice(), len, (from, to), every, out),
397 Self::Int64(v) => runs_widened(v.as_slice(), len, (from, to), every, out),
398 _ => false,
399 }
400 }
401
402 /// An unsigned integer at `index`, widened.
403 #[must_use]
404 pub fn unsigned_at(&self, index: usize) -> Option<u128> {
405 macro_rules! widened {
406 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
407 match self {
408 $(Self::$variant(v) => v.get(index).map(|&x| u128::from(x)),)+
409 _ => None,
410 }
411 };
412 }
413 crate::for_each_layout!(unsigned, widened)
414 }
415
416 /// The string at `index`, for a `Varlen`.
417 #[must_use]
418 pub fn str_at(&self, index: usize) -> Option<&str> {
419 match self {
420 Self::Varlen(column) => column.get(index),
421 _ => None,
422 }
423 }
424
425 /// The bytes at `index`, for a `Varlen`, whatever they are.
426 ///
427 /// What a `BLOB` reads through, since the bytes of one are not required to be text and
428 /// [`Self::str_at`] answers `None` for the ones that are not.
429 #[must_use]
430 pub fn bytes_at(&self, index: usize) -> Option<&[u8]> {
431 match self {
432 Self::Varlen(column) => column.bytes(index),
433 _ => None,
434 }
435 }
436}
437
438/// A type, a length, a validity representation and some data.
439#[derive(Debug, Clone, PartialEq)]
440pub struct Vector {
441 ty: LogicalType,
442 len: usize,
443 validity: Validity,
444 body: Body,
445}
446
447/// What the vector holds, which is what its form is decided by.
448#[derive(Debug, Clone, PartialEq)]
449enum Body {
450 Flat(Data),
451 Constant(Box<Value>),
452 Sequence {
453 start: i64,
454 step: i64,
455 },
456 /// The values are behind an `Arc` rather than a `Box` because slicing shares them.
457 ///
458 /// A dictionary vector is cut once per chunk and the dictionary itself is the same dictionary
459 /// every time, so a `Box` meant a copy of every value in it per cut. On the ClickBench columns
460 /// that are dictionary encoded the dictionary is larger than the chunk of codes pointing into
461 /// it, and copying it was ten percent of the cycles of reading the file.
462 ///
463 /// Nothing here mutates a dictionary in place, so sharing one is only ever a read, and the one
464 /// place that wants an owned copy of the values is [`compose`], which asks for one.
465 Dictionary {
466 codes: Buffer<u32>,
467 values: Arc<Vector>,
468 stable: bool,
469 },
470 /// Integer codes of `width` bits each, packed end to end, each one an offset from `base`.
471 ///
472 /// Row `r` is the `width` bits starting at bit `(offset + r) * width`, read little end first, so
473 /// a code that straddles a word boundary has its low bits in the earlier word. `offset` is what
474 /// lets a cut of a packed column be free: the bits are not byte aligned, so a slice either
475 /// repacks or remembers where it starts, and remembering is one addition per read.
476 ///
477 /// The words are behind an `Arc` for the reason the dictionary's values are. A page is packed
478 /// once and cut into chunk sized pieces, and copying the words per cut would undo most of what
479 /// the packing saved.
480 Packed {
481 words: Arc<Vec<u64>>,
482 width: u32,
483 base: i128,
484 offset: usize,
485 },
486 /// The views of a string column, over an arena that other vectors are reading at the same time.
487 ///
488 /// The views are owned because a cut is a different run of views, and the arena is shared
489 /// because a cut is the same bytes. That split is the whole form: sixteen bytes a row move and
490 /// the payload does not, however many cuts a page is taken in.
491 ///
492 /// A row's bytes are found the same way [`StringColumn`] finds them, through
493 /// [`StringView::bytes_in`], so a short string never reads the arena at all and the two ways of
494 /// holding strings cannot answer a row differently.
495 Views {
496 views: Vec<StringView>,
497 arena: Arc<Buffer<u8>>,
498 },
499 /// Text owned by a storage source and fetched by position.
500 ExternalText {
501 source: Arc<dyn TextSource>,
502 },
503 /// The FSST codes of every row, end to end, with one symbol table over all of them.
504 ///
505 /// A span rather than a run of offsets, because a gather keeps this form and a gather puts the
506 /// rows in an order the codes are not in. Eight bytes a row either way, and the span is the one
507 /// that survives being permuted.
508 ///
509 /// The codes and the table are shared for the reason a dictionary's values are: one table is
510 /// trained per page and every chunk cut out of it points at the same one. A table is sixty five
511 /// thousand hash slots, so a table per chunk would cost more than the compression saves.
512 Coded {
513 codes: Arc<Vec<u8>>,
514 spans: Vec<(u32, u32)>,
515 table: Arc<SymbolTable>,
516 },
517 /// One value per run, with the row each run ends at, exclusive and increasing.
518 ///
519 /// Ends rather than lengths, because every reader of this wants to know which run holds a row
520 /// and ends answer that with a binary search while lengths answer it with a running total. The
521 /// two are the same information and only one of them is the one that gets asked for.
522 ///
523 /// The values are behind an `Arc` for the reason the dictionary's are: a page is cut into chunk
524 /// sized pieces and the values are the same values every time.
525 Runs {
526 ends: Vec<u32>,
527 values: Arc<Vector>,
528 },
529 /// One child vector holding every element of every row, and a start and a length per row.
530 ///
531 /// Start and length rather than the run of offsets Arrow carries, because offsets say where a
532 /// row ends by saying where the next one begins, and that is only true while the rows are in
533 /// order and none is skipped. A gather permutes the rows and a filter drops them, both of which
534 /// this form has to survive without copying the child, so each row says where its own elements
535 /// are and nothing is implied about its neighbour.
536 ///
537 /// The child is behind an `Arc` for the reason a dictionary's values are. A cut of a list column
538 /// is the entries and nothing else, so a page of lists taken in chunk sized pieces holds one
539 /// child however many pieces it is read in, and the elements outside the cut stay reachable but
540 /// unreferenced rather than being copied out.
541 ///
542 /// A null list and an empty list are different rows and this is where the difference lives. A
543 /// null is the validity mask at this level being false, the same as for any other type, and its
544 /// entry is `(start, 0)` and never read. An empty list is a valid row whose entry is `(start, 0)`
545 /// as well. So the entry alone does not say which one a row is, the mask does, which is the same
546 /// division of labour every other form here uses.
547 ///
548 /// A `MAP` is stored here too, with a [`Body::Fields`] child of `key` and `value`. Everything above
549 /// is true of it unchanged, which is the point of storing it this way: the cut, the gather and the
550 /// null rule are written once and a map inherits all three.
551 Nested {
552 entries: Vec<(u32, u32)>,
553 child: Arc<Vector>,
554 },
555 /// One child vector per field, in the order the type names them, each as long as this vector.
556 ///
557 /// No entries, which is the whole difference from [`Body::Nested`]. A list row is a run of
558 /// elements so it needs to say where its run is, and a struct row is one value per field so row
559 /// `r` of field `f` is position `r` of child `f` and there is nothing to record. That makes a cut
560 /// a cut of every child and a gather a gather of every child, both at the same positions, rather
561 /// than a rewrite of an index.
562 ///
563 /// The children are behind an `Arc` for the reason a dictionary's values are, and it pays off less
564 /// often here. A cut of a list column shares its child untouched because the entries carry the
565 /// range, and a cut of a struct column has to cut each child, so the sharing only survives the
566 /// cases where nothing moves. It is still worth having, because a struct of a hundred fields
567 /// handed between operators is a hundred pointers rather than a hundred columns.
568 ///
569 /// A null struct is the validity mask at this level being false and says nothing about the
570 /// children, which still hold whatever was put in them at that row. That is DuckDB's behaviour and
571 /// it is the reason this form cannot decide a row is null by looking down: the mask is the answer,
572 /// the same as it is for a list.
573 Fields {
574 children: Vec<Arc<Vector>>,
575 },
576 /// Row `r` is row `rids[offset + r]` of `source`, and is null where that is [`NO_ROW`].
577 ///
578 /// Late materialization written into the type system. A link join emits one of these per
579 /// projected parent column and reads nothing out of the parent at all, so a column that is
580 /// projected but never inspected is read once at the end for the rows that reached the end, and
581 /// a column used in a filter is filtered in this form over the distinct parent rows that were
582 /// actually reached rather than once per child row.
583 ///
584 /// The `rids` are shared and carry an `offset` for the reason [`Body::Packed`] carries one: a
585 /// link join fills one buffer of parent rows per child chunk and then the pipeline cuts it, and
586 /// a cut that copied the ids would spend more moving them than the gather it is describing
587 /// costs. Sharing makes a cut two words.
588 ///
589 /// [`NO_ROW`] is the whole of the outer join story here. Section 5.2 says a left link join keeps
590 /// the child rows whose link is the no parent sentinel and gathers null for them, and an inner
591 /// one drops them, so the operator decides which rows exist and this decides only what they
592 /// hold. That keeps the validity of a gather derivable rather than stored: a row is null when
593 /// its id is [`NO_ROW`] or when the source row it names is null, which is two loads and no
594 /// allocation, and the bitmap is materialized only when a kernel asks for one.
595 Gathered {
596 source: Arc<Vector>,
597 rids: Arc<Vec<u32>>,
598 offset: usize,
599 },
600}
601
602/// Random access to immutable text kept by a storage reader.
603pub trait TextSource: std::fmt::Debug + Send + Sync {
604 /// Number of values available.
605 fn len(&self) -> usize;
606 /// Whether this source has no values.
607 fn is_empty(&self) -> bool {
608 self.len() == 0
609 }
610 /// Bytes at one position, or no value when the position is outside the source.
611 fn bytes_at(&self, index: usize) -> Result<Option<&[u8]>>;
612 /// Byte length at one position without requiring the payload when the source has an index.
613 fn bytes_len_at(&self, index: usize) -> Result<Option<usize>> {
614 Ok(self.bytes_at(index)?.map(<[u8]>::len))
615 }
616 /// The byte length at each of `indices`, appended to `into` in the same order, and zero for a
617 /// position the source does not have.
618 ///
619 /// The same answers as [`bytes_len_at`](Self::bytes_len_at) a position at a time, which is what
620 /// the default does. A source overrides it when it can answer a run of positions for less than
621 /// the run of calls: a length asked once per row goes through a dispatch here, a dispatch in the
622 /// vector and a `Result` at each, and on a column whose lengths are one load each that was most
623 /// of what `STRLEN` cost. Appended rather than written into place, so that the caller has no
624 /// zeroed buffer to make first only for every slot of it to be written over.
625 fn bytes_lens_at(&self, indices: &[u32], into: &mut Vec<i64>) -> Result<()> {
626 into.reserve(indices.len());
627 for &index in indices {
628 let len = self.bytes_len_at(index as usize)?.unwrap_or_default();
629 into.push(i64::try_from(len).unwrap_or(i64::MAX));
630 }
631 Ok(())
632 }
633 /// The length in characters at each of `indices`, appended to `into` in the same order, and
634 /// zero for a position the source does not have.
635 ///
636 /// What `length` asks for, where [`bytes_lens_at`](Self::bytes_lens_at) is what `strlen` asks
637 /// for. Counting characters means looking at the bytes, and the default does that through
638 /// [`bytes_at`](Self::bytes_at), which is right for a source that keeps its values anyway. A
639 /// source that decodes a block to answer `bytes_at` keeps that block for as long as it lives,
640 /// so a scan of `length` over a whole column ends up holding the whole column decoded. Such a
641 /// source overrides this and keeps the counts instead of the bytes.
642 fn chars_lens_at(&self, indices: &[u32], into: &mut Vec<i64>) -> Result<()> {
643 into.reserve(indices.len());
644 for &index in indices {
645 let bytes = self.bytes_at(index as usize)?.unwrap_or_default();
646 // A continuation byte of UTF-8 is `0b10xx_xxxx`, and every other byte starts a
647 // character, so counting the bytes that are not continuations counts the characters.
648 let characters = bytes.iter().filter(|byte| (**byte as i8) >= -0x40).count();
649 into.push(i64::try_from(characters).unwrap_or(i64::MAX));
650 }
651 Ok(())
652 }
653 /// Hands `body` the values from `first` up to at most `limit`, and answers where it stopped.
654 ///
655 /// The point of it is what it does not do, which is keep what it read.
656 /// [`bytes_at`](Self::bytes_at) hands back a borrow, so a source that decodes a block to answer
657 /// it has to hold that block for as long as the source lives, and a reader that walks the whole
658 /// source therefore ends up holding the whole thing decoded. On the ClickBench `URL` dictionary
659 /// that is 4.2 GB resident to answer one `LIKE`, and none of it is read twice.
660 ///
661 /// A caller that means to walk a stretch of values once calls this instead and gets the bytes
662 /// on loan for the length of the call. The source decides how much it hands over at a time,
663 /// which for a blocked payload is the rest of the block it had to decode anyway, and answers
664 /// with one past the last value it visited so the caller can come back for the next stretch.
665 /// The answer is always above `first` where `first` is a value this source has, so a loop on it
666 /// finishes.
667 ///
668 /// The default hands over one value through `bytes_at` and is correct for every source. It is
669 /// also pointless for a source that keeps everything anyway, which is every source built in
670 /// memory, and that is the right default for exactly that reason.
671 fn sweep(
672 &self,
673 first: usize,
674 limit: usize,
675 body: &mut dyn FnMut(usize, &[u8]) -> Result<()>,
676 ) -> Result<usize> {
677 if first >= limit.min(self.len()) {
678 return Ok(first);
679 }
680 body(first, self.bytes_at(first)?.unwrap_or_default())?;
681 Ok(first + 1)
682 }
683 /// Hands `body` the value at each of `indices`, in whatever order suits the source, with the
684 /// position in `indices` it belongs to.
685 ///
686 /// The whole vector twin of [`bytes_at`](Self::bytes_at), for a kernel that reads every row of
687 /// a vector once and writes something per row, which is what `lower`, `upper` and `substring`
688 /// do. Read a row at a time, a source that decodes a block to answer `bytes_at` has to keep
689 /// every block a row lands in for as long as the source lives, because the borrow it hands back
690 /// says so. Handed a whole vector of positions at once it can put them in block order, decode
691 /// each block once for the call and decide for itself whether that block is worth keeping.
692 ///
693 /// A position the source does not have gets the empty value, which is what a row at a time
694 /// read turns its missing value into. The default reads through `bytes_at` in the order given,
695 /// which is right for every source that keeps its values anyway.
696 fn visit_at(
697 &self,
698 indices: &[u32],
699 body: &mut dyn FnMut(usize, &[u8]) -> Result<()>,
700 ) -> Result<()> {
701 for (at, &index) in indices.iter().enumerate() {
702 body(at, self.bytes_at(index as usize)?.unwrap_or_default())?;
703 }
704 Ok(())
705 }
706 /// Whether the payload block holding `first` might contain `literal` in any value.
707 ///
708 /// A false answer is a proof that every value in the block misses. A source without a stored
709 /// substring signature answers true, which keeps the ordinary exact comparison authoritative.
710 fn might_contain(&self, first: usize, literal: &[u8]) -> Result<bool> {
711 let _ = (first, literal);
712 Ok(true)
713 }
714 /// Hands over the values at `indices`, which rise, without keeping what reading them decoded.
715 ///
716 /// The scattered twin of [`sweep`](Self::sweep). A caller that wants a few hundred values spread
717 /// over the whole source once, which is what turning a frequency synopsis's codes into values
718 /// is, would otherwise leave every block it touched decoded and held for the rest of the
719 /// source's life. On ClickBench `SearchPhrase` that is a hundred and twenty five blocks, the
720 /// larger part of what a query answered out of the synopsis was holding.
721 ///
722 /// `body` is told the position in `indices` and the bytes. The default reads through
723 /// `bytes_at`, which is right for every source that keeps everything anyway.
724 fn visit(
725 &self,
726 indices: &[usize],
727 body: &mut dyn FnMut(usize, &[u8]) -> Result<()>,
728 ) -> Result<()> {
729 for (at, &index) in indices.iter().enumerate() {
730 body(at, self.bytes_at(index)?.unwrap_or_default())?;
731 }
732 Ok(())
733 }
734 /// Resident bytes retained by this source.
735 fn footprint(&self) -> usize;
736 /// How many ranks this source's sorted value order has, when it has one.
737 ///
738 /// A rank is a position in the values sorted by their bytes, so rank zero is the smallest value
739 /// and rank `ranks() - 1` is the largest. A storage format that keeps a dictionary for a whole
740 /// column can afford to sort the distinct values once when it writes the file, and what that
741 /// buys is a binary search where a reader that only knows the values are distinct has to ask
742 /// every one of them whether it matches.
743 ///
744 /// `None` means the source does not know its order, which is the honest answer for anything
745 /// built in memory and for a file written before its format stored one. Nothing is allowed to
746 /// depend on this for correctness, only for speed.
747 ///
748 /// A source that answers with `Some` promises the ranks cover every value it has, and that
749 /// [`compare_rank`](Self::compare_rank) is consistent with an ordering in which the values are
750 /// strictly increasing. Strictly, which is to say the values are distinct, because what reads
751 /// this searches it, and a search of a run of equal values finds one of them rather than all of
752 /// them. A source that holds the same value twice must answer `None` here even though it could
753 /// sort itself perfectly well.
754 fn ranks(&self) -> Option<usize> {
755 None
756 }
757 /// How the value at `rank` compares against `wanted`.
758 ///
759 /// This is a method rather than a slice of positions the caller indexes because the answer is
760 /// the only thing a search wants, and a source that knows that can answer most probes without
761 /// reading a value at all. A file that stores the first few bytes of each value in rank order
762 /// settles every probe from those bytes except the ones where two values start the same way,
763 /// and the payload stays untouched. A caller handed positions instead would have to read a
764 /// value per probe, which for a dictionary of half a million entries spread over thirty
765 /// megabytes is a fresh block of the file every time.
766 ///
767 /// Only called for a rank below [`ranks`](Self::ranks), so the default is the error a source
768 /// that has no order should never be asked to produce.
769 fn compare_rank(&self, rank: usize, wanted: &[u8]) -> Result<Ordering> {
770 let _ = (rank, wanted);
771 Err(Error::internal("a text source without a sorted order was asked to compare a rank"))
772 }
773 /// How many values sort before `wanted`, and whether one of them is `wanted`.
774 ///
775 /// The whole search rather than a probe of it, so that a source which can answer the same
776 /// question twice without repeating the work is allowed to. The default runs the search through
777 /// [`compare_rank`](Self::compare_rank) and remembers nothing, which is right for a source whose
778 /// probes are cheap.
779 ///
780 /// The reason it is on the trait at all is the top N. `ORDER BY <varchar> LIMIT 10` asks once a
781 /// chunk whether anything left can beat the worst candidate, and the worst candidate stops
782 /// changing long before the chunks run out, so nearly every one of those searches is the one
783 /// before it asked again. A probe of a file backed dictionary is not cheap: it settles on the
784 /// stored head where it can and reads a value where it cannot, and reading a value means
785 /// decoding the payload block it sits in. On ClickBench 25 that search was 29 percent of the
786 /// query's instructions and the block decoding under it another 40.
787 ///
788 /// Only called when [`ranks`](Self::ranks) is `Some`, and `ranks` is what it answered.
789 fn below(&self, ranks: usize, wanted: &[u8]) -> Result<(usize, bool)> {
790 search_below(self, ranks, wanted)
791 }
792 /// The position of the value at `rank`, which is what a search returns once it has found one.
793 ///
794 /// Called about once per search rather than once per probe, so unlike
795 /// [`compare_rank`](Self::compare_rank) it is free to be the expensive one.
796 fn code_at_rank(&self, rank: usize) -> Result<u32> {
797 let _ = rank;
798 Err(Error::internal("a text source without a sorted order was asked for a rank"))
799 }
800 /// The rank of every value, in position order, when the source can hand the whole map over.
801 ///
802 /// This is [`code_at_rank`](Self::code_at_rank) turned round, and it is a separate method
803 /// because the two are wanted by opposite kinds of reader. A search wants one code out of a
804 /// rank and probes a handful of times, so it reads the order a block at a time and leaves the
805 /// rest alone. A min or a max over a grouped column wants a rank out of a code once per row,
806 /// and a walk of the order per row costs far more than reading the order once and turning it
807 /// round. What that buys is a comparison of two integers where the alternative is a fetch of
808 /// two strings out of a payload the size of the column.
809 ///
810 /// The slice is indexed by position and is as long as [`len`](Self::len), so a caller holding a
811 /// dictionary code indexes it directly.
812 ///
813 /// `None` from a source with no order, and from one with an order it would rather not invert.
814 /// Nothing depends on this for correctness, only for speed.
815 fn code_ranks(&self) -> Option<&[u32]> {
816 None
817 }
818 /// Whether another source presents the same values.
819 fn equal(&self, other: &dyn TextSource) -> bool {
820 self.len() == other.len()
821 && (0..self.len()).all(|index| {
822 matches!(
823 (self.bytes_at(index), other.bytes_at(index)),
824 (Ok(left), Ok(right)) if left == right
825 )
826 })
827 }
828}
829
830impl PartialEq for dyn TextSource {
831 fn eq(&self, other: &Self) -> bool {
832 self.equal(other)
833 }
834}
835
836/// The binary search behind [`TextSource::below`], written once so an override can still use it.
837///
838/// A source that remembers its answers overrides `below` to look in what it remembers first, and
839/// then it still has to do the search when it does not find one. This is that search. It carries on
840/// past an equal probe to the first rank holding the value, so what it returns is a boundary rather
841/// than wherever the halving happened to touch down, and the values are distinct so there is exactly
842/// one such rank.
843///
844/// # Errors
845///
846/// Whatever [`TextSource::compare_rank`] gives for a probe.
847pub fn search_below<S>(source: &S, ranks: usize, wanted: &[u8]) -> Result<(usize, bool)>
848where
849 S: TextSource + ?Sized,
850{
851 let mut low = 0;
852 let mut high = ranks;
853 let mut equal = false;
854 while low < high {
855 let middle = low + (high - low) / 2;
856 match source.compare_rank(middle, wanted)? {
857 Ordering::Less => low = middle + 1,
858 Ordering::Greater => high = middle,
859 Ordering::Equal => {
860 equal = true;
861 high = middle;
862 }
863 }
864 }
865 Ok((low, equal))
866}
867
868impl Vector {
869 /// A flat vector of `data`, all valid.
870 ///
871 /// # Errors
872 ///
873 /// If the data's physical layout is not the one the type calls for. That check is here rather
874 /// than left to the caller because a vector whose type and layout disagree is a wrong answer
875 /// waiting to be read out, and it costs one comparison at construction to prevent.
876 pub fn flat(ty: LogicalType, data: Data) -> Result<Self> {
877 let len = data.len();
878 if !matches!(data, Data::Empty) && layout_of(&data) != ty.physical() {
879 return Err(Error::internal(format!(
880 "a {ty} vector cannot hold {:?} data",
881 layout_of(&data)
882 )));
883 }
884 Ok(Self { ty, len, validity: Validity::AllValid, body: Body::Flat(data) })
885 }
886
887 /// A flat vector built from single values, with the nulls among them turning into validity.
888 ///
889 /// The slow way in, and the only way in that anything outside this crate has. It is what an
890 /// `INSERT`, a `VALUES` clause and a test build a column with, all of which arrive holding
891 /// values rather than a run of `i32`. Nothing on a scan path calls it: a scan produces a run of
892 /// data directly and hands it to [`Self::flat`].
893 ///
894 /// # Errors
895 ///
896 /// If a value is not one the type can hold, or if the type is one there is no vector for yet,
897 /// which today means `ARRAY` and `UNION`. A `LIST`, a `STRUCT` and a `MAP` are routed to their own
898 /// builders and come back built.
899 pub fn from_values(ty: LogicalType, values: &[Value]) -> Result<Self> {
900 match &ty {
901 LogicalType::List(element) => {
902 return Self::list_from_values(element.as_ref().clone(), values);
903 }
904 LogicalType::Struct(fields) => return Self::struct_from_values(fields, values),
905 LogicalType::Map(key, value) => {
906 return Self::map_from_values(key.as_ref().clone(), value.as_ref().clone(), values);
907 }
908 _ => {}
909 }
910 let mut data = empty_data_for(&ty)?;
911 for value in values {
912 let value = stored(&ty, value)?;
913 push_value(&mut data, &value)?;
914 }
915 let validity = Validity::from_iter(values.len(), |index| !values[index].is_null());
916 Ok(Self { ty, len: values.len(), validity, body: Body::Flat(data) })
917 }
918
919 /// A list vector of `element`, built from one [`Value::List`] per row.
920 ///
921 /// The elements of every row go into one child vector end to end, so a row's elements are a
922 /// contiguous range of it and a row is a start and a length into it. That is what makes a cut of
923 /// this form the entries and nothing else.
924 ///
925 /// A null row contributes no elements and gets an entry of length zero, which is the same entry
926 /// an empty list gets. The two are told apart by the validity mask rather than by the entry, for
927 /// the reason written on [`Body::Nested`].
928 fn list_from_values(element: LogicalType, values: &[Value]) -> Result<Self> {
929 let mut flat = Vec::new();
930 let mut entries = Vec::with_capacity(values.len());
931 for value in values {
932 let start = u32::try_from(flat.len())
933 .map_err(|_| Error::internal("a list column with more than u32 elements in it"))?;
934 match value {
935 Value::Null => entries.push((start, 0)),
936 Value::List { values: held, .. } => {
937 let len = u32::try_from(held.len())
938 .map_err(|_| Error::internal("a list longer than u32"))?;
939 flat.extend_from_slice(held);
940 entries.push((start, len));
941 }
942 other => {
943 return Err(Error::internal(format!(
944 "{other:?} does not belong in a list vector"
945 )));
946 }
947 }
948 }
949 // The element type is the column's rather than any one value's. A `Value::List` carries what
950 // it thinks it is empty of, and a column built from a row of `INTEGER[]` and a row of
951 // `[]::NULL[]` would otherwise take its type from whichever row came first.
952 let child = Self::from_values(element, &flat)?;
953 let validity = Validity::from_iter(values.len(), |index| !values[index].is_null());
954 Ok(Self {
955 ty: LogicalType::list(child.ty.clone()),
956 len: values.len(),
957 validity,
958 body: Body::Nested { entries, child: Arc::new(child) },
959 })
960 }
961
962 /// A list vector over a child that already exists, one entry per row.
963 ///
964 /// What a scan and a list returning kernel build, both of which produce the elements in bulk and
965 /// then say which row each range belongs to. Every row is valid, since a caller with nulls to
966 /// record adds them with [`Self::with_validity`].
967 ///
968 /// # Errors
969 ///
970 /// If an entry runs past the end of the child, which would be a row that reads elements belonging
971 /// to nobody and is the one mistake this form makes easy.
972 pub fn list(entries: Vec<(u32, u32)>, child: Vector) -> Result<Self> {
973 let reach = child.len();
974 for &(start, len) in &entries {
975 if start as usize + len as usize > reach {
976 return Err(Error::internal(format!(
977 "a list entry of {len} at {start} in a child of {reach}"
978 )));
979 }
980 }
981 Ok(Self {
982 ty: LogicalType::list(child.ty.clone()),
983 len: entries.len(),
984 validity: Validity::AllValid,
985 body: Body::Nested { entries, child: Arc::new(child) },
986 })
987 }
988
989 /// A struct vector of `fields`, built from one [`Value::Struct`] per row.
990 ///
991 /// One pass per field rather than one pass per row, because each field becomes its own child
992 /// vector and a child is built from a run of values of one type. So a struct of three fields over
993 /// a thousand rows is three calls to [`Self::from_values`] and not a thousand.
994 ///
995 /// The fields are matched by name and not by position. A `Value::Struct` carries its names, and a
996 /// caller that built one in a different order from the type's would otherwise get the values
997 /// silently transposed into the wrong columns, which is the kind of wrong answer that reads as
998 /// right. A row missing a field the type names is an error rather than a null for the same reason.
999 ///
1000 /// A null row is a null in every child as well as a false bit in the mask here. [`Body::Fields`]
1001 /// says a null struct is allowed to have readable children and that is about a struct built out of
1002 /// children that already exist, where whatever is underneath is the caller's. Built from values
1003 /// there is nothing underneath to keep, so the children get the null.
1004 fn struct_from_values(fields: &[Field], values: &[Value]) -> Result<Self> {
1005 let mut children = Vec::with_capacity(fields.len());
1006 // An unnamed struct has no names to match on, so its fields are taken by place.
1007 let unnamed = Field::unnamed(fields);
1008 for (at, field) in fields.iter().enumerate() {
1009 let mut column = Vec::with_capacity(values.len());
1010 for value in values {
1011 column.push(match value {
1012 Value::Null => Value::Null,
1013 Value::Struct(held) if unnamed => held
1014 .get(at)
1015 .map(|(_, held)| held.clone())
1016 .ok_or_else(|| Error::internal("a tuple row shorter than its type"))?,
1017 Value::Struct(held) => held
1018 .iter()
1019 .find(|(name, _)| *name == field.name)
1020 .map(|(_, held)| held.clone())
1021 .ok_or_else(|| {
1022 Error::internal(format!(
1023 "a struct row with no {} field in it",
1024 field.name
1025 ))
1026 })?,
1027 other => {
1028 return Err(Error::internal(format!(
1029 "{other:?} does not belong in a struct vector"
1030 )));
1031 }
1032 });
1033 }
1034 children.push(Arc::new(Self::from_values(field.ty.clone(), &column)?));
1035 }
1036 let validity = Validity::from_iter(values.len(), |index| !values[index].is_null());
1037 Ok(Self {
1038 ty: LogicalType::Struct(fields.to_vec()),
1039 len: values.len(),
1040 validity,
1041 body: Body::Fields { children },
1042 })
1043 }
1044
1045 /// A struct vector over children that already exist, one per field.
1046 ///
1047 /// What a scan and a struct returning kernel build, both of which produce each field as a column
1048 /// and then put them side by side. Every row is valid, since a caller with nulls to record adds
1049 /// them with [`Self::with_validity`].
1050 ///
1051 /// # Errors
1052 ///
1053 /// If there are no fields, or if the children are not all the same length. The first is not a
1054 /// fussy restriction: a struct vector with no children has no child to take its length from, so a
1055 /// zero field struct column would be a length with nothing to check it against, and a caller that
1056 /// wants a column of empty structs wants a constant vector of one.
1057 pub fn structure(children: Vec<(String, Vector)>) -> Result<Self> {
1058 let Some((_, first)) = children.first() else {
1059 return Err(Error::internal("a struct vector of no fields, which has no length"));
1060 };
1061 let len = first.len();
1062 for (name, child) in &children {
1063 if child.len() != len {
1064 return Err(Error::internal(format!(
1065 "a {} field of {} rows beside a struct of {len}",
1066 name,
1067 child.len()
1068 )));
1069 }
1070 }
1071 let fields = children
1072 .iter()
1073 .map(|(name, child)| Field::new(name.clone(), child.ty.clone()))
1074 .collect();
1075 let children = children.into_iter().map(|(_, child)| Arc::new(child)).collect();
1076 Ok(Self {
1077 ty: LogicalType::Struct(fields),
1078 len,
1079 validity: Validity::AllValid,
1080 body: Body::Fields { children },
1081 })
1082 }
1083
1084 /// The children, for a struct vector, and `None` for any other form.
1085 ///
1086 /// The accessor a kernel over a struct column reads, and the reason field extraction is free:
1087 /// picking one field out of a struct is picking one of these, so a projection of `s.a` hands back
1088 /// a vector that already exists rather than reading a row at a time and rebuilding a column.
1089 #[must_use]
1090 pub fn struct_parts(&self) -> Option<&[Arc<Self>]> {
1091 match &self.body {
1092 Body::Fields { children } => Some(children),
1093 _ => None,
1094 }
1095 }
1096
1097 /// A map vector, built from one [`Value::Map`] per row.
1098 ///
1099 /// A map is a list whose child is a two field struct of keys and values, which is what DuckDB
1100 /// stores and what Arrow and Parquet store, so this is the list builder and the struct builder
1101 /// composed rather than a third layout. The keys of every row go into one column end to end, the
1102 /// values into another beside it, and a row is a start and a length into the pair.
1103 ///
1104 /// The field names are [`MAP_KEY`] and [`MAP_VALUE`] because those are the names DuckDB gives them
1105 /// and the names anything reading a Parquet map field will expect to find.
1106 ///
1107 /// A null row and an empty map are both an entry of length zero, told apart by the validity mask,
1108 /// for the reason written on [`Body::Nested`].
1109 fn map_from_values(key: LogicalType, value: LogicalType, values: &[Value]) -> Result<Self> {
1110 let mut keys = Vec::new();
1111 let mut held = Vec::new();
1112 let mut entries = Vec::with_capacity(values.len());
1113 for row in values {
1114 let start = u32::try_from(keys.len())
1115 .map_err(|_| Error::internal("a map column with more than u32 entries in it"))?;
1116 match row {
1117 Value::Null => entries.push((start, 0)),
1118 Value::Map { entries: pairs, .. } => {
1119 let len = u32::try_from(pairs.len())
1120 .map_err(|_| Error::internal("a map with more than u32 entries"))?;
1121 for (one, other) in pairs {
1122 keys.push(one.clone());
1123 held.push(other.clone());
1124 }
1125 entries.push((start, len));
1126 }
1127 other => {
1128 return Err(Error::internal(format!(
1129 "{other:?} does not belong in a map vector"
1130 )));
1131 }
1132 }
1133 }
1134 // The two types are the column's rather than any one row's, for the reason the list builder
1135 // takes the element type from the column: a row that is the empty map carries whatever it was
1136 // built as being empty of, and the column is not entitled to take its type from that.
1137 let child = Self::structure(vec![
1138 (MAP_KEY.to_string(), Self::from_values(key, &keys)?),
1139 (MAP_VALUE.to_string(), Self::from_values(value, &held)?),
1140 ])?;
1141 let ty = LogicalType::map(
1142 fields_of(&child.ty)[0].ty.clone(),
1143 fields_of(&child.ty)[1].ty.clone(),
1144 );
1145 let validity = Validity::from_iter(values.len(), |index| !values[index].is_null());
1146 Ok(Self {
1147 ty,
1148 len: values.len(),
1149 validity,
1150 body: Body::Nested { entries, child: Arc::new(child) },
1151 })
1152 }
1153
1154 /// A map vector over a pair of columns that already exist, one entry per row.
1155 ///
1156 /// What a scan and a map returning kernel build. The keys and the values are two columns of the
1157 /// same length, and each row of the map is the same range of both. Every row is valid, since a
1158 /// caller with nulls to record adds them with [`Self::with_validity`].
1159 ///
1160 /// # Errors
1161 ///
1162 /// If the two columns are different lengths, or if an entry runs past the end of them.
1163 pub fn map(entries: Vec<(u32, u32)>, keys: Vector, values: Vector) -> Result<Self> {
1164 let key = keys.ty.clone();
1165 let value = values.ty.clone();
1166 let child =
1167 Self::structure(vec![(MAP_KEY.to_string(), keys), (MAP_VALUE.to_string(), values)])?;
1168 let mut vector = Self::list(entries, child)?;
1169 vector.ty = LogicalType::map(key, value);
1170 Ok(vector)
1171 }
1172
1173 /// The entries and the two columns, for a map vector, and `None` for anything else.
1174 ///
1175 /// Reaches through the struct child that a map is stored as, so that a kernel over a map column
1176 /// reads the keys and the values as the two columns they are rather than having to know that the
1177 /// pair is spelled as a struct underneath.
1178 #[must_use]
1179 pub fn map_parts(&self) -> Option<MapParts<'_>> {
1180 if !matches!(self.ty, LogicalType::Map(_, _)) {
1181 return None;
1182 }
1183 let (entries, child) = self.list_parts()?;
1184 let [keys, values] = child.struct_parts()? else { return None };
1185 Some((entries, keys, values))
1186 }
1187
1188 /// The entries and the child, for a list vector, and `None` for any other form.
1189 ///
1190 /// The accessor a kernel over a list column reads, for the reason
1191 /// [`Self::dictionary_parts`] exists: `unnest` over 1024 rows wants the child once and the
1192 /// entries once, and reading it through [`Self::value_at`] would build a `Value::List` per row
1193 /// and then throw every one of them away.
1194 ///
1195 /// A map answers here as well, with the struct child it is stored as, because this is a question
1196 /// about the layout and a map's layout is a list's. A caller that wants the keys and the values as
1197 /// two columns wants [`Self::map_parts`], which reaches through that child.
1198 #[must_use]
1199 pub fn list_parts(&self) -> Option<(&[(u32, u32)], &Self)> {
1200 match &self.body {
1201 Body::Nested { entries, child } => Some((entries, child)),
1202 _ => None,
1203 }
1204 }
1205
1206 /// A vector of `len` copies of one value.
1207 ///
1208 /// Costs one value regardless of the length, which is what makes a literal in a predicate free
1209 /// and what makes a projection of a constant free.
1210 #[must_use]
1211 pub fn constant(ty: LogicalType, value: Value, len: usize) -> Self {
1212 let validity = if value.is_null() { Validity::AllInvalid } else { Validity::AllValid };
1213 Self { ty, len, validity, body: Body::Constant(Box::new(value)) }
1214 }
1215
1216 /// A vector of `len` values starting at `start` and stepping by `step`.
1217 ///
1218 /// This is what a row identifier column is, and it costs sixteen bytes rather than eight
1219 /// kilobytes. A scan that produces row ids for a later fetch produces one of these.
1220 #[must_use]
1221 pub fn sequence(start: i64, step: i64, len: usize) -> Self {
1222 Self {
1223 ty: LogicalType::BigInt,
1224 len,
1225 validity: Validity::AllValid,
1226 body: Body::Sequence { start, step },
1227 }
1228 }
1229
1230 /// A vector of codes into a smaller vector of distinct values.
1231 ///
1232 /// The form the whole M3 thesis rests on. A dictionary vector handed to a group by is an
1233 /// integer column, and an aggregate over one is an aggregate over integers no matter what the
1234 /// logical type says.
1235 ///
1236 /// A dictionary over a dictionary is composed into one level here rather than left as two, so
1237 /// the form has a depth of one always and a kernel that reads [`Self::dictionary_parts`] is
1238 /// reading the values rather than another layer of codes. Two filters over the same chunk build
1239 /// the second case and four conjuncts pushed down separately build four of it.
1240 ///
1241 /// The cost of leaving them stacked turned out to be a cliff rather than a slope. Every loop in
1242 /// `rudb-kernels` reaches for the values behind the codes with [`Self::data`], a dictionary
1243 /// pointing at a dictionary has no data to hand back, so the second level does not make the
1244 /// kernels slower, it turns them off and drops the work onto the row at a time path that exists
1245 /// to be correct rather than fast. Measured on server3 over a chunk of two numeric columns and a
1246 /// consumer of two vectorized passes, one level reads at 3.5 nanoseconds a row and two levels at
1247 /// 104, and the third and fourth levels cost almost nothing more because the first one had
1248 /// already given up everything there was to give. Composing is one pass over the outer codes,
1249 /// which the range check above is already making.
1250 ///
1251 /// The one dictionary that is not composed past is one carrying a validity of its own. A
1252 /// dictionary is built all valid and only [`Self::with_validity`] can change that, so such a
1253 /// vector is saying that its nulls are at this level rather than in the values it points at, and
1254 /// composing past it would drop them.
1255 ///
1256 /// # Errors
1257 ///
1258 /// If any code is past the end of the value vector.
1259 pub fn dictionary(codes: Vec<u32>, values: Vector) -> Result<Self> {
1260 Self::dictionary_over(codes, Arc::new(values))
1261 }
1262
1263 /// The same, over a set of values somebody else is holding too.
1264 ///
1265 /// The body holds its values in an `Arc` either way, so a caller that already has one has
1266 /// nothing to hand over but a pointer. The caller this is for is a Parquet chunk: one dictionary
1267 /// page serves every data page of the chunk, and going through [`Self::dictionary`] meant
1268 /// copying the whole dictionary into each page's vector on the way to putting it in an `Arc`
1269 /// that then had a single holder. On a ClickBench scan that copy was sixteen percent of the
1270 /// instructions the query ran.
1271 ///
1272 /// Composing a dictionary over a dictionary keeps the handle too. The leaf of the stack is what
1273 /// the composed dictionary points at and neither its values nor anything about it changes, so
1274 /// there is nothing to own and the new dictionary shares the same leaf the old one did.
1275 ///
1276 /// The range check takes the highest code rather than stopping at the first bad one. Stopping
1277 /// early sounds cheaper and is not, because a loop that can exit anywhere cannot be vectorized
1278 /// and a running maximum can, and the only run that would have exited early is the one about to
1279 /// fail the query anyway. Every other run reads the whole of `codes` either way. It was 5.2
1280 /// percent of a ClickBench scan as a `find`.
1281 ///
1282 /// # Errors
1283 ///
1284 /// If any code is past the end of the value vector.
1285 pub fn dictionary_over(codes: Vec<u32>, values: Arc<Vector>) -> Result<Self> {
1286 if !below(&codes, values.len()) {
1287 let highest = codes.iter().copied().fold(0, u32::max);
1288 return Err(Error::internal(format!(
1289 "dictionary code {highest} is past the end of a {} value dictionary",
1290 values.len()
1291 )));
1292 }
1293 let (codes, values) = compose(codes, values);
1294 Ok(Self {
1295 ty: values.ty.clone(),
1296 len: codes.len(),
1297 validity: Validity::AllValid,
1298 body: Body::Dictionary { codes: Buffer::from_vec(codes), values, stable: false },
1299 })
1300 }
1301
1302 /// A dictionary whose codes keep the same meaning across every page of its source.
1303 pub fn stable_dictionary(codes: Vec<u32>, values: Arc<Vector>) -> Result<Self> {
1304 let mut vector = Self::dictionary_over(codes, values)?;
1305 if let Body::Dictionary { stable, .. } = &mut vector.body {
1306 *stable = true;
1307 }
1308 Ok(vector)
1309 }
1310
1311 /// A stable dictionary whose caller already found the largest code while decoding it.
1312 pub fn stable_dictionary_validated(
1313 codes: Vec<u32>,
1314 values: Arc<Vector>,
1315 highest: Option<u32>,
1316 ) -> Result<Self> {
1317 if highest.is_some_and(|code| code as usize >= values.len()) {
1318 return Err(Error::internal("a stable dictionary code is past its value dictionary"));
1319 }
1320 Ok(Self {
1321 ty: values.ty.clone(),
1322 len: codes.len(),
1323 validity: Validity::AllValid,
1324 body: Body::Dictionary { codes: Buffer::from_vec(codes), values, stable: true },
1325 })
1326 }
1327
1328 /// One row of `source` per id, without reading any of them.
1329 ///
1330 /// What a link join emits for each of its parent columns, per `spec/graph/08-vector-engine.md`
1331 /// section 8.2. Row `r` is row `rids[r]` of `source`, and is null where that is [`NO_ROW`].
1332 ///
1333 /// The ids are taken by `Arc` rather than by value because one link join fills one buffer of
1334 /// parent rows per child chunk and then hands the same buffer to every projected parent column,
1335 /// so a gather of eight columns is eight pointers and one buffer. [`Self::gathered_from`] is the
1336 /// same thing starting part way in, which is what a cut of one produces.
1337 ///
1338 /// # Errors
1339 ///
1340 /// If an id is past the end of the source and is not [`NO_ROW`]. That check is a pass over the
1341 /// ids and it is the only thing standing between a link built against the wrong parent and a
1342 /// read of whatever happens to be at that offset, so it is not optional and it is not deferred:
1343 /// `spec/graph/03-the-file-format.md` section 3.1 says a stale section is ignored rather than
1344 /// repaired, and this is where a stale one stops being ignorable.
1345 pub fn gathered(source: Arc<Vector>, rids: Arc<Vec<u32>>) -> Result<Self> {
1346 let len = rids.len();
1347 Self::gathered_from(source, rids, 0, len)
1348 }
1349
1350 /// The same, reading `len` ids starting at `offset`.
1351 ///
1352 /// # Errors
1353 ///
1354 /// If the range runs past the end of the ids, or if an id in it is past the end of the source.
1355 pub fn gathered_from(
1356 source: Arc<Vector>,
1357 rids: Arc<Vec<u32>>,
1358 offset: usize,
1359 len: usize,
1360 ) -> Result<Self> {
1361 let end = offset.checked_add(len).ok_or_else(|| Error::internal("a gather that wraps"))?;
1362 let Some(taken) = rids.get(offset..end) else {
1363 return Err(Error::internal(format!(
1364 "rows {offset} to {end} of a gather over {} ids",
1365 rids.len()
1366 )));
1367 };
1368 let rows = source.len();
1369 if taken.iter().any(|&rid| rid != NO_ROW && rid as usize >= rows) {
1370 return Err(Error::internal(format!(
1371 "a gathered row id is past the {rows} rows of its source"
1372 )));
1373 }
1374 Ok(Self {
1375 ty: source.ty.clone(),
1376 len,
1377 // The mask is all valid and the nulls are real, which is the same split a dictionary
1378 // makes: this level says every row exists and the body says what each one holds, and
1379 // `is_null_at` reads through to answer. A mask here would be a second copy of what the
1380 // ids already say and the two could disagree.
1381 validity: Validity::AllValid,
1382 body: Body::Gathered { source, rids, offset },
1383 })
1384 }
1385
1386 /// The source and the ids of a gathered vector, and `None` for any other form.
1387 #[must_use]
1388 pub fn gathered_parts(&self) -> Option<(&Arc<Self>, &[u32])> {
1389 match &self.body {
1390 Body::Gathered { source, rids, offset } => {
1391 Some((source, rids.get(*offset..offset + self.len)?))
1392 }
1393 _ => None,
1394 }
1395 }
1396
1397 /// Whether a kernel over this vector should fold over the source once and then index.
1398 ///
1399 /// Section 8.2's dispatch rule, which is one comparison and is the whole difference between a
1400 /// gather and a dictionary. Every kernel with a dictionary arm already folds over the values
1401 /// once and indexes, and that arm is right for a gather exactly when the source is shorter than
1402 /// the rows being answered. A dictionary always is, by construction. A gather off a parent
1403 /// table almost never is, and a kernel that took the dictionary arm anyway would read fifteen
1404 /// million parent rows to answer two thousand child ones.
1405 ///
1406 /// `false` for every other form, so a kernel can ask this without first asking what it has.
1407 #[must_use]
1408 pub fn fold_over_source(&self) -> bool {
1409 match &self.body {
1410 Body::Gathered { source, .. } => source.len() < self.len,
1411 _ => false,
1412 }
1413 }
1414
1415 /// A vector of runs, one value each, with the row each run ends at.
1416 ///
1417 /// `ends` is exclusive and strictly increasing, so run `i` covers the rows from `ends[i - 1]` to
1418 /// `ends[i]` and run zero starts at nothing. The length of the vector is the last end.
1419 ///
1420 /// The depth is one, the same way a dictionary's is, and for a sharper reason. Every kernel that
1421 /// wants runs wants the value of a run without another search, and a run length vector over a
1422 /// run length vector turns one search into two and then into three. Rather than compose, this
1423 /// refuses: nothing in the engine builds a stacked one, because [`Self::run_encoded`] only ever
1424 /// reads a flat body, so a stacked one is a caller doing something by hand and the useful answer
1425 /// is to say so rather than to quietly do a pass of work they did not ask for.
1426 ///
1427 /// A run over a dictionary is fine and is not that case. The two forms answer different
1428 /// questions and a column that is both clustered and low cardinality genuinely wants both.
1429 ///
1430 /// # Errors
1431 ///
1432 /// If there is not exactly one value per run, if the ends do not increase, or if the values are
1433 /// themselves run length encoded.
1434 pub fn runs(ends: Vec<u32>, values: Vector) -> Result<Self> {
1435 if matches!(values.body, Body::Runs { .. }) {
1436 return Err(Error::internal("runs of runs, which is two searches to read one row"));
1437 }
1438 if ends.len() != values.len() {
1439 return Err(Error::internal(format!(
1440 "{} runs and {} values to put in them",
1441 ends.len(),
1442 values.len()
1443 )));
1444 }
1445 if ends.windows(2).any(|pair| pair[0] >= pair[1]) || ends.first() == Some(&0) {
1446 return Err(Error::internal("run ends that do not increase"));
1447 }
1448 let len = ends.last().copied().unwrap_or(0) as usize;
1449 Ok(Self {
1450 ty: values.ty.clone(),
1451 len,
1452 validity: Validity::AllValid,
1453 body: Body::Runs { ends, values: Arc::new(values) },
1454 })
1455 }
1456
1457 /// The same values as runs, when there are few enough runs for that to be smaller.
1458 ///
1459 /// Costs one pass over the column to find out, which is why this is a call somebody makes rather
1460 /// than something a constructor does. The decision is the same arithmetic every time: a row in
1461 /// flat form costs one value, a run costs one value plus the four bytes of its end, so runs are
1462 /// smaller once there are fewer than about half as many runs as rows, and the narrower the
1463 /// column the more runs it takes. `RUNS_PAY_AT` is that ratio, written down rather than spelt
1464 /// into an `if`, because it is the number a sweep will want to move.
1465 ///
1466 /// Only a flat body is looked at. A constant and a sequence are already one value and two
1467 /// numbers, so there is nothing to win, and a dictionary that is also clustered is a real case
1468 /// that wants its codes run length encoded rather than its values, which is a different function
1469 /// and not this one.
1470 ///
1471 /// Two adjacent nulls are one run. Two adjacent equal values with a null between them are three,
1472 /// because the null is a value of the column as far as anything reading it is concerned.
1473 ///
1474 /// # Errors
1475 ///
1476 /// From the gather this does at the end, and nowhere else. A body that is not flat comes back
1477 /// unchanged rather than as an error, so a nested vector never reaches the part that can fail.
1478 pub fn run_encoded(&self) -> Result<Self> {
1479 let Body::Flat(data) = &self.body else {
1480 return Ok(self.clone());
1481 };
1482 let ends = boundaries(data, &self.validity, self.len);
1483 if ends.len().saturating_mul(RUNS_PAY_AT) >= self.len {
1484 return Ok(self.clone());
1485 }
1486 let starts: Vec<u32> =
1487 std::iter::once(0).chain(ends.iter().copied()).take(ends.len()).collect();
1488 Self::runs(ends, self.gather(&starts)?)
1489 }
1490
1491 /// A vector of `len` integers packed `width` bits each, every one an offset from `base`.
1492 ///
1493 /// The way in for a reader that already has the packed bits, which is what a column file holds
1494 /// and what a network frame carries. Nothing unpacks on the way in, so a scan of a packed column
1495 /// hands the bits straight to the chunk and the cost of the form is paid by whoever reads a
1496 /// value rather than by the scan.
1497 ///
1498 /// The range check is on the two ends rather than on every code, which is the whole check. A
1499 /// code is between zero and `2^width - 1` by construction, so if `base` and `base + 2^width - 1`
1500 /// both fit the column's layout then every value does, and that is two comparisons instead of
1501 /// one per row.
1502 ///
1503 /// # Errors
1504 ///
1505 /// If the type is not one of the integer layouts, if the width is not between one and
1506 /// [`PACKED_WIDTH_MAX`], if there are not enough words for the length, or if either end of the
1507 /// range would not fit the type.
1508 pub fn packed(
1509 ty: LogicalType,
1510 words: Vec<u64>,
1511 width: u32,
1512 base: i128,
1513 len: usize,
1514 ) -> Result<Self> {
1515 let Some((low, high)) = layout_range(&ty) else {
1516 return Err(Error::internal(format!("a {ty} vector has no integer layout to pack")));
1517 };
1518 if width == 0 || width > PACKED_WIDTH_MAX {
1519 return Err(Error::internal(format!(
1520 "a packed width of {width}, which is outside 1 to {PACKED_WIDTH_MAX}"
1521 )));
1522 }
1523 let needed = words_for(len, width);
1524 if words.len() < needed {
1525 return Err(Error::internal(format!(
1526 "{} words for {len} values of {width} bits, which needs {needed}",
1527 words.len()
1528 )));
1529 }
1530 let top = base + i128::from(u64::MAX >> (64 - width));
1531 if base < low || top > high {
1532 return Err(Error::internal(format!(
1533 "packed values from {base} to {top}, which a {ty} cannot hold"
1534 )));
1535 }
1536 Ok(Self {
1537 ty,
1538 len,
1539 validity: Validity::AllValid,
1540 body: Body::Packed { words: Arc::new(words), width, base, offset: 0 },
1541 })
1542 }
1543
1544 /// The same values bit packed, when the range of the column makes that smaller.
1545 ///
1546 /// Costs one pass to find the range and one to write the bits, which is why this is a call
1547 /// somebody makes rather than something a constructor does. It is the counterpart of
1548 /// [`Self::run_encoded`] and the decision has the same shape: a row flat costs the width of its
1549 /// layout, a row packed costs the bits the column's range needs, and the form is worth having
1550 /// only when the second is a good deal smaller than the first. [`PACKING_PAYS_AT`] is that
1551 /// ratio, written down rather than spelt into an `if`, because it is the number a sweep will
1552 /// want to move.
1553 ///
1554 /// Only a flat integer body is looked at. A constant and a sequence are already smaller than any
1555 /// packing of them, a dictionary's codes are the thing that would want packing rather than its
1556 /// values, and a float has no range to pack into since the bits of an `f64` are not an integer
1557 /// that arithmetic on the column agrees with.
1558 ///
1559 /// The range is taken over every slot including the null ones, which hold a zero. A column of
1560 /// large values with one null in it therefore packs a range that reaches down to zero and comes
1561 /// out wider than it needed to be. The alternative is a pass that consults the validity per slot
1562 /// to find the range and a second rule for what to write into a null slot, and this form exists
1563 /// to make reads cheap rather than to squeeze the last bit out of a sparse column.
1564 ///
1565 /// A column whose values are all the same packs to nothing at all, and rather than invent a zero
1566 /// bit code this declines and leaves it to [`Self::run_encoded`], which turns that column into
1567 /// one run and is smaller than any packing of it.
1568 ///
1569 /// # Errors
1570 ///
1571 /// If the packed bits and the length disagree, which would be a bug here rather than a caller
1572 /// doing something wrong.
1573 pub fn bit_packed(&self) -> Result<Self> {
1574 let Body::Flat(data) = &self.body else {
1575 return Ok(self.clone());
1576 };
1577 let Some((low, high)) = span_of(data, self.len) else {
1578 return Ok(self.clone());
1579 };
1580 let Some(range) = high.checked_sub(low).and_then(|range| u64::try_from(range).ok()) else {
1581 return Ok(self.clone());
1582 };
1583 let width = u64::BITS - range.leading_zeros();
1584 if width == 0 || width > PACKED_WIDTH_MAX {
1585 return Ok(self.clone());
1586 }
1587 // Against the bytes the rows take and not the footprint, because a window of a shared page
1588 // reports its share of the page. That made the answer, and so the file a load writes,
1589 // depend on how big the page was and how many readers it had.
1590 if words_for(self.len, width) * size_of::<u64>() * PACKING_PAYS_AT
1591 > flat_bytes(data, self.len)
1592 {
1593 return Ok(self.clone());
1594 }
1595 // A range can fit the type while that width up from the smallest value does not: a column
1596 // of a thousand values under `i32::MAX` needs ten bits, and ten bits up from the smallest
1597 // of them runs past `i32::MAX`. The packed form checks both ends of what its width can
1598 // say, so the base moves down until they both fit rather than the column being left flat.
1599 let Some(base) = packing_base(&self.ty, low, high, width) else {
1600 return Ok(self.clone());
1601 };
1602 let words = pack(data, self.len, base, width);
1603 let packed = Self::packed(self.ty.clone(), words, width, base, self.len)?;
1604 Ok(packed.with_validity(self.validity.clone()))
1605 }
1606
1607 /// A vector of string views over an arena somebody else is holding too.
1608 ///
1609 /// The way in for a scan that has a page of strings and wants several chunks over it. Each chunk
1610 /// gets its own run of views and they all share the one arena, so the bytes are read where the
1611 /// page put them and nothing copies them.
1612 ///
1613 /// Every view is checked against the arena here rather than when a row is read. That is a pass
1614 /// over the views at construction, which is the same pass the caller just did to build them, and
1615 /// what it buys is that a row of this form cannot resolve to bytes that are not there. The check
1616 /// is on the offsets and not on the bytes, so it says nothing about whether the payload is text,
1617 /// which is the same promise a `BLOB` column makes.
1618 ///
1619 /// # Errors
1620 ///
1621 /// If the type is not one stored as views, or if a view points past the end of the arena.
1622 pub fn string_views(
1623 ty: LogicalType,
1624 views: Vec<StringView>,
1625 arena: Arc<Buffer<u8>>,
1626 ) -> Result<Self> {
1627 if ty.physical() != rudb_common::PhysicalType::Varlen {
1628 return Err(Error::internal(format!("a {ty} vector cannot hold string views")));
1629 }
1630 if views.iter().any(|view| view.bytes_in(&arena).is_none()) {
1631 return Err(Error::internal("a string view points past the end of its arena"));
1632 }
1633 let len = views.len();
1634 Ok(Self { ty, len, validity: Validity::AllValid, body: Body::Views { views, arena } })
1635 }
1636
1637 /// A text vector whose values remain in a storage source until they are read.
1638 pub fn external_text(ty: LogicalType, source: Arc<dyn TextSource>) -> Result<Self> {
1639 if ty.physical() != rudb_common::PhysicalType::Varlen {
1640 return Err(Error::internal(format!(
1641 "a {ty} vector cannot use an external text source"
1642 )));
1643 }
1644 let len = source.len();
1645 Ok(Self { ty, len, validity: Validity::AllValid, body: Body::ExternalText { source } })
1646 }
1647
1648 /// The same strings, in a form where a cut of them does not copy the bytes.
1649 ///
1650 /// The counterpart of [`Self::run_encoded`] and [`Self::bit_packed`] for a string column, and
1651 /// the only one of the three that takes `self` by value. It has to: what it does is move the
1652 /// arena into an `Arc` so nothing copies it again, and a version taking `&self` would start by
1653 /// copying the arena once to have one to move.
1654 ///
1655 /// Anything that is not a flat string column comes back as it was, which includes a column that
1656 /// is already in this form.
1657 ///
1658 /// # Errors
1659 ///
1660 /// Nothing here fails today. The result is a `Result` because the check inside
1661 /// [`Self::string_views`] is worth running on the views this builds rather than trusting that
1662 /// this function built them right.
1663 pub fn shared_text(self) -> Result<Self> {
1664 let Body::Flat(Data::Varlen(column)) = self.body else {
1665 return Ok(self);
1666 };
1667 let (views, arena) = column.into_parts();
1668 let shared = Self::string_views(self.ty, views, Arc::new(arena))?;
1669 Ok(shared.with_validity(self.validity))
1670 }
1671
1672 /// A vector of FSST codes against a table somebody else trained.
1673 ///
1674 /// The way in for a reader that has a page of compressed strings and the table that goes with
1675 /// it. The codes are not copied and the table is not retrained, so laying several chunks over
1676 /// one page costs the spans and nothing else.
1677 ///
1678 /// # Errors
1679 ///
1680 /// If the type is not one stored as text, or if a span runs past the end of the codes.
1681 pub fn coded(
1682 ty: LogicalType,
1683 codes: Arc<Vec<u8>>,
1684 spans: Vec<(u32, u32)>,
1685 table: Arc<SymbolTable>,
1686 ) -> Result<Self> {
1687 if ty.physical() != rudb_common::PhysicalType::Varlen {
1688 return Err(Error::internal(format!("a {ty} vector cannot hold FSST codes")));
1689 }
1690 let end = u32::try_from(codes.len()).unwrap_or(u32::MAX);
1691 if spans.iter().any(|&(from, to)| from > to || to > end) {
1692 return Err(Error::internal("an FSST span runs past the end of the codes"));
1693 }
1694 let len = spans.len();
1695 Ok(Self {
1696 ty,
1697 len,
1698 validity: Validity::AllValid,
1699 body: Body::Coded { codes, spans, table },
1700 })
1701 }
1702
1703 /// The same strings, compressed against a table trained on them.
1704 ///
1705 /// The counterpart of [`Self::run_encoded`] and [`Self::bit_packed`] for a text column, and it
1706 /// takes `self` by value for the reason [`Self::shared_text`] does.
1707 ///
1708 /// The table is trained on every row rather than on a sample. A vector is at most 1024 rows, so
1709 /// the sample would be most of the column anyway, and the systematic sampling
1710 /// `spec/06-compression.md` section 6.3 asks for is a decision about a page and belongs to
1711 /// whoever is holding one.
1712 ///
1713 /// It declines unless the codes are at most half the bytes the strings are. FSST gets about that
1714 /// on text and rather less on anything already short or already random, and below that the
1715 /// decompression per row read is not bought back. A column it declines on comes back as it was.
1716 ///
1717 /// # Errors
1718 ///
1719 /// Nothing here fails today. The result is a `Result` because the checks inside [`Self::coded`]
1720 /// are worth running on what this builds rather than trusting that this built it right.
1721 pub fn compressed(self) -> Result<Self> {
1722 let Body::Flat(Data::Varlen(column)) = &self.body else {
1723 return Ok(self);
1724 };
1725 let rows: Vec<&[u8]> = (0..self.len).filter_map(|row| column.bytes(row)).collect();
1726 if rows.len() != self.len {
1727 return Ok(self);
1728 }
1729 let plain: usize = rows.iter().map(|row| row.len()).sum();
1730 let table = SymbolTable::train(&rows);
1731 let mut codes = Vec::with_capacity(plain);
1732 let mut spans = Vec::with_capacity(self.len);
1733 for row in &rows {
1734 let from = u32::try_from(codes.len()).unwrap_or(u32::MAX);
1735 table.compress(row, &mut codes);
1736 spans.push((from, u32::try_from(codes.len()).unwrap_or(u32::MAX)));
1737 }
1738 if codes.len() * FSST_PAYS_AT > plain {
1739 return Ok(self);
1740 }
1741 let coded = Self::coded(self.ty.clone(), Arc::new(codes), spans, Arc::new(table))?;
1742 Ok(coded.with_validity(self.validity.clone()))
1743 }
1744
1745 /// The same values under a wider decimal type that stores them the same way.
1746 ///
1747 /// A decimal is kept as its unscaled integer, so two decimal types with one scale and one
1748 /// storage width describe the same bits, and going from the narrower of them to the wider is a
1749 /// relabelling rather than a conversion. The binder writes three of those into
1750 /// `l_extendedprice * (1 - l_discount)`, because a product's operands are given the answer's
1751 /// width and the answer's width is eighteen while both columns are fifteen, and each one was a
1752 /// pass over six million rows that wrote back the bytes it had just read.
1753 ///
1754 /// A flat run only, and deliberately. The general cast flattens whatever it is given, so a
1755 /// dictionary column came out of a width change as a run of values, and a relabelling that kept
1756 /// the dictionary would hand the arithmetic above two columns it has to read through a code per
1757 /// row instead of two it can read end to end. That was measured and it is the worse of the two:
1758 /// on `sum(l_extendedprice * l_discount)` under the filter q6 puts on it, where the rows left
1759 /// are few and scattered and the indirection is a cache miss each, keeping the dictionary cost
1760 /// half again as much as the flattening it saved. The flat case has no such question, since
1761 /// what it hands on is exactly what the pass would have built.
1762 ///
1763 /// Only widening, because a narrower width is a range every value has to be checked against and
1764 /// checking it is the pass this exists to avoid. `None` for anything else, including a narrower
1765 /// width, a changed scale, a changed storage width and any form but the flat one.
1766 #[must_use]
1767 pub fn as_wider_decimal(&self, target: &LogicalType) -> Option<Self> {
1768 let (
1769 LogicalType::Decimal { width: from, scale: held },
1770 LogicalType::Decimal { width: into, scale },
1771 ) = (&self.ty, target)
1772 else {
1773 return None;
1774 };
1775 if held != scale || from > into || self.ty.decimal_storage() != target.decimal_storage() {
1776 return None;
1777 }
1778 // Nothing in a flat run says what its numbers mean, so the relabelling is the type and
1779 // nothing else, and the buffer underneath is shared rather than copied.
1780 if !matches!(self.body, Body::Flat(_)) {
1781 return None;
1782 }
1783 Some(Self {
1784 ty: target.clone(),
1785 len: self.len,
1786 validity: self.validity.clone(),
1787 body: self.body.clone(),
1788 })
1789 }
1790
1791 /// The same vector with a different validity.
1792 #[must_use]
1793 pub fn with_validity(mut self, validity: Validity) -> Self {
1794 self.validity = validity;
1795 self
1796 }
1797
1798 /// What kind of values these are.
1799 #[must_use]
1800 pub fn logical_type(&self) -> &LogicalType {
1801 &self.ty
1802 }
1803
1804 /// How many values there are.
1805 #[must_use]
1806 pub fn len(&self) -> usize {
1807 self.len
1808 }
1809
1810 /// Whether there are no values.
1811 #[must_use]
1812 pub fn is_empty(&self) -> bool {
1813 self.len == 0
1814 }
1815
1816 /// How many bytes of memory this vector is holding.
1817 ///
1818 /// What the memory limit charges for it. A constant and a sequence hold one value and two
1819 /// numbers however long they are, which is the point of both forms, so the number here is the
1820 /// form's cost and not the column's width times its length.
1821 ///
1822 /// A part that is behind an `Arc` counts as one holder's share of it, which is
1823 /// [`Buffer::footprint`]'s rule for a shared page applied to the other shared parts. A
1824 /// dictionary counted in full in every vector sharing it is not a conservative over count, it is
1825 /// a number with the chunk count in it: an aggregate that emits nineteen thousand chunks of
1826 /// groups out of one stable dictionary reported that dictionary nineteen thousand times and
1827 /// refused itself a budget of twenty five gigabytes while the process held one. Dividing by the
1828 /// holders makes the sum over everything sharing the part come to about the part, which is what
1829 /// the number is supposed to mean, and it errs high rather than low whenever the holders arrive
1830 /// one after another, because each of them counts what it sees at the time it asks.
1831 #[must_use]
1832 pub fn footprint(&self) -> usize {
1833 let body = match &self.body {
1834 Body::Flat(data) => data.footprint(),
1835 Body::Constant(value) => value.footprint(),
1836 Body::Sequence { .. } => 0,
1837 Body::Dictionary { codes, values, .. } => {
1838 codes.footprint() + share(values.footprint(), values)
1839 }
1840 Body::Packed { words, .. } => share(words.capacity() * size_of::<u64>(), words),
1841 Body::Views { views, arena } => {
1842 views.capacity() * size_of::<StringView>() + share(arena.footprint(), arena)
1843 }
1844 Body::ExternalText { source } => share(source.footprint(), source),
1845 Body::Coded { codes, spans, table } => {
1846 share(codes.capacity(), codes)
1847 + spans.capacity() * size_of::<(u32, u32)>()
1848 + share(table.footprint(), table)
1849 }
1850 Body::Runs { ends, values } => {
1851 ends.capacity() * size_of::<u32>() + share(values.footprint(), values)
1852 }
1853 // The ids are shared between every cut of one link join's output, and the source is
1854 // shared with every other column gathered off the same parent, so both are divided by
1855 // their holders for the reason the dictionary above is. A gather whose source counted in
1856 // full would report a parent table per projected column per chunk.
1857 Body::Gathered { source, rids, .. } => {
1858 share(rids.capacity() * size_of::<u32>(), rids) + share(source.footprint(), source)
1859 }
1860 Body::Nested { entries, child } => {
1861 entries.capacity() * size_of::<(u32, u32)>() + share(child.footprint(), child)
1862 }
1863 // A struct is as wide as its fields are, so this is the one body whose cost is a sum
1864 // over children rather than one number, and a struct of a hundred narrow fields costs
1865 // what the hundred columns cost.
1866 Body::Fields { children } => {
1867 children.capacity() * size_of::<Arc<Self>>()
1868 + children.iter().map(|child| share(child.footprint(), child)).sum::<usize>()
1869 }
1870 };
1871 size_of::<Self>() + self.validity.footprint() + body
1872 }
1873
1874 /// Which of the values are not null, at this level and no deeper.
1875 ///
1876 /// This is not the same question as [`Self::is_null_at`] and the difference has already cost
1877 /// one wrong answer. A dictionary and a run length vector keep their nulls in the values they
1878 /// point at rather than in a mask of their own, so both are built with every row marked present
1879 /// here and a row whose value is null reads as valid. A caller that wants to know whether a row
1880 /// is null wants the other one. A caller that wants the mask of a flat column, to copy it or to
1881 /// count it, wants this one.
1882 #[must_use]
1883 pub fn validity(&self) -> &Validity {
1884 &self.validity
1885 }
1886
1887 /// Whether the row at `index` is null, in whichever form the vector is in.
1888 ///
1889 /// Reads through a dictionary or a run to the value it stands for, which is where those two
1890 /// forms keep their nulls, and answers from the mask for every other form. A row past the end
1891 /// is null, the same answer [`Self::value_at`] gives it.
1892 #[must_use]
1893 pub fn is_null_at(&self, index: usize) -> bool {
1894 if index >= self.len || !self.validity.is_valid(index) {
1895 return true;
1896 }
1897 match &self.body {
1898 Body::Dictionary { codes, values, .. } => match codes.get(index) {
1899 Some(&code) => values.is_null_at(code as usize),
1900 None => true,
1901 },
1902 Body::Runs { ends, values } => match run_holding(ends, index) {
1903 Some(run) => values.is_null_at(run),
1904 None => true,
1905 },
1906 // Section 8.2's lazy validity, which is this line. A gather has no mask of its own and
1907 // does not need one: the id says whether there is a row and the source says whether that
1908 // row is null, and both of those are already in memory.
1909 Body::Gathered { source, rids, offset } => match rids.get(offset + index) {
1910 Some(&NO_ROW) | None => true,
1911 Some(&rid) => source.is_null_at(rid as usize),
1912 },
1913 _ => false,
1914 }
1915 }
1916
1917 /// Whether no row in range is null, answered without reading a row.
1918 ///
1919 /// This is the cheap side of [`Self::is_null_at`] and has to follow it exactly. A dictionary and
1920 /// a run keep their nulls in the values they stand for, so both levels have to say they have
1921 /// none. Every other form answers from its own mask. A false means only that the cheap answer
1922 /// was not available, so a caller that gets one still has to ask row by row.
1923 ///
1924 /// Public because the alternative a caller has is a pass over the values, and on a dictionary
1925 /// that is the size of a Parquet column chunk's that pass is the thing it was trying to avoid.
1926 #[must_use]
1927 pub fn never_null(&self) -> bool {
1928 if self.validity.has_nulls(self.len) {
1929 return false;
1930 }
1931 match &self.body {
1932 Body::Dictionary { values, .. } | Body::Runs { values, .. } => values.never_null(),
1933 // A gather is never null when no id is the sentinel and the source holds no nulls. The
1934 // first of those is a pass over the ids rather than a constant, which is the one place
1935 // this question is not free, and it is worth paying: the ids are four bytes a row and
1936 // contiguous, and the alternative is reading through to the source once per row for the
1937 // whole vector, which is the random access this form exists to postpone.
1938 Body::Gathered { source, rids, offset } => {
1939 source.never_null()
1940 && !rids[*offset..].iter().take(self.len).any(|&rid| rid == NO_ROW)
1941 }
1942 _ => true,
1943 }
1944 }
1945
1946 /// Which physical form this vector is in.
1947 #[must_use]
1948 pub fn form(&self) -> Form {
1949 match self.body {
1950 Body::Flat(_) => Form::Flat,
1951 Body::Constant(_) => Form::Constant,
1952 Body::Sequence { .. } => Form::Sequence,
1953 Body::Dictionary { .. } => Form::Dictionary,
1954 Body::Packed { .. } => Form::BitPacked,
1955 Body::Views { .. } => Form::StringView,
1956 Body::ExternalText { .. } => Form::StringView,
1957 Body::Coded { .. } => Form::Fsst,
1958 Body::Runs { .. } => Form::Rle,
1959 Body::Nested { .. } => Form::List,
1960 Body::Fields { .. } => Form::Struct,
1961 Body::Gathered { .. } => Form::Gathered,
1962 }
1963 }
1964
1965 /// The data, for a flat vector, and `None` for any other form.
1966 ///
1967 /// A kernel that wants a slice asks for it and takes the flat path if it gets one. A kernel
1968 /// that can do better on a constant or a dictionary checks [`Self::form`] first.
1969 #[must_use]
1970 pub fn data(&self) -> Option<&Data> {
1971 match &self.body {
1972 Body::Flat(data) => Some(data),
1973 _ => None,
1974 }
1975 }
1976
1977 /// The one value, for a constant vector, and `None` for any other form.
1978 ///
1979 /// A kernel comparing a column against a literal wants the literal once rather than 1024
1980 /// times, and [`Self::value_at`] on a constant clones it on every call because it has to be
1981 /// able to hand back a `Value` for any form. This is the accessor that lets the specialized
1982 /// path hoist the clone out of the loop.
1983 #[must_use]
1984 pub fn constant_value(&self) -> Option<&Value> {
1985 match &self.body {
1986 Body::Constant(value) => Some(value.as_ref()),
1987 _ => None,
1988 }
1989 }
1990
1991 /// The codes and the values, for a dictionary vector, and `None` for any other form.
1992 ///
1993 /// The reason a kernel needs this rather than reading the dictionary through
1994 /// [`Self::value_at`] is the entire argument for the form existing. A filter against a
1995 /// dictionary column of 1024 rows and 40 distinct values is 40 comparisons and 1024 lookups,
1996 /// not 1024 comparisons, and there is no way to write that loop without seeing the codes.
1997 ///
1998 /// Note what the validity of the returned vector means. A dictionary keeps its nulls in the
1999 /// vector it points at, and the dictionary's own validity says nothing about them, so a caller
2000 /// deciding whether row `i` is null has to ask the value vector about `codes[i]` rather than
2001 /// asking this vector about `i`. [`Self::flatten`] has the same note on it for the same
2002 /// reason, because getting this wrong is a null that survives being selected and comes out as
2003 /// a zero.
2004 #[must_use]
2005 pub fn dictionary_parts(&self) -> Option<(&[u32], &Self)> {
2006 match &self.body {
2007 Body::Dictionary { codes, values, .. } => Some((codes, values.as_ref())),
2008 _ => None,
2009 }
2010 }
2011
2012 /// The codes and the shared dictionary handle for a dictionary vector.
2013 ///
2014 /// Storage readers use the identity of this handle to prove that codes from separate pages
2015 /// belong to one table-wide dictionary. Kernels that only read values should continue to use
2016 /// [`Self::dictionary_parts`].
2017 #[must_use]
2018 pub fn shared_dictionary_parts(&self) -> Option<(&[u32], &Arc<Self>)> {
2019 match &self.body {
2020 Body::Dictionary { codes, values, .. } => Some((codes, values)),
2021 _ => None,
2022 }
2023 }
2024
2025 /// Stable codes and their shared values, when storage guarantees one code space across pages.
2026 #[must_use]
2027 pub fn stable_dictionary_parts(&self) -> Option<(&[u32], &Arc<Self>)> {
2028 match &self.body {
2029 Body::Dictionary { codes, values, stable: true } => Some((codes, values)),
2030 _ => None,
2031 }
2032 }
2033
2034 /// The run ends and the run values, for a run length vector, and `None` for any other form.
2035 ///
2036 /// The ends are exclusive and increasing, and there is exactly one value per run, so a kernel
2037 /// that wants to walk this walks the pairs and never asks which run a row is in. That is the
2038 /// whole argument for the form: an aggregate over a clustered column is one multiply per run
2039 /// instead of one add per row, and there is no way to write that loop without seeing the ends.
2040 ///
2041 /// The nulls are in the values, the way a dictionary's are, so a caller deciding whether row `i`
2042 /// is null asks the value vector about the run rather than asking this vector about `i`.
2043 #[must_use]
2044 pub fn run_parts(&self) -> Option<(&[u32], &Self)> {
2045 match &self.body {
2046 Body::Runs { ends, values } => Some((ends, values.as_ref())),
2047 _ => None,
2048 }
2049 }
2050
2051 /// Where each row's value is, for the two forms that keep their values somewhere else.
2052 ///
2053 /// A dictionary and a run length vector are the same shape seen from a kernel: a run of
2054 /// positions and a vector to read them out of. The difference is that a dictionary stores the
2055 /// positions and a run length vector works them out, and a kernel writing `values[at[row]]` does
2056 /// not care which. So every specialization written against [`Self::dictionary_parts`] covers
2057 /// both forms by asking this instead, and the day a third form with an indirection arrives it
2058 /// covers that one too without any of those kernels being reopened.
2059 ///
2060 /// The run length side costs an allocation of one position per row and a pass to fill it, which
2061 /// is the same four bytes a row a dictionary was already carrying and is paid once per kernel
2062 /// call rather than once per row. That is the price of this being one accessor rather than a
2063 /// second arm in eighteen kernels, and it is not the last word: a kernel that wants a run at a
2064 /// time reads [`Self::run_parts`] and pays nothing, which is the specialization this makes it
2065 /// possible to skip writing until a sweep says it is worth it.
2066 #[must_use]
2067 pub fn positions(&self) -> Option<(Cow<'_, [u32]>, &Self)> {
2068 match &self.body {
2069 Body::Dictionary { codes, values, .. } => Some((Cow::Borrowed(codes), values.as_ref())),
2070 Body::Runs { ends, values } => {
2071 let mut at = Vec::with_capacity(self.len);
2072 for (run, &stop) in ends.iter().enumerate() {
2073 let run = u32::try_from(run).unwrap_or(u32::MAX);
2074 at.resize(stop as usize, run);
2075 }
2076 Some((Cow::Owned(at), values.as_ref()))
2077 }
2078 _ => None,
2079 }
2080 }
2081
2082 /// The bits and what they mean, for a bit packed vector, and `None` for any other form.
2083 ///
2084 /// What a kernel needs to stay in code space. A comparison against a literal is the case that
2085 /// pays: `column > 900` over a column packed from a base of 40 is `code > 860`, which is the
2086 /// same shift and mask the read was going to do anyway and no unpacking at all, and a literal
2087 /// outside the packed range answers the whole vector without reading a bit of it. None of that
2088 /// can be written without seeing the width and the base.
2089 #[must_use]
2090 pub fn packed_parts(&self) -> Option<Packed<'_>> {
2091 match &self.body {
2092 Body::Packed { words, width, base, offset } => {
2093 Some(Packed { words, width: *width, base: *base, offset: *offset })
2094 }
2095 _ => None,
2096 }
2097 }
2098
2099 /// The views and the arena, for either form that stores strings, and `None` for the rest.
2100 ///
2101 /// This is to the two string forms what [`Self::positions`] is to the two forms that point
2102 /// somewhere else. A flat varchar column owns its arena and a string view column shares one, and
2103 /// a kernel reading a row wants the view and the bytes either way, so every specialization
2104 /// written against this covers both forms and neither has to be reopened when a third way of
2105 /// holding an arena arrives.
2106 ///
2107 /// The arena is whatever the long strings live in, which for a column over a page is the page,
2108 /// including the parts of it no view points at. Only the views say which bytes are a row.
2109 #[must_use]
2110 pub fn text_parts(&self) -> Option<(&[StringView], &[u8])> {
2111 match &self.body {
2112 Body::Flat(Data::Varlen(column)) => Some((column.views(), column.arena())),
2113 Body::Views { views, arena } => Some((views, arena)),
2114 _ => None,
2115 }
2116 }
2117
2118 /// The views and the arena they point into, for a vector of string views and nothing else.
2119 ///
2120 /// [`Self::text_parts`] answers the same question for a flat column too, and gives the arena as
2121 /// bytes. This gives the `Arc`, which is what a caller laying several of these end to end needs
2122 /// to see that they share one arena and can keep it rather than copying out of it.
2123 #[must_use]
2124 pub fn shared_views(&self) -> Option<(&[StringView], &Arc<Buffer<u8>>)> {
2125 match &self.body {
2126 Body::Views { views, arena } => Some((views, arena)),
2127 _ => None,
2128 }
2129 }
2130
2131 /// The codes and the table, for an FSST vector, and `None` for any other form.
2132 ///
2133 /// What a kernel needs to stay in code space. An equality filter is the case that pays, and it
2134 /// pays completely: the literal is compressed once against the same table and after that a row
2135 /// matches exactly when its code bytes match, because compressing is a function and so is
2136 /// decompressing. No row is decompressed at all. An ordering comparison cannot do that, since a
2137 /// symbol code says nothing about where its symbol sorts, so those decompress and say so.
2138 #[must_use]
2139 pub fn coded_parts(&self) -> Option<Coded<'_>> {
2140 match &self.body {
2141 Body::Coded { codes, spans, table } => Some(Coded { codes, spans, table }),
2142 _ => None,
2143 }
2144 }
2145
2146 /// The start and the step, for a sequence vector, and `None` for any other form.
2147 #[must_use]
2148 pub fn sequence_parts(&self) -> Option<(i64, i64)> {
2149 match self.body {
2150 Body::Sequence { start, step } => Some((start, step)),
2151 _ => None,
2152 }
2153 }
2154
2155 /// The positions of an `ENUM` vector, as the unsigned integers they are held in.
2156 ///
2157 /// What `enum_code` answers, and what an `ENUM` is ordered by. A flat vector hands its run over
2158 /// as it is under the new type, and any other form is flattened first, since a dictionary or a
2159 /// gather over one would read its values back out as strings.
2160 ///
2161 /// # Errors
2162 ///
2163 /// If this is not an `ENUM` vector, or a constant holds a string that is not one of the list.
2164 pub fn enum_codes(&self) -> Result<Self> {
2165 if self.ty.labels().is_none() {
2166 return Err(Error::internal(format!("enum_code over a {} vector", self.ty)));
2167 }
2168 let ty = enum_code_type(&self.ty);
2169 if let Body::Constant(value) = &self.body {
2170 return Ok(Self::constant(ty, enum_position(&self.ty, value)?, self.len));
2171 }
2172 // flatten: an enum's codes are its dictionary's codes read as integers, and a dictionary
2173 // or run form would need the same relabelling done inside it, so the one flat copy is it.
2174 let flat = self.flatten()?;
2175 Ok(Self { ty, ..flat })
2176 }
2177
2178 /// The value at `index`, as a single value.
2179 ///
2180 /// This is the slow path on purpose. It is what a result set is read out with and what a test
2181 /// asserts on, and an operator that calls it per row is an operator that has already lost the
2182 /// argument the vector interface exists to win.
2183 #[must_use]
2184 pub fn value_at(&self, index: usize) -> Value {
2185 if index >= self.len || !self.validity.is_valid(index) {
2186 return Value::Null;
2187 }
2188 match &self.body {
2189 Body::Constant(value) => value.as_ref().clone(),
2190 Body::Sequence { start, step } => Value::BigInt(start + step * index as i64),
2191 Body::Dictionary { codes, values, .. } => match codes.get(index) {
2192 Some(&code) => values.value_at(code as usize),
2193 None => Value::Null,
2194 },
2195 Body::Runs { ends, values } => match run_holding(ends, index) {
2196 Some(run) => values.value_at(run),
2197 None => Value::Null,
2198 },
2199 // The one read every other reader of this form is: follow the id, and answer null when
2200 // there is no row to follow. Written out once per reader rather than through a helper
2201 // because each of them returns a different kind of nothing.
2202 Body::Gathered { source, rids, offset } => match rids.get(offset + index) {
2203 Some(&NO_ROW) | None => Value::Null,
2204 Some(&rid) => source.value_at(rid as usize),
2205 },
2206 // One value unpacked into a run of one, so that what a packed value means is decided in
2207 // the same place a flat one is rather than in a second copy of the type mapping that
2208 // could drift from it. It allocates, which this path is allowed to do and the typed
2209 // unpack in `copied` is not, and it is the reason anything about to read a packed
2210 // column a row at a time should flatten it once instead.
2211 Body::Packed { words, width, base, offset } => {
2212 unpack(&self.ty, words, *offset, *width, *base, &[index])
2213 .map_or(Value::Null, |data| value_from(&self.ty, &data, 0))
2214 }
2215 // The bytes are where the arena has them, and what they are read as is the logical
2216 // type's business, so this hands the row to the same reader a flat column goes through
2217 // rather than deciding here that a `BLOB` is a string.
2218 Body::Views { views, arena } => {
2219 match views.get(index).and_then(|v| v.bytes_in(arena)) {
2220 Some(bytes) => bytes_as(&self.ty, bytes),
2221 None => Value::Null,
2222 }
2223 }
2224 Body::ExternalText { source } => source
2225 .bytes_at(index)
2226 .ok()
2227 .flatten()
2228 .map_or(Value::Null, |bytes| bytes_as(&self.ty, bytes)),
2229 // One row decompressed on its own, which is the property the form is chosen for. It
2230 // allocates, which this path is allowed to do, and it is the reason anything about to
2231 // read a compressed column a row at a time should flatten it once instead.
2232 Body::Coded { codes, spans, table } => {
2233 match spans.get(index).and_then(|&(from, to)| {
2234 let mut out = Vec::new();
2235 table.decompress(codes.get(from as usize..to as usize)?, &mut out).ok()?;
2236 Some(out)
2237 }) {
2238 Some(bytes) => bytes_as(&self.ty, &bytes),
2239 None => Value::Null,
2240 }
2241 }
2242 // A row's elements are read out of the child one at a time, which is the slow path this
2243 // whole function is and is why a kernel over a list column reads `list_parts` instead.
2244 // The element type comes from the child rather than from this vector's type, so a list
2245 // whose child was built narrower than the column claims still hands back what is in it.
2246 //
2247 // A map is stored in this body too, so which value comes out is decided by the logical
2248 // type rather than by the body. That is the one place the composition shows: the bytes of
2249 // a map really are the bytes of a list of two field structs, and the only thing that
2250 // remembers it is a map is the type.
2251 Body::Nested { entries, child } => match (entries.get(index), &self.ty) {
2252 (Some(&(start, len)), LogicalType::Map(key, value)) => {
2253 let pairs = child.struct_parts().unwrap_or_default();
2254 Value::map(
2255 key.as_ref().clone(),
2256 value.as_ref().clone(),
2257 (start..start + len)
2258 .filter_map(|at| {
2259 let [keys, values] = pairs else { return None };
2260 Some((keys.value_at(at as usize), values.value_at(at as usize)))
2261 })
2262 .collect(),
2263 )
2264 }
2265 (Some(&(start, len)), _) => Value::List {
2266 element: child.ty.clone(),
2267 values: (start..start + len).map(|at| child.value_at(at as usize)).collect(),
2268 },
2269 (None, _) => Value::Null,
2270 },
2271 // One value read out of each child at the same position, which is the slow path this whole
2272 // function is and is why a kernel over a struct column reads `struct_parts` instead. The
2273 // names come from this vector's type rather than from the children, because a child is a
2274 // vector and a vector has no name, and the type is where the field order is written down.
2275 Body::Fields { children } => Value::Struct(
2276 fields_of(&self.ty)
2277 .iter()
2278 .zip(children)
2279 .map(|(field, child)| (field.name.clone(), child.value_at(index)))
2280 .collect(),
2281 ),
2282 Body::Flat(data) => value_from(&self.ty, data, index),
2283 }
2284 }
2285
2286 /// One value of this vector's type, built out of bytes the caller already holds.
2287 ///
2288 /// [`try_value_at`](Self::try_value_at) finds the bytes itself, which over a dictionary that
2289 /// keeps its payload in a file means a read. A caller that swept the values out has the bytes in
2290 /// hand already and wants nothing from here but the type.
2291 pub fn value_of(&self, bytes: &[u8]) -> Value {
2292 bytes_as(&self.ty, bytes)
2293 }
2294
2295 /// The value at `index`, preserving storage read and validation failures.
2296 pub fn try_value_at(&self, index: usize) -> Result<Value> {
2297 if index >= self.len || !self.validity.is_valid(index) {
2298 return Ok(Value::Null);
2299 }
2300 match &self.body {
2301 Body::ExternalText { source } => {
2302 Ok(source.bytes_at(index)?.map_or(Value::Null, |bytes| bytes_as(&self.ty, bytes)))
2303 }
2304 Body::Dictionary { codes, values, .. } => match codes.get(index) {
2305 Some(&code) => values.try_value_at(code as usize),
2306 None => Ok(Value::Null),
2307 },
2308 Body::Runs { ends, values } => match run_holding(ends, index) {
2309 Some(run) => values.try_value_at(run),
2310 None => Ok(Value::Null),
2311 },
2312 Body::Nested { entries, child } => match (entries.get(index), &self.ty) {
2313 (Some(&(start, len)), LogicalType::Map(key, value)) => {
2314 let pairs = child.struct_parts().unwrap_or_default();
2315 let [keys, values] = pairs else { return Ok(Value::Null) };
2316 let mut entries = Vec::with_capacity(len as usize);
2317 for at in start..start + len {
2318 entries.push((
2319 keys.try_value_at(at as usize)?,
2320 values.try_value_at(at as usize)?,
2321 ));
2322 }
2323 Ok(Value::map(key.as_ref().clone(), value.as_ref().clone(), entries))
2324 }
2325 (Some(&(start, len)), _) => {
2326 let mut values = Vec::with_capacity(len as usize);
2327 for at in start..start + len {
2328 values.push(child.try_value_at(at as usize)?);
2329 }
2330 Ok(Value::List { element: child.ty.clone(), values })
2331 }
2332 (None, _) => Ok(Value::Null),
2333 },
2334 Body::Fields { children } => {
2335 let mut values = Vec::with_capacity(children.len());
2336 for (field, child) in fields_of(&self.ty).iter().zip(children) {
2337 values.push((field.name.clone(), child.try_value_at(index)?));
2338 }
2339 Ok(Value::Struct(values))
2340 }
2341 _ => Ok(self.value_at(index)),
2342 }
2343 }
2344
2345 /// The text at `index`, borrowed rather than copied.
2346 ///
2347 /// [`Self::value_at`] on a `VARCHAR` column allocates a `String` per call, and a group by that
2348 /// reads a string column keys on one string per input row. This hands back the bytes where they
2349 /// already are, so a caller with somewhere to put them does not go to the allocator at all.
2350 ///
2351 /// `None` for a null, for an index past the end, for a column that is not `VARCHAR`, and for the
2352 /// constant and sequence forms, whose values are not stored per position. A caller that gets
2353 /// `None` has to fall back to [`Self::value_at`], which is correct for all of those.
2354 #[must_use]
2355 pub fn text_at(&self, index: usize) -> Option<&str> {
2356 if self.ty != LogicalType::Varchar || index >= self.len || !self.validity.is_valid(index) {
2357 return None;
2358 }
2359 match &self.body {
2360 Body::Flat(data) => data.str_at(index),
2361 Body::Dictionary { codes, values, .. } => {
2362 values.text_at(usize::try_from(*codes.get(index)?).ok()?)
2363 }
2364 Body::Runs { ends, values } => values.text_at(run_holding(ends, index)?),
2365 Body::Gathered { source, rids, offset } => {
2366 source.text_at(row_of(rids, *offset, index)?)
2367 }
2368 Body::Views { views, arena } => {
2369 std::str::from_utf8(views.get(index)?.bytes_in(arena)?).ok()
2370 }
2371 Body::ExternalText { source } => {
2372 std::str::from_utf8(source.bytes_at(index).ok().flatten()?).ok()
2373 }
2374 _ => None,
2375 }
2376 }
2377
2378 /// The variable length bytes at `index`, borrowed without validating or copying them.
2379 ///
2380 /// String data is validated when it enters a vector. Hashing and equality only need its bytes,
2381 /// so those kernels should not pay for UTF-8 validation again on every read.
2382 #[must_use]
2383 pub fn bytes_at(&self, index: usize) -> Option<&[u8]> {
2384 if index >= self.len || !self.validity.is_valid(index) {
2385 return None;
2386 }
2387 match &self.body {
2388 Body::Constant(value) => match value.as_ref() {
2389 Value::Varchar(text) => Some(text.as_bytes()),
2390 Value::Blob(bytes) => Some(bytes),
2391 _ => None,
2392 },
2393 Body::Dictionary { codes, values, .. } => {
2394 values.bytes_at(usize::try_from(*codes.get(index)?).ok()?)
2395 }
2396 Body::Runs { ends, values } => values.bytes_at(run_holding(ends, index)?),
2397 Body::Gathered { source, rids, offset } => {
2398 source.bytes_at(row_of(rids, *offset, index)?)
2399 }
2400 Body::Views { views, arena } => views.get(index)?.bytes_in(arena),
2401 Body::ExternalText { source } => source.bytes_at(index).ok().flatten(),
2402 Body::Flat(data) => data.bytes_at(index),
2403 // The same `None` [`Self::text_at`] gives, for the same reason. A compressed row is not
2404 // anywhere in its plain bytes, so there is nothing here to hand back a borrow of, and a
2405 // caller that gets `None` goes to `value_at` and gets the row decompressed into a value.
2406 // A list row is `None` for a nearer reason: it is not bytes at all, and a caller wanting
2407 // its elements wants [`Self::list_parts`] rather than a borrow of one row.
2408 Body::Coded { .. }
2409 | Body::Sequence { .. }
2410 | Body::Packed { .. }
2411 | Body::Nested { .. }
2412 | Body::Fields { .. } => None,
2413 }
2414 }
2415
2416 /// Variable length bytes at `index`, preserving storage read and validation failures.
2417 pub fn try_bytes_at(&self, index: usize) -> Result<Option<&[u8]>> {
2418 if index >= self.len || !self.validity.is_valid(index) {
2419 return Ok(None);
2420 }
2421 match &self.body {
2422 Body::Constant(value) => Ok(match value.as_ref() {
2423 Value::Varchar(text) => Some(text.as_bytes()),
2424 Value::Blob(bytes) => Some(bytes.as_slice()),
2425 _ => None,
2426 }),
2427 Body::Dictionary { codes, values, .. } => match codes.get(index) {
2428 Some(&code) => values.try_bytes_at(code as usize),
2429 None => Ok(None),
2430 },
2431 Body::Runs { ends, values } => match run_holding(ends, index) {
2432 Some(run) => values.try_bytes_at(run),
2433 None => Ok(None),
2434 },
2435 Body::Gathered { source, rids, offset } => match row_of(rids, *offset, index) {
2436 Some(row) => source.try_bytes_at(row),
2437 None => Ok(None),
2438 },
2439 Body::Views { views, arena } => {
2440 Ok(views.get(index).and_then(|view| view.bytes_in(arena)))
2441 }
2442 Body::ExternalText { source } => source.bytes_at(index),
2443 Body::Flat(data) => Ok(data.bytes_at(index)),
2444 Body::Coded { .. }
2445 | Body::Sequence { .. }
2446 | Body::Packed { .. }
2447 | Body::Nested { .. }
2448 | Body::Fields { .. } => Ok(None),
2449 }
2450 }
2451
2452 /// Walks the values from `first` up to at most `limit`, without keeping what it read.
2453 ///
2454 /// [`TextSource::sweep`] is what this is for and what the doc on it explains. Everything else
2455 /// here is the honest fallback: a vector that is not reading text out of a file has its values
2456 /// already, so there is nothing to avoid keeping, and it hands over one value and lets the
2457 /// caller come back. The answer is one past the last value visited either way, so the loop that
2458 /// calls this is the same loop whichever form it got.
2459 ///
2460 /// Nulls go the slow way. A source that reads a file holds no validity of its own, so the
2461 /// vector's own mask is the only thing that knows, and rather than teach the sweep about it the
2462 /// one form that can have both hands over a value at a time through the reader that checks.
2463 ///
2464 /// # Errors
2465 ///
2466 /// Whatever reading a value raises, and whatever `body` raises.
2467 pub fn sweep_text(
2468 &self,
2469 first: usize,
2470 limit: usize,
2471 body: &mut dyn FnMut(usize, &[u8]) -> Result<()>,
2472 ) -> Result<usize> {
2473 let limit = limit.min(self.len);
2474 if first >= limit {
2475 return Ok(first);
2476 }
2477 if let Body::ExternalText { source } = &self.body {
2478 if matches!(self.validity, Validity::AllValid) {
2479 return source.sweep(first, limit, body);
2480 }
2481 }
2482 body(first, self.try_bytes_at(first)?.unwrap_or_default())?;
2483 Ok(first + 1)
2484 }
2485
2486 /// A conservative substring test for the payload block holding `first`.
2487 ///
2488 /// Only a file-backed string source with all-valid values can skip a whole block. Every other
2489 /// form returns true and lets the ordinary sweep decide its values.
2490 pub fn text_block_might_contain(&self, first: usize, literal: &[u8]) -> Result<bool> {
2491 match &self.body {
2492 Body::ExternalText { source } if matches!(self.validity, Validity::AllValid) => {
2493 source.might_contain(first, literal)
2494 }
2495 _ => Ok(true),
2496 }
2497 }
2498
2499 /// The values at `indices`, which rise, without keeping what reading them decoded.
2500 ///
2501 /// [`TextSource::visit`] is what this is for. A vector that is not reading text out of a file, or
2502 /// that has nulls of its own, reads a value at a time through the reader that checks.
2503 ///
2504 /// # Errors
2505 ///
2506 /// Whatever reading a value raises.
2507 pub fn try_values_visited(&self, indices: &[usize]) -> Result<Vec<Value>> {
2508 if let Body::ExternalText { source } = &self.body {
2509 if matches!(self.validity, Validity::AllValid) {
2510 let mut out = vec![Value::Null; indices.len()];
2511 let mut own = |at: usize, bytes: &[u8]| {
2512 if indices[at] < self.len {
2513 out[at] = bytes_as(&self.ty, bytes);
2514 }
2515 Ok(())
2516 };
2517 source.visit(indices, &mut own)?;
2518 return Ok(out);
2519 }
2520 }
2521 indices.iter().map(|&index| self.try_value_at(index)).collect()
2522 }
2523
2524 /// Variable length byte count at `index`, preserving storage failures.
2525 pub fn try_bytes_len_at(&self, index: usize) -> Result<Option<usize>> {
2526 if index >= self.len || !self.validity.is_valid(index) {
2527 return Ok(None);
2528 }
2529 match &self.body {
2530 Body::Dictionary { codes, values, .. } => match codes.get(index) {
2531 Some(&code) => values.try_bytes_len_at(code as usize),
2532 None => Ok(None),
2533 },
2534 Body::Runs { ends, values } => match run_holding(ends, index) {
2535 Some(run) => values.try_bytes_len_at(run),
2536 None => Ok(None),
2537 },
2538 Body::ExternalText { source } => source.bytes_len_at(index),
2539 _ => Ok(self.bytes_at(index).map(<[u8]>::len)),
2540 }
2541 }
2542
2543 /// The byte length of every row, in one call to whatever holds the text, when that is possible.
2544 ///
2545 /// `into` is cleared and given one length per row. The answer is whether it was: a vector with
2546 /// nulls in it,
2547 /// or one whose text is not read from a [`TextSource`], answers `false` and leaves the caller to
2548 /// ask a row at a time through [`Self::try_bytes_len_at`], which is right for every shape. The
2549 /// two shapes taken here are the two a scan of a stored string column hands out, the text itself
2550 /// and a dictionary of codes over it, and each is one call to the source for the whole vector
2551 /// rather than a call per row down through this type.
2552 ///
2553 /// # Errors
2554 ///
2555 /// Whatever reading the lengths out of storage raises.
2556 pub fn try_bytes_lens(&self, into: &mut Vec<i64>) -> Result<bool> {
2557 self.lens_through(into, false, |source, indices, into| source.bytes_lens_at(indices, into))
2558 }
2559
2560 /// The character length of every row, in one call to whatever holds the text, when that is
2561 /// possible.
2562 ///
2563 /// The same shapes as [`Self::try_bytes_lens`], counting characters rather than bytes, which is
2564 /// `length` where that one is `strlen`. It goes through [`TextSource::chars_lens_at`] so that a
2565 /// source reading its text out of a file can keep the counts rather than the text, which is the
2566 /// difference between a scan of `length` over a stored column holding four bytes a distinct
2567 /// value and holding every distinct value decoded.
2568 ///
2569 /// Unlike that one it answers a vector with nulls too, and a null row gets the count of
2570 /// whatever its slot points at, so the caller masks the nulls itself. Declining a vector with
2571 /// nulls sent `length` a row at a time through the bytes, which on a stored column is the path
2572 /// that keeps every block it reads, so one null in a vector was enough to bring that back.
2573 ///
2574 /// # Errors
2575 ///
2576 /// Whatever reading the text out of storage raises.
2577 pub fn try_chars_lens(&self, into: &mut Vec<i64>) -> Result<bool> {
2578 self.lens_through(into, true, |source, indices, into| source.chars_lens_at(indices, into))
2579 }
2580
2581 /// One call to `ask` for every row, over the source this vector reads its text from.
2582 ///
2583 /// `false` for a vector whose text does not come from a [`TextSource`], and for a vector with
2584 /// nulls unless `nulls` says the caller will mask them, for the reasons
2585 /// [`Self::try_bytes_lens`] gives.
2586 fn lens_through(
2587 &self,
2588 into: &mut Vec<i64>,
2589 nulls: bool,
2590 ask: impl Fn(&dyn TextSource, &[u32], &mut Vec<i64>) -> Result<()>,
2591 ) -> Result<bool> {
2592 if !nulls && !matches!(self.validity, Validity::AllValid) {
2593 return Ok(false);
2594 }
2595 into.clear();
2596 match &self.body {
2597 Body::ExternalText { source } => {
2598 let Ok(rows) = u32::try_from(self.len) else { return Ok(false) };
2599 let indices = (0..rows).collect::<Vec<_>>();
2600 ask(source.as_ref(), &indices, into)?;
2601 Ok(true)
2602 }
2603 Body::Dictionary { codes, values, .. } => match &values.body {
2604 Body::ExternalText { source } if matches!(values.validity, Validity::AllValid) => {
2605 let Some(codes) = codes.get(..self.len) else { return Ok(false) };
2606 ask(source.as_ref(), codes, into)?;
2607 Ok(true)
2608 }
2609 _ => Ok(false),
2610 },
2611 _ => Ok(false),
2612 }
2613 }
2614
2615 /// Hands `body` the bytes of every row that is not null, when the text is read from a
2616 /// [`TextSource`], and answers whether it did.
2617 ///
2618 /// The rows come in whatever order the source reads them in, each with its row number, so a
2619 /// caller that writes an answer per row has to put it back in row order itself. That is the
2620 /// price of the source seeing the whole vector at once, which is what lets one that decodes its
2621 /// text a block at a time decode each block once for the call rather than keep every block a
2622 /// row lands in. See [`TextSource::visit_at`]. The shapes taken are the two a scan of a stored
2623 /// string column hands out, the text itself and a dictionary of codes over it, and anything
2624 /// else answers `false` and is read a row at a time through [`Self::try_bytes_at`], which is
2625 /// right for every shape.
2626 ///
2627 /// # Errors
2628 ///
2629 /// Whatever reading the text out of storage raises, and whatever `body` raises.
2630 pub fn try_visit_text(&self, body: &mut dyn FnMut(usize, &[u8]) -> Result<()>) -> Result<bool> {
2631 let (source, codes) = match &self.body {
2632 Body::ExternalText { source } => (source, None),
2633 Body::Dictionary { codes, values, .. } => match &values.body {
2634 Body::ExternalText { source } if matches!(values.validity, Validity::AllValid) => {
2635 let Some(codes) = codes.get(..self.len) else { return Ok(false) };
2636 (source, Some(codes))
2637 }
2638 _ => return Ok(false),
2639 },
2640 _ => return Ok(false),
2641 };
2642 let Ok(len) = u32::try_from(self.len) else { return Ok(false) };
2643 // The rows asked for, which are all of them unless some are null. A null row is left out
2644 // rather than read, because a row at a time read answers it with no value at all.
2645 let rows: Option<Vec<u32>> = match &self.validity {
2646 Validity::AllValid => None,
2647 Validity::AllInvalid => return Ok(true),
2648 Validity::Mask(mask) => Some((0..len).filter(|&row| mask.get(row as usize)).collect()),
2649 };
2650 let indices = match (codes, &rows) {
2651 (Some(codes), None) => Cow::Borrowed(codes),
2652 (Some(codes), Some(rows)) => rows.iter().map(|&row| codes[row as usize]).collect(),
2653 (None, None) => (0..len).collect(),
2654 (None, Some(rows)) => Cow::Borrowed(rows.as_slice()),
2655 };
2656 source.visit_at(&indices, &mut |at, bytes| {
2657 let row = rows.as_ref().map_or(at, |rows| rows[at] as usize);
2658 body(row, bytes)
2659 })?;
2660 Ok(true)
2661 }
2662
2663 /// How many ranks this vector's values have in sorted order, when whatever holds them knows.
2664 ///
2665 /// See [`TextSource::ranks`] for what a rank is and what a source promises by answering with
2666 /// one. Only a vector whose values come from storage can answer, because only storage is in a
2667 /// position to have sorted them once and written the answer down.
2668 #[must_use]
2669 pub fn ranks(&self) -> Option<usize> {
2670 match &self.body {
2671 Body::ExternalText { source } => source.ranks(),
2672 _ => None,
2673 }
2674 }
2675
2676 /// How the value at `rank` compares against `wanted`. See [`TextSource::compare_rank`].
2677 pub fn compare_rank(&self, rank: usize, wanted: &[u8]) -> Result<Ordering> {
2678 match &self.body {
2679 Body::ExternalText { source } => source.compare_rank(rank, wanted),
2680 _ => {
2681 Err(Error::internal("a vector without a sorted order was asked to compare a rank"))
2682 }
2683 }
2684 }
2685
2686 /// Where `wanted` would go in the sorted order. See [`TextSource::below`].
2687 ///
2688 /// # Errors
2689 ///
2690 /// If this vector has no sorted order, or if a probe of it fails.
2691 pub fn below(&self, ranks: usize, wanted: &[u8]) -> Result<(usize, bool)> {
2692 match &self.body {
2693 Body::ExternalText { source } => source.below(ranks, wanted),
2694 _ => Err(Error::internal("a vector without a sorted order was asked for a boundary")),
2695 }
2696 }
2697
2698 /// The position of the value at `rank`. See [`TextSource::code_at_rank`].
2699 pub fn code_at_rank(&self, rank: usize) -> Result<u32> {
2700 match &self.body {
2701 Body::ExternalText { source } => source.code_at_rank(rank),
2702 _ => Err(Error::internal("a vector without a sorted order was asked for a rank")),
2703 }
2704 }
2705
2706 /// The rank of every value, indexed by position. See [`TextSource::code_ranks`].
2707 #[must_use]
2708 pub fn code_ranks(&self) -> Option<&[u32]> {
2709 match &self.body {
2710 Body::ExternalText { source } => source.code_ranks(),
2711 _ => None,
2712 }
2713 }
2714
2715 /// Text at `index`, preserving storage read, validation and UTF-8 failures.
2716 pub fn try_text_at(&self, index: usize) -> Result<Option<&str>> {
2717 if self.ty != LogicalType::Varchar {
2718 return Ok(None);
2719 }
2720 self.try_bytes_at(index)?
2721 .map(|bytes| {
2722 std::str::from_utf8(bytes).map_err(|error| {
2723 Error::conversion(format!("invalid UTF-8 in VARCHAR: {error}"))
2724 })
2725 })
2726 .transpose()
2727 }
2728
2729 /// Read every storage-backed value reachable through this vector.
2730 pub fn validate_external(&self) -> Result<()> {
2731 match &self.body {
2732 Body::ExternalText { source } => {
2733 for index in 0..source.len() {
2734 source.bytes_at(index)?;
2735 }
2736 }
2737 Body::Dictionary { codes, values, .. } => {
2738 if values.reaches_storage() {
2739 for &code in codes.iter() {
2740 values.try_bytes_at(code as usize)?;
2741 }
2742 }
2743 }
2744 Body::Runs { values, .. } | Body::Gathered { source: values, .. } => {
2745 values.validate_external()?;
2746 }
2747 Body::Nested { child, .. } => child.validate_external()?,
2748 Body::Fields { children } => {
2749 for child in children {
2750 child.validate_external()?;
2751 }
2752 }
2753 _ => {}
2754 }
2755 Ok(())
2756 }
2757
2758 /// Whether any value of this vector is read from storage when it is asked for.
2759 ///
2760 /// A dictionary over values already in memory has nothing that can fail to read, and checking
2761 /// it a code at a time cost the thread that drains a query about a fifth of a sorted table
2762 /// copy for no answer at all.
2763 fn reaches_storage(&self) -> bool {
2764 match &self.body {
2765 Body::ExternalText { .. } => true,
2766 Body::Dictionary { values, .. }
2767 | Body::Runs { values, .. }
2768 | Body::Gathered { source: values, .. } => values.reaches_storage(),
2769 Body::Nested { child, .. } => child.reaches_storage(),
2770 Body::Fields { children } => children.iter().any(|child| child.reaches_storage()),
2771 _ => false,
2772 }
2773 }
2774
2775 /// The signed integer at `index`, widened, read without building a [`Value`].
2776 ///
2777 /// The integer sibling of [`Self::bytes_at`], and it is here for the same caller. A group by on
2778 /// an integer column compares one key per input row against the group it probed, and doing that
2779 /// through [`Self::value_at`] built and dropped a sixty four byte value a row at a time for a
2780 /// number that was already sitting in the column.
2781 ///
2782 /// Widened to `i128` because that is what [`Data::signed_at`] hands back underneath, and one
2783 /// method that covers every signed width is worth more than five that do not. A caller that
2784 /// wants a narrower type narrows it, which is a range check against a value in a register.
2785 ///
2786 /// The types this answers for are the ones whose flat data is read through `signed_at`, so the
2787 /// five signed integer widths and the decimal, date, time and timestamp types that are stored
2788 /// in them. A decimal answers with its unscaled value, which is the number the column holds.
2789 ///
2790 /// `None` for a null, for an index past the end, for a column of any other type, and for the
2791 /// compressed form. Packed integers stay in code space and answer `base + code` directly. A
2792 /// caller that gets `None` falls back to [`Self::value_at`], which is correct for the remaining
2793 /// forms.
2794 #[must_use]
2795 pub fn signed_at(&self, index: usize) -> Option<i128> {
2796 if index >= self.len || !self.validity.is_valid(index) {
2797 return None;
2798 }
2799 match &self.body {
2800 Body::Flat(data) => data.signed_at(index),
2801 Body::Constant(value) => match value.as_ref() {
2802 Value::TinyInt(x) => Some(i128::from(*x)),
2803 Value::SmallInt(x) => Some(i128::from(*x)),
2804 Value::Integer(x) | Value::Date(x) => Some(i128::from(*x)),
2805 Value::BigInt(x) | Value::Time(x) | Value::Timestamp(x) => Some(i128::from(*x)),
2806 Value::HugeInt(x) | Value::Decimal { unscaled: x, .. } => Some(*x),
2807 _ => None,
2808 },
2809 // The same arithmetic [`Self::value_at`] does on a sequence, so the two agree about a
2810 // sequence that runs off the end of the width it is stored in.
2811 Body::Sequence { start, step } => {
2812 Some(i128::from(start.wrapping_add(step.wrapping_mul(index as i64))))
2813 }
2814 Body::Dictionary { codes, values, .. } => {
2815 values.signed_at(usize::try_from(*codes.get(index)?).ok()?)
2816 }
2817 Body::Runs { ends, values } => values.signed_at(run_holding(ends, index)?),
2818 Body::Gathered { source, rids, offset } => {
2819 source.signed_at(row_of(rids, *offset, index)?)
2820 }
2821 Body::Packed { words, width, base, offset } => Some(
2822 *base + i128::from(code_at(words, (*offset + index) * *width as usize, *width)),
2823 ),
2824 // The same `None` [`Self::bytes_at`] gives, for the same reason. A compressed row is not
2825 // an integer anywhere until it has been unpacked, and a caller that gets
2826 // `None` goes to `value_at` and gets the row unpacked into a value. A list row is not an
2827 // integer in any form, however many integers are in it, and a struct row is not one even
2828 // when it has exactly one integer field, since the row is the struct and not the field.
2829 Body::Coded { .. }
2830 | Body::Views { .. }
2831 | Body::ExternalText { .. }
2832 | Body::Nested { .. }
2833 | Body::Fields { .. } => None,
2834 }
2835 }
2836
2837 /// The rows `at` names, read as signed integers, widened and written into `out`.
2838 ///
2839 /// The gathered form of [`Self::signed_block`] for a flat vector, which is what a filter's
2840 /// selection over a flat integer column wants. `false`, with `out` cleared, for every other
2841 /// form and for a row past the end, and the caller then goes the way it went before.
2842 #[must_use]
2843 pub fn signed_gather(&self, at: &[u32], out: &mut Vec<i64>) -> bool {
2844 out.clear();
2845 match &self.body {
2846 Body::Flat(data) => data.signed_gather(self.len, at, out),
2847 _ => false,
2848 }
2849 }
2850
2851 /// The runs of equal values among rows `from..to`, each as its value widened to `i64` and the
2852 /// row it ends before, written into `out`.
2853 ///
2854 /// For a flat signed integer vector, the form a sorted key column is in under a filter's
2855 /// selection. `false`, with `out` cleared, for every other form, and once the runs come more
2856 /// often than one in every `every` rows. See [`Data::signed_runs`].
2857 #[must_use]
2858 pub fn signed_runs(
2859 &self,
2860 (from, to): (usize, usize),
2861 every: usize,
2862 out: &mut Vec<(i64, usize)>,
2863 ) -> bool {
2864 out.clear();
2865 match &self.body {
2866 Body::Flat(data) => data.signed_runs(self.len, (from, to), every, out),
2867 _ => false,
2868 }
2869 }
2870
2871 /// Every signed value in order, widened to `i64`, written into `out`.
2872 ///
2873 /// The bulk form of [`Self::signed_at`], for a caller that is going to read the whole vector
2874 /// anyway. A group by on two integer columns called `signed_at` once per column per row, and
2875 /// every one of those matched on the body, called into the data and matched again on the
2876 /// layout, which is about sixty five instructions to read a number that was already sitting in
2877 /// a slice. It was a fifth of ClickBench 32 on its own.
2878 ///
2879 /// A null writes whatever the body holds under it, which is the zero a flat column keeps behind
2880 /// its mask. Nulls are a separate question and the caller asks it separately, from
2881 /// [`Self::none_null`] once for the vector when that answers and a row at a time when it does
2882 /// not.
2883 ///
2884 /// `false`, with `out` left empty, for a vector this cannot hand over as a block: `HUGEINT` and
2885 /// the wide decimals, whose values do not fit an `i64`, the string and nested forms, the
2886 /// compressed form, and the run form. A caller that gets `false` reads the vector the way it
2887 /// read it before, with [`Self::signed_at`].
2888 ///
2889 /// A dictionary is read as its entries widened once and then a gather through the codes. That
2890 /// is the form a Parquet integer column arrives in, because DuckDB writes most of them with a
2891 /// dictionary, and reading one a row at a time was 4 percent of the CPU of loading the 10m
2892 /// ClickBench file, all of it in the sieve the writer builds for each part. A dictionary whose
2893 /// entries hold a null is refused, since the row that points at one is null and the only null
2894 /// check a caller of this makes on a dictionary may be on its codes.
2895 #[must_use]
2896 pub fn signed_block(&self, out: &mut Vec<i64>) -> bool {
2897 out.clear();
2898 match &self.body {
2899 Body::Flat(data) => data.signed_block(self.len, out),
2900 Body::Constant(value) => {
2901 let held = match value.as_ref() {
2902 Value::TinyInt(x) => i64::from(*x),
2903 Value::SmallInt(x) => i64::from(*x),
2904 Value::Integer(x) | Value::Date(x) => i64::from(*x),
2905 Value::BigInt(x) | Value::Time(x) | Value::Timestamp(x) => *x,
2906 _ => return false,
2907 };
2908 out.resize(self.len, held);
2909 true
2910 }
2911 // The same arithmetic [`Self::signed_at`] does on a sequence, once per row rather than
2912 // once per call, and it wraps where that one wraps.
2913 Body::Sequence { start, step } => {
2914 out.extend(
2915 (0..self.len).map(|index| start.wrapping_add(step.wrapping_mul(index as i64))),
2916 );
2917 true
2918 }
2919 // Sixty four codes at a time through [`Packed::unpack`], with the blocks lined up on the
2920 // words so that every one after the first is the constant width loop rather than a
2921 // code at a time. A code at a time was about twenty instructions a row, and q21 reads
2922 // two packed columns of lineitem through here for every line of the orders it keeps.
2923 Body::Packed { words, width, base, offset } => match i64::try_from(*base) {
2924 Ok(base) => {
2925 let packed =
2926 Packed { words, width: *width, base: i128::from(base), offset: *offset };
2927 let mut block = [0u64; 64];
2928 let mut from = 0;
2929 out.reserve(self.len);
2930 while from < self.len {
2931 let rows = (64 - (*offset + from) % 64).min(self.len - from);
2932 let codes = &mut block[..rows];
2933 packed.unpack(from, codes);
2934 out.extend(codes.iter().map(|&code| base.wrapping_add(code as i64)));
2935 from += rows;
2936 }
2937 true
2938 }
2939 Err(_) => false,
2940 },
2941 Body::Dictionary { codes, values, .. } => {
2942 // A selection over row numbers is a dictionary over a sequence as long as the part
2943 // it came from, and working each code out is cheaper than laying all of those out.
2944 if let Some((start, step)) = values.sequence_parts() {
2945 let Some(codes) = codes.get(..self.len) else {
2946 return false;
2947 };
2948 if codes.iter().any(|&code| code as usize >= values.len()) {
2949 return false;
2950 }
2951 out.extend(
2952 codes
2953 .iter()
2954 .map(|&code| start.wrapping_add(step.wrapping_mul(i64::from(code)))),
2955 );
2956 return true;
2957 }
2958 let mut entries = Vec::new();
2959 if !values.none_null() || !values.signed_block(&mut entries) {
2960 return false;
2961 }
2962 let Some(codes) = codes.get(..self.len) else {
2963 return false;
2964 };
2965 out.reserve(codes.len());
2966 for &code in codes {
2967 match entries.get(code as usize) {
2968 Some(&entry) => out.push(entry),
2969 None => {
2970 out.clear();
2971 return false;
2972 }
2973 }
2974 }
2975 true
2976 }
2977 Body::Runs { .. }
2978 | Body::Gathered { .. }
2979 | Body::Coded { .. }
2980 | Body::Views { .. }
2981 | Body::ExternalText { .. }
2982 | Body::Nested { .. }
2983 | Body::Fields { .. } => false,
2984 }
2985 }
2986
2987 /// Whether the vector holds no nulls at all, asked once rather than a row at a time.
2988 ///
2989 /// The bulk form of [`Self::is_null_at`], and it answers the same question that one does, so a
2990 /// dictionary and a run are read through to the values behind them where those two keep their
2991 /// nulls. A dictionary that holds a null no code points at answers `false` here and `false` at
2992 /// every row, which is the safe direction and is the only place the two can differ.
2993 ///
2994 /// A caller that gets `false` goes back to asking a row at a time.
2995 #[must_use]
2996 pub fn none_null(&self) -> bool {
2997 if self.validity.has_nulls(self.len) {
2998 return false;
2999 }
3000 match &self.body {
3001 Body::Dictionary { values, .. } | Body::Runs { values, .. } => values.none_null(),
3002 Body::Gathered { source, rids, offset } => {
3003 source.none_null()
3004 && !rids[*offset..].iter().take(self.len).any(|&rid| rid == NO_ROW)
3005 }
3006 _ => true,
3007 }
3008 }
3009
3010 /// Every value in order, as single values.
3011 pub fn iter(&self) -> impl Iterator<Item = Value> + '_ {
3012 (0..self.len).map(|index| self.value_at(index))
3013 }
3014
3015 /// This vector with its payload held as a page, so that copying or cutting it is free.
3016 ///
3017 /// For a producer that means to hand the same values out many times, which is what a stored
3018 /// column is. A flat body, a dictionary and a string body are the forms this changes, because
3019 /// each owns a run a copy would have to copy: the values of a flat body, the codes of a
3020 /// dictionary and the arena of a string body. The rest come back as they were, because a packed
3021 /// body shares its words, an FSST body shares its codes and its table, and a constant and a
3022 /// sequence have nothing to share.
3023 ///
3024 /// The string body is the one worth spelling out, because an `Arc` around the arena looks like
3025 /// sharing and is not the sharing that matters. Every reader that wants a run of an arena
3026 /// without copying the bytes asks [`Buffer::is_shared`], which is a question about the store
3027 /// inside the `Arc` and not about the `Arc`: an owned store clones by copying every byte and a
3028 /// page clones by taking a handle. So an arena that was built rather than read stays a thing
3029 /// each reader copies out of until somebody calls this, however many `Arc`s point at it. The
3030 /// reader this is for is [`Self::gather`] over a parent column, which without it copies the
3031 /// bytes of every gathered string once per chunk.
3032 ///
3033 /// Only when the arena is this vector's alone, which is the case a producer that has just built
3034 /// one is in. An arena with another holder is left as it is, because turning it into a page
3035 /// behind their back would mean copying it, which is the cost this exists to avoid.
3036 ///
3037 /// Not recursive into a nested column's children, because a `LIST` or a `STRUCT` holds its
3038 /// children behind an `Arc` already.
3039 #[must_use]
3040 pub fn into_pages(self) -> Self {
3041 let body = match self.body {
3042 Body::Flat(data) => Body::Flat(data.into_pages()),
3043 Body::Dictionary { codes, values, stable } => {
3044 Body::Dictionary { codes: codes.into_page(), values, stable }
3045 }
3046 Body::Views { views, arena } => Body::Views { views, arena: paged(arena) },
3047 other => other,
3048 };
3049 Self { body, ..self }
3050 }
3051
3052 /// A contiguous run of the values, in the form they are already in.
3053 ///
3054 /// This is the cut [`Self::gather`] cannot do. A gather walks a dictionary to its leaf and
3055 /// copies, so gathering a piece of a dictionary encoded column hands back a flat one, and a
3056 /// caller that only wanted the first thousand rows of a page has silently paid for a copy and
3057 /// thrown the dictionary away. A group by over a dictionary encoded column is the case that
3058 /// cares, and it is most of ClickBench.
3059 ///
3060 /// So each form is cut as itself. A dictionary keeps its dictionary and slices its codes, a
3061 /// sequence stays arithmetic with its start moved along, a constant stays a shorter constant,
3062 /// and a flat body is a window into its page when it has one and a copy of its range when it
3063 /// does not, which [`Self::into_pages`] is how a producer decides.
3064 ///
3065 /// The dictionary itself is shared rather than copied, so a cut is the codes and nothing else.
3066 /// It used to be copied, and on a read of a ClickBench partition that copy was ten percent of
3067 /// the cycles: a page holds one dictionary and is cut into chunk sized pieces, so the whole
3068 /// dictionary was copied once per chunk to be read the same way each time.
3069 ///
3070 /// # Errors
3071 ///
3072 /// If the range runs past the end of the vector, or if the type has no flat layout and the
3073 /// body is one that has to be copied.
3074 pub fn slice(&self, at: usize, len: usize) -> Result<Self> {
3075 let end = at.checked_add(len).ok_or_else(|| Error::internal("a slice that wraps"))?;
3076 if end > self.len {
3077 return Err(Error::internal(format!("rows {at} to {end} of a vector of {}", self.len)));
3078 }
3079 if at == 0 && len == self.len {
3080 return Ok(self.clone());
3081 }
3082 let validity = self.validity.slice(at, len);
3083 let body = match &self.body {
3084 Body::Constant(value) => Body::Constant(value.clone()),
3085 Body::Sequence { start, step } => {
3086 Body::Sequence { start: start + step * at as i64, step: *step }
3087 }
3088 Body::Dictionary { codes, values, stable } => Body::Dictionary {
3089 codes: codes.slice(at, len),
3090 values: Arc::clone(values),
3091 stable: *stable,
3092 },
3093 // The same cut [`Body::Packed`] below takes and for the same reason, and here it is free
3094 // rather than merely cheap: a link join fills one buffer of parent rows per child chunk
3095 // and the pipeline cuts it, so moving the starting row is what keeps the ids from being
3096 // copied once per cut. Both ends of the gather stay shared, the ids and the source.
3097 Body::Gathered { source, rids, offset } => Body::Gathered {
3098 source: Arc::clone(source),
3099 rids: Arc::clone(rids),
3100 offset: offset + at,
3101 },
3102 // The bits are not byte aligned, so a cut either repacks them or moves the row the
3103 // reading starts at. Moving it is one addition and repacking is a pass, and a page is
3104 // cut into chunk sized pieces often enough that the difference is the form.
3105 Body::Packed { words, width, base, offset } => Body::Packed {
3106 words: Arc::clone(words),
3107 width: *width,
3108 base: *base,
3109 offset: offset + at,
3110 },
3111 // The cut a flat string column cannot do. Sixteen bytes a row move and the payload stays
3112 // where the page put it, so taking a chunk out of a column of long strings costs the
3113 // same as taking one out of a column of integers. A flat varchar body copies every byte
3114 // of every long string in the range instead, which is the measurement written down in
3115 // `Chunk::compact`: compaction loses on a varchar column, and this is the half of the
3116 // reason that is about cutting rather than about selecting.
3117 Body::Views { views, arena } => {
3118 Body::Views { views: views[at..end].to_vec(), arena: Arc::clone(arena) }
3119 }
3120 // The spans are absolute positions in the shared codes, so a cut is a run of them and
3121 // nothing has to be rebased. One page of compressed strings, one table, and as many
3122 // chunks over it as the reader wants.
3123 Body::Coded { codes, spans, table } => Body::Coded {
3124 codes: Arc::clone(codes),
3125 spans: spans[at..end].to_vec(),
3126 table: Arc::clone(table),
3127 },
3128 // Only the runs the range touches survive, the first and last of them cut back to where
3129 // the range starts and stops, and every end moved to be relative to the new row zero. A
3130 // cut of a hundred rows out of a column of a hundred million is a handful of runs, which
3131 // is the reason this form is worth cutting as itself rather than copying out.
3132 Body::Runs { ends, values } if len > 0 => {
3133 let first = run_holding(ends, at).unwrap_or(0);
3134 let last = run_holding(ends, end - 1).unwrap_or(first);
3135 let cut: Vec<u32> = ends[first..=last]
3136 .iter()
3137 .map(|&stop| stop.min(end as u32) - at as u32)
3138 .collect();
3139 let values = values.slice(first, last - first + 1)?;
3140 Body::Runs { ends: cut, values: Arc::new(values) }
3141 }
3142 // An empty cut has no run to point at and an empty run length body would be a vector of
3143 // no runs claiming a length, so it comes back as the empty flat vector instead.
3144 Body::Runs { .. } => return self.gather(&[]),
3145 // The entries are absolute positions in the shared child, so a cut is a run of them and
3146 // nothing has to be rebased, the same as a cut of FSST spans. The elements outside the
3147 // range stay in the child unreferenced, which is the trade this form makes: a chunk cut
3148 // out of a page of lists moves eight bytes a row and copies no elements at all.
3149 Body::Nested { entries, child } => {
3150 Body::Nested { entries: entries[at..end].to_vec(), child: Arc::clone(child) }
3151 }
3152 // Every child cut at the same place, because a struct row is one value per field at the
3153 // same position in each and there is no entry standing between the row and the child to
3154 // rewrite instead. So this is the one nested form whose cut is not free, and what it costs
3155 // is whatever cutting each field costs, which for a field of string views is sixteen bytes
3156 // a row and for a field of packed integers is one addition.
3157 Body::Fields { children } => Body::Fields {
3158 children: children
3159 .iter()
3160 .map(|child| child.slice(at, len).map(Arc::new))
3161 .collect::<Result<Vec<_>>>()?,
3162 },
3163 Body::ExternalText { source } => {
3164 let mut out = StringColumn::with_capacity(len);
3165 for index in at..end {
3166 out.push_bytes(source.bytes_at(index)?.unwrap_or_default());
3167 }
3168 Body::Flat(Data::Varlen(out))
3169 }
3170 // The one form with nowhere to point, so its range is copied out. A run and not a
3171 // gather: this used to build a vector of the positions `at..end` and hand it to
3172 // `gather`, which then built a vector of `usize` from it, a vector of `bool` beside
3173 // that, and read the values back one bounds checked index at a time. That is five
3174 // passes and three allocations to say `memcpy`, and on a scan it was the largest thing
3175 // in the program after the aggregation itself, because every chunk of every column of
3176 // every page comes through here.
3177 Body::Flat(data) => Body::Flat(run_of(data, at, end)),
3178 };
3179 Ok(Self { ty: self.ty.clone(), len, validity, body })
3180 }
3181
3182 /// The same values in flat form.
3183 ///
3184 /// Flattening a vector that is already flat is free. Flattening any other form costs a copy,
3185 /// which is exactly why the other forms exist and why nothing on the hot path should call
3186 /// this. It is here for the operators that genuinely cannot do better and for the tests that
3187 /// check the other forms against it.
3188 ///
3189 /// A call that copies counts itself against [`Cause::Flatten`], because a flatten on a hot path
3190 /// is the most expensive thing in this crate and the only way to find one is to have the number.
3191 /// A call on a vector that is already flat does not count, since it neither copies nor gives
3192 /// anything up.
3193 ///
3194 /// # Errors
3195 ///
3196 /// If the type is one there is no vector for yet, which today means `ARRAY` and `UNION`. A `LIST`
3197 /// and a `MAP` flatten to themselves and a `STRUCT` to a struct of flattened fields, since none of
3198 /// the three has a data slice in any form and there is nothing flatter to become.
3199 pub fn flatten(&self) -> Result<Self> {
3200 if let Body::Flat(_) = self.body {
3201 return Ok(self.clone());
3202 }
3203 slow::took(Cause::Flatten);
3204 if let Some(flat) = self.decoded_codes() {
3205 return Ok(flat);
3206 }
3207 self.copied((0..self.len).collect(), false)
3208 }
3209
3210 /// A dictionary with no nulls over flat values with none, written out by its codes.
3211 ///
3212 /// The general copy walks the positions down through every layer and marks each one that
3213 /// lands on a null, and then builds the validity back up from those marks. With no null on
3214 /// either side the codes are already the positions and the validity is already known, so that
3215 /// is one pass over the codes rather than four. A Parquet column that was dictionary encoded
3216 /// comes in as this form, and flattening columns on the way to the file was four percent of a
3217 /// ClickBench load.
3218 fn decoded_codes(&self) -> Option<Self> {
3219 let Body::Dictionary { codes, values, .. } = &self.body else {
3220 return None;
3221 };
3222 if !matches!(self.validity, Validity::AllValid)
3223 || !matches!(values.validity, Validity::AllValid)
3224 {
3225 return None;
3226 }
3227 let Body::Flat(data) = &values.body else {
3228 return None;
3229 };
3230 if matches!(data, Data::Empty) {
3231 return None;
3232 }
3233 let codes = codes.as_slice().get(..self.len)?;
3234 if !below(codes, values.len) {
3235 return None;
3236 }
3237 let at = codes.iter().map(|&code| code as usize).collect::<Vec<_>>();
3238 Some(Self {
3239 ty: self.ty.clone(),
3240 len: self.len,
3241 validity: Validity::AllValid,
3242 body: Body::Flat(copy_of(data, &at)),
3243 })
3244 }
3245
3246 /// The same values in flat form, taking the vector rather than borrowing it.
3247 ///
3248 /// A vector that is already flat comes back as itself, which is the whole reason this exists
3249 /// beside [`Self::flatten`]. Flattening through a borrow has to clone that vector, and a clone
3250 /// of a flat vector that owns its values copies every one of them to produce a vector that is
3251 /// identical to the one it was handed. Anything not already flat goes the same way it does
3252 /// through [`Self::flatten`], since the copy is real work there rather than work for nothing.
3253 ///
3254 /// # Errors
3255 ///
3256 /// The same values flat, for a kernel that has a loop over runs and was handed a form it has
3257 /// no way to index into.
3258 ///
3259 /// This is [`Self::flatten`] without the count against [`Cause::Flatten`], and the difference
3260 /// is who is calling. A flatten is counted because it is usually a shortcut past a loop nobody
3261 /// wrote. This is for the caller that has the loop and whose alternative is a `Value` per row,
3262 /// which costs a good deal more than the copy. ClickBench q40 adds three `SMALLINT` columns out
3263 /// of Parquet, a packed one and runs over the others after the filter, and every `+` went a
3264 /// row at a time.
3265 ///
3266 /// # Errors
3267 ///
3268 /// Whatever the copy raises.
3269 pub fn opened(&self) -> Result<Self> {
3270 if let Body::Flat(_) = self.body {
3271 return Ok(self.clone());
3272 }
3273 if let Some(flat) = self.decoded_codes() {
3274 return Ok(flat);
3275 }
3276 self.copied((0..self.len).collect(), false)
3277 }
3278
3279 /// The same as [`Self::flatten`].
3280 pub fn into_flat(self) -> Result<Self> {
3281 if let Body::Flat(_) = self.body {
3282 return Ok(self);
3283 }
3284 // flatten: the caller asked for flat, and the form that is already flat took the branch
3285 // above, so this is the one case where the copy is what was wanted rather than a shortcut
3286 // somebody took instead of reading the column where it lies.
3287 self.flatten()
3288 }
3289
3290 /// The values at the given positions, copied, in a form that does not point back at this vector.
3291 ///
3292 /// This is the copying counterpart to [`Self::dictionary`], and the two are the two halves of
3293 /// the decision `spec/07-execution.md` section 7.1 describes. Which half is right is measured
3294 /// rather than argued, and [`Chunk::compact`](crate::Chunk::compact) is where the measurement
3295 /// is written down.
3296 ///
3297 /// A dictionary chain is walked to its leaf first and the codes composed on the way down, so the
3298 /// copy runs once over the data rather than once per level, and a position that is null at any
3299 /// level comes out null here. The copy is a typed loop per physical layout rather than a `Value`
3300 /// per row, which is the whole point of it and is what [`Self::flatten`] now goes through too.
3301 ///
3302 /// # Errors
3303 ///
3304 /// If the type is one there is no vector for yet, which today means `ARRAY` and `UNION`. A `LIST`
3305 /// and a `MAP` gather by permuting their entries and a `STRUCT` by gathering every field.
3306 pub fn gather(&self, indices: &[u32]) -> Result<Self> {
3307 // Straight off the positions a filter handed over, since a gather of a stable dictionary is
3308 // its codes gathered and nothing else, and widening every position first was a pass and an
3309 // allocation per filtered chunk of `URL` on ClickBench 28.
3310 if let Body::Dictionary { codes, values, stable: true } = &self.body {
3311 let inside = below(indices, codes.len());
3312 return self.stable_gathered(codes, values, indices, inside, |index| index as usize);
3313 }
3314 // A constant gathered is the same constant at the new length, as long as every position is
3315 // a row of it or the value is null anyway. A join's probe gathers every column of its driving
3316 // side, and a scan hands up a null constant for a column only its filter read.
3317 if let Body::Constant(value) = &self.body {
3318 let null = value.is_null() && matches!(self.validity, Validity::AllInvalid);
3319 let valid = matches!(self.validity, Validity::AllValid) && !value.is_null();
3320 if null || (valid && below(indices, self.len)) {
3321 return Ok(Self::constant(self.ty.clone(), value.as_ref().clone(), indices.len()));
3322 }
3323 }
3324 if let Some(gathered) = self.unpacked_at(indices) {
3325 return Ok(gathered);
3326 }
3327 if let Some(gathered) = self.flat_at(indices) {
3328 return Ok(gathered);
3329 }
3330 self.copied(indices.iter().map(|&index| index as usize).collect(), true)
3331 }
3332
3333 /// A gather off a flat run of fixed width values with no nulls, every position inside it.
3334 ///
3335 /// That is what a join hands out on both of its sides, and the general copy below made a run of
3336 /// wide positions, walked them for nulls, made a flag per row and a validity out of the flags
3337 /// before it moved a value. On q09 at SF1 those passes were about half of the gathers. Here it is
3338 /// one pass for the range and one for the values, and `None` for anything else.
3339 fn flat_at(&self, indices: &[u32]) -> Option<Self> {
3340 let Body::Flat(data) = &self.body else { return None };
3341 if self.validity.has_nulls(self.len) {
3342 return None;
3343 }
3344 if !below(indices, self.len) {
3345 return None;
3346 }
3347 macro_rules! gathered {
3348 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
3349 match data {
3350 $(Data::$variant(values) => {
3351 let values = values.as_slice();
3352 let out: Vec<$native> =
3353 indices.iter().map(|&index| values[index as usize]).collect();
3354 Data::$variant(Buffer::from_vec(out))
3355 })+
3356 Data::Empty | Data::Varlen(_) => return None,
3357 }
3358 };
3359 }
3360 let data = crate::for_each_layout!(fixed, gathered);
3361 Some(Self {
3362 ty: self.ty.clone(),
3363 len: indices.len(),
3364 validity: Validity::AllValid,
3365 body: Body::Flat(data),
3366 })
3367 }
3368
3369 /// A gather off a stable dictionary, which is its codes gathered over the same values.
3370 ///
3371 /// Generic over the position type because a filter hands over `u32` positions and a nested
3372 /// gather hands over `usize` ones, and each is read where it lies rather than widened first.
3373 fn stable_gathered<T: Copy>(
3374 &self,
3375 codes: &Buffer<u32>,
3376 values: &Arc<Vector>,
3377 at: &[T],
3378 inside: bool,
3379 index: impl Fn(T) -> usize,
3380 ) -> Result<Self> {
3381 let rows = at.len();
3382 // The ordinary case, a column with no nulls and a filter's rows all inside it, in one pass
3383 // for the range and one for the gather. Every code taken is one of this vector's codes,
3384 // which were range checked when it was built, so the result is not checked again the way
3385 // a dictionary from outside is. On q1 the two passes this replaces and the check after
3386 // them were a tenth of the instructions of the scan.
3387 if inside && self.never_null() {
3388 return Ok(Self {
3389 ty: values.ty.clone(),
3390 len: rows,
3391 validity: Validity::AllValid,
3392 body: Body::Dictionary {
3393 codes: at.iter().map(|&at| codes[index(at)]).collect(),
3394 values: Arc::clone(values),
3395 stable: true,
3396 },
3397 });
3398 }
3399 // Otherwise the rows past the end and the nulls are found one row at a time. The per row
3400 // question reads through the dictionary to the value it stands for, which is why the case
3401 // above answers it for the whole column at once.
3402 let validity = if self.never_null() && at.iter().all(|&at| index(at) < self.len) {
3403 Validity::AllValid
3404 } else {
3405 Validity::from_iter(rows, |row| {
3406 at.get(row)
3407 .map(|&at| index(at))
3408 .is_some_and(|index| index < self.len && !self.is_null_at(index))
3409 })
3410 };
3411 let gathered: Vec<u32> =
3412 at.iter().map(|&at| codes.get(index(at)).copied().unwrap_or(0)).collect();
3413 // Every code here is one this vector already held, which was checked against the same
3414 // values on the way in, or the zero a row past the end is written as. So the only code that
3415 // can be out of range is that zero over no values at all, and the pass that looks for the
3416 // largest code is not needed to find it. On ClickBench 28 that pass was four percent of the
3417 // query, because every filtered chunk of `URL` came through here.
3418 // Values that are themselves a dictionary are composed through by the constructor, and this
3419 // skips the constructor, so that shape still goes the checked way.
3420 if matches!(values.body, Body::Dictionary { .. }) {
3421 return Ok(
3422 Self::stable_dictionary(gathered, Arc::clone(values))?.with_validity(validity)
3423 );
3424 }
3425 let highest = (values.is_empty() && !gathered.is_empty()).then_some(0);
3426 Ok(Self::stable_dictionary_validated(gathered, Arc::clone(values), highest)?
3427 .with_validity(validity))
3428 }
3429
3430 /// A packed column's rows at `indices`, unpacked in bulk into a flat column.
3431 ///
3432 /// The general copy reads a packed row a code at a time, which is what [`Packed::codes_at`]
3433 /// exists to avoid. `None` for anything but a packed column with no nulls, every index in range
3434 /// and both ends of its range inside an `i64`, which is every packed column of TPC-H.
3435 fn unpacked_at(&self, indices: &[u32]) -> Option<Self> {
3436 let Body::Packed { words, width, base, offset } = &self.body else {
3437 return None;
3438 };
3439 if self.validity.has_nulls(self.len) {
3440 return None;
3441 }
3442 if !below(indices, self.len) {
3443 return None;
3444 }
3445 let packed = Packed { words, width: *width, base: *base, offset: *offset };
3446 let low = i64::try_from(packed.base()).ok()?;
3447 i64::try_from(packed.ceiling()).ok()?;
3448 // Every value is between the two ends, which both fit, so the add lands without wrapping
3449 // and the narrowing below keeps every value, since the layout was chosen to hold them.
3450 #[expect(clippy::cast_possible_wrap, reason = "a code is below the span, which fits")]
3451 let value = |code: u64| low.wrapping_add(code as i64);
3452 #[expect(clippy::cast_possible_truncation, reason = "the layout holds every value")]
3453 let data = match self.ty.physical() {
3454 rudb_common::PhysicalType::Int64 => {
3455 Data::Int64(Buffer::from_vec(packed.values_at(indices, value)))
3456 }
3457 rudb_common::PhysicalType::Int32 => {
3458 Data::Int32(Buffer::from_vec(packed.values_at(indices, |code| value(code) as i32)))
3459 }
3460 rudb_common::PhysicalType::Int16 => {
3461 Data::Int16(Buffer::from_vec(packed.values_at(indices, |code| value(code) as i16)))
3462 }
3463 _ => return None,
3464 };
3465 Some(Self {
3466 ty: self.ty.clone(),
3467 len: indices.len(),
3468 validity: Validity::AllValid,
3469 body: Body::Flat(data),
3470 })
3471 }
3472
3473 /// The copy both [`Self::gather`] and [`Self::flatten`] are.
3474 ///
3475 /// `forms_stay` is the one thing the two want differently. A gather of a constant is a shorter
3476 /// constant and copying it out would be a thousand writes of the same value for nothing, and a
3477 /// gather of string views is a shorter run of views over the same arena rather than a copy of
3478 /// the bytes. Flattening promises flat form to a caller that is about to read the data slice, so
3479 /// for that one both of them have to be written out.
3480 fn copied(&self, at: Vec<usize>, forms_stay: bool) -> Result<Self> {
3481 let rows = at.len();
3482 if forms_stay {
3483 if let Body::Dictionary { codes, values, stable: true } = &self.body {
3484 let inside = at.iter().max().is_none_or(|&top| top < codes.len());
3485 return self.stable_gathered(codes, values, &at, inside, |index| index);
3486 }
3487 }
3488 let (at, leaf) = self.resolve(at);
3489 let live: Vec<bool> = at.iter().map(|&index| index != NOWHERE).collect();
3490 let validity = Validity::from_run(&live);
3491 let body = match &leaf.body {
3492 // The same gather the arm below is, for a type that has no flat layout to be written out
3493 // into. It goes through the nested builders rather than through a run of data, because they
3494 // are the one place that knows a row of a list column is a range of a child and a row of a
3495 // struct column is one position in each of several, and a second copy of that here would
3496 // be a second thing to keep in step with them.
3497 Body::Constant(value)
3498 if matches!(
3499 self.ty,
3500 LogicalType::List(_) | LogicalType::Struct(_) | LogicalType::Map(_, _)
3501 ) =>
3502 {
3503 if forms_stay && matches!(validity, Validity::AllValid) {
3504 return Ok(Self::constant(self.ty.clone(), value.as_ref().clone(), rows));
3505 }
3506 let rows: Vec<Value> = at
3507 .iter()
3508 .map(
3509 |&index| {
3510 if index == NOWHERE { Value::Null } else { value.as_ref().clone() }
3511 },
3512 )
3513 .collect();
3514 return Self::from_values(self.ty.clone(), &rows);
3515 }
3516 // Every position holds the same value, so the only thing the gather can change is the
3517 // length and which positions are null. A gather with no null in it is still a constant.
3518 Body::Constant(value) => {
3519 if forms_stay && matches!(validity, Validity::AllValid) {
3520 return Ok(Self::constant(self.ty.clone(), value.as_ref().clone(), rows));
3521 }
3522 let mut data = empty_data_for(&self.ty)?;
3523 let value = stored(&self.ty, value)?;
3524 for &index in &at {
3525 push_value(&mut data, if index == NOWHERE { &Value::Null } else { &value })?;
3526 }
3527 Body::Flat(data)
3528 }
3529 // A sequence is arithmetic rather than storage, so the gather is the arithmetic done at
3530 // the positions asked for, and a null writes the zero every other layout writes.
3531 Body::Sequence { start, step } => Body::Flat(Data::Int64(
3532 at.iter()
3533 .map(|&index| if index == NOWHERE { 0 } else { start + step * index as i64 })
3534 .collect(),
3535 )),
3536 // A flat body with no values is the untyped null, so every position asked for is null
3537 // whatever was asked for. Going through the copy would build a run of no values and
3538 // call it `rows` long, which is a vector whose length and data disagree.
3539 Body::Flat(Data::Empty) => {
3540 return Ok(Self::constant(self.ty.clone(), Value::Null, rows));
3541 }
3542 Body::Flat(data) => Body::Flat(copy_of(data, &at)),
3543 // The one form whose copy is arithmetic rather than a move of bytes. It goes through a
3544 // typed loop per layout the way the flat copy does, because the alternative is a `Value`
3545 // per row and this is the path a flatten of a scanned column takes.
3546 Body::Packed { words, width, base, offset } => {
3547 Body::Flat(unpack(&self.ty, words, *offset, *width, *base, &at)?)
3548 }
3549 // A gather keeps the form, which is what makes selecting rows out of a string column
3550 // cost sixteen bytes a row instead of the bytes of the strings. The arena it shares is
3551 // the whole arena and not the part the kept rows point at, so a selection that throws
3552 // most of a page away goes on holding the page. That is the trade the form is: a cut and
3553 // a filter are cheap and the memory comes back when the last vector over the page goes,
3554 // and a caller that wants the bytes narrowed asks for a flatten.
3555 Body::Views { views, arena } if forms_stay => Body::Views {
3556 views: at
3557 .iter()
3558 .map(|&index| views.get(index).copied().unwrap_or_else(StringView::empty))
3559 .collect(),
3560 arena: Arc::clone(arena),
3561 },
3562 // Flattening promises a data slice, and a flat string column is views over an arena
3563 // just as this form is, so when the arena is a page the flatten is the views and
3564 // nothing else. The form is given up, which is what was asked for, and not the sharing,
3565 // which nobody asked to have given up: a result set of six million strings used to copy
3566 // every byte of them out of the pages they were already sitting in.
3567 Body::Views { views, arena } if arena.is_shared() => {
3568 Body::Flat(Data::Varlen(StringColumn::from_parts(
3569 at.iter()
3570 .map(|&index| views.get(index).copied().unwrap_or_else(StringView::empty))
3571 .collect(),
3572 (**arena).clone(),
3573 )))
3574 }
3575 // The arena is this vector's own, so there is nothing to share and the bytes are copied
3576 // out into an arena of their own. The total is known before any of it is copied, the
3577 // way the flat copy works it out, so the new arena is one allocation.
3578 Body::Views { views, arena } => {
3579 let mut out = StringColumn::with_capacity(at.len());
3580 out.reserve_bytes(
3581 at.iter()
3582 .filter_map(|&index| views.get(index))
3583 .filter(|view| !view.is_inline())
3584 .map(StringView::len)
3585 .sum(),
3586 );
3587 for &index in &at {
3588 let bytes = views.get(index).and_then(|view| view.bytes_in(arena));
3589 out.push_bytes(bytes.unwrap_or_default());
3590 }
3591 Body::Flat(Data::Varlen(out))
3592 }
3593 Body::ExternalText { source } => {
3594 let mut out = StringColumn::with_capacity(at.len());
3595 for &index in &at {
3596 out.push_bytes(source.bytes_at(index)?.unwrap_or_default());
3597 }
3598 Body::Flat(Data::Varlen(out))
3599 }
3600 // A gather keeps the form, because the codes do not move and a span survives being put
3601 // in an order the codes are not in. A position that resolved to nowhere gets the empty
3602 // span, which decompresses to no bytes, which is the zero every other layout writes.
3603 Body::Coded { codes, spans, table } if forms_stay => Body::Coded {
3604 codes: Arc::clone(codes),
3605 spans: at
3606 .iter()
3607 .map(|&index| spans.get(index).copied().unwrap_or((0, 0)))
3608 .collect(),
3609 table: Arc::clone(table),
3610 },
3611 // Flattening decompresses, which is the price of the data slice it promises. The scratch
3612 // buffer is reused across rows, so this is one allocation for the whole column rather
3613 // than one per row the way reading it a value at a time would be.
3614 Body::Coded { codes, spans, table } => {
3615 let mut out = StringColumn::with_capacity(at.len());
3616 let mut scratch = Vec::new();
3617 for &index in &at {
3618 scratch.clear();
3619 let span = spans
3620 .get(index)
3621 .and_then(|&(from, to)| codes.get(from as usize..to as usize));
3622 if let Some(span) = span {
3623 table.decompress(span, &mut scratch)?;
3624 }
3625 out.push_bytes(&scratch);
3626 }
3627 Body::Flat(Data::Varlen(out))
3628 }
3629 // The entries move and the child does not, which is the same trade the string forms
3630 // make and is why a gather of a list column costs eight bytes a row however long the
3631 // lists are. A position that resolved to nowhere gets a zero length entry, and the mask
3632 // already says it is null, so the entry is never read.
3633 //
3634 // This arm ignores `forms_stay`, unlike every arm above it, because there is nothing
3635 // flatter for a list to become. The other forms are all cheaper ways of writing down a
3636 // column of scalars and flattening gives up the saving to hand back a data slice, and a
3637 // list has no data slice in any form, so a flatten of one is this and a caller reading it
3638 // goes through `list_parts` either way.
3639 Body::Nested { entries, child } => Body::Nested {
3640 entries: at
3641 .iter()
3642 .map(|&index| entries.get(index).copied().unwrap_or((0, 0)))
3643 .collect(),
3644 child: Arc::clone(child),
3645 },
3646 // Every child gathered at the same positions, for the reason the cut cuts every child:
3647 // there are no entries to permute instead, so the permutation happens once per field. The
3648 // positions handed down are the resolved ones, sentinel and all, so a row that resolved to
3649 // nowhere comes back null in each field as well as null here.
3650 //
3651 // `forms_stay` is passed straight through rather than ignored, which is the opposite of
3652 // what the list arm does, and the difference is real. There is nothing flatter for a list
3653 // to become, and a struct is only as flat as its fields are, so a flatten of a struct
3654 // column is a flatten of each field and a caller that asked for data slices gets them.
3655 Body::Fields { children } => Body::Fields {
3656 children: children
3657 .iter()
3658 .map(|child| child.copied(at.clone(), forms_stay).map(Arc::new))
3659 .collect::<Result<Vec<_>>>()?,
3660 },
3661 // Unreachable, because `resolve` walks past every form that points at another vector
3662 // and stops at the first body that does not.
3663 Body::Dictionary { .. } | Body::Runs { .. } | Body::Gathered { .. } => {
3664 return Err(Error::internal(
3665 "a form that points somewhere survived being resolved",
3666 ));
3667 }
3668 };
3669 Ok(Self { ty: self.ty.clone(), len: rows, validity, body })
3670 }
3671
3672 /// Where each wanted position lives in the first body that points nowhere else, and that body.
3673 ///
3674 /// A position that is null anywhere on the way down, or past the end of anything on the way
3675 /// down, comes back as [`NOWHERE`]. That single sentinel is what keeps the copy loop from
3676 /// carrying a validity mask alongside the positions it is already walking.
3677 fn resolve(&self, mut at: Vec<usize>) -> (Vec<usize>, &Self) {
3678 let mut source = self;
3679 loop {
3680 for slot in &mut at {
3681 if *slot >= source.len || !source.validity.is_valid(*slot) {
3682 *slot = NOWHERE;
3683 }
3684 }
3685 source = match &source.body {
3686 Body::Dictionary { codes, values, .. } => {
3687 for slot in &mut at {
3688 *slot = match codes.get(*slot) {
3689 Some(&code) => code as usize,
3690 None => NOWHERE,
3691 };
3692 }
3693 values.as_ref()
3694 }
3695 // A run length body is a dictionary whose code is worked out from the position
3696 // rather than stored, so the walk down is the same walk with a search where the
3697 // lookup was. `NOWHERE` searches for nothing and stays `NOWHERE`.
3698 Body::Runs { ends, values } => {
3699 for slot in &mut at {
3700 *slot = run_holding(ends, *slot).unwrap_or(NOWHERE);
3701 }
3702 values.as_ref()
3703 }
3704 // The same walk the dictionary above takes, with the sentinel folded into the one
3705 // this loop already has. That composition is the whole reason a gather is a body
3706 // rather than an operator: a filter over the output of a link join selects into the
3707 // ids and copies nothing, and a gather off a gather is one walk down to whatever is
3708 // at the bottom rather than two passes over the parent.
3709 Body::Gathered { source: below, rids, offset } => {
3710 for slot in &mut at {
3711 *slot = if *slot == NOWHERE {
3712 NOWHERE
3713 } else {
3714 row_of(rids, *offset, *slot).unwrap_or(NOWHERE)
3715 };
3716 }
3717 below.as_ref()
3718 }
3719 _ => return (at, source),
3720 };
3721 }
3722 }
3723}
3724
3725/// So that a kernel can take its operands as either a list of vectors or a list of references.
3726///
3727/// A caller that built a `Vec<Vector>` and a caller whose operands are already somewhere else, in a
3728/// chunk or in an evaluator's scratch, want the same kernel. Without this the second kind has to
3729/// clone every operand into a `Vec` to satisfy the signature, and a clone of a vector is a copy of
3730/// the whole column, so the type would be charging real memory traffic for nothing.
3731impl AsRef<Vector> for Vector {
3732 fn as_ref(&self) -> &Vector {
3733 self
3734 }
3735}
3736
3737/// The bits of a packed vector and what they mean, for a kernel that wants to stay in code space.
3738///
3739/// Borrowed from the vector rather than owning anything, so getting one costs nothing and a kernel
3740/// that finds it cannot use them has given up nothing by asking.
3741#[derive(Debug, Clone, Copy)]
3742pub struct Packed<'a> {
3743 words: &'a [u64],
3744 width: u32,
3745 base: i128,
3746 offset: usize,
3747}
3748
3749impl Packed<'_> {
3750 /// Packed words. A persisted vector also records [`Self::offset`].
3751 #[must_use]
3752 pub fn words(&self) -> &[u64] {
3753 self.words
3754 }
3755
3756 /// Bit offset, in rows, of the first value.
3757 #[must_use]
3758 pub fn offset(&self) -> usize {
3759 self.offset
3760 }
3761
3762 /// How many bits one code takes, between one and [`PACKED_WIDTH_MAX`].
3763 #[must_use]
3764 pub fn width(&self) -> u32 {
3765 self.width
3766 }
3767
3768 /// What zero means, so that the value of a row is the base plus its code.
3769 #[must_use]
3770 pub fn base(&self) -> i128 {
3771 self.base
3772 }
3773
3774 /// The largest value this vector can be holding, whatever it is actually holding.
3775 ///
3776 /// With [`Self::base`] this is the pair a comparison kernel wants first. A literal outside the
3777 /// two answers every row of the vector the same way, which is a whole chunk decided without a
3778 /// bit being read, and that is the case a zone map would have caught if there were one here.
3779 #[must_use]
3780 pub fn ceiling(&self) -> i128 {
3781 self.base + i128::from(u64::MAX >> (u64::BITS - self.width))
3782 }
3783
3784 /// The code of row `row`, which is its value minus [`Self::base`].
3785 ///
3786 /// Out of range rows read as zero rather than panicking, the way every other accessor in this
3787 /// file answers for a row that is not there.
3788 ///
3789 /// Marked inline because every caller that matters is a kernel in another crate reading one code
3790 /// per row, and thin LTO was leaving it as a call there. On TPC-H SF1 that call was 1.5 percent of
3791 /// the suite and a tenth of q12.
3792 #[must_use]
3793 #[inline]
3794 pub fn code(&self, row: usize) -> u64 {
3795 code_at(self.words, (self.offset + row) * self.width as usize, self.width)
3796 }
3797
3798 /// Which code a value would have, and `None` for a value this vector cannot be holding.
3799 ///
3800 /// The translation a comparison does once per vector so that it does not have to unpack once per
3801 /// row. `None` is the useful answer rather than a failure: it says the literal is outside the
3802 /// packed range, so every row compares against it the same way.
3803 #[must_use]
3804 pub fn code_of(&self, value: i128) -> Option<u64> {
3805 u64::try_from(value.checked_sub(self.base)?).ok().filter(|&code| code <= self.mask())
3806 }
3807
3808 /// The largest code the width allows.
3809 fn mask(&self) -> u64 {
3810 u64::MAX >> (u64::BITS - self.width)
3811 }
3812
3813 /// The codes of rows `from` to `from + out.len()`, in one pass over the words.
3814 ///
3815 /// [`Self::code`] is a code at a time, and every one of them works out which word it is in, reads
3816 /// it through a bound, and asks whether it straddles into the next. Sixty four codes of one
3817 /// width fill exactly that many words and the straddles fall in the same places every time, so a
3818 /// block of them is unpacked by a loop the width is a constant in, where every shift and every
3819 /// straddle is known before it runs. On TPC-H q1 the code at a time reads were a third of the
3820 /// instructions the query ran. The rows before the first whole block and after the last one
3821 /// still go a code at a time.
3822 pub fn unpack(&self, from: usize, out: &mut [u64]) {
3823 let width = self.width as usize;
3824 let start = self.offset + from;
3825 let end = start + out.len();
3826 let first = start.next_multiple_of(64).min(end);
3827 let mut at = 0;
3828 for row in start..first {
3829 out[at] = code_at(self.words, row * width, self.width);
3830 at += 1;
3831 }
3832 let mut row = first;
3833 while row + 64 <= end {
3834 let word = row / 64 * width;
3835 let Some(words) = self.words.get(word..word + width) else { break };
3836 let Some(Ok(block)) = out.get_mut(at..at + 64).map(<&mut [u64; 64]>::try_from) else {
3837 break;
3838 };
3839 unpack_block(words, self.width, block);
3840 row += 64;
3841 at += 64;
3842 }
3843 for row in row..end {
3844 out[at] = code_at(self.words, row * width, self.width);
3845 at += 1;
3846 }
3847 }
3848
3849 /// The codes of rows `from` to `from + rows`, each of them through `value`, appended to `out`.
3850 ///
3851 /// [`Self::unpack`] leaves its codes in a slice of `u64` that a caller wanting something else then
3852 /// walks a second time, which costs a vector to allocate, that vector zeroed before a single code
3853 /// is written into it, and a pass over every row that loads and stores it again. A caller reading a
3854 /// whole chunk in order wants one vector and one pass, so the block this unpacks into is 64 codes
3855 /// of stack that the next block writes over, and what reaches `out` is already the value asked
3856 /// for. The vector grows into room it reserved once, so nothing here is zeroed at all.
3857 ///
3858 /// Unpacking a block at a time was tried for random rows and lost, see [`Self::codes_into`], but
3859 /// that walk pays to ask which block each row falls in and this one goes straight through.
3860 pub fn unpack_mapped<U: Copy>(
3861 &self,
3862 from: usize,
3863 rows: usize,
3864 out: &mut Vec<U>,
3865 value: impl Fn(u64) -> U,
3866 ) {
3867 let width = self.width as usize;
3868 let start = self.offset + from;
3869 let end = start + rows;
3870 let first = start.next_multiple_of(64).min(end);
3871 out.reserve(rows);
3872 for row in start..first {
3873 out.push(value(code_at(self.words, row * width, self.width)));
3874 }
3875 let mut row = first;
3876 let mut block = [0_u64; 64];
3877 while row + 64 <= end {
3878 let word = row / 64 * width;
3879 let Some(words) = self.words.get(word..word + width) else { break };
3880 unpack_block(words, self.width, &mut block);
3881 out.extend(block.iter().map(|&code| value(code)));
3882 row += 64;
3883 }
3884 // Whatever the blocks did not cover, which is the tail and also everything after a width that
3885 // ran out of words, the same way [`Self::unpack`] leaves it to `code_at` to read as zero.
3886 for row in row..end {
3887 out.push(value(code_at(self.words, row * width, self.width)));
3888 }
3889 }
3890
3891 /// The code of each of `rows` rows `at` names, in order.
3892 ///
3893 /// [`Self::codes_into`] into a vector of its own. A caller reading a column a chunk at a time
3894 /// wants that vector once rather than once a chunk, and calls the other one.
3895 pub fn codes_at<M: Fn(usize) -> usize>(&self, at: M, rows: usize) -> Vec<u64> {
3896 let mut codes = vec![0; rows];
3897 self.codes_into(at, rows, &mut codes);
3898 codes
3899 }
3900
3901 /// The code of each of `rows` rows `at` names, in order, left in `out[..rows]`.
3902 ///
3903 /// A filter's selection names rows close together and in order, so the span they cover is
3904 /// unpacked whole with [`Self::unpack`] and each row read out of it. Rows spread too far apart
3905 /// for that to pay are read a code at a time.
3906 ///
3907 /// Unpacking a block at a time into a buffer on the stack, and reading each row out of the
3908 /// block it falls in, keeps less in the cache and was tried. The question of which block a row
3909 /// is in, asked for every row, cost more than the misses it saved, 40.2 G instructions for ten
3910 /// runs of q1 against 34.1 G this way.
3911 ///
3912 /// Rows that turn out to be a run, which is every row of the vector in order and is what a
3913 /// comparison over a whole chunk asks for, are unpacked straight into the answer. The span and
3914 /// the answer are the same rows in the same order there, so the buffer, the zeroing of it and
3915 /// the pass copying it out are all a copy of a thing onto itself. A filter over a packed `DATE`
3916 /// column of six million rows spent 37 percent of the query in here and the compare it fed 4.8
3917 /// percent, which is the shape of paying three passes for one. Whether the rows are a run is one
3918 /// compare a row in the pass that was already reading them.
3919 ///
3920 /// Rows that are not a run, which is the second conjunct of a filter reading only the rows the
3921 /// first one kept, unpack the span they cover into a buffer each thread keeps rather than a
3922 /// fresh one. The span of a selection over a chunk is about as wide as the chunk whatever the
3923 /// selection keeps, so the fresh buffer was an allocation and a page of zeroes a chunk for a run
3924 /// of zeroes that the unpack immediately writes over. [`Self::values_at`] below keeps its span
3925 /// the same way and for the same reason.
3926 ///
3927 /// `out` is grown to hold `rows` and is not otherwise touched, so a buffer longer than the rows
3928 /// keeps whatever is past them, and a buffer already long enough is not zeroed on the way in.
3929 /// Every one of `out[..rows]` is written before this returns.
3930 pub fn codes_into<M: Fn(usize) -> usize>(&self, at: M, rows: usize, out: &mut Vec<u64>) {
3931 thread_local! {
3932 static SPAN: RefCell<Vec<u64>> = const { RefCell::new(Vec::new()) };
3933 }
3934 if out.len() < rows {
3935 out.resize(rows, 0);
3936 }
3937 if rows == 0 {
3938 return;
3939 }
3940 let first = at(0);
3941 let (mut low, mut high) = (first, first);
3942 let mut ascends = true;
3943 for index in 1..rows {
3944 let row = at(index);
3945 low = low.min(row);
3946 high = high.max(row);
3947 ascends &= row == first + index;
3948 }
3949 if ascends {
3950 self.unpack(first, &mut out[..rows]);
3951 return;
3952 }
3953 if high - low >= rows.saturating_mul(4) {
3954 for (index, code) in out[..rows].iter_mut().enumerate() {
3955 *code = self.code(at(index));
3956 }
3957 return;
3958 }
3959 // Taken out of the thread's slot and put back rather than borrowed for the body, so that the
3960 // body is the straight line it was when it allocated. Handing the buffer to a closure and
3961 // calling that closure from both arms of a borrow left the gather a call rather than a loop.
3962 let span = high - low + 1;
3963 let mut run = SPAN.with_borrow_mut(std::mem::take);
3964 if run.len() < span {
3965 run.resize(span, 0);
3966 }
3967 self.unpack(low, &mut run[..span]);
3968 for (index, code) in out[..rows].iter_mut().enumerate() {
3969 *code = run[at(index) - low];
3970 }
3971 SPAN.with_borrow_mut(|held| *held = run);
3972 }
3973
3974 /// The value of each row `at` names, in order, made from its code by `value`.
3975 ///
3976 /// [`Self::codes_at`] for a filter's `u32` positions, with the value made as each row is read
3977 /// rather than in a second pass over the codes. Three things it did cost more than the reads on
3978 /// q01, where a filter keeps nearly every row of every packed column. The smallest and largest
3979 /// position were a scalar compare and move a row, because SSE2 has no unsigned or 64 bit
3980 /// minimum, and here they are signed 32 bit ones, which it has. The span was a fresh buffer
3981 /// of zeroes, and here each thread keeps one. And the codes were written out whole before the
3982 /// values were made from them.
3983 pub fn values_at<T>(&self, at: &[u32], value: impl Fn(u64) -> T) -> Vec<T> {
3984 thread_local! {
3985 static SPAN: RefCell<Vec<u64>> = const { RefCell::new(Vec::new()) };
3986 }
3987 let Some((low, high)) = extent(at) else { return Vec::new() };
3988 let (low, high) = (low as usize, high as usize);
3989 if high - low >= at.len().saturating_mul(4) {
3990 return at.iter().map(|&row| value(self.code(row as usize))).collect();
3991 }
3992 let span = high - low + 1;
3993 let gathered = |run: &mut Vec<u64>| {
3994 if run.len() < span {
3995 run.resize(span, 0);
3996 }
3997 let run = &mut run[..span];
3998 self.unpack(low, run);
3999 at.iter().map(|&row| value(run[row as usize - low])).collect()
4000 };
4001 SPAN.with(|held| match held.try_borrow_mut() {
4002 Ok(mut held) => gathered(&mut held),
4003 Err(_) => gathered(&mut Vec::new()),
4004 })
4005 }
4006}
4007
4008/// Sixty four codes of `width` bits out of the `width` words that hold them, with the width made a
4009/// constant so that the loop in [`unpack_width`] has nothing left to work out as it goes.
4010fn unpack_block(words: &[u64], width: u32, out: &mut [u64; 64]) {
4011 macro_rules! widths {
4012 ($($width:literal)*) => {
4013 match width {
4014 $($width => unpack_width::<$width>(words, out),)*
4015 _ => {
4016 for (at, code) in out.iter_mut().enumerate() {
4017 *code = code_at(words, at * width as usize, width);
4018 }
4019 }
4020 }
4021 };
4022 }
4023 widths!(1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32
4024 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63);
4025}
4026
4027#[inline(always)]
4028fn unpack_width<const WIDTH: usize>(words: &[u64], out: &mut [u64; 64]) {
4029 let Ok(words) = <&[u64; WIDTH]>::try_from(&words[..WIDTH]) else { return };
4030 // Written out sixty four times rather than as a loop, because the compiler kept the loop and
4031 // with it a shift and a branch on the straddle for every code. Spelled out, the row is a
4032 // constant in each step, so its word, its shift and whether it straddles are all worked out
4033 // before the program runs and a code is a shift, an or where it straddles and a mask.
4034 macro_rules! steps {
4035 ($($at:literal)*) => {
4036 $(unpack_step::<WIDTH, $at>(words, out);)*
4037 };
4038 }
4039 steps!(0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32
4040 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63);
4041}
4042
4043#[inline(always)]
4044fn unpack_step<const WIDTH: usize, const AT: usize>(words: &[u64; WIDTH], out: &mut [u64; 64]) {
4045 let bit = AT * WIDTH;
4046 let word = bit / 64;
4047 let shift = bit % 64;
4048 let mut value = words[word] >> shift;
4049 if shift + WIDTH > 64 {
4050 value |= words[word + 1] << (64 - shift);
4051 }
4052 out[AT] = value & (u64::MAX >> (64 - WIDTH));
4053}
4054
4055/// The widest a packed code is allowed to be.
4056///
4057/// Sixty three rather than sixty four so that a mask is `u64::MAX >> (64 - width)` with no shift of
4058/// a whole word in it, and reading a code is one branch on whether it straddles rather than two. A
4059/// sixty four bit code saves nothing anyway, since it is the layout it came from.
4060pub const PACKED_WIDTH_MAX: u32 = 63;
4061
4062/// How much smaller packing has to be before it is worth the shift and the mask on every read.
4063///
4064/// Two, so a column packs when the bits come to half the flat size or less. A column that would save
4065/// a tenth stays flat, because a tenth of a column is not worth turning every read of it into
4066/// arithmetic, and the whole argument for the form is that a narrow column saves most of itself.
4067pub const PACKING_PAYS_AT: usize = 2;
4068
4069/// How much smaller compressing has to be before it is worth a decompression on every read.
4070///
4071/// Two, the same rule packing follows and for the same reason. FSST gets about that on text, so a
4072/// column of English or of URLs compresses and a column of short codes or of random bytes does not,
4073/// which is the right answer for both.
4074pub const FSST_PAYS_AT: usize = 2;
4075
4076/// The codes of a compressed column and the table they are against.
4077///
4078/// Handed out by [`Vector::coded_parts`] so a kernel can work in code space. Nothing here
4079/// decompresses, which is the point: [`Self::encode`] puts the literal into the same space the rows
4080/// are already in, and after that an equality test is a byte slice comparison.
4081#[derive(Debug, Clone, Copy)]
4082pub struct Coded<'a> {
4083 codes: &'a [u8],
4084 spans: &'a [(u32, u32)],
4085 table: &'a SymbolTable,
4086}
4087
4088impl Coded<'_> {
4089 /// The table every row in this vector is compressed against.
4090 #[must_use]
4091 pub fn table(&self) -> &SymbolTable {
4092 self.table
4093 }
4094
4095 /// The code bytes of one row, still compressed.
4096 #[must_use]
4097 pub fn row(&self, row: usize) -> Option<&[u8]> {
4098 let &(from, to) = self.spans.get(row)?;
4099 self.codes.get(from as usize..to as usize)
4100 }
4101
4102 /// Some bytes in the code space this vector is in.
4103 ///
4104 /// The literal side of an equality filter. Compressing is a function of the table and the bytes,
4105 /// so two strings compress to the same codes exactly when they are the same string, and an
4106 /// equality test on the codes is an equality test on the strings with no decompression in it.
4107 #[must_use]
4108 pub fn encode(&self, bytes: &[u8]) -> Vec<u8> {
4109 let mut out = Vec::with_capacity(bytes.len());
4110 self.table.compress(bytes, &mut out);
4111 out
4112 }
4113}
4114
4115/// The first `len` of a run of some narrower signed width, sign extended into `out`.
4116///
4117/// Written once and called from the three narrow arms of [`Data::signed_block`], so that the sign
4118/// extension is one loop the compiler can widen rather than three written out by hand.
4119fn widen<T: Copy + Into<i64>>(run: &[T], len: usize, out: &mut Vec<i64>) -> bool {
4120 match run.get(..len) {
4121 Some(run) => {
4122 out.extend(run.iter().map(|&x| x.into()));
4123 true
4124 }
4125 None => false,
4126 }
4127}
4128
4129/// The rows `at` of the first `len` of `run`, widened, appended to `out`. The range is checked
4130/// with a maximum first, because a maximum vectorizes and a check on every read would not.
4131fn gather_widened<T: Copy + Into<i64>>(
4132 run: &[T],
4133 len: usize,
4134 at: &[u32],
4135 out: &mut Vec<i64>,
4136) -> bool {
4137 let Some(run) = run.get(..len) else {
4138 return false;
4139 };
4140 // See `below`: the largest of `at` is a scalar loop here and was three quarters of this.
4141 if !below(at, run.len()) {
4142 return false;
4143 }
4144 out.extend(at.iter().map(|&row| run[row as usize].into()));
4145 true
4146}
4147
4148/// See [`Data::signed_runs`]. Sixteen values are compared against the current one at once, which
4149/// the compiler turns into a few vector compares, and only a block where something changed is
4150/// walked a value at a time.
4151fn runs_widened<T: Copy + Eq + Into<i64>>(
4152 run: &[T],
4153 len: usize,
4154 (from, to): (usize, usize),
4155 every: usize,
4156 out: &mut Vec<(i64, usize)>,
4157) -> bool {
4158 out.clear();
4159 let Some(values) = run.get(..len).and_then(|run| run.get(from..to)) else {
4160 return false;
4161 };
4162 let Some(&first) = values.first() else {
4163 return true;
4164 };
4165 let mut current = first;
4166 for (block, stretch) in values.chunks(16).enumerate() {
4167 if !stretch.iter().fold(false, |differ, &value| differ | (value != current)) {
4168 continue;
4169 }
4170 let start = from + block * 16;
4171 for (row, &value) in stretch.iter().enumerate() {
4172 if value != current {
4173 out.push((current.into(), start + row));
4174 current = value;
4175 }
4176 }
4177 if out.len() > (block * 16) / every.max(1) + 64 {
4178 out.clear();
4179 return false;
4180 }
4181 }
4182 out.push((current.into(), to));
4183 true
4184}
4185
4186/// One holder's share of a part that several vectors are reading at the same time.
4187///
4188/// The rule [`Buffer::footprint`] already uses for a shared page. Everything holding the part asks
4189/// this, so what they say between them comes to about what the part costs rather than to the part
4190/// times the number of them, and the answer is never zero for a part that costs anything, because a
4191/// caller with a reference is at least one holder.
4192fn share<T: ?Sized>(bytes: usize, held: &Arc<T>) -> usize {
4193 bytes / Arc::strong_count(held).max(1)
4194}
4195
4196/// How many words hold `len` codes of `width` bits.
4197fn words_for(len: usize, width: u32) -> usize {
4198 (len * width as usize).div_ceil(u64::BITS as usize)
4199}
4200
4201/// The lowest and highest value a type's layout can hold, and `None` for a type with no integer one.
4202///
4203/// This is also the test of whether a type can be packed at all, and it is the only one, so the
4204/// layouts listed here and the layouts [`pack`] and [`unpack`] know how to walk are the same list
4205/// from the same macro and cannot drift apart.
4206fn layout_range(ty: &LogicalType) -> Option<(i128, i128)> {
4207 use rudb_common::PhysicalType as P;
4208 macro_rules! ranges {
4209 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
4210 match ty.physical() {
4211 $(P::$variant => Some((i128::from(<$native>::MIN), i128::from(<$native>::MAX))),)+
4212 _ => None,
4213 }
4214 };
4215 }
4216 crate::for_each_layout!(exact, ranges)
4217}
4218
4219/// The bytes the first `len` slots of a run take laid flat, whether the run is owned or a window.
4220fn flat_bytes(data: &Data, len: usize) -> usize {
4221 macro_rules! widths {
4222 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
4223 match data {
4224 Data::Empty => 0,
4225 $(Data::$variant(_) => len * size_of::<$native>(),)+
4226 }
4227 };
4228 }
4229 crate::for_each_layout!(all, widths)
4230}
4231
4232/// What to subtract before packing, so that the whole code range lands inside the column's type.
4233///
4234/// The smallest value in the column is the obvious base and it is the wrong one near the top of a
4235/// type. [`Vector::packed`] checks the two ends of what the codes could say rather than the values
4236/// that are actually there, which is one check instead of one per row and is what makes reading a
4237/// packed column cheap. An `INTEGER` column of a thousand values just under `i32::MAX` needs ten
4238/// bits, and based at its own smallest value those ten bits could say a number an `INTEGER` cannot
4239/// hold, so the column was refused and the table would not write at all.
4240///
4241/// The base does not have to be the smallest value. Any base works where every code is still
4242/// non-negative and the widest code the width allows still fits the type, which is `base <= low`,
4243/// `high - base <= 2^width - 1`, `type low <= base` and `base + 2^width - 1 <= type high` together.
4244///
4245/// The largest base meeting all four is the one below, and it exists whenever the values fit the
4246/// type at all: `high - (2^width - 1) <= low` because that is how the width was chosen, and
4247/// `type low <= type high - (2^width - 1)` because a width wider than the type's own span is
4248/// already refused. `None` is for a type with no integer layout, which cannot be packed anyway.
4249fn packing_base(ty: &LogicalType, low: i128, high: i128, width: u32) -> Option<i128> {
4250 let (floor, ceiling) = layout_range(ty)?;
4251 let span = i128::from(u64::MAX >> (64 - width));
4252 let base = low.min(ceiling - span);
4253 (base >= floor && base >= high - span).then_some(base)
4254}
4255
4256/// The lowest and highest value in the first `len` slots of a run of integer data.
4257///
4258/// `None` for data that is not integers, which is what says a column cannot be packed. The null
4259/// slots are in the span, holding whatever zero was written into them, which
4260/// [`Vector::bit_packed`] says more about.
4261fn span_of(data: &Data, len: usize) -> Option<(i128, i128)> {
4262 macro_rules! spans {
4263 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
4264 match data {
4265 $(Data::$variant(values) => {
4266 // In the value's own type and one end at a time, which the compiler turns
4267 // into vector compares. Widening each value to `i128` first kept both ends in
4268 // register pairs and made this two percent of a ClickBench load.
4269 let values = values.as_slice();
4270 let values = &values[..len.min(values.len())];
4271 let low = values.iter().copied().min()?;
4272 let high = values.iter().copied().max()?;
4273 Some((i128::from(low), i128::from(high)))
4274 })+
4275 _ => None,
4276 }
4277 };
4278 }
4279 crate::for_each_layout!(exact, spans)
4280}
4281
4282/// The first `len` values of a run of integer data, written out as codes of `width` bits from `base`.
4283fn pack(data: &Data, len: usize, base: i128, width: u32) -> Vec<u64> {
4284 let mut words = vec![0u64; words_for(len, width)];
4285 macro_rules! packing {
4286 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
4287 match data {
4288 $(Data::$variant(values) => {
4289 for (row, &value) in values.as_slice().iter().take(len).enumerate() {
4290 // In range because `base` and `width` came from the span of this same run.
4291 let code = u64::try_from(i128::from(value) - base).unwrap_or(0);
4292 write_code(&mut words, row * width as usize, width, code);
4293 }
4294 })+
4295 _ => {}
4296 }
4297 };
4298 }
4299 crate::for_each_layout!(exact, packing);
4300 words
4301}
4302
4303/// The codes at the given rows, unpacked into the flat layout the type calls for.
4304///
4305/// A row of [`NOWHERE`] writes the layout's zero, which is the rule [`copy_of`] follows for the same
4306/// reason: every layout here is a parallel array to a validity mask, so a null takes a slot.
4307///
4308/// # Errors
4309///
4310/// If the type has no flat layout, which a packed vector cannot have and which is checked when one
4311/// is built, so an error here is a bug rather than a caller mistake.
4312fn unpack(
4313 ty: &LogicalType,
4314 words: &[u64],
4315 offset: usize,
4316 width: u32,
4317 base: i128,
4318 at: &[usize],
4319) -> Result<Data> {
4320 let mut out = empty_data_for(ty)?;
4321 let value_of = |row: usize| {
4322 if row == NOWHERE {
4323 return None;
4324 }
4325 Some(base + i128::from(code_at(words, (offset + row) * width as usize, width)))
4326 };
4327 macro_rules! unpacking {
4328 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
4329 match &mut out {
4330 $(Data::$variant(values) => {
4331 values.reserve(at.len());
4332 for &row in at {
4333 // In range because both ends of it were checked when the vector was built.
4334 let value = value_of(row)
4335 .and_then(|value| <$native>::try_from(value).ok())
4336 .unwrap_or($zero);
4337 values.push(value);
4338 }
4339 })+
4340 _ => {
4341 return Err(Error::internal(format!(
4342 "a {ty} vector was packed, which no integer layout allows"
4343 )));
4344 }
4345 }
4346 };
4347 }
4348 crate::for_each_layout!(exact, unpacking);
4349 Ok(out)
4350}
4351
4352/// The `width` bits starting at `bit`, low end first.
4353///
4354/// Zero for bits past the end of the words, which keeps a read of a row that is not there from
4355/// panicking and matches what every other accessor here does with one.
4356#[inline]
4357fn code_at(words: &[u64], bit: usize, width: u32) -> u64 {
4358 let word = bit / u64::BITS as usize;
4359 let shift = (bit % u64::BITS as usize) as u32;
4360 let mask = u64::MAX >> (u64::BITS - width);
4361 let low = words.get(word).copied().unwrap_or(0) >> shift;
4362 let taken = u64::BITS - shift;
4363 if taken >= width {
4364 return low & mask;
4365 }
4366 // The code straddles two words, and `taken` is under the width here so it is under sixty four,
4367 // which is what makes the shift below one the hardware will do rather than one it refuses.
4368 let high = words.get(word + 1).copied().unwrap_or(0) << taken;
4369 (low | high) & mask
4370}
4371
4372/// Writes `width` bits of `code` starting at `bit`, over words that started out zero.
4373fn write_code(words: &mut [u64], bit: usize, width: u32, code: u64) {
4374 let word = bit / u64::BITS as usize;
4375 let shift = (bit % u64::BITS as usize) as u32;
4376 words[word] |= code << shift;
4377 let taken = u64::BITS - shift;
4378 if taken < width {
4379 words[word + 1] |= code >> taken;
4380 }
4381}
4382
4383/// One level of dictionary out of however many levels were handed to [`Vector::dictionary`].
4384///
4385/// Every dictionary in the system is built through that constructor and every one of them comes
4386/// through here first, so the invariant this maintains is that the vector a dictionary points at is
4387/// never itself a dictionary that could have been composed away. That makes the work a single `if`
4388/// rather than a loop: the inner vector was already composed when it was built, so composing the
4389/// outer codes through it leaves the result no deeper than the inner vector already was.
4390///
4391/// The codes are indexed rather than fetched with `get`, because the caller has already walked the
4392/// whole outer array to check that every code is in range and the inner array is exactly as long as
4393/// the vector those codes were checked against.
4394fn compose(codes: Vec<u32>, values: Arc<Vector>) -> (Vec<u32>, Arc<Vector>) {
4395 // A dictionary carrying a validity of its own is one whose nulls live at this level rather than
4396 // in the values, which is the one thing composition cannot carry down with it.
4397 if !matches!(values.validity, Validity::AllValid) {
4398 return (codes, values);
4399 }
4400 let Body::Dictionary { codes: inner, values: leaf, .. } = &values.body else {
4401 return (codes, values);
4402 };
4403 debug_assert!(
4404 !matches!(leaf.body, Body::Dictionary { .. })
4405 || !matches!(leaf.validity, Validity::AllValid),
4406 "a dictionary was stacked on a dictionary without going through the constructor"
4407 );
4408 // The leaf is handed on as the handle it already is. Nothing here reads it and nothing here
4409 // changes it, so the composed dictionary points at the same values the stacked one did and
4410 // whoever else is holding them keeps holding them. This used to take them out of the `Arc`,
4411 // which copied the whole leaf whenever anybody else was still reading it, and a scan selecting
4412 // rows out of a chunk whose column came from a shared page dictionary is exactly that: the page
4413 // holds the leaf, every chunk cut from the page composes through it, and every one of those
4414 // cuts copied the page's dictionary. TPC-H q21 does it once per thousand rows of `lineitem`.
4415 let composed = codes.iter().map(|&code| inner[code as usize]).collect();
4416 (composed, Arc::clone(leaf))
4417}
4418
4419/// How many rows a run has to cover on average before run length encoding is smaller.
4420///
4421/// A run costs its value plus the four bytes of its end, so on a four byte column a run of two rows
4422/// breaks even and a run of three wins. Wider columns win sooner and narrower ones later, and this
4423/// is the one ratio for all of them because a threshold per width is a table that has to be right
4424/// nine times rather than once. It is a constant with a name so that the sweep that eventually moves
4425/// it has something to move.
4426const RUNS_PAY_AT: usize = 2;
4427
4428/// A string body's arena as a page, when this is the only holder of it.
4429///
4430/// The move out of the `Arc` and back into one is what makes this free: [`Buffer::into_page`] takes
4431/// the run by value and puts it behind an `Arc` without touching a byte of it, so the whole of this
4432/// is two allocations of a pointer's worth each however large the arena is.
4433///
4434/// An arena somebody else is holding comes back untouched. Paging it would mean copying it, since
4435/// the other holder's view of it has to go on meaning what it meant, and a copy is what the caller
4436/// asked to avoid.
4437fn paged(arena: Arc<Buffer<u8>>) -> Arc<Buffer<u8>> {
4438 if arena.is_shared() {
4439 return arena;
4440 }
4441 match Arc::try_unwrap(arena) {
4442 Ok(owned) => Arc::new(owned.into_page()),
4443 Err(held) => held,
4444 }
4445}
4446
4447/// Which run holds `row`, given ends that are exclusive and increasing.
4448///
4449/// A binary search rather than a scan, because the callers that ask this are the ones that are not
4450/// walking the runs in order: a single value read out of a result set, or a gather at scattered
4451/// positions. Anything walking in order should be reading [`Vector::run_parts`] instead, which is
4452/// what the form is for.
4453fn run_holding(ends: &[u32], row: usize) -> Option<usize> {
4454 let row = u32::try_from(row).ok()?;
4455 let run = match ends.binary_search(&row) {
4456 // The ends are exclusive, so landing exactly on one means the row is the first of the next.
4457 Ok(at) => at + 1,
4458 Err(at) => at,
4459 };
4460 (run < ends.len()).then_some(run)
4461}
4462
4463/// The row each run ends at, for a flat body read alongside the validity that goes with it.
4464///
4465/// Two adjacent nulls are one run, because a reader of either gets a null and cannot tell them
4466/// apart. A null between two equal values is three runs for the same reason, since the null is a
4467/// value of the column as far as anything reading it is concerned.
4468///
4469/// The comparison is per layout rather than per `Value`, which is the whole reason this is a macro.
4470/// A `Value` a row would allocate a string per row on a `VARCHAR` column and would be the exact
4471/// defect `cargo xtask rowloop` exists to fail the build on.
4472fn boundaries(data: &Data, validity: &Validity, len: usize) -> Vec<u32> {
4473 if len == 0 {
4474 return Vec::new();
4475 }
4476 let breaks = |ends: &mut Vec<u32>, mut differs: Box<dyn FnMut(usize, usize) -> bool + '_>| {
4477 for row in 1..len {
4478 let same = match (validity.is_valid(row), validity.is_valid(row - 1)) {
4479 (false, false) => true,
4480 (true, true) => !differs(row, row - 1),
4481 _ => false,
4482 };
4483 if !same {
4484 ends.push(u32::try_from(row).unwrap_or(u32::MAX));
4485 }
4486 }
4487 ends.push(u32::try_from(len).unwrap_or(u32::MAX));
4488 };
4489 let mut ends = Vec::new();
4490 macro_rules! walked {
4491 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
4492 match data {
4493 // No values at all, so every row is the same null and the column is one run.
4494 Data::Empty => ends.push(u32::try_from(len).unwrap_or(u32::MAX)),
4495 $(Data::$variant(values) => {
4496 breaks(&mut ends, Box::new(|a, b| values.get(a) != values.get(b)));
4497 })+
4498 Data::Varlen(values) => {
4499 breaks(&mut ends, Box::new(|a, b| values.bytes(a) != values.bytes(b)));
4500 }
4501 }
4502 };
4503 }
4504 crate::for_each_layout!(fixed, walked);
4505 ends
4506}
4507
4508/// The position of a value that is not anywhere, because it is null or out of range.
4509///
4510/// `usize::MAX` rather than an `Option<usize>`, because the copy loop's bounds check rejects it for
4511/// free and an `Option` would put a second branch next to the one already there.
4512pub(crate) const NOWHERE: usize = usize::MAX;
4513
4514/// The row id of a row that is not in the source, which reads as null.
4515///
4516/// Public because whoever builds a [`Form::Gathered`] vector has to write it, and it is `u32::MAX`
4517/// for the reason the crate's own offset sentinel is `usize::MAX`: a bounds check the reader is
4518/// doing anyway rejects it, where an `Option<u32>` would be eight bytes a row instead of four and a
4519/// second branch beside the one already there. It costs the last row of a four billion row source,
4520/// which is a source no column in this engine has.
4521pub const NO_ROW: u32 = u32::MAX;
4522
4523/// Which source row a gathered row names, and `None` when it names none.
4524///
4525/// The `Option` is what every reader of [`Body::Gathered`] that returns an `Option` wants, so the
4526/// three cases that are all *there is nothing here*, past the end of the ids, the sentinel, and an
4527/// id that does not fit a `usize`, are collapsed once here rather than three times each.
4528fn row_of(rids: &[u32], offset: usize, index: usize) -> Option<usize> {
4529 match rids.get(offset + index) {
4530 Some(&NO_ROW) | None => None,
4531 Some(&rid) => Some(rid as usize),
4532 }
4533}
4534
4535/// A run of data copied at the given positions, with a zero wherever the position is [`NOWHERE`].
4536///
4537/// A zero and not a skip, because every layout here is a parallel array to a validity mask and a
4538/// short one would put every value after the first null at the wrong index. It is the same rule
4539/// [`push_value`] follows for a null.
4540/// A contiguous run of a flat body, copied out.
4541///
4542/// The counterpart to [`copy_of`] for the one case that is a range rather than a set of positions,
4543/// which is what [`Vector::slice`] asks for. Every fixed width layout is one `memcpy` and the
4544/// string layout is a run of views and their bytes, where `copy_of` is a bounds checked index and a
4545/// null test per row.
4546///
4547/// The caller has already checked that `end` is inside the vector, and a body whose data is shorter
4548/// than its vector claims is a bug elsewhere, so a short run is clamped rather than reported.
4549///
4550/// A fixed width run over a buffer that is a window into a page does not copy anything, because
4551/// [`Buffer::slice`] moves the offset instead. That is the case a scan over stored memory is in, and
4552/// it is why the flat body is no longer the one form of a vector whose cut costs an allocation.
4553fn run_of(data: &Data, at: usize, end: usize) -> Data {
4554 macro_rules! run {
4555 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
4556 match data {
4557 Data::Empty => Data::Empty,
4558 $(Data::$variant(values) => {
4559 let held = values.len();
4560 let from = at.min(held);
4561 let to = end.max(from).min(held);
4562 if to == end {
4563 // The whole run is there, so this is a window on a shared page and a copy on
4564 // an owned one, decided inside the buffer rather than here.
4565 Data::$variant(values.slice(from, end - from))
4566 } else {
4567 let values = values.as_slice();
4568 let mut out = Buffer::with_capacity(end - at);
4569 out.extend_from_slice(&values[from..to]);
4570 // A body shorter than the rows asked for pads with the zero every layout
4571 // uses for a null, which is the answer `copy_of` gives for a position past
4572 // the end.
4573 // row at a time: never runs on a vector whose data matches its length.
4574 for _ in to..end {
4575 out.push($zero);
4576 }
4577 Data::$variant(out)
4578 }
4579 })+
4580 // A view says where its bytes are, so a run of rows is not a run of bytes and this
4581 // is the one layout whose cut is still a loop. The total is known before any of it
4582 // is copied, so the arena is one allocation.
4583 //
4584 // Unless the payload is a page, in which case the cut points at the same page the
4585 // column does and no byte of it moves. That is the case a scan of a stored column
4586 // is in, and it is the whole of why a producer pages its payload: a page cut into
4587 // chunk sized pieces used to copy every byte of every long string once per piece.
4588 Data::Varlen(values) => {
4589 if let Some(shared) =
4590 values.window(at, end).or_else(|| values.viewing(at..end))
4591 {
4592 return Data::Varlen(shared);
4593 }
4594 let views = values.views();
4595 let mut out = StringColumn::with_capacity(end - at);
4596 out.reserve_bytes(
4597 views
4598 .get(at.min(views.len())..end.min(views.len()))
4599 .unwrap_or(&[])
4600 .iter()
4601 .filter(|view| !view.is_inline())
4602 .map(StringView::len)
4603 .sum(),
4604 );
4605 // row at a time: see above, the bytes of consecutive rows need not be next to
4606 // each other.
4607 for index in at..end {
4608 out.push_from(values, index);
4609 }
4610 Data::Varlen(out)
4611 }
4612 }
4613 };
4614 }
4615 crate::for_each_layout!(fixed, run)
4616}
4617
4618/// The values of `data` written to the places `inverse` gives them, the other way round from
4619/// [`copy_of`]: value `n` lands at `inverse[n]`.
4620///
4621/// `inverse` is a permutation of the positions of `data` and the answer is as long as it. A place
4622/// past the end is dropped rather than trusted, and a place nobody wrote keeps the zero, the same
4623/// zero a gather writes for a position that resolved to nowhere. Strings are turned back into
4624/// positions and gathered, because their one caller moves the views itself and never sends them.
4625pub(crate) fn placed_of(data: &Data, inverse: &[u32]) -> Data {
4626 macro_rules! placed {
4627 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
4628 match data {
4629 $(Data::$variant(values) => {
4630 let mut out: Vec<$native> = vec![$zero; inverse.len()];
4631 for (value, &to) in values.as_slice().iter().zip(inverse) {
4632 if let Some(slot) = out.get_mut(to as usize) {
4633 *slot = *value;
4634 }
4635 }
4636 Data::$variant(Buffer::from_vec(out))
4637 })+
4638 Data::Empty => Data::Empty,
4639 // Turned back round into positions and gathered, so a caller that does hand this
4640 // strings gets the right answer rather than a missing arm.
4641 Data::Varlen(_) => {
4642 let mut at = vec![NOWHERE; inverse.len()];
4643 for (row, &to) in inverse.iter().enumerate() {
4644 if let Some(slot) = at.get_mut(to as usize) {
4645 *slot = row;
4646 }
4647 }
4648 copy_of(data, &at)
4649 }
4650 }
4651 };
4652 }
4653 crate::for_each_layout!(fixed, placed)
4654}
4655
4656pub(crate) fn copy_of(data: &Data, at: &[usize]) -> Data {
4657 macro_rules! copied {
4658 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
4659 match data {
4660 Data::Empty => Data::Empty,
4661 $(Data::$variant(values) => {
4662 let values = values.as_slice();
4663 // Into a `Vec` and then into a buffer, rather than pushing at the buffer. A
4664 // push asks the buffer whether it owns its run and copies the page out if it
4665 // does not, which is the copy on write point and is the right answer for a
4666 // caller writing one value. This caller is writing `at.len()` of them into a
4667 // run it made itself one line earlier, so the question has one answer and it
4668 // is asked once by not being asked at all. The map is exact sized, so the
4669 // extend reserves once and writes without a capacity check per value.
4670 let mut out: Vec<$native> = Vec::with_capacity(at.len());
4671 // One bounds check rather than a null test and a bounds check, because
4672 // `NOWHERE` is past the end of every slice there can be.
4673 out.extend(at.iter().map(|&index| values.get(index).copied().unwrap_or($zero)));
4674 Data::$variant(Buffer::from_vec(out))
4675 })+
4676 // The one layout where a gather is a copy of bytes rather than a copy of fixed
4677 // width slots, and the reason compaction is a decision rather than a default on a
4678 // string column. A payload that is a page is the exception: the gathered views
4679 // point at the page the column already points at, so the gather is sixteen bytes a
4680 // row and the bytes stay where the page put them.
4681 Data::Varlen(values) => {
4682 if let Some(shared) = values.viewing(at.iter().copied()) {
4683 return Data::Varlen(shared);
4684 }
4685 let mut out = StringColumn::with_capacity(at.len());
4686 // The bytes are known before any of them are copied, because a view carries its
4687 // length and the wanted positions are already in hand, so the arena is one
4688 // allocation rather than a run of doublings that each copy what the last one
4689 // copied.
4690 let views = values.views();
4691 out.reserve_bytes(
4692 at.iter()
4693 .filter_map(|&index| views.get(index))
4694 .filter(|view| !view.is_inline())
4695 .map(StringView::len)
4696 .sum(),
4697 );
4698 for &index in at {
4699 out.push_from(values, index);
4700 }
4701 Data::Varlen(out)
4702 }
4703 }
4704 };
4705 }
4706 crate::for_each_layout!(fixed, copied)
4707}
4708
4709/// The physical layout a run of data is in, for the check that it matches its type.
4710///
4711/// The two enums name their variants the same way on purpose, so this is one generated arm rather
4712/// than sixteen chances to pair the wrong two up.
4713pub(crate) fn layout_of(data: &Data) -> rudb_common::PhysicalType {
4714 use rudb_common::PhysicalType as P;
4715 macro_rules! layouts {
4716 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
4717 match data {
4718 Data::Empty => P::Empty,
4719 $(Data::$variant(_) => P::$variant,)+
4720 }
4721 };
4722 }
4723 crate::for_each_layout!(all, layouts)
4724}
4725
4726/// One value out of a run of data, given what the run means.
4727///
4728/// The match is on the logical type rather than on the data, because the data cannot tell a `DATE`
4729/// from an `INTEGER` and that is the whole reason the two are kept apart.
4730fn value_from(ty: &LogicalType, data: &Data, index: usize) -> Value {
4731 let signed = || data.signed_at(index);
4732 let unsigned = || data.unsigned_at(index);
4733 let value = match ty {
4734 LogicalType::Boolean => match data {
4735 Data::Bool(v) => v.get(index).map(|&x| Value::Boolean(x)),
4736 _ => None,
4737 },
4738 LogicalType::TinyInt => signed().and_then(|x| i8::try_from(x).ok()).map(Value::TinyInt),
4739 LogicalType::SmallInt => signed().and_then(|x| i16::try_from(x).ok()).map(Value::SmallInt),
4740 LogicalType::Integer => signed().and_then(|x| i32::try_from(x).ok()).map(Value::Integer),
4741 LogicalType::BigInt => signed().and_then(|x| i64::try_from(x).ok()).map(Value::BigInt),
4742 LogicalType::HugeInt => signed().map(Value::HugeInt),
4743 LogicalType::UTinyInt => unsigned().and_then(|x| u8::try_from(x).ok()).map(Value::UTinyInt),
4744 LogicalType::USmallInt => {
4745 unsigned().and_then(|x| u16::try_from(x).ok()).map(Value::USmallInt)
4746 }
4747 LogicalType::UInteger => {
4748 unsigned().and_then(|x| u32::try_from(x).ok()).map(Value::UInteger)
4749 }
4750 LogicalType::UBigInt => unsigned().and_then(|x| u64::try_from(x).ok()).map(Value::UBigInt),
4751 LogicalType::UHugeInt => unsigned().map(Value::UHugeInt),
4752 LogicalType::Float => match data {
4753 Data::Float32(v) => v.get(index).map(|&x| Value::Float(x)),
4754 _ => None,
4755 },
4756 LogicalType::Double => match data {
4757 Data::Float64(v) => v.get(index).map(|&x| Value::Double(x)),
4758 _ => None,
4759 },
4760 LogicalType::Decimal { width, scale } => {
4761 signed().map(|unscaled| Value::Decimal { unscaled, width: *width, scale: *scale })
4762 }
4763 LogicalType::Varchar | LogicalType::Blob | LogicalType::Bit => {
4764 data.bytes_at(index).map(|bytes| bytes_as(ty, bytes))
4765 }
4766 LogicalType::Enum(labels) => unsigned()
4767 .and_then(|code| labels.get(usize::try_from(code).ok()?))
4768 .map(|label| Value::Varchar(label.clone())),
4769 LogicalType::Date => signed().and_then(|x| i32::try_from(x).ok()).map(Value::Date),
4770 LogicalType::Time => signed().and_then(|x| i64::try_from(x).ok()).map(Value::Time),
4771 LogicalType::TimeTz => signed().and_then(|x| i64::try_from(x).ok()).map(Value::TimeTz),
4772 LogicalType::Timestamp
4773 | LogicalType::TimestampS
4774 | LogicalType::TimestampMs
4775 | LogicalType::TimestampNs => {
4776 signed().and_then(|x| i64::try_from(x).ok()).map(Value::Timestamp)
4777 }
4778 LogicalType::TimestampTz => {
4779 signed().and_then(|x| i64::try_from(x).ok()).map(Value::TimestampTz)
4780 }
4781 LogicalType::Interval => match data {
4782 Data::Interval(v) => {
4783 v.get(index).map(|&(months, days, micros)| Value::Interval { months, days, micros })
4784 }
4785 _ => None,
4786 },
4787 _ => None,
4788 };
4789 value.unwrap_or(Value::Null)
4790}
4791
4792/// The fields a struct type names, and nothing for any other type.
4793///
4794/// Only a `STRUCT` vector has a [`Body::Fields`] body, and the two are built together, so in practice
4795/// the empty slice is unreachable and is here so that reading a field name is not a panic if that ever
4796/// stops being true. A struct vector whose type has fewer fields than it has children answers about
4797/// the fields it can name, because the zip stops at the shorter of the two.
4798fn fields_of(ty: &LogicalType) -> &[Field] {
4799 match ty {
4800 LogicalType::Struct(fields) => fields,
4801 _ => &[],
4802 }
4803}
4804
4805/// One row of a string column as a value, given what its bytes are meant to be read as.
4806///
4807/// Both forms that hold strings come through here, so a row that is a `BLOB` in a flat column is a
4808/// `BLOB` in a string view column too. Bytes that are not text in a `VARCHAR` column are a null
4809/// rather than a panic, since everything that got in went in as a string and a column that has
4810/// something else in it is a bug somewhere earlier that a read should not turn into a crash.
4811fn bytes_as(ty: &LogicalType, bytes: &[u8]) -> Value {
4812 match ty {
4813 LogicalType::Varchar => {
4814 std::str::from_utf8(bytes).map_or(Value::Null, |text| Value::Varchar(text.to_owned()))
4815 }
4816 LogicalType::Blob | LogicalType::Bit => Value::Blob(bytes.to_vec()),
4817 _ => Value::Null,
4818 }
4819}
4820
4821/// An empty run of data of the right layout for a type.
4822pub(crate) fn empty_data_for(ty: &LogicalType) -> Result<Data> {
4823 use rudb_common::PhysicalType as P;
4824 macro_rules! empties {
4825 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
4826 match ty.physical() {
4827 P::Empty => Data::Empty,
4828 $(P::$variant => Data::$variant(Buffer::new()),)+
4829 P::Varlen => Data::Varlen(StringColumn::new()),
4830 other => {
4831 return Err(Error::not_implemented(format!(
4832 "a flat vector of {other:?} data, which arrives with the storage layer"
4833 )));
4834 }
4835 }
4836 };
4837 }
4838 Ok(crate::for_each_layout!(fixed, empties))
4839}
4840
4841/// An empty run of the type's layout with room for `rows` values already taken.
4842///
4843/// For a caller that knows how many values are going in before the first one does, which is a
4844/// producer laying pieces end to end. Growing from empty instead reallocates once per doubling and
4845/// finishes holding a run rounded up to the next power of two, and on a row group of 122,880 values
4846/// that rounding is the last 8,192 of them carried for the life of the table.
4847///
4848/// Bytes are not reserved for a varlen run, because how many of them there are is not the number of
4849/// rows and the caller appending them is the one that can work it out.
4850///
4851/// # Errors
4852///
4853/// If the type has no flat layout, the same as [`empty_data_for`].
4854pub(crate) fn data_for(ty: &LogicalType, rows: usize) -> Result<Data> {
4855 let mut data = empty_data_for(ty)?;
4856 macro_rules! reserved {
4857 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
4858 match &mut data {
4859 Data::Empty => {}
4860 $(Data::$variant(values) => values.reserve(rows),)+
4861 Data::Varlen(values) => values.reserve_views(rows),
4862 }
4863 };
4864 }
4865 crate::for_each_layout!(fixed, reserved);
4866 Ok(data)
4867}
4868
4869/// A value the way a run of this type holds it.
4870///
4871/// Only an `ENUM` holds something other than the value itself. A value of one is its string,
4872/// which is what a result reads out and what a test asserts on, and the run holds the position of
4873/// the string in the list instead. Everything else comes back as it went in.
4874fn stored<'v>(ty: &LogicalType, value: &'v Value) -> Result<Cow<'v, Value>> {
4875 match (ty, value) {
4876 (LogicalType::Enum(_), Value::Varchar(_)) => enum_position(ty, value).map(Cow::Owned),
4877 _ => Ok(Cow::Borrowed(value)),
4878 }
4879}
4880
4881/// Where a value of an `ENUM` sits in its list, as the unsigned integer a run of the type holds,
4882/// with a null staying null.
4883///
4884/// # Errors
4885///
4886/// If the type is not an `ENUM` or the value is not one of its strings.
4887pub fn enum_position(ty: &LogicalType, value: &Value) -> Result<Value> {
4888 let label = match (ty, value) {
4889 (_, Value::Null) => return Ok(Value::Null),
4890 (LogicalType::Enum(_), Value::Varchar(label)) => label,
4891 _ => return Err(Error::internal(format!("{value:?} is not a value of {ty}"))),
4892 };
4893 let code = ty
4894 .labels()
4895 .and_then(|labels| labels.iter().position(|one| one == label))
4896 .and_then(|code| u32::try_from(code).ok())
4897 .ok_or_else(|| Error::internal(format!("{label:?} is not a value of {ty}")))?;
4898 Ok(match enum_code_type(ty) {
4899 LogicalType::UTinyInt => Value::UTinyInt(code as u8),
4900 LogicalType::USmallInt => Value::USmallInt(code as u16),
4901 _ => Value::UInteger(code),
4902 })
4903}
4904
4905/// The unsigned integer type the positions of an `ENUM` are held in, which is what `enum_code`
4906/// answers with.
4907#[must_use]
4908pub fn enum_code_type(ty: &LogicalType) -> LogicalType {
4909 match ty.physical() {
4910 rudb_common::PhysicalType::UInt8 => LogicalType::UTinyInt,
4911 rudb_common::PhysicalType::UInt16 => LogicalType::USmallInt,
4912 _ => LogicalType::UInteger,
4913 }
4914}
4915
4916/// Appends one value to a run of data, or a zero of the right shape when it is null.
4917///
4918/// The zero matters. A null still occupies a position, the validity mask is what says it is null,
4919/// and a run of data with a hole in it would put every value after the hole in the wrong place.
4920fn push_value(data: &mut Data, value: &Value) -> Result<()> {
4921 macro_rules! push {
4922 ($vec:expr, $variant:path, $zero:expr) => {
4923 match value {
4924 Value::Null => $vec.push($zero),
4925 $variant(x) => $vec.push(*x),
4926 other => {
4927 return Err(Error::internal(format!(
4928 "{other:?} does not belong in this vector"
4929 )));
4930 }
4931 }
4932 };
4933 }
4934 // A decimal is stored as its unscaled integer in whatever width its precision needs, which
4935 // `LogicalType::physical` decides and which is why the same `Value::Decimal` is at home in four
4936 // different runs. The narrowing cannot fail for a value the binder produced, because the width
4937 // that chose the run is the width in the value, but it is checked rather than assumed because
4938 // an unchecked cast here would silently store a different number.
4939 macro_rules! decimal {
4940 ($vec:expr, $ty:ty, $unscaled:expr) => {
4941 match <$ty>::try_from(*$unscaled) {
4942 Ok(x) => $vec.push(x),
4943 Err(_) => {
4944 return Err(Error::internal(format!(
4945 "an unscaled decimal of {} does not fit the run its precision chose",
4946 $unscaled
4947 )));
4948 }
4949 }
4950 };
4951 }
4952 match data {
4953 Data::Empty => {}
4954 Data::Bool(v) => push!(v, Value::Boolean, false),
4955 Data::Int8(v) => push!(v, Value::TinyInt, 0),
4956 Data::Int16(v) => match value {
4957 Value::Null => v.push(0),
4958 Value::SmallInt(x) => v.push(*x),
4959 Value::Decimal { unscaled, .. } => decimal!(v, i16, unscaled),
4960 other => return Err(Error::internal(format!("{other:?} is not a 16 bit value"))),
4961 },
4962 Data::Int32(v) => match value {
4963 Value::Null => v.push(0),
4964 Value::Integer(x) | Value::Date(x) => v.push(*x),
4965 Value::Decimal { unscaled, .. } => decimal!(v, i32, unscaled),
4966 other => return Err(Error::internal(format!("{other:?} is not a 32 bit value"))),
4967 },
4968 Data::Int64(v) => match value {
4969 Value::Null => v.push(0),
4970 Value::BigInt(x)
4971 | Value::Time(x)
4972 | Value::TimeTz(x)
4973 | Value::Timestamp(x)
4974 | Value::TimestampTz(x) => v.push(*x),
4975 Value::Decimal { unscaled, .. } => decimal!(v, i64, unscaled),
4976 other => return Err(Error::internal(format!("{other:?} is not a 64 bit value"))),
4977 },
4978 Data::Int128(v) => match value {
4979 Value::Null => v.push(0),
4980 Value::HugeInt(x) => v.push(*x),
4981 Value::Decimal { unscaled, .. } => v.push(*unscaled),
4982 other => return Err(Error::internal(format!("{other:?} is not a 128 bit value"))),
4983 },
4984 Data::UInt8(v) => push!(v, Value::UTinyInt, 0),
4985 Data::UInt16(v) => push!(v, Value::USmallInt, 0),
4986 Data::UInt32(v) => push!(v, Value::UInteger, 0),
4987 Data::UInt64(v) => push!(v, Value::UBigInt, 0),
4988 Data::UInt128(v) => push!(v, Value::UHugeInt, 0),
4989 Data::Float32(v) => push!(v, Value::Float, 0.0),
4990 Data::Float64(v) => push!(v, Value::Double, 0.0),
4991 Data::Interval(v) => match value {
4992 Value::Null => v.push((0, 0, 0)),
4993 Value::Interval { months, days, micros } => v.push((*months, *days, *micros)),
4994 other => return Err(Error::internal(format!("{other:?} is not an interval"))),
4995 },
4996 Data::Varlen(column) => match value {
4997 Value::Null => {
4998 column.push("");
4999 }
5000 Value::Varchar(text) => {
5001 column.push(text);
5002 }
5003 // A blob goes in as the bytes it is. The column stores a length and some bytes either
5004 // way, so text is the reading of one rather than a different column, and a blob that
5005 // is not UTF-8 is stored exactly like one that happens to be.
5006 Value::Blob(bytes) => {
5007 column.push_bytes(bytes);
5008 }
5009 other => return Err(Error::internal(format!("{other:?} is not a string"))),
5010 },
5011 }
5012 Ok(())
5013}
5014
5015#[cfg(test)]
5016mod tests {
5017 use std::sync::Arc;
5018
5019 use rudb_common::{Field, LogicalType, Value};
5020
5021 use super::{
5022 Body, Data, FSST_PAYS_AT, Form, MAP_KEY, MAP_VALUE, NO_ROW, VECTOR_SIZE, Vector, below,
5023 packing_base,
5024 };
5025 use crate::buffer::Buffer;
5026 use crate::fsst::SymbolTable;
5027 use crate::string::{StringColumn, StringView};
5028 use crate::validity::Validity;
5029
5030 fn integers(values: &[i32]) -> Vector {
5031 Vector::flat(LogicalType::Integer, Data::Int32(values.to_vec().into())).unwrap()
5032 }
5033
5034 #[test]
5035 fn below_agrees_with_the_largest_code_whether_the_or_settles_it_or_not() {
5036 let cases: [(&[u32], usize); 8] = [
5037 (&[], 0),
5038 (&[], 5),
5039 (&[0, 1, 8191], 8192),
5040 (&[0, 8192], 8192),
5041 // The `or` of 4 and 1 is 5, which is not below 5, so these take the maximum.
5042 (&[4, 1], 5),
5043 (&[4, 5], 5),
5044 (&[3, 4, 2], 5),
5045 (&[7], 7),
5046 ];
5047 for (codes, len) in cases {
5048 let expected = codes.iter().all(|&code| (code as usize) < len);
5049 assert_eq!(below(codes, len), expected, "{codes:?} below {len}");
5050 }
5051 }
5052
5053 #[test]
5054 fn flattening_a_dictionary_by_its_codes_matches_the_general_copy() {
5055 let words = Vector::from_values(
5056 LogicalType::Varchar,
5057 &["alpha", "a string past the inline length", ""]
5058 .map(|text| Value::Varchar(text.into())),
5059 )
5060 .unwrap();
5061 let codes = vec![2, 0, 1, 1, 0, 2, 1];
5062 let cases = [
5063 Vector::dictionary(codes.clone(), integers(&[7, -3, 40])).unwrap(),
5064 Vector::dictionary(codes.clone(), words.clone()).unwrap(),
5065 Vector::dictionary(codes.clone(), words.clone()).unwrap().slice(2, 4).unwrap(),
5066 // The ones the codes cannot answer alone, which take the general copy.
5067 Vector::dictionary(codes.clone(), words.clone())
5068 .unwrap()
5069 .with_validity(Validity::from_run(&[true, false, true, true, true, true, false])),
5070 Vector::dictionary(
5071 vec![0, 1, 1],
5072 integers(&[1, 2]).with_validity(Validity::from_run(&[true, false])),
5073 )
5074 .unwrap(),
5075 ];
5076 for (case, vector) in cases.iter().enumerate() {
5077 let flat = vector.flatten().unwrap();
5078 let general = vector.copied((0..vector.len()).collect(), false).unwrap();
5079 assert!(matches!(flat.body, Body::Flat(_)), "case {case}");
5080 assert_eq!(flat.validity, general.validity, "case {case}");
5081 for row in 0..vector.len() {
5082 assert_eq!(flat.value_at(row), general.value_at(row), "case {case} row {row}");
5083 }
5084 assert_eq!(flat, vector.opened().unwrap(), "case {case}");
5085 }
5086 }
5087
5088 #[test]
5089 fn extent_keeps_the_unsigned_order_across_the_sign_bit() {
5090 assert_eq!(super::extent(&[]), None);
5091 assert_eq!(super::extent(&[7]), Some((7, 7)));
5092 let rows = [0x8000_0000, 3, u32::MAX, 0x7fff_ffff, 9];
5093 assert_eq!(super::extent(&rows), Some((3, u32::MAX)));
5094 }
5095
5096 #[test]
5097 fn unpacking_in_bulk_reads_what_a_code_at_a_time_reads_at_every_width() {
5098 let mut state = 0x5eed_0b17_u64;
5099 let mut next = || {
5100 state ^= state << 13;
5101 state ^= state >> 7;
5102 state ^= state << 17;
5103 state
5104 };
5105 let words: Vec<u64> = (0..700).map(|_| next()).collect();
5106 for width in 1..=super::PACKED_WIDTH_MAX {
5107 for offset in [0, 1, 63, 64, 65] {
5108 let packed = super::Packed { words: &words, width, base: 0, offset };
5109 for (from, rows) in [(0, 0), (0, 1), (0, 64), (3, 200), (61, 130), (128, 512)] {
5110 let mut out = vec![u64::MAX; rows];
5111 packed.unpack(from, &mut out);
5112 let want: Vec<u64> = (from..from + rows).map(|row| packed.code(row)).collect();
5113 assert_eq!(out, want, "width {width} offset {offset} from {from}");
5114 // The mapped unpack reads the same codes in one pass, and appends, so a vector
5115 // with something in it already keeps it and the rows land after.
5116 let mut mapped = vec![-1_i64];
5117 packed.unpack_mapped(from, rows, &mut mapped, |code| 7 - code as i64);
5118 let wanted: Vec<i64> = std::iter::once(-1)
5119 .chain(want.iter().map(|&code| 7 - code as i64))
5120 .collect();
5121 assert_eq!(mapped, wanted, "mapped width {width} offset {offset} from {from}");
5122 }
5123 let at = [5_usize, 9, 9, 70, 6, 200, 131];
5124 let want: Vec<u64> = at.iter().map(|&row| packed.code(row)).collect();
5125 assert_eq!(packed.codes_at(|index| at[index], at.len()), want);
5126 let far = [0_usize, 5000];
5127 let want: Vec<u64> = far.iter().map(|&row| packed.code(row)).collect();
5128 assert_eq!(packed.codes_at(|index| far[index], far.len()), want);
5129 // A run, which is the shape unpacked straight into the answer, and two shapes that
5130 // cover the same rows and are not one: reversed and with a row repeated. All three
5131 // have to answer what a code at a time answers, whichever path they take.
5132 for start in [0_usize, 1, 63, 64, 65, 130] {
5133 for rows in [1_usize, 2, 63, 64, 65, 200] {
5134 let run: Vec<usize> = (start..start + rows).collect();
5135 let back: Vec<usize> = run.iter().rev().copied().collect();
5136 let mut same = run.clone();
5137 same[rows - 1] = start;
5138 for shape in [&run, &back, &same] {
5139 let want: Vec<u64> =
5140 shape.iter().map(|&row| packed.code(row)).collect();
5141 assert_eq!(
5142 packed.codes_at(|index| shape[index], shape.len()),
5143 want,
5144 "width {width} offset {offset} start {start} rows {rows}"
5145 );
5146 }
5147 }
5148 }
5149 // The same shapes into a buffer the caller keeps, filled with a code no width can
5150 // hold first, so that a row left as it arrived is a wrong answer rather than a zero
5151 // that happens to be right. A buffer wider than the rows asked for keeps the rest.
5152 let mut held = vec![u64::MAX; 260];
5153 for start in [0_usize, 1, 64, 130] {
5154 for rows in [1_usize, 63, 64, 200] {
5155 let run: Vec<usize> = (start..start + rows).collect();
5156 let back: Vec<usize> = run.iter().rev().copied().collect();
5157 for shape in [&run, &back] {
5158 held.iter_mut().for_each(|code| *code = u64::MAX);
5159 packed.codes_into(|index| shape[index], shape.len(), &mut held);
5160 let want: Vec<u64> =
5161 shape.iter().map(|&row| packed.code(row)).collect();
5162 assert_eq!(
5163 &held[..rows],
5164 &want[..],
5165 "width {width} offset {offset} start {start} rows {rows}"
5166 );
5167 assert!(
5168 held[rows..].iter().all(|&code| code == u64::MAX),
5169 "width {width} wrote past the {rows} rows it was asked for"
5170 );
5171 }
5172 }
5173 }
5174 for rows in [&[][..], &[5, 9, 9, 70, 6, 200, 131], &[0, 5000], &[3, 4, 5, 6]] {
5175 let want: Vec<u64> =
5176 rows.iter().map(|&row| packed.code(row as usize)).collect();
5177 assert_eq!(packed.values_at(rows, |code| code), want, "width {width}");
5178 }
5179 }
5180 }
5181 }
5182
5183 /// A `Value::List` of integers, which is what a row of a list column arrives as.
5184 fn list(values: &[i32]) -> Value {
5185 Value::List {
5186 element: LogicalType::Integer,
5187 values: values.iter().map(|&v| Value::Integer(v)).collect(),
5188 }
5189 }
5190
5191 fn list_column(rows: &[Value]) -> Vector {
5192 Vector::from_values(LogicalType::list(LogicalType::Integer), rows).unwrap()
5193 }
5194
5195 #[test]
5196 fn a_list_column_is_one_child_and_a_range_per_row() {
5197 let rows = vec![list(&[1, 2, 3]), list(&[]), Value::Null, list(&[4])];
5198 let column = list_column(&rows);
5199 assert_eq!(column.form(), Form::List);
5200 assert_eq!(column.len(), 4);
5201 assert_eq!(column.logical_type(), &LogicalType::list(LogicalType::Integer));
5202 // Four rows and four elements, because a null and an empty list both contribute none.
5203 let (entries, child) = column.list_parts().expect("a list");
5204 assert_eq!(entries, [(0, 3), (3, 0), (3, 0), (3, 1)]);
5205 assert_eq!(child.len(), 4);
5206 assert_eq!(column.iter().collect::<Vec<_>>(), rows);
5207 }
5208
5209 /// The one thing the entries cannot say on their own, so it has to be checked that the mask says
5210 /// it. An empty list is a row that is there and holds nothing, a null is a row that is not there,
5211 /// and both of them have an entry of length zero.
5212 #[test]
5213 fn an_empty_list_and_a_null_list_have_the_same_entry_and_are_different_rows() {
5214 let column = list_column(&[list(&[]), Value::Null]);
5215 let (entries, _) = column.list_parts().expect("a list");
5216 assert_eq!(entries[0].1, entries[1].1, "both entries are empty");
5217 assert!(!column.is_null_at(0), "an empty list is not null");
5218 assert!(column.is_null_at(1), "a null list is null");
5219 assert_eq!(column.value_at(0), list(&[]));
5220 assert_eq!(column.value_at(1), Value::Null);
5221 }
5222
5223 #[test]
5224 fn slicing_a_list_column_shares_the_child_rather_than_copying_it() {
5225 let rows: Vec<Value> = (0..64).map(|row| list(&[row, row + 1, row + 2])).collect();
5226 let column = list_column(&rows);
5227 let cut = column.slice(8, 4).unwrap();
5228 assert_eq!(cut.form(), Form::List);
5229 assert_eq!(cut.iter().collect::<Vec<_>>(), rows[8..12]);
5230 // The entries are absolute positions in a child that was not cut, which is what makes the
5231 // cut eight bytes a row however long the lists are. The elements outside the range are still
5232 // there and nothing points at them.
5233 let (entries, child) = cut.list_parts().expect("a list");
5234 assert_eq!(entries[0], (24, 3));
5235 assert_eq!(child.len(), 192);
5236 }
5237
5238 #[test]
5239 fn gathering_a_list_column_permutes_the_entries_and_leaves_the_child_alone() {
5240 let rows = vec![list(&[1]), list(&[2, 2]), list(&[3, 3, 3])];
5241 let column = list_column(&rows);
5242 let picked = column.gather(&[2, 0, 2]).unwrap();
5243 assert_eq!(
5244 picked.iter().collect::<Vec<_>>(),
5245 [list(&[3, 3, 3]), list(&[1]), list(&[3, 3, 3])]
5246 );
5247 // Two of the three rows are the same row, which is the case a run of offsets cannot write
5248 // down and a start and a length can. That is the whole reason this form carries both.
5249 assert_eq!(picked.list_parts().expect("a list").1.len(), 6);
5250 }
5251
5252 #[test]
5253 fn a_gather_past_the_end_of_a_list_column_is_null_rather_than_somebody_elses_elements() {
5254 let column = list_column(&[list(&[1, 2]), list(&[3])]);
5255 let picked = column.gather(&[1, 9]).unwrap();
5256 assert_eq!(picked.value_at(0), list(&[3]));
5257 assert_eq!(picked.value_at(1), Value::Null);
5258 }
5259
5260 #[test]
5261 fn a_list_of_lists_nests_as_far_as_it_is_written() {
5262 let outer = Value::List {
5263 element: LogicalType::list(LogicalType::Integer),
5264 values: vec![list(&[1, 2]), list(&[3])],
5265 };
5266 let column = Vector::from_values(
5267 LogicalType::list(LogicalType::list(LogicalType::Integer)),
5268 std::slice::from_ref(&outer),
5269 )
5270 .unwrap();
5271 assert_eq!(column.value_at(0), outer);
5272 assert_eq!(column.list_parts().expect("a list").1.form(), Form::List);
5273 }
5274
5275 /// A list row is not bytes and not an integer, and a caller that asks for either gets nothing
5276 /// rather than the first element or a length. Both of those would be a wrong answer that a
5277 /// group by or a hash would read without complaining.
5278 #[test]
5279 fn the_scalar_readers_decline_a_list_instead_of_answering_about_its_elements() {
5280 let column = list_column(&[list(&[7])]);
5281 assert_eq!(column.signed_at(0), None);
5282 assert_eq!(column.bytes_at(0), None);
5283 assert_eq!(column.data(), None);
5284 }
5285
5286 fn pair(a: i32, b: &str) -> Value {
5287 Value::Struct(vec![
5288 ("a".to_string(), Value::Integer(a)),
5289 ("b".to_string(), Value::Varchar(b.to_string())),
5290 ])
5291 }
5292
5293 fn pair_type() -> LogicalType {
5294 LogicalType::Struct(vec![
5295 Field::new("a", LogicalType::Integer),
5296 Field::new("b", LogicalType::Varchar),
5297 ])
5298 }
5299
5300 fn pair_column(rows: &[Value]) -> Vector {
5301 Vector::from_values(pair_type(), rows).unwrap()
5302 }
5303
5304 #[test]
5305 fn a_struct_column_is_one_child_per_field_as_long_as_the_column() {
5306 let rows = vec![pair(1, "x"), pair(2, "y"), pair(3, "z")];
5307 let column = pair_column(&rows);
5308 assert_eq!(column.form(), Form::Struct);
5309 assert_eq!(column.len(), 3);
5310 assert_eq!(column.logical_type(), &pair_type());
5311 // Two children rather than two entries and a child, and both of them as long as the column,
5312 // which is the whole difference between this form and the list one.
5313 let children = column.struct_parts().expect("a struct");
5314 assert_eq!(children.len(), 2);
5315 assert_eq!(children[0].len(), 3);
5316 assert_eq!(children[1].len(), 3);
5317 assert_eq!(children[0].logical_type(), &LogicalType::Integer);
5318 assert_eq!(children[1].logical_type(), &LogicalType::Varchar);
5319 assert_eq!(column.iter().collect::<Vec<_>>(), rows);
5320 }
5321
5322 /// Picking one field out of a struct is picking one child, which is the reason this accessor is
5323 /// public. A projection of `s.a` hands back a vector that already exists, so it costs a pointer
5324 /// rather than a pass over the rows, and that is only true while the children are full length.
5325 #[test]
5326 fn one_field_of_a_struct_column_is_a_column_that_is_already_there() {
5327 let column = pair_column(&[pair(10, "x"), pair(20, "y")]);
5328 let field = &column.struct_parts().expect("a struct")[0];
5329 assert_eq!(field.iter().collect::<Vec<_>>(), [Value::Integer(10), Value::Integer(20)]);
5330 assert_eq!(field.signed_at(1), Some(20), "the field is a scalar column and reads like one");
5331 }
5332
5333 /// A null struct is a bit in the mask at the top and nothing deeper, which is how every other type
5334 /// records a null and is what DuckDB does. The row reads as a single null rather than as a struct of
5335 /// nulls, and the fields underneath are still their own columns.
5336 #[test]
5337 fn a_null_struct_is_the_mask_at_the_top_and_not_a_struct_full_of_nulls() {
5338 let column = pair_column(&[pair(1, "x"), Value::Null]);
5339 assert!(!column.is_null_at(0));
5340 assert!(column.is_null_at(1));
5341 assert_eq!(column.value_at(1), Value::Null);
5342 // A struct row whose every field happens to be null is a different row, and it is not null.
5343 let all_null = pair_column(&[Value::Struct(vec![
5344 ("a".to_string(), Value::Null),
5345 ("b".to_string(), Value::Null),
5346 ])]);
5347 assert!(!all_null.is_null_at(0), "a struct of nulls is a row that is there");
5348 assert_ne!(all_null.value_at(0), Value::Null);
5349 }
5350
5351 #[test]
5352 fn slicing_a_struct_column_cuts_every_field_at_the_same_place() {
5353 let rows: Vec<Value> = (0..64).map(|row| pair(row, "s")).collect();
5354 let column = pair_column(&rows);
5355 let cut = column.slice(8, 4).unwrap();
5356 assert_eq!(cut.form(), Form::Struct);
5357 assert_eq!(cut.iter().collect::<Vec<_>>(), rows[8..12]);
5358 // The cut a list column does not have to do. A list shares its child untouched because the
5359 // entries carry the range, and a struct has no entry standing between the row and the child,
5360 // so every child is four rows long here rather than sixty four.
5361 for child in cut.struct_parts().expect("a struct") {
5362 assert_eq!(child.len(), 4);
5363 }
5364 }
5365
5366 #[test]
5367 fn gathering_a_struct_column_gathers_every_field_at_the_same_positions() {
5368 let column = pair_column(&[pair(1, "x"), pair(2, "y"), pair(3, "z")]);
5369 let picked = column.gather(&[2, 0, 2]).unwrap();
5370 assert_eq!(picked.iter().collect::<Vec<_>>(), [pair(3, "z"), pair(1, "x"), pair(3, "z")]);
5371 for child in picked.struct_parts().expect("a struct") {
5372 assert_eq!(child.len(), 3, "a field is as long as the gather, not as the source");
5373 }
5374 }
5375
5376 #[test]
5377 fn a_gather_past_the_end_of_a_struct_column_is_null_in_every_field_and_at_the_top() {
5378 let column = pair_column(&[pair(1, "x"), pair(2, "y")]);
5379 let picked = column.gather(&[1, 9]).unwrap();
5380 assert_eq!(picked.value_at(0), pair(2, "y"));
5381 assert_eq!(picked.value_at(1), Value::Null);
5382 for child in picked.struct_parts().expect("a struct") {
5383 assert!(child.is_null_at(1), "a row that came from nowhere has no field value either");
5384 }
5385 }
5386
5387 /// The names are matched and not counted, because a caller holding a struct value built in a
5388 /// different order from the type's would otherwise get its columns transposed, and that is a wrong
5389 /// answer that reads as a right one.
5390 #[test]
5391 fn the_fields_of_a_struct_value_go_in_by_name_rather_than_by_position() {
5392 let swapped = Value::Struct(vec![
5393 ("b".to_string(), Value::Varchar("x".to_string())),
5394 ("a".to_string(), Value::Integer(1)),
5395 ]);
5396 let column = pair_column(&[swapped]);
5397 assert_eq!(column.value_at(0), pair(1, "x"));
5398 let wrong = Value::Struct(vec![
5399 ("a".to_string(), Value::Integer(1)),
5400 ("c".to_string(), Value::Varchar("x".to_string())),
5401 ]);
5402 let failed = Vector::from_values(pair_type(), &[wrong]);
5403 assert!(failed.is_err(), "a row with no b field is an error rather than a null b");
5404 }
5405
5406 #[test]
5407 fn a_struct_built_from_children_takes_its_field_names_from_the_caller() {
5408 let column = Vector::structure(vec![
5409 ("a".to_string(), integers(&[1, 2, 3])),
5410 ("b".to_string(), integers(&[4, 5, 6])),
5411 ])
5412 .expect("two columns of three");
5413 assert_eq!(column.len(), 3);
5414 assert_eq!(
5415 column.logical_type(),
5416 &LogicalType::Struct(vec![
5417 Field::new("a", LogicalType::Integer),
5418 Field::new("b", LogicalType::Integer),
5419 ])
5420 );
5421 assert_eq!(
5422 column.value_at(1),
5423 Value::Struct(vec![
5424 ("a".to_string(), Value::Integer(2)),
5425 ("b".to_string(), Value::Integer(5)),
5426 ])
5427 );
5428 }
5429
5430 /// The two mistakes this constructor makes easy, both refused rather than stored. A short field is
5431 /// the one that matters: it would be a struct that reads past the end of one of its own children,
5432 /// which is the same mistake `Vector::list` checks for at the other end.
5433 #[test]
5434 fn a_struct_of_uneven_children_or_of_no_children_is_refused() {
5435 let uneven = Vector::structure(vec![
5436 ("a".to_string(), integers(&[1, 2, 3])),
5437 ("b".to_string(), integers(&[4, 5])),
5438 ]);
5439 assert!(uneven.is_err(), "a field shorter than the struct");
5440 assert!(Vector::structure(vec![]).is_err(), "no field to take a length from");
5441 }
5442
5443 #[test]
5444 fn a_struct_of_lists_and_a_list_of_structs_both_nest() {
5445 let ty =
5446 LogicalType::Struct(vec![Field::new("a", LogicalType::list(LogicalType::Integer))]);
5447 let row = Value::Struct(vec![("a".to_string(), list(&[1, 2]))]);
5448 let column = Vector::from_values(ty, std::slice::from_ref(&row)).unwrap();
5449 assert_eq!(column.value_at(0), row);
5450 assert_eq!(column.struct_parts().expect("a struct")[0].form(), Form::List);
5451
5452 let outer = Value::List { element: pair_type(), values: vec![pair(1, "x"), pair(2, "y")] };
5453 let lists =
5454 Vector::from_values(LogicalType::list(pair_type()), std::slice::from_ref(&outer))
5455 .unwrap();
5456 assert_eq!(lists.value_at(0), outer);
5457 assert_eq!(lists.list_parts().expect("a list").1.form(), Form::Struct);
5458 }
5459
5460 fn tags(pairs: &[(&str, &str)]) -> Value {
5461 Value::map(
5462 LogicalType::Varchar,
5463 LogicalType::Varchar,
5464 pairs
5465 .iter()
5466 .map(|&(key, value)| {
5467 (Value::Varchar(key.to_string()), Value::Varchar(value.to_string()))
5468 })
5469 .collect(),
5470 )
5471 }
5472
5473 fn tag_column(rows: &[Value]) -> Vector {
5474 Vector::from_values(LogicalType::map(LogicalType::Varchar, LogicalType::Varchar), rows)
5475 .unwrap()
5476 }
5477
5478 /// A map is a list of two field structs, which is the whole design, so the test that says so is
5479 /// the one that reaches through both layers and finds the pieces where each of them puts them.
5480 #[test]
5481 fn a_map_column_is_a_list_whose_child_is_a_struct_of_keys_and_values() {
5482 let rows =
5483 vec![tags(&[("a", "b"), ("c", "d")]), tags(&[]), Value::Null, tags(&[("e", "f")])];
5484 let column = tag_column(&rows);
5485 assert_eq!(column.len(), 4);
5486 assert_eq!(
5487 column.logical_type(),
5488 &LogicalType::map(LogicalType::Varchar, LogicalType::Varchar)
5489 );
5490 // The physical form is a list's, because the bytes are a list's. The logical type is what
5491 // remembers it is a map, which is the same split `LogicalType::physical` already makes.
5492 assert_eq!(column.form(), Form::List);
5493 let (entries, child) = column.list_parts().expect("the layout of a list");
5494 assert_eq!(entries, [(0, 2), (2, 0), (2, 0), (2, 1)]);
5495 assert_eq!(child.form(), Form::Struct);
5496 assert_eq!(
5497 child.logical_type(),
5498 &LogicalType::Struct(vec![
5499 Field::new(MAP_KEY, LogicalType::Varchar),
5500 Field::new(MAP_VALUE, LogicalType::Varchar),
5501 ])
5502 );
5503 // And the accessor that reaches through it hands back the two columns rather than the struct.
5504 let (entries, keys, values) = column.map_parts().expect("a map");
5505 assert_eq!(entries.len(), 4);
5506 assert_eq!(keys.text_at(0), Some("a"));
5507 assert_eq!(values.text_at(0), Some("b"));
5508 assert_eq!(column.iter().collect::<Vec<_>>(), rows);
5509 }
5510
5511 /// The same distinction a list has, checked again here rather than assumed from the composition,
5512 /// because the empty map is the one every catalog table in D2 is full of and a null map is what a
5513 /// column with no tags at all would be.
5514 #[test]
5515 fn an_empty_map_and_a_null_map_are_different_rows() {
5516 let column = tag_column(&[tags(&[]), Value::Null]);
5517 assert!(!column.is_null_at(0), "an empty map is a row that is there");
5518 assert!(column.is_null_at(1));
5519 assert_eq!(column.value_at(0), tags(&[]));
5520 assert_eq!(column.value_at(1), Value::Null);
5521 assert_eq!(column.value_at(0).to_string(), "{}");
5522 assert_eq!(column.value_at(1).to_string(), "NULL");
5523 }
5524
5525 /// A map prints `{a=b}` and a struct prints `{'a': b}`, both measured off the pin. They share a
5526 /// layout and they cannot share a printer, which is the one thing about this composition that does
5527 /// not fall out of it.
5528 #[test]
5529 fn a_map_prints_with_equals_signs_and_a_struct_prints_with_quoted_names() {
5530 assert_eq!(tags(&[("a", "b"), ("c", "d")]).to_string(), "{a=b, c=d}");
5531 assert_eq!(pair(1, "x").to_string(), "{'a': 1, 'b': x}");
5532 let numbers = Value::map(
5533 LogicalType::Integer,
5534 LogicalType::Integer,
5535 vec![(Value::Integer(1), Value::Integer(3)), (Value::Integer(2), Value::Integer(4))],
5536 );
5537 assert_eq!(numbers.to_string(), "{1=3, 2=4}");
5538 let null_value = Value::map(
5539 LogicalType::Varchar,
5540 LogicalType::Varchar,
5541 vec![(Value::Varchar("x".to_string()), Value::Null)],
5542 );
5543 assert_eq!(null_value.to_string(), "{x=NULL}");
5544 }
5545
5546 /// A map inherits the list's cut and the list's gather, which is the payoff for storing it as one.
5547 /// Neither of these is code written for maps and both of them are worth a test that says the
5548 /// inheritance works, since the type is rewritten on the way through and a form that came back as a
5549 /// list would still read.
5550 #[test]
5551 fn cutting_and_gathering_a_map_keeps_it_a_map() {
5552 let rows: Vec<Value> =
5553 (0..16).map(|row| tags(&[("k", if row % 2 == 0 { "e" } else { "o" })])).collect();
5554 let column = tag_column(&rows);
5555
5556 let cut = column.slice(4, 3).unwrap();
5557 assert!(matches!(cut.logical_type(), LogicalType::Map(_, _)), "still a map after a cut");
5558 assert_eq!(cut.iter().collect::<Vec<_>>(), rows[4..7]);
5559 // The child was not cut, the same as for a list, which is what makes the cut eight bytes a row.
5560 assert_eq!(cut.map_parts().expect("a map").1.len(), 16);
5561
5562 let picked = column.gather(&[3, 0, 3]).unwrap();
5563 assert!(matches!(picked.logical_type(), LogicalType::Map(_, _)));
5564 assert_eq!(
5565 picked.iter().collect::<Vec<_>>(),
5566 [rows[3].clone(), rows[0].clone(), rows[3].clone()]
5567 );
5568 let past = column.gather(&[0, 99]).unwrap();
5569 assert_eq!(past.value_at(1), Value::Null);
5570 }
5571
5572 #[test]
5573 fn a_map_built_from_two_columns_pairs_them_by_position() {
5574 let keys = Vector::from_values(
5575 LogicalType::Varchar,
5576 &[Value::Varchar("a".to_string()), Value::Varchar("c".to_string())],
5577 )
5578 .unwrap();
5579 let values = Vector::from_values(
5580 LogicalType::Varchar,
5581 &[Value::Varchar("b".to_string()), Value::Varchar("d".to_string())],
5582 )
5583 .unwrap();
5584 let column = Vector::map(vec![(0, 2), (2, 0)], keys, values).expect("two rows");
5585 assert_eq!(column.len(), 2);
5586 assert_eq!(
5587 column.logical_type(),
5588 &LogicalType::map(LogicalType::Varchar, LogicalType::Varchar)
5589 );
5590 assert_eq!(column.value_at(0), tags(&[("a", "b"), ("c", "d")]));
5591 assert_eq!(column.value_at(1), tags(&[]));
5592 // The entry check the list constructor does is the one a map gets, so an entry past the end of
5593 // the pair of columns is refused here too rather than read as somebody else's keys.
5594 let short =
5595 Vector::from_values(LogicalType::Varchar, &[Value::Varchar("a".to_string())]).unwrap();
5596 let other =
5597 Vector::from_values(LogicalType::Varchar, &[Value::Varchar("b".to_string())]).unwrap();
5598 assert!(Vector::map(vec![(0, 9)], short, other).is_err(), "an entry past the end");
5599 }
5600
5601 /// `map_parts` is about the logical type and `list_parts` is about the layout, so a list has to
5602 /// decline the first and a map has to answer the second. Getting that backwards would let a kernel
5603 /// written for maps read a list of two field structs as if it were one.
5604 #[test]
5605 fn a_list_is_not_a_map_however_much_its_child_looks_like_one() {
5606 let pairs = Value::List { element: pair_type(), values: vec![pair(1, "x")] };
5607 let column =
5608 Vector::from_values(LogicalType::list(pair_type()), std::slice::from_ref(&pairs))
5609 .unwrap();
5610 assert!(column.map_parts().is_none(), "a list of structs is a list");
5611 assert!(column.list_parts().is_some());
5612 let map = tag_column(&[tags(&[("a", "b")])]);
5613 assert!(map.map_parts().is_some());
5614 assert!(map.list_parts().is_some(), "a map has a list's layout and says so");
5615 }
5616
5617 /// A struct row is not bytes and not an integer, and it stays that way when it has exactly one
5618 /// integer field, which is the case where answering about the field would look reasonable and would
5619 /// be a hash keyed on the wrong thing.
5620 #[test]
5621 fn the_scalar_readers_decline_a_struct_of_one_integer_field() {
5622 let ty = LogicalType::Struct(vec![Field::new("a", LogicalType::Integer)]);
5623 let row = Value::Struct(vec![("a".to_string(), Value::Integer(7))]);
5624 let column = Vector::from_values(ty, &[row]).unwrap();
5625 assert_eq!(column.signed_at(0), None);
5626 assert_eq!(column.bytes_at(0), None);
5627 assert_eq!(column.data(), None);
5628 }
5629
5630 #[test]
5631 fn a_clustered_column_becomes_runs_and_reads_back_the_same() {
5632 let mut values = Vec::new();
5633 for (value, times) in [(7, 400), (8, 300), (7, 324)] {
5634 values.extend(std::iter::repeat_n(value, times));
5635 }
5636 let flat = integers(&values);
5637 let runs = flat.run_encoded().unwrap();
5638 assert_eq!(runs.form(), Form::Rle);
5639 assert_eq!(runs.run_parts().expect("runs").0, [400, 700, 1024]);
5640 assert_eq!(runs.len(), flat.len());
5641 assert_eq!(runs.iter().collect::<Vec<_>>(), flat.iter().collect::<Vec<_>>());
5642 assert!(
5643 runs.footprint() * 10 < flat.footprint(),
5644 "three runs against a thousand rows: {} against {}",
5645 runs.footprint(),
5646 flat.footprint()
5647 );
5648 }
5649
5650 /// The check is worth having in both directions. A form that is only ever bigger than what it
5651 /// replaced is a form that costs a pass over the column to decide not to use.
5652 #[test]
5653 fn a_column_that_does_not_repeat_is_left_flat() {
5654 let flat = integers(&(0..1024).collect::<Vec<i32>>());
5655 assert_eq!(flat.run_encoded().unwrap().form(), Form::Flat);
5656 // Two runs over four rows is exactly break even on a four byte column, and break even is
5657 // not a reason to change form.
5658 assert_eq!(integers(&[1, 1, 2, 2]).run_encoded().unwrap().form(), Form::Flat);
5659 assert_eq!(integers(&[1, 1, 1, 2, 2]).run_encoded().unwrap().form(), Form::Rle);
5660 }
5661
5662 #[test]
5663 fn two_nulls_beside_each_other_are_one_run_and_a_null_between_two_equals_is_a_break() {
5664 let mut values = vec![Value::Integer(4), Value::Integer(4)];
5665 values.extend([Value::Null, Value::Null, Value::Null]);
5666 values.extend(std::iter::repeat_n(Value::Integer(4), 5));
5667 let flat = Vector::from_values(LogicalType::Integer, &values).unwrap();
5668 let runs = flat.run_encoded().unwrap();
5669 assert_eq!(runs.run_parts().expect("runs").0, [2, 5, 10]);
5670 assert_eq!(runs.iter().collect::<Vec<_>>(), values);
5671 }
5672
5673 #[test]
5674 fn slicing_runs_keeps_them_runs_and_cuts_the_first_and_last_one_back() {
5675 let flat = integers(&[1, 1, 1, 1, 2, 2, 2, 2, 3, 3, 3, 3]);
5676 let runs = flat.run_encoded().unwrap();
5677 let piece = runs.slice(3, 6).unwrap();
5678 assert_eq!(piece.form(), Form::Rle, "the form is the whole point");
5679 assert_eq!(piece.run_parts().expect("runs").0, [1, 5, 6]);
5680 assert_eq!(
5681 piece.iter().collect::<Vec<_>>(),
5682 flat.slice(3, 6).unwrap().iter().collect::<Vec<_>>()
5683 );
5684 assert_eq!(runs.slice(0, 0).unwrap().len(), 0);
5685 assert_eq!(runs.slice(0, 12).unwrap().form(), Form::Rle);
5686 }
5687
5688 #[test]
5689 fn gathering_out_of_runs_walks_to_the_values_the_way_it_walks_a_dictionary() {
5690 let mut values = vec![Value::Varchar("red".into()); 4];
5691 values.extend([Value::Null, Value::Null, Value::Null]);
5692 values.extend(vec![Value::Varchar("blue".into()); 4]);
5693 let runs =
5694 Vector::from_values(LogicalType::Varchar, &values).unwrap().run_encoded().unwrap();
5695 assert_eq!(runs.form(), Form::Rle);
5696 let picked = runs.gather(&[8, 0, 5, 2]).unwrap();
5697 assert_eq!(picked.form(), Form::Flat, "a gather copies, whatever it gathered from");
5698 assert_eq!(
5699 picked.iter().collect::<Vec<_>>(),
5700 [values[8].clone(), values[0].clone(), Value::Null, values[2].clone()]
5701 );
5702 assert_eq!(runs.text_at(1), Some("red"));
5703 assert_eq!(runs.text_at(5), None, "a null has no text");
5704 assert_eq!(runs.flatten().unwrap().iter().collect::<Vec<_>>(), values);
5705 }
5706
5707 /// A run length vector over a run length vector turns one search per row into two, and there is
5708 /// nothing in the engine that builds one, so it is refused rather than composed.
5709 #[test]
5710 fn runs_of_runs_are_refused_and_runs_of_a_dictionary_are_not() {
5711 let inner = integers(&[1, 1, 1, 1, 2]).run_encoded().unwrap();
5712 assert_eq!(inner.form(), Form::Rle);
5713 let error = Vector::runs(vec![2, 8], inner).unwrap_err();
5714 assert!(error.to_string().contains("runs of runs"), "{error}");
5715
5716 let words = Vector::from_values(
5717 LogicalType::Varchar,
5718 &[Value::Varchar("red".into()), Value::Varchar("blue".into())],
5719 )
5720 .unwrap();
5721 let dictionary = Vector::dictionary(vec![1, 0], words).unwrap();
5722 let stacked = Vector::runs(vec![4, 9], dictionary).unwrap();
5723 assert_eq!(stacked.len(), 9);
5724 assert_eq!(stacked.value_at(3), Value::Varchar("blue".into()));
5725 assert_eq!(stacked.value_at(4), Value::Varchar("red".into()));
5726 }
5727
5728 #[test]
5729 fn run_ends_have_to_increase_and_there_is_one_value_for_each_of_them() {
5730 let values = integers(&[1, 2]);
5731 assert!(Vector::runs(vec![4], values.clone()).is_err(), "two values and one run");
5732 assert!(Vector::runs(vec![4, 4], values.clone()).is_err(), "an end that repeats");
5733 assert!(Vector::runs(vec![4, 2], values.clone()).is_err(), "an end that goes backwards");
5734 assert!(Vector::runs(vec![0, 2], values.clone()).is_err(), "a first run holding no rows");
5735 assert_eq!(Vector::runs(vec![4, 9], values).unwrap().len(), 9);
5736 }
5737
5738 #[test]
5739 fn a_form_that_is_already_compact_is_left_where_it_is() {
5740 let constant = Vector::constant(LogicalType::Integer, Value::Integer(1), 1000);
5741 assert_eq!(constant.run_encoded().unwrap().form(), Form::Constant);
5742 assert_eq!(Vector::sequence(0, 1, 1000).run_encoded().unwrap().form(), Form::Sequence);
5743 }
5744
5745 /// What makes one accessor cover both forms. A dictionary hands back the codes it stores and a
5746 /// run length vector works the same numbers out, and a kernel writing `values[at[row]]` reads
5747 /// the same rows out of either.
5748 #[test]
5749 fn both_forms_that_point_somewhere_hand_back_a_position_per_row() {
5750 let words = Vector::from_values(
5751 LogicalType::Varchar,
5752 &[Value::Varchar("red".into()), Value::Varchar("blue".into())],
5753 )
5754 .unwrap();
5755 let runs = Vector::runs(vec![3, 5], words.clone()).unwrap();
5756 let (at, values) = runs.positions().expect("runs point somewhere");
5757 assert_eq!(at.as_ref(), [0, 0, 0, 1, 1]);
5758 assert_eq!(values.value_at(at[3] as usize), runs.value_at(3));
5759
5760 let dictionary = Vector::dictionary(vec![1, 0, 1], words).unwrap();
5761 let (at, values) = dictionary.positions().expect("a dictionary points somewhere");
5762 assert_eq!(at.as_ref(), [1, 0, 1]);
5763 assert_eq!(values.value_at(at[0] as usize), dictionary.value_at(0));
5764
5765 assert!(integers(&[1, 2, 3]).positions().is_none(), "a flat vector points at itself");
5766 assert!(Vector::sequence(0, 1, 4).positions().is_none(), "a sequence stores nothing");
5767 }
5768
5769 #[test]
5770 fn slicing_a_dictionary_keeps_it_a_dictionary_where_gathering_would_not() {
5771 let values = Vector::from_values(
5772 LogicalType::Varchar,
5773 &[Value::Varchar("red".into()), Value::Varchar("blue".into())],
5774 )
5775 .unwrap();
5776 let vector = Vector::dictionary(vec![0, 1, 1, 0, 1], values).unwrap();
5777
5778 let piece = vector.slice(1, 3).unwrap();
5779 assert_eq!(piece.form(), Form::Dictionary, "the form is the whole point");
5780 assert_eq!(piece.len(), 3);
5781 assert_eq!(
5782 piece.iter().collect::<Vec<_>>(),
5783 [
5784 Value::Varchar("blue".into()),
5785 Value::Varchar("blue".into()),
5786 Value::Varchar("red".into())
5787 ]
5788 );
5789 assert_eq!(vector.gather(&[1, 2, 3]).unwrap().form(), Form::Flat, "which a gather loses");
5790 }
5791
5792 #[test]
5793 fn slicing_a_dictionary_shares_the_dictionary_rather_than_copying_it() {
5794 // The assertion is about the address and not about the values, because the values were
5795 // right when the dictionary was copied too. A page holds one dictionary and is cut into a
5796 // chunk of codes at a time, so copying the dictionary here is a copy of every string in it
5797 // per chunk, and on a read of a ClickBench partition it was ten percent of the cycles.
5798 let values = Vector::from_values(
5799 LogicalType::Varchar,
5800 &[Value::Varchar("red".into()), Value::Varchar("blue".into())],
5801 )
5802 .unwrap();
5803 let vector = Vector::dictionary(vec![0, 1, 1, 0, 1], values).unwrap();
5804 let Body::Dictionary { values: whole, .. } = &vector.body else {
5805 panic!("a dictionary vector holds a dictionary");
5806 };
5807
5808 let piece = vector.slice(1, 3).unwrap();
5809 let Body::Dictionary { codes, values: cut, .. } = &piece.body else {
5810 panic!("a slice of a dictionary is a dictionary");
5811 };
5812 assert!(Arc::ptr_eq(whole, cut), "the cut copied the dictionary");
5813 assert_eq!(codes.as_slice(), &[1, 1, 0], "the codes are the part that is cut");
5814
5815 // And a cut of a cut shares it too, since that is what a scan does to a page it reads twice.
5816 let again = piece.slice(1, 2).unwrap();
5817 let Body::Dictionary { values: cut, .. } = &again.body else {
5818 panic!("a slice of a slice of a dictionary is a dictionary");
5819 };
5820 assert!(Arc::ptr_eq(whole, cut), "the second cut copied the dictionary");
5821 assert_eq!(
5822 again.iter().collect::<Vec<_>>(),
5823 [Value::Varchar("blue".into()), Value::Varchar("red".into())]
5824 );
5825 }
5826
5827 /// A parent column read for a link join, and the copy per chunk that not paging it was.
5828 ///
5829 /// The path is the one a kernel takes. A link join emits [`Body::Gathered`] over the parent and
5830 /// reads nothing, and the kernel that first wants the values flattens it, which is where the
5831 /// arena is either taken by handle or copied out of. The arena was already behind an `Arc`
5832 /// before this and every flatten still copied every byte it reached, because the question
5833 /// [`Buffer::is_shared`] answers is about the store inside the `Arc` rather than the `Arc`. On
5834 /// TPC-H q12 that was fourteen hundred copies a query out of a column of five distinct values.
5835 #[test]
5836 fn flattening_a_gather_off_a_paged_parent_takes_the_arena_rather_than_copying_it() {
5837 let arena = Arc::new(Buffer::from_vec(b"1-URGENT2-HIGH".to_vec()));
5838 let views = vec![
5839 StringView::over(b"1-URGENT", 0),
5840 StringView::over(b"2-HIGH", 8),
5841 StringView::over(b"1-URGENT", 0),
5842 ];
5843 let built = Vector::string_views(LogicalType::Varchar, views, arena).unwrap();
5844 let owned = match &built.body {
5845 Body::Views { arena, .. } => arena.is_shared(),
5846 _ => panic!("string views are a views body"),
5847 };
5848 assert!(!owned, "concat builds an arena rather than reading one, so it starts owned");
5849
5850 let bytes = |vector: &Vector| match &vector.body {
5851 Body::Views { arena, .. } => arena.as_slice().as_ptr() as usize,
5852 Body::Flat(Data::Varlen(column)) => column.arena().as_ptr() as usize,
5853 _ => panic!("a string vector holds string bytes"),
5854 };
5855 let gathered = |parent: &Vector| {
5856 Vector::gathered(Arc::new(parent.clone()), Arc::new(vec![1, 0])).unwrap()
5857 };
5858
5859 // Built again rather than cloned, because a clone would be a second holder of the arena and
5860 // paging would decline it, which is the case the test below this one is about.
5861 let paged = Vector::string_views(
5862 LogicalType::Varchar,
5863 built.shared_views().unwrap().0.to_vec(),
5864 Arc::new(Buffer::from_vec(b"1-URGENT2-HIGH".to_vec())),
5865 )
5866 .unwrap()
5867 .into_pages();
5868 assert_eq!(
5869 bytes(&gathered(&paged).flatten().unwrap()),
5870 bytes(&paged),
5871 "a flatten off a page shares the arena"
5872 );
5873 assert_ne!(
5874 bytes(&gathered(&built).flatten().unwrap()),
5875 bytes(&built),
5876 "and off an owned arena it copies, which is what this changed"
5877 );
5878 assert_eq!(
5879 gathered(&paged).flatten().unwrap().iter().collect::<Vec<_>>(),
5880 [Value::Varchar("2-HIGH".into()), Value::Varchar("1-URGENT".into())]
5881 );
5882 }
5883
5884 /// An arena somebody else is still holding is left as it was, because the only way to page it
5885 /// would be to copy it and a copy is the thing the caller asked not to pay for.
5886 #[test]
5887 fn paging_a_string_column_whose_arena_has_another_holder_leaves_it_alone() {
5888 let arena = Arc::new(Buffer::from_vec(b"red".to_vec()));
5889 let vector =
5890 Vector::string_views(LogicalType::Varchar, vec![StringView::over(b"red", 0)], arena)
5891 .unwrap();
5892 // The clone is the other holder: both vectors point at the one arena.
5893 let paged = vector.clone().into_pages();
5894 match &paged.body {
5895 Body::Views { arena, .. } => assert!(!arena.is_shared(), "it was not ours to move"),
5896 _ => panic!("string views are a views body"),
5897 }
5898 assert_eq!(paged.iter().collect::<Vec<_>>(), [Value::Varchar("red".into())]);
5899 }
5900
5901 /// Once the codes are a page, a cut and a clone of a coded column point at the same codes, which
5902 /// is what a scan does to every page of a dictionary encoded Parquet column.
5903 #[test]
5904 fn a_paged_dictionary_shares_its_codes_with_its_cuts_and_clones() {
5905 let values = Vector::from_values(
5906 LogicalType::Varchar,
5907 &[Value::Varchar("red".into()), Value::Varchar("blue".into())],
5908 )
5909 .unwrap();
5910 let vector = Vector::dictionary(vec![0, 1, 1, 0, 1], values).unwrap().into_pages();
5911 let codes = |vector: &Vector| match &vector.body {
5912 Body::Dictionary { codes, .. } => codes.as_slice().as_ptr() as usize,
5913 _ => panic!("a dictionary vector holds a dictionary"),
5914 };
5915 assert_eq!(codes(&vector.slice(1, 3).unwrap()), codes(&vector) + 4, "the cut copied");
5916 assert_eq!(codes(&vector.clone()), codes(&vector), "the clone copied");
5917 assert_eq!(
5918 vector.slice(1, 3).unwrap().iter().collect::<Vec<_>>(),
5919 [
5920 Value::Varchar("blue".into()),
5921 Value::Varchar("blue".into()),
5922 Value::Varchar("red".into())
5923 ]
5924 );
5925 }
5926
5927 #[test]
5928 fn a_slice_carries_the_nulls_that_were_in_its_range_and_not_the_others() {
5929 let vector =
5930 integers(&[1, 2, 3, 4]).with_validity(Validity::from_run(&[false, true, false, true]));
5931 let piece = vector.slice(1, 2).unwrap();
5932 assert!(piece.validity().is_valid(0));
5933 assert!(!piece.validity().is_valid(1));
5934 assert_eq!(piece.value_at(1), Value::Null);
5935 }
5936
5937 #[test]
5938 fn slicing_a_sequence_moves_its_start_rather_than_writing_the_values_out() {
5939 let vector = Vector::sequence(100, 5, 10);
5940 let piece = vector.slice(3, 4).unwrap();
5941 assert_eq!(piece.form(), Form::Sequence);
5942 assert_eq!(
5943 piece.iter().collect::<Vec<_>>(),
5944 [Value::BigInt(115), Value::BigInt(120), Value::BigInt(125), Value::BigInt(130)]
5945 );
5946 }
5947
5948 #[test]
5949 fn slicing_a_constant_is_a_shorter_constant() {
5950 let vector = Vector::constant(LogicalType::Integer, Value::Integer(9), 8);
5951 let piece = vector.slice(2, 3).unwrap();
5952 assert_eq!(piece.form(), Form::Constant);
5953 assert_eq!(piece.len(), 3);
5954 assert_eq!(piece.value_at(2), Value::Integer(9));
5955 }
5956
5957 #[test]
5958 fn slicing_the_whole_vector_hands_it_back_as_it_was() {
5959 let vector = integers(&[1, 2, 3]);
5960 assert_eq!(
5961 vector.slice(0, 3).unwrap().iter().collect::<Vec<_>>(),
5962 [Value::Integer(1), Value::Integer(2), Value::Integer(3)]
5963 );
5964 }
5965
5966 /// The short way through a gather, a flat run with no nulls, answers what the long way does,
5967 /// and a position past the end still takes the long way and comes back null.
5968 #[test]
5969 fn a_gather_off_a_flat_run_with_no_nulls_answers_what_the_general_copy_does() {
5970 let rows: Vec<i32> = (0..50).map(|row| row * 3 - 20).collect();
5971 let vector = integers(&rows);
5972 let positions: Vec<u32> = [49, 0, 7, 7, 31, 2].into_iter().collect();
5973 let gathered = vector.gather(&positions).unwrap();
5974 assert_eq!(gathered.form(), Form::Flat);
5975 assert_eq!(
5976 gathered.iter().collect::<Vec<_>>(),
5977 positions.iter().map(|&at| Value::Integer(rows[at as usize])).collect::<Vec<_>>()
5978 );
5979 let past = vector.gather(&[3, 50]).unwrap();
5980 assert_eq!(past.iter().collect::<Vec<_>>(), [Value::Integer(-11), Value::Null]);
5981 }
5982
5983 #[test]
5984 fn cutting_a_flat_body_answers_what_gathering_the_same_rows_answers() {
5985 // The cut of a flat body used to be written as a gather over the positions in the range,
5986 // and it is now a run copied out, so the two have to keep saying the same thing. Every
5987 // start and every length, with nulls in the range and out of it, since the validity is the
5988 // half of this that changed shape.
5989 let rows: Vec<i32> = (0..70).collect();
5990 let valid: Vec<bool> = (0..70).map(|row| row % 7 != 0 && row % 11 != 3).collect();
5991 let vector = integers(&rows).with_validity(Validity::from_run(&valid));
5992 for at in 0..70usize {
5993 for len in 0..=(70 - at) {
5994 let cut = vector.slice(at, len).unwrap();
5995 let positions: Vec<u32> = (at..at + len).map(|row| row as u32).collect();
5996 let gathered = vector.gather(&positions).unwrap();
5997 assert_eq!(cut.len(), len, "rows {at} to {}", at + len);
5998 assert_eq!(
5999 cut.iter().collect::<Vec<_>>(),
6000 gathered.iter().collect::<Vec<_>>(),
6001 "rows {at} to {}",
6002 at + len
6003 );
6004 }
6005 }
6006 }
6007
6008 /// The flat body used to be the one form of a vector whose cut cost an allocation and a copy,
6009 /// and it is not any more when its buffer is a run inside a page. Asserted on the address,
6010 /// because the values are the same either way and the address is the whole claim.
6011 #[test]
6012 fn cutting_a_flat_body_over_a_page_does_not_copy_it() {
6013 let page = Arc::new((0i64..64).collect::<Vec<_>>());
6014 let address = page.as_ptr() as usize;
6015 let data = Data::Int64(Buffer::from_arc(Arc::clone(&page)));
6016 let vector = Vector::flat(LogicalType::BigInt, data).unwrap();
6017 let cut = vector.slice(16, 8).unwrap();
6018 assert_eq!(cut.form(), Form::Flat);
6019 assert_eq!(cut.len(), 8);
6020 let Some(Data::Int64(run)) = cut.data() else {
6021 panic!("the layout changed under the test")
6022 };
6023 assert!(run.is_shared(), "the cut copied the run out of the page");
6024 assert_eq!(run.as_slice().as_ptr() as usize, address + 16 * 8);
6025 assert_eq!(run.as_slice(), &(16i64..24).collect::<Vec<_>>()[..]);
6026 assert_eq!(cut.value_at(0), Value::BigInt(16));
6027 // And the same cut of an owned run says the same thing, by copying it.
6028 let owned = Vector::flat(LogicalType::BigInt, Data::Int64((0i64..64).collect())).unwrap();
6029 let copied = owned.slice(16, 8).unwrap();
6030 let Some(Data::Int64(run)) = copied.data() else {
6031 panic!("the layout changed under the test")
6032 };
6033 assert!(!run.is_shared());
6034 assert_eq!(run.as_slice(), &(16i64..24).collect::<Vec<_>>()[..]);
6035 }
6036
6037 /// `into_pages` is how a producer says its values will be handed out many times. A flat body is
6038 /// the form it changes, and after it a copy of the vector is a reference count bump.
6039 #[test]
6040 fn a_vector_over_pages_is_copied_and_cut_without_its_values_moving() {
6041 let vector = integers(&[1, 2, 3, 4, 5, 6, 7, 8]).into_pages();
6042 let address = |vector: &Vector| match vector.data() {
6043 Some(Data::Int32(values)) => values.as_slice().as_ptr() as usize,
6044 _ => panic!("the layout changed under the test"),
6045 };
6046 let stored = address(&vector);
6047 assert_eq!(address(&vector.clone()), stored, "a copy moved the values");
6048 assert_eq!(address(&vector.slice(2, 4).unwrap()), stored + 2 * 4, "a cut moved the values");
6049 assert_eq!(
6050 vector.slice(2, 4).unwrap().iter().collect::<Vec<_>>(),
6051 [Value::Integer(3), Value::Integer(4), Value::Integer(5), Value::Integer(6)]
6052 );
6053 // Twice is not two pages.
6054 assert_eq!(address(&vector.clone().into_pages()), stored);
6055 }
6056
6057 /// A cut, a gather and a flatten of a string column over a page all move views and no bytes.
6058 ///
6059 /// This is the string half of the paging that `a_vector_over_pages_is_copied_and_cut_without_
6060 /// its_values_moving` checks for a fixed width column, and it is worth its own test because a
6061 /// string column is two allocations rather than one: the cut that matters is the payload
6062 /// staying where it is while the views move.
6063 #[test]
6064 fn a_string_column_over_a_page_is_cut_and_gathered_without_its_payload_moving() {
6065 let long = ["the first of the long strings", "the second one", "and a third long one here"];
6066 let mut built = StringColumn::with_capacity(long.len());
6067 for text in long {
6068 built.push(text);
6069 }
6070 let vector = Vector::flat(LogicalType::Varchar, Data::Varlen(built.into_page())).unwrap();
6071 let payload = |vector: &Vector| match vector.data() {
6072 Some(Data::Varlen(column)) => column.arena().as_ptr() as usize,
6073 _ => panic!("the layout changed under the test"),
6074 };
6075 let stored = payload(&vector);
6076 let cut = vector.slice(1, 2).unwrap();
6077 assert_eq!(payload(&cut), stored, "a cut moved the payload");
6078 assert_eq!(cut.text_at(0), Some(long[1]));
6079 assert_eq!(cut.text_at(1), Some(long[2]));
6080 let gathered = vector.gather(&[2, 0]).unwrap();
6081 assert_eq!(payload(&gathered), stored, "a gather moved the payload");
6082 assert_eq!(gathered.text_at(0), Some(long[2]));
6083 assert_eq!(gathered.text_at(1), Some(long[0]));
6084 // And the same column with its own arena still copies, because sharing an owned arena
6085 // means cloning every byte of it including the bytes nobody asked for.
6086 let mut owned = StringColumn::with_capacity(long.len());
6087 for text in long {
6088 owned.push(text);
6089 }
6090 let held = Vector::flat(LogicalType::Varchar, Data::Varlen(owned)).unwrap();
6091 let copied = held.slice(1, 2).unwrap();
6092 assert_ne!(payload(&copied), payload(&held), "an owned payload was shared");
6093 assert_eq!(copied.text_at(0), Some(long[1]));
6094 }
6095
6096 /// A flatten gives up the form and not the sharing. The views form is already views over an
6097 /// arena, so flattening one over a page is the views and nothing else, and the flat column
6098 /// that comes out reads the same strings out of the same bytes.
6099 #[test]
6100 fn flattening_string_views_over_a_page_keeps_the_page() {
6101 let mut built = StringColumn::with_capacity(2);
6102 built.push("a string too long to sit inside a view");
6103 built.push("another string that is also too long");
6104 let (views, arena) = built.into_page().into_parts();
6105 let stored = arena.as_slice().as_ptr() as usize;
6106 let vector = Vector::string_views(LogicalType::Varchar, views, Arc::new(arena)).unwrap();
6107 assert_eq!(vector.form(), Form::StringView);
6108 let flat = vector.flatten().unwrap();
6109 assert_eq!(flat.form(), Form::Flat);
6110 let Some(Data::Varlen(column)) = flat.data() else {
6111 panic!("the layout changed under the test")
6112 };
6113 assert_eq!(column.arena().as_ptr() as usize, stored, "the flatten moved the payload");
6114 assert_eq!(flat.text_at(0), Some("a string too long to sit inside a view"));
6115 assert_eq!(flat.text_at(1), Some("another string that is also too long"));
6116 }
6117
6118 /// Every form that is not flat already shares what is expensive, so this is a no op on them and
6119 /// in particular does not flatten anything. A form that came back flat would be a column that
6120 /// lost its encoding on the way into a table.
6121 #[test]
6122 fn putting_a_vector_on_pages_does_not_change_any_other_form() {
6123 let dictionary = Vector::dictionary(
6124 vec![0, 1, 0, 1],
6125 Vector::from_values(
6126 LogicalType::Varchar,
6127 &[Value::Varchar("a".into()), Value::Varchar("b".into())],
6128 )
6129 .unwrap(),
6130 )
6131 .unwrap();
6132 let cases = [
6133 Vector::constant(LogicalType::Integer, Value::Integer(9), 4),
6134 Vector::sequence(4, 0, 1),
6135 dictionary,
6136 ];
6137 for vector in cases {
6138 let form = vector.form();
6139 let paged = vector.clone().into_pages();
6140 assert_eq!(paged.form(), form, "{form:?} changed form");
6141 assert_eq!(paged.iter().collect::<Vec<_>>(), vector.iter().collect::<Vec<_>>());
6142 }
6143 }
6144
6145 #[test]
6146 fn cutting_a_flat_string_column_answers_what_gathering_it_answers() {
6147 // The string layout is the one whose cut is still a loop, and it is also the one where a
6148 // row is a view into an arena rather than a slot, so it gets the same treatment separately.
6149 // Both inline and out of line strings, since they are copied by different paths.
6150 let rows: Vec<String> =
6151 (0..40).map(|row| "x".repeat(row % 30) + &row.to_string()).collect();
6152 let values: Vec<Value> = rows.iter().map(|row| Value::Varchar(row.clone())).collect();
6153 let vector = Vector::from_values(LogicalType::Varchar, &values).unwrap().flatten().unwrap();
6154 assert_eq!(vector.form(), Form::Flat, "the cut under test is the flat one");
6155 for at in 0..40usize {
6156 for len in 0..=(40 - at) {
6157 let cut = vector.slice(at, len).unwrap();
6158 let positions: Vec<u32> = (at..at + len).map(|row| row as u32).collect();
6159 let gathered = vector.gather(&positions).unwrap();
6160 assert_eq!(
6161 cut.iter().collect::<Vec<_>>(),
6162 gathered.iter().collect::<Vec<_>>(),
6163 "rows {at} to {}",
6164 at + len
6165 );
6166 }
6167 }
6168 }
6169
6170 #[test]
6171 fn a_slice_past_the_end_is_an_error_rather_than_a_short_vector() {
6172 let error = integers(&[1, 2, 3]).slice(2, 2).unwrap_err();
6173 assert!(error.to_string().contains("of a vector of 3"), "{error}");
6174 }
6175
6176 #[test]
6177 fn the_vector_size_is_the_one_the_design_is_built_around() {
6178 // 8192, which is four times DuckDB's 2048, measured in #480 against 1024, 2048, 4096 and
6179 // 32768. What the rest of the code assumes about it is not the value but the shape: a
6180 // multiple of 1024, which is the FastLanes unit and is what makes a validity mask a whole
6181 // number of u64 words with none of them half used.
6182 assert_eq!(VECTOR_SIZE, 8192);
6183 assert_eq!(VECTOR_SIZE % 1024, 0);
6184 assert_eq!(VECTOR_SIZE % 64, 0);
6185 assert_eq!(VECTOR_SIZE / 64, 128, "the words in a validity mask");
6186 }
6187
6188 #[test]
6189 fn a_flat_vector_reads_back_what_was_put_in_it() {
6190 let vector = integers(&[1, 2, 3]);
6191 assert_eq!(vector.form(), Form::Flat);
6192 assert_eq!(vector.len(), 3);
6193 assert_eq!(vector.value_at(1), Value::Integer(2));
6194 assert_eq!(
6195 vector.iter().collect::<Vec<_>>(),
6196 vec![Value::Integer(1), Value::Integer(2), Value::Integer(3)]
6197 );
6198 }
6199
6200 #[test]
6201 fn a_vector_built_from_values_reads_the_same_values_back() {
6202 let vector = Vector::from_values(
6203 LogicalType::Varchar,
6204 &[
6205 Value::Varchar("a".to_string()),
6206 Value::Null,
6207 Value::Varchar("a string too long to sit inside a view".to_string()),
6208 ],
6209 )
6210 .expect("strings and a null");
6211 assert_eq!(vector.len(), 3);
6212 assert_eq!(vector.value_at(0), Value::Varchar("a".to_string()));
6213 assert_eq!(vector.value_at(1), Value::Null);
6214 assert_eq!(
6215 vector.value_at(2),
6216 Value::Varchar("a string too long to sit inside a view".to_string())
6217 );
6218 }
6219
6220 /// A null still occupies a position. If it did not then every value after it would read back
6221 /// one place to the left, which is the kind of bug that looks like a storage bug for a week.
6222 #[test]
6223 fn a_null_in_the_middle_does_not_move_the_values_after_it() {
6224 let vector = Vector::from_values(
6225 LogicalType::Integer,
6226 &[Value::Integer(1), Value::Null, Value::Integer(3)],
6227 )
6228 .expect("integers and a null");
6229 assert_eq!(vector.value_at(2), Value::Integer(3));
6230 assert!(vector.validity().has_nulls(3), "the middle one is null");
6231 }
6232
6233 #[test]
6234 fn a_value_the_type_cannot_hold_is_refused() {
6235 let wrong = Vector::from_values(LogicalType::Integer, &[Value::Varchar("x".to_string())]);
6236 assert!(wrong.is_err(), "a string is not an integer");
6237 }
6238
6239 #[test]
6240 fn a_type_that_does_not_match_its_layout_is_refused_at_construction() {
6241 // One comparison here against a wrong answer read out three layers later.
6242 let wrong = Vector::flat(LogicalType::Varchar, Data::Int32(vec![1].into()));
6243 assert!(wrong.is_err());
6244 let right = Vector::flat(LogicalType::Date, Data::Int32(vec![1].into()));
6245 assert!(right.is_ok(), "a date is stored in an i32 and that has to be allowed");
6246 }
6247
6248 #[test]
6249 fn a_constant_vector_costs_one_value_whatever_its_length() {
6250 let vector = Vector::constant(LogicalType::Integer, Value::Integer(7), VECTOR_SIZE);
6251 assert_eq!(vector.form(), Form::Constant);
6252 assert_eq!(vector.len(), VECTOR_SIZE);
6253 assert_eq!(vector.value_at(0), Value::Integer(7));
6254 assert_eq!(vector.value_at(VECTOR_SIZE - 1), Value::Integer(7));
6255 assert_eq!(vector.value_at(VECTOR_SIZE), Value::Null, "past the end is null, not a panic");
6256 }
6257
6258 #[test]
6259 fn a_constant_null_is_all_invalid_without_being_told() {
6260 let vector = Vector::constant(LogicalType::Integer, Value::Null, 8);
6261 assert_eq!(vector.validity(), &Validity::AllInvalid);
6262 assert_eq!(vector.value_at(3), Value::Null);
6263 }
6264
6265 #[test]
6266 fn a_sequence_vector_is_sixteen_bytes_of_row_identifiers() {
6267 let vector = Vector::sequence(100, 1, VECTOR_SIZE);
6268 assert_eq!(vector.form(), Form::Sequence);
6269 assert_eq!(vector.value_at(0), Value::BigInt(100));
6270 assert_eq!(vector.value_at(923), Value::BigInt(1023));
6271 let stepped = Vector::sequence(0, 5, 4);
6272 assert_eq!(
6273 stepped.iter().collect::<Vec<_>>(),
6274 vec![Value::BigInt(0), Value::BigInt(5), Value::BigInt(10), Value::BigInt(15)]
6275 );
6276 }
6277
6278 #[test]
6279 fn a_dictionary_vector_reads_through_its_codes() {
6280 let mut column = StringColumn::new();
6281 column.push("red");
6282 column.push("green");
6283 let values = Vector::flat(LogicalType::Varchar, Data::Varlen(column)).unwrap();
6284 let vector = Vector::dictionary(vec![0, 1, 1, 0], values).unwrap();
6285 assert_eq!(vector.form(), Form::Dictionary);
6286 assert_eq!(vector.logical_type(), &LogicalType::Varchar);
6287 assert_eq!(vector.value_at(2), Value::Varchar("green".into()));
6288 assert_eq!(vector.len(), 4);
6289 }
6290
6291 /// The accessor a group by keys a string column through, which has to agree with `value_at` on
6292 /// every position or two rows holding one string end up in two groups.
6293 #[test]
6294 fn text_is_read_where_it_already_is_for_the_forms_that_store_it() {
6295 let mut column = StringColumn::new();
6296 column.push("red");
6297 column.push("green");
6298 column.push("");
6299 let flat = Vector::flat(LogicalType::Varchar, Data::Varlen(column)).unwrap();
6300 for index in 0..flat.len() {
6301 assert_eq!(flat.text_at(index).map(str::to_string), text_of(&flat.value_at(index)));
6302 }
6303 let dictionary = Vector::dictionary(vec![1, 0, 1, 2], flat).unwrap();
6304 for index in 0..dictionary.len() {
6305 assert_eq!(
6306 dictionary.text_at(index).map(str::to_string),
6307 text_of(&dictionary.value_at(index))
6308 );
6309 }
6310 assert_eq!(dictionary.text_at(4), None, "past the end");
6311 }
6312
6313 /// The forms and types that have no text to hand back, which a caller answers by falling back
6314 /// to `value_at`. A blob is the one that would be a correctness bug rather than a slow path,
6315 /// since its bytes are not required to be text and it is not a `VARCHAR` either way.
6316 #[test]
6317 fn text_is_refused_where_it_is_not_stored_as_itself() {
6318 let nulls =
6319 Vector::from_values(LogicalType::Varchar, &[Value::Varchar("red".into()), Value::Null])
6320 .unwrap();
6321 assert_eq!(nulls.text_at(0), Some("red"));
6322 assert_eq!(nulls.text_at(1), None, "a null has no text");
6323 let constant = Vector::constant(LogicalType::Varchar, Value::Varchar("red".into()), 3);
6324 assert_eq!(constant.text_at(0), None, "a constant is not stored per position");
6325 assert_eq!(integers(&[1, 2]).text_at(0), None, "an integer is not text");
6326 let mut bytes = StringColumn::new();
6327 bytes.push("red");
6328 let blob = Vector::flat(LogicalType::Blob, Data::Varlen(bytes)).unwrap();
6329 assert_eq!(blob.text_at(0), None, "a blob is not a varchar");
6330 }
6331
6332 /// The accessor a group by keys an integer column through, which has to agree with `value_at`
6333 /// on every position or two rows holding one number end up in two groups.
6334 #[test]
6335 fn a_signed_integer_is_read_where_it_already_is_for_the_forms_that_store_it() {
6336 let flat = integers(&[7, -3, 0, 2]);
6337 for index in 0..flat.len() {
6338 assert_eq!(flat.signed_at(index), signed_of(&flat.value_at(index)), "flat {index}");
6339 }
6340 let dictionary = Vector::dictionary(vec![1, 0, 3, 2], flat).unwrap();
6341 for index in 0..dictionary.len() {
6342 assert_eq!(
6343 dictionary.signed_at(index),
6344 signed_of(&dictionary.value_at(index)),
6345 "dictionary {index}"
6346 );
6347 }
6348 assert_eq!(dictionary.signed_at(4), None, "past the end");
6349
6350 let runs = Vector::runs(vec![2, 5], integers(&[4, 9])).unwrap();
6351 for index in 0..runs.len() {
6352 assert_eq!(runs.signed_at(index), signed_of(&runs.value_at(index)), "run {index}");
6353 }
6354 let constant = Vector::constant(LogicalType::BigInt, Value::BigInt(11), 3);
6355 assert_eq!(constant.signed_at(2), Some(11));
6356 let sequence = Vector::sequence(100, 5, 4);
6357 for index in 0..sequence.len() {
6358 assert_eq!(
6359 sequence.signed_at(index),
6360 signed_of(&sequence.value_at(index)),
6361 "sequence {index}"
6362 );
6363 }
6364 }
6365
6366 /// A window of a shared page packs exactly when the same rows owned would, and a range its
6367 /// type cannot hold at the width it needs stays flat rather than failing. A load of ClickBench
6368 /// `hits` hit both: its windows were judged by their share of the page, packed at 32 bits, and
6369 /// the packed form refused a range that ran past `i32::MAX`.
6370 #[test]
6371 fn a_window_of_a_page_packs_the_way_the_same_rows_owned_do() {
6372 let wide: Vec<i32> = (0..122_880)
6373 .map(|at| if at % 2 == 0 { i32::MIN + 5 + at } else { i32::MAX - 9 - at })
6374 .collect();
6375 let narrow: Vec<i32> = (0..122_880).map(|at| 1_000 + at % 200).collect();
6376 for values in [wide, narrow] {
6377 let page = integers(&values).into_pages();
6378 let window = page.slice(0, 8_192).unwrap();
6379 let owned = integers(&values[..8_192]);
6380 let packed_window = window.bit_packed().unwrap();
6381 let packed_owned = owned.bit_packed().unwrap();
6382 assert_eq!(
6383 packed_window.packed_parts().is_some(),
6384 packed_owned.packed_parts().is_some()
6385 );
6386 for at in [0, 1, 4_095, 8_191] {
6387 assert_eq!(packed_window.value_at(at), owned.value_at(at));
6388 }
6389 }
6390 }
6391
6392 /// The forms and types that have no integer to hand back, which a caller answers by falling
6393 /// back to `value_at`.
6394 #[test]
6395 fn a_signed_integer_is_refused_where_it_is_not_stored_as_itself() {
6396 let nulls =
6397 Vector::from_values(LogicalType::BigInt, &[Value::BigInt(4), Value::Null]).unwrap();
6398 assert_eq!(nulls.signed_at(0), Some(4));
6399 assert_eq!(nulls.signed_at(1), None, "a null is not a number");
6400 let packed = integers(&[1, 2, 3, 1]).bit_packed().unwrap();
6401 assert_eq!(packed.signed_at(0), Some(1), "a packed integer is read in code space");
6402 let mut bytes = StringColumn::new();
6403 bytes.push("red");
6404 let text = Vector::flat(LogicalType::Varchar, Data::Varlen(bytes)).unwrap();
6405 assert_eq!(text.signed_at(0), None, "a string is not a number");
6406 let double = Vector::flat(LogicalType::Double, Data::Float64(vec![1.5].into())).unwrap();
6407 assert_eq!(double.signed_at(0), None, "a double is not a signed integer");
6408 }
6409
6410 /// The block form has to agree with the row at a time form on every position of every shape it
6411 /// answers for, because a caller picks one of the two and a group by that read two different
6412 /// numbers for one row would put that row in two groups.
6413 #[test]
6414 fn a_block_of_signed_integers_holds_what_the_row_at_a_time_accessor_hands_back() {
6415 let mut out = Vec::new();
6416 let shapes = [
6417 integers(&[7, -3, 0, 2]),
6418 Vector::flat(LogicalType::Integer, Data::Int32(vec![5, -6, 7].into())).unwrap(),
6419 Vector::flat(LogicalType::SmallInt, Data::Int16(vec![1, -2].into())).unwrap(),
6420 Vector::flat(LogicalType::TinyInt, Data::Int8(vec![-128, 127].into())).unwrap(),
6421 Vector::constant(LogicalType::BigInt, Value::BigInt(11), 3),
6422 Vector::sequence(100, 5, 4),
6423 integers(&[1, 2, 3, 1]).bit_packed().unwrap(),
6424 Vector::dictionary(vec![1, 0, 1, 3], integers(&[7, -3, 0, 2])).unwrap(),
6425 Vector::dictionary(
6426 vec![2, 2, 0],
6427 Vector::flat(LogicalType::SmallInt, Data::Int16(vec![9, -9, 4].into())).unwrap(),
6428 )
6429 .unwrap(),
6430 ];
6431 for column in &shapes {
6432 assert!(column.signed_block(&mut out), "{:?} hands over a block", column.form());
6433 assert_eq!(out.len(), column.len(), "{:?} filled the whole chunk", column.form());
6434 for (index, &held) in out.iter().enumerate() {
6435 assert_eq!(
6436 Some(i128::from(held)),
6437 column.signed_at(index),
6438 "{:?} at {index}",
6439 column.form()
6440 );
6441 }
6442 }
6443 }
6444
6445 /// The gathered form reads what the row at a time accessor reads at the rows it is given, and
6446 /// refuses a row past the end and a vector that is not flat, leaving nothing behind.
6447 #[test]
6448 fn a_gather_of_signed_integers_holds_what_the_row_at_a_time_accessor_hands_back() {
6449 let mut out = Vec::new();
6450 let at = [0, 2, 2, 3];
6451 let shapes = [
6452 integers(&[7, -3, 0, 2]),
6453 Vector::flat(LogicalType::Integer, Data::Int32(vec![5, -6, 7, -8].into())).unwrap(),
6454 Vector::flat(LogicalType::TinyInt, Data::Int8(vec![-128, 127, 1, 0].into())).unwrap(),
6455 ];
6456 for column in &shapes {
6457 assert!(column.signed_gather(&at, &mut out), "{:?} is gathered", column.logical_type());
6458 let wanted: Vec<i64> = at
6459 .iter()
6460 .map(|&row| i64::try_from(column.signed_at(row as usize).unwrap()).unwrap())
6461 .collect();
6462 assert_eq!(out, wanted);
6463 }
6464 let short = integers(&[1, 2, 3]);
6465 assert!(!short.signed_gather(&at, &mut out), "row 3 is past the end");
6466 assert!(out.is_empty());
6467 assert!(!Vector::sequence(100, 5, 4).signed_gather(&at, &mut out));
6468 assert!(integers(&[1]).signed_gather(&[], &mut out) && out.is_empty());
6469 }
6470
6471 /// The runs of a flat column are its values where they change and the rows they end before,
6472 /// counted from the row the runs were asked from, and a column that changes on every row is
6473 /// given up on.
6474 #[test]
6475 fn the_runs_of_a_flat_column_end_where_its_values_change() {
6476 let mut out = Vec::new();
6477 let column =
6478 Vector::flat(LogicalType::SmallInt, Data::Int16(vec![4, 4, 4, -1, -1, 4, 9].into()))
6479 .unwrap();
6480 assert!(column.signed_runs((1, 7), 1, &mut out));
6481 assert_eq!(out, [(4, 3), (-1, 5), (4, 6), (9, 7)]);
6482 assert!(!column.signed_runs((1, 8), 1, &mut out), "row 7 is past the end");
6483 assert!(out.is_empty());
6484 let changing = integers(&(0..1000).collect::<Vec<_>>());
6485 assert!(!changing.signed_runs((0, 1000), 8, &mut out));
6486 assert!(out.is_empty());
6487 assert!(!Vector::sequence(100, 5, 4).signed_runs((0, 4), 8, &mut out));
6488 }
6489
6490 /// The rows a filter kept out of a part's row numbers are a dictionary over the numbers of the
6491 /// whole part, and the block holds the numbers the codes pick without laying the rest out.
6492 #[test]
6493 fn a_block_of_picked_row_numbers_holds_the_numbers_picked() {
6494 let mut out = Vec::new();
6495 let picked =
6496 Vector::dictionary(vec![0, 3, 3, 8191], Vector::sequence(100, 5, 8192)).unwrap();
6497 assert!(picked.signed_block(&mut out));
6498 assert_eq!(out, [100, 115, 115, 100 + 5 * 8191]);
6499 }
6500
6501 /// What the block form will not answer for, where the caller reads the vector a row at a time
6502 /// instead. A null is not one of them: it writes whatever sits under it and the caller reads the
6503 /// null from the column.
6504 #[test]
6505 fn a_block_is_refused_for_the_shapes_it_would_have_to_gather_or_widen() {
6506 let mut out = Vec::new();
6507 let nulled =
6508 Vector::from_values(LogicalType::BigInt, &[Value::BigInt(4), Value::Null]).unwrap();
6509 assert!(
6510 !Vector::dictionary(vec![1, 0], nulled).unwrap().signed_block(&mut out),
6511 "a dictionary with a null entry would hand its row over as a number"
6512 );
6513 assert!(!Vector::runs(vec![2, 5], integers(&[4, 9])).unwrap().signed_block(&mut out));
6514 let wide = Vector::flat(LogicalType::HugeInt, Data::Int128(vec![1, 2].into())).unwrap();
6515 assert!(!wide.signed_block(&mut out), "a hugeint does not fit sixty four bits");
6516 let double = Vector::flat(LogicalType::Double, Data::Float64(vec![1.5].into())).unwrap();
6517 assert!(!double.signed_block(&mut out), "a double is not a signed integer");
6518 assert!(out.is_empty(), "a refusal leaves the buffer empty");
6519
6520 let nulls =
6521 Vector::from_values(LogicalType::BigInt, &[Value::BigInt(4), Value::Null]).unwrap();
6522 assert!(nulls.signed_block(&mut out), "a flat column with nulls still hands over");
6523 assert_eq!(out[0], 4);
6524 }
6525
6526 /// Asked once for a chunk, and it has to agree with `is_null_at` asked for every row of it.
6527 #[test]
6528 fn a_vector_says_whether_it_holds_any_null_at_all() {
6529 let flat = integers(&[7, -3, 0, 2]);
6530 assert!(flat.none_null());
6531 let nulls =
6532 Vector::from_values(LogicalType::BigInt, &[Value::BigInt(4), Value::Null]).unwrap();
6533 assert!(!nulls.none_null());
6534 assert!(Vector::dictionary(vec![1, 0], flat.clone()).unwrap().none_null());
6535 // The null is in the dictionary rather than in the mask, which is the case the row at a time
6536 // form reads through for and the reason this one does too.
6537 let holed = Vector::dictionary(vec![0, 0], nulls.clone()).unwrap();
6538 assert!(!holed.none_null(), "a dictionary is read through to its values");
6539 assert!(!holed.is_null_at(0), "and no code points at the null it holds");
6540 assert!(Vector::runs(vec![2, 5], integers(&[4, 9])).unwrap().none_null());
6541 assert!(!Vector::runs(vec![1, 2], nulls).unwrap().none_null());
6542 assert!(Vector::constant(LogicalType::BigInt, Value::BigInt(11), 3).none_null());
6543 assert!(!Vector::constant(LogicalType::BigInt, Value::Null, 3).none_null());
6544 }
6545
6546 /// The integer of a value, for comparing `signed_at` against `value_at` position by position.
6547 fn signed_of(value: &Value) -> Option<i128> {
6548 match value {
6549 Value::TinyInt(x) => Some(i128::from(*x)),
6550 Value::SmallInt(x) => Some(i128::from(*x)),
6551 Value::Integer(x) | Value::Date(x) => Some(i128::from(*x)),
6552 Value::BigInt(x) | Value::Time(x) | Value::Timestamp(x) => Some(i128::from(*x)),
6553 Value::HugeInt(x) | Value::Decimal { unscaled: x, .. } => Some(*x),
6554 _ => None,
6555 }
6556 }
6557
6558 /// The text of a value, for comparing `text_at` against `value_at` position by position.
6559 fn text_of(value: &Value) -> Option<String> {
6560 match value {
6561 Value::Varchar(text) => Some(text.clone()),
6562 _ => None,
6563 }
6564 }
6565
6566 #[test]
6567 fn a_dictionary_code_past_the_end_is_refused() {
6568 // The alternative is a silent read of the wrong value, which is the failure mode the
6569 // entire M3 design has to be careful about.
6570 let values = integers(&[1, 2]);
6571 assert!(Vector::dictionary(vec![0, 2], values).is_err());
6572 // The check runs on the highest code rather than the first bad one, so it has to say that
6573 // no codes at all is fine even when there are no values for them to point at either.
6574 let empty = Vector::dictionary(Vec::new(), integers(&[])).expect("no codes, no values");
6575 assert_eq!(empty.len(), 0);
6576 // And a code of zero against an empty dictionary is still past the end.
6577 assert!(Vector::dictionary(vec![0], integers(&[])).is_err());
6578 }
6579
6580 #[test]
6581 fn every_form_flattens_to_the_same_values_it_reads_out() {
6582 // This is the shape of the equivalence testing in spec/16-testing.md section 16.2, in
6583 // miniature and long before there is an encoded kernel to point it at. A form that reads
6584 // out one way and flattens another is the exact bug that testing exists to catch.
6585 let mut column = StringColumn::new();
6586 column.push("alpha");
6587 column.push("beta");
6588 let dictionary = Vector::dictionary(
6589 vec![1, 0, 1],
6590 Vector::flat(LogicalType::Varchar, Data::Varlen(column)).unwrap(),
6591 )
6592 .unwrap();
6593 let cases = [
6594 Vector::constant(LogicalType::Integer, Value::Integer(3), 5),
6595 Vector::sequence(7, -2, 5),
6596 dictionary,
6597 ];
6598 for vector in cases {
6599 let flat = vector.flatten().unwrap();
6600 assert_eq!(flat.form(), Form::Flat);
6601 assert_eq!(flat.len(), vector.len());
6602 for index in 0..vector.len() {
6603 assert_eq!(flat.value_at(index), vector.value_at(index), "at {index}");
6604 }
6605 }
6606 }
6607
6608 #[test]
6609 fn a_null_still_occupies_a_position_after_flattening() {
6610 // The reason push_value writes a zero for a null rather than skipping it. A run of data
6611 // with a hole in it puts every value after the hole in the wrong place, and the validity
6612 // mask is what says the position is null.
6613 let vector = Vector::sequence(0, 1, 4).with_validity(Validity::from_iter(4, |i| i != 1));
6614 let flat = vector.flatten().unwrap();
6615 assert_eq!(flat.value_at(0), Value::BigInt(0));
6616 assert_eq!(flat.value_at(1), Value::Null);
6617 assert_eq!(flat.value_at(2), Value::BigInt(2));
6618 assert_eq!(flat.value_at(3), Value::BigInt(3));
6619 }
6620
6621 /// A dictionary holds its nulls in the vector it points at, so its own validity is all valid
6622 /// and reading that instead of the values turns a null into whatever zero means for the type.
6623 /// A filter over a nullable column produces exactly this vector, so the bug reaches a result
6624 /// set as `LEFT JOIN` padding that comes back as zeros.
6625 #[test]
6626 fn a_null_behind_a_dictionary_survives_flattening() {
6627 let values =
6628 Vector::from_values(LogicalType::Integer, &[Value::Integer(3), Value::Null]).unwrap();
6629 let dictionary = Vector::dictionary(vec![1, 0, 1], values).unwrap();
6630 let flat = dictionary.flatten().unwrap();
6631 assert_eq!(flat.value_at(0), Value::Null);
6632 assert_eq!(flat.value_at(1), Value::Integer(3));
6633 assert_eq!(flat.value_at(2), Value::Null);
6634 }
6635
6636 /// The property that makes `gather` usable at all: it has to be the same function as reading the
6637 /// wanted positions one at a time, over every form, or compaction changes answers.
6638 #[test]
6639 fn gathering_reads_what_reading_one_position_at_a_time_reads() {
6640 let mut column = StringColumn::new();
6641 column.push("alpha");
6642 column.push("beta");
6643 column.push("gamma");
6644 let cases = [
6645 integers(&[10, 20, 30, 40]),
6646 integers(&[10, 20, 30, 40]).with_validity(Validity::from_iter(4, |i| i != 2)),
6647 Vector::constant(LogicalType::Integer, Value::Integer(9), 4),
6648 Vector::sequence(100, -7, 4),
6649 Vector::sequence(100, -7, 4).with_validity(Validity::from_iter(4, |i| i % 2 == 0)),
6650 Vector::dictionary(
6651 vec![2, 0, 1, 2],
6652 Vector::flat(LogicalType::Varchar, Data::Varlen(column)).unwrap(),
6653 )
6654 .unwrap(),
6655 Vector::dictionary(
6656 vec![1, 0, 1, 0],
6657 Vector::from_values(LogicalType::Integer, &[Value::Integer(5), Value::Null])
6658 .unwrap(),
6659 )
6660 .unwrap(),
6661 ];
6662 let wanted = [3_u32, 0, 2, 2, 1];
6663 for vector in cases {
6664 let gathered = vector.gather(&wanted).unwrap();
6665 assert_eq!(gathered.len(), wanted.len());
6666 assert_eq!(gathered.logical_type(), vector.logical_type());
6667 for (slot, &index) in wanted.iter().enumerate() {
6668 assert_eq!(
6669 gathered.value_at(slot),
6670 vector.value_at(index as usize),
6671 "slot {slot} of {:?}",
6672 vector.form()
6673 );
6674 }
6675 }
6676 }
6677
6678 /// A gather past the end is not an error, because the selection that produced the indices is
6679 /// checked by its caller and the one thing that must not happen here is a read of the wrong
6680 /// value. An index nothing answers is null, which is what an outer join pad needs anyway.
6681 #[test]
6682 fn gathering_a_position_that_is_not_there_is_a_null_and_not_a_wrong_value() {
6683 let vector = integers(&[1, 2, 3]);
6684 let gathered = vector.gather(&[2, 9]).unwrap();
6685 assert_eq!(gathered.value_at(0), Value::Integer(3));
6686 assert_eq!(gathered.value_at(1), Value::Null);
6687 }
6688
6689 /// The vector with nothing in it at all, which is what an untyped `NULL` is stored as. Every
6690 /// position asked for is past its end, so the answer is nulls and the length has to be the
6691 /// length that was asked for rather than the length that was there.
6692 #[test]
6693 fn gathering_from_a_vector_of_no_values_is_that_many_nulls() {
6694 let vector = Vector::flat(LogicalType::Null, Data::Empty).unwrap();
6695 let gathered = vector.gather(&[0, 1, 2]).unwrap();
6696 assert_eq!(gathered.len(), 3);
6697 assert_eq!(gathered.value_at(0), Value::Null);
6698 assert_eq!(gathered.value_at(2), Value::Null);
6699 }
6700
6701 /// Every position holds the same value, so a gather with no hole in it has nothing to copy and
6702 /// the result is the constant again rather than a run of a thousand copies of it.
6703 #[test]
6704 fn gathering_a_constant_stays_a_constant() {
6705 let vector = Vector::constant(LogicalType::Integer, Value::Integer(4), 100);
6706 let gathered = vector.gather(&[7, 7, 99]).unwrap();
6707 assert_eq!(gathered.form(), Form::Constant);
6708 assert_eq!(gathered.len(), 3);
6709 assert_eq!(gathered.value_at(2), Value::Integer(4));
6710 }
6711
6712 /// A dictionary over a dictionary is what a second filter over an already filtered chunk builds,
6713 /// and the gather has to walk to the bottom of that chain rather than one step down it. The
6714 /// constructor composes the ordinary chain away, so the one built here is the kind it cannot,
6715 /// which is a level holding nulls of its own.
6716 #[test]
6717 fn gathering_walks_a_dictionary_over_a_dictionary_to_the_values() {
6718 let inner = Vector::dictionary(vec![2, 1, 0], integers(&[7, 8, 9]))
6719 .unwrap()
6720 .with_validity(Validity::from_iter(3, |index| index != 2));
6721 let outer = Vector::dictionary(vec![1, 2], inner).unwrap();
6722 let gathered = outer.gather(&[0, 1]).unwrap();
6723 assert_eq!(gathered.form(), Form::Flat);
6724 assert_eq!(gathered.value_at(0), Value::Integer(8));
6725 assert_eq!(gathered.value_at(1), Value::Null);
6726 }
6727
6728 /// Two filters over one chunk build a dictionary over a dictionary, four conjuncts pushed down
6729 /// separately build four levels of it, and every level is a dependent load on every later read
6730 /// of every row plus a code array that cannot be freed. Composing at construction is one pass
6731 /// over the codes the range check was walking anyway.
6732 #[test]
6733 fn a_dictionary_over_a_dictionary_is_composed_into_one_level() {
6734 let inner = Vector::dictionary(vec![2, 1, 0], integers(&[7, 8, 9])).unwrap();
6735 let outer = Vector::dictionary(vec![1, 2], inner).unwrap();
6736 let (codes, values) = outer.dictionary_parts().unwrap();
6737 assert_eq!(codes, [1, 0]);
6738 assert_eq!(values.form(), Form::Flat);
6739 assert_eq!(outer.value_at(0), Value::Integer(8));
6740 assert_eq!(outer.value_at(1), Value::Integer(7));
6741 }
6742
6743 /// The invariant stated as the thing it is there for, which is that the depth does not grow with
6744 /// the number of filters. Four levels stacked one at a time are one level at the end of it.
6745 #[test]
6746 fn stacking_dictionaries_does_not_make_them_deeper() {
6747 let mut vector = integers(&[10, 20, 30, 40]);
6748 for _ in 0..4 {
6749 vector = Vector::dictionary(vec![3, 2, 1, 0], vector).unwrap();
6750 }
6751 let (codes, values) = vector.dictionary_parts().unwrap();
6752 assert_eq!(values.form(), Form::Flat);
6753 assert_eq!(codes, [0, 1, 2, 3]);
6754 assert_eq!(
6755 vector.iter().collect::<Vec<_>>(),
6756 integers(&[10, 20, 30, 40]).iter().collect::<Vec<_>>()
6757 );
6758 }
6759
6760 /// Composing has to carry the nulls down with it. The values hold them, the codes point at them,
6761 /// and a composed code that lands on a null position is still a null.
6762 #[test]
6763 fn composing_a_dictionary_keeps_the_nulls_its_values_hold() {
6764 let values =
6765 Vector::from_values(LogicalType::Integer, &[Value::Integer(3), Value::Null]).unwrap();
6766 let inner = Vector::dictionary(vec![1, 0, 1], values).unwrap();
6767 let outer = Vector::dictionary(vec![0, 1], inner).unwrap();
6768 assert_eq!(outer.dictionary_parts().unwrap().1.form(), Form::Flat);
6769 assert_eq!(outer.value_at(0), Value::Null);
6770 assert_eq!(outer.value_at(1), Value::Integer(3));
6771 }
6772
6773 /// The one level composition cannot go past. A dictionary that was given a validity of its own is
6774 /// saying its nulls are at that level rather than in the values, and pointing the outer codes
6775 /// straight at the values would read through the holes instead of stopping at them.
6776 #[test]
6777 fn a_dictionary_holding_its_own_nulls_is_not_composed_past() {
6778 let inner = Vector::dictionary(vec![0, 1, 2], integers(&[1, 2, 3]))
6779 .unwrap()
6780 .with_validity(Validity::from_iter(3, |index| index != 1));
6781 let outer = Vector::dictionary(vec![1, 2, 0], inner).unwrap();
6782 assert_eq!(outer.dictionary_parts().unwrap().1.form(), Form::Dictionary);
6783 assert_eq!(outer.value_at(0), Value::Null);
6784 assert_eq!(outer.value_at(1), Value::Integer(3));
6785 assert_eq!(outer.value_at(2), Value::Integer(1));
6786 }
6787
6788 /// The difference between the two questions about nulls, which a group by got wrong. A filtered
6789 /// chunk is dictionary vectors, those are built with every row marked present at their own
6790 /// level, and the nulls are down in the values. So the mask says the row has a value and the
6791 /// row does not.
6792 #[test]
6793 fn a_null_behind_a_dictionary_reads_as_null_even_though_the_mask_says_otherwise() {
6794 let values = Vector::flat(LogicalType::Integer, Data::Int32(vec![0, 7].into()))
6795 .unwrap()
6796 .with_validity(Validity::from_iter(2, |index| index != 0));
6797 let vector = Vector::dictionary(vec![0, 1, 0], values).unwrap();
6798 assert!(vector.validity().is_valid(0), "the mask at this level says present");
6799 assert!(vector.is_null_at(0));
6800 assert!(!vector.is_null_at(1));
6801 assert!(vector.is_null_at(2));
6802 assert!(vector.is_null_at(3), "a row past the end is null");
6803 }
6804
6805 /// The same for runs, which are built the same way and keep their nulls in the same place.
6806 #[test]
6807 fn a_null_inside_a_run_reads_as_null_even_though_the_mask_says_otherwise() {
6808 let values = Vector::flat(LogicalType::Integer, Data::Int32(vec![0, 7].into()))
6809 .unwrap()
6810 .with_validity(Validity::from_iter(2, |index| index != 0));
6811 let vector = Vector::runs(vec![2, 3], values).unwrap();
6812 assert!(vector.validity().is_valid(0));
6813 assert!(vector.is_null_at(0));
6814 assert!(vector.is_null_at(1));
6815 assert!(!vector.is_null_at(2));
6816 }
6817
6818 /// Every other form keeps its nulls in its own mask, so the two answers agree there.
6819 #[test]
6820 fn the_forms_that_hold_their_own_nulls_answer_the_same_either_way() {
6821 let flat = Vector::flat(LogicalType::Integer, Data::Int32(vec![0, 7].into()))
6822 .unwrap()
6823 .with_validity(Validity::from_iter(2, |index| index != 0));
6824 let constant = Vector::constant(LogicalType::Integer, Value::Null, 2);
6825 let sequence = Vector::sequence(10, 2, 2);
6826 for vector in [flat, constant, sequence] {
6827 for row in 0..vector.len() {
6828 assert_eq!(vector.is_null_at(row), !vector.validity().is_valid(row));
6829 }
6830 }
6831 }
6832
6833 #[test]
6834 fn flattening_a_flat_vector_is_the_same_vector() {
6835 let vector = integers(&[1, 2, 3]);
6836 assert_eq!(vector.flatten().unwrap(), vector);
6837 }
6838
6839 /// The same answer as `flatten` and, for the vector that is already flat and owns its values,
6840 /// the same allocation. Asserted on the address because that is the whole claim: the values
6841 /// come back where they were rather than in a copy of themselves. A flatten through a borrow
6842 /// cannot do that, and at the top of a query it copied every column of every chunk of the
6843 /// result to hand back the bytes it was given.
6844 #[test]
6845 fn flattening_a_vector_that_owns_its_values_moves_them_rather_than_copying_them() {
6846 let vector = integers(&[1, 2, 3, 4]);
6847 let address = |vector: &Vector| match vector.data() {
6848 Some(Data::Int32(values)) => values.as_slice().as_ptr() as usize,
6849 _ => panic!("the layout changed under the test"),
6850 };
6851 let stored = address(&vector);
6852 let flat = vector.into_flat().unwrap();
6853 assert_eq!(address(&flat), stored, "the values moved");
6854 assert_eq!(
6855 flat.iter().collect::<Vec<_>>(),
6856 (1..=4).map(Value::Integer).collect::<Vec<_>>()
6857 );
6858 // And a form that is not flat is flattened, which is the case the copy is deserved in.
6859 let dictionary = Vector::dictionary(vec![1, 0, 1], integers(&[7, 8])).unwrap();
6860 let flat = dictionary.clone().into_flat().unwrap();
6861 assert_eq!(flat.form(), Form::Flat);
6862 assert_eq!(flat.iter().collect::<Vec<_>>(), dictionary.iter().collect::<Vec<_>>());
6863 }
6864
6865 #[test]
6866 fn a_decimal_reads_its_width_and_scale_from_the_type_and_not_the_data() {
6867 let ty = LogicalType::decimal(9, 2).unwrap();
6868 let vector = Vector::flat(ty, Data::Int32(vec![1234].into())).unwrap();
6869 assert_eq!(vector.value_at(0), Value::Decimal { unscaled: 1234, width: 9, scale: 2 });
6870 assert_eq!(vector.value_at(0).to_string(), "12.34");
6871 }
6872
6873 #[test]
6874 fn a_decimal_writes_into_whichever_of_the_four_runs_its_precision_chose() {
6875 // The read path worked at every width and the write path only accepted the 128 bit run, so
6876 // `SELECT 2.5` produced a value nothing could store. All four widths round trip now.
6877 for (width, scale, unscaled) in
6878 [(4u8, 1u8, 25i128), (9, 2, 1234), (18, 3, 123_456), (38, 4, 1_234_567)]
6879 {
6880 let ty = LogicalType::decimal(width, scale).unwrap();
6881 let value = Value::Decimal { unscaled, width, scale };
6882 let vector = Vector::from_values(ty, &[value.clone(), Value::Null]).unwrap();
6883 assert_eq!(vector.value_at(0), value, "a decimal of width {width}");
6884 assert_eq!(vector.value_at(1), Value::Null, "a null decimal of width {width}");
6885 }
6886 }
6887
6888 /// The bytes a blob holds are not required to be text, and a vector of them used to refuse the
6889 /// ones that were not. A byte array column in a Parquet file that nothing annotated is a blob,
6890 /// which is what ClickHouse writes and what ten of the ClickBench queries compare against, so
6891 /// this is the path those take rather than a corner of the type system.
6892 #[test]
6893 fn a_blob_holds_bytes_that_are_not_text() {
6894 let bytes = |raw: &[u8]| Value::Blob(raw.to_vec());
6895 let values = [
6896 bytes(b"a\xffb"),
6897 bytes(b"\x00\x01\x02"),
6898 Value::Null,
6899 bytes(b"\xed\xa0\x80 and long enough to leave the view"),
6900 bytes(b""),
6901 ];
6902 let vector = Vector::from_values(LogicalType::Blob, &values).unwrap();
6903 for (index, value) in values.iter().enumerate() {
6904 assert_eq!(&vector.value_at(index), value, "row {index}");
6905 }
6906 }
6907
6908 #[test]
6909 fn a_decimal_too_wide_for_the_run_its_type_chose_is_an_error_and_not_a_wrong_number() {
6910 // Only reachable by hand, since a value's width is what picked the run. Truncating here
6911 // would store a different number and say nothing about it.
6912 let ty = LogicalType::decimal(4, 1).unwrap();
6913 let value = Value::Decimal { unscaled: 1_000_000, width: 4, scale: 1 };
6914 let error = Vector::from_values(ty, &[value]).unwrap_err();
6915 assert!(error.to_string().contains("does not fit"), "{error}");
6916 }
6917
6918 #[test]
6919 fn a_flat_vector_costs_its_values_and_a_constant_costs_one() {
6920 let flat = integers(&[1; 1000]);
6921 assert!(
6922 flat.footprint() >= 4000,
6923 "a thousand i32 are four thousand bytes: {}",
6924 flat.footprint()
6925 );
6926 // The forms that compute their values rather than storing them cost nothing per value,
6927 // which is the point of having them and is what the memory limit should see.
6928 let constant = Vector::constant(LogicalType::Integer, Value::Integer(1), 1_000_000);
6929 assert!(constant.footprint() < 200, "a constant is one value: {}", constant.footprint());
6930 let sequence = Vector::sequence(0, 1, 1_000_000);
6931 assert!(sequence.footprint() < 200, "a sequence is two numbers: {}", sequence.footprint());
6932 }
6933
6934 #[test]
6935 fn a_gather_off_a_dictionary_answers_the_same_nulls_either_way_round() {
6936 let words = [Value::Varchar("north".into()), Value::Null, Value::Varchar("south".into())];
6937 let plain: Vec<Value> =
6938 ["north", "east", "south"].iter().map(|word| Value::Varchar((*word).into())).collect();
6939 let clean = Arc::new(Vector::from_values(LogicalType::Varchar, &plain).unwrap());
6940 let dirty = Arc::new(Vector::from_values(LogicalType::Varchar, &words).unwrap());
6941 let codes = vec![0, 1, 2, 0, 1, 2];
6942 let sources = [
6943 Vector::stable_dictionary(codes.clone(), Arc::clone(&clean)).unwrap(),
6944 Vector::stable_dictionary(codes.clone(), Arc::clone(&dirty)).unwrap(),
6945 Vector::stable_dictionary(codes, Arc::clone(&clean))
6946 .unwrap()
6947 .with_validity(Validity::from_run(&[true, true, false, true, true, true])),
6948 ];
6949 // What a gather says about a row has to be what the column it came out of says about the
6950 // row it was taken from, whichever of the two ways the nulls are reached: the mask over the
6951 // codes, or the value a code stands for. The fast answer is only allowed when neither has
6952 // any, and an index past the end is null in both readings.
6953 for source in &sources {
6954 let picks: Vec<u32> = vec![5, 0, 3, 2, 1, 99, 4];
6955 let taken = source.gather(&picks).unwrap();
6956 for (row, &pick) in picks.iter().enumerate() {
6957 assert_eq!(
6958 taken.is_null_at(row),
6959 source.is_null_at(pick as usize),
6960 "row {row} of a gather of {picks:?}"
6961 );
6962 }
6963 }
6964 }
6965
6966 #[test]
6967 fn a_dictionary_read_by_many_cuts_is_counted_about_once_between_them() {
6968 let strings: Vec<Value> = (0..2000)
6969 .map(|at| Value::Varchar(format!("a value well past the inline limit, number {at}")))
6970 .collect();
6971 let values = Arc::new(Vector::from_values(LogicalType::Varchar, &strings).unwrap());
6972 let dictionary = values.footprint();
6973 let cuts: Vec<Vector> = (0..500)
6974 .map(|_| Vector::stable_dictionary(vec![0; 8], Arc::clone(&values)).unwrap())
6975 .collect();
6976 let together: usize = cuts.iter().map(Vector::footprint).sum();
6977 // Five hundred chunks cut out of one page hold one dictionary, and what they say they hold
6978 // has to be about one dictionary. Before this it was five hundred of them, which is a
6979 // reading that grows with the answer and refuses a query holding a gigabyte a budget of
6980 // twenty five.
6981 assert!(
6982 together < dictionary * 2,
6983 "five hundred cuts are not five hundred dictionaries: {together} against {dictionary}"
6984 );
6985 assert!(
6986 together > dictionary / 2,
6987 "the dictionary is still counted: {together} against {dictionary}"
6988 );
6989 }
6990
6991 #[test]
6992 fn a_string_vector_costs_the_bytes_of_its_long_strings() {
6993 let short =
6994 Vector::from_values(LogicalType::Varchar, &[Value::Varchar("red".into())]).unwrap();
6995 let long = "a string well past the sixteen bytes a view holds inline".to_string();
6996 let spilled =
6997 Vector::from_values(LogicalType::Varchar, &[Value::Varchar(long.clone())]).unwrap();
6998 assert!(
6999 spilled.footprint() >= short.footprint() + long.len(),
7000 "the arena is counted: {} against {}",
7001 spilled.footprint(),
7002 short.footprint()
7003 );
7004 }
7005
7006 /// The cases worth checking are the widths where a code straddles a word boundary, which is
7007 /// every width that does not divide sixty four, and the two ends of the range.
7008 #[test]
7009 fn a_narrow_column_packs_and_reads_back_the_same_at_every_width() {
7010 for width in 1..=20u32 {
7011 let span = (1i64 << width) - 1;
7012 let values: Vec<i64> =
7013 (0..1000).map(|row| 1_000_000 + (row * 7919) % (span + 1)).collect();
7014 let flat =
7015 Vector::flat(LogicalType::BigInt, Data::Int64(values.clone().into())).unwrap();
7016 let packed = flat.bit_packed().unwrap();
7017 assert_eq!(packed.len(), flat.len());
7018 assert_eq!(
7019 packed.iter().collect::<Vec<_>>(),
7020 flat.iter().collect::<Vec<_>>(),
7021 "width {width} read back differently"
7022 );
7023 }
7024 }
7025
7026 #[test]
7027 fn the_width_is_the_bits_the_range_needs_and_not_the_bits_the_type_has() {
7028 let values: Vec<i32> = (0..1024).map(|row| 40 + (row * 2560) / 1023).collect();
7029 let flat = Vector::flat(LogicalType::Integer, Data::Int32(values.into())).unwrap();
7030 let packed = flat.bit_packed().unwrap();
7031 assert_eq!(packed.form(), Form::BitPacked);
7032 let parts = packed.packed_parts().expect("packed");
7033 assert_eq!(parts.width(), 12, "0 to 2560 is twelve bits");
7034 assert_eq!(parts.base(), 40);
7035 assert!(
7036 packed.footprint() * 2 < flat.footprint(),
7037 "twelve bits against thirty two: {} against {}",
7038 packed.footprint(),
7039 flat.footprint()
7040 );
7041 }
7042
7043 /// The check is worth having in both directions, the way the run length one is. A form that is
7044 /// only ever bigger than what it replaced costs a pass over the column to decide not to use.
7045 #[test]
7046 fn a_column_that_uses_its_whole_type_is_left_flat() {
7047 let values: Vec<i32> = (0..1024).map(|row| row * 2_000_000 - 1_000_000_000).collect();
7048 let flat = Vector::flat(LogicalType::Integer, Data::Int32(values.into())).unwrap();
7049 assert_eq!(flat.bit_packed().unwrap().form(), Form::Flat);
7050 }
7051
7052 /// The column that would not write. A thousand values just under `i32::MAX` need ten bits, and
7053 /// based at the smallest of them those ten bits could say a number an `INTEGER` cannot hold, so
7054 /// the range check refused the column and `CREATE TABLE` came back with an internal error. The
7055 /// base is what moves, not the check: it drops to where the widest code the width allows is the
7056 /// largest value the type has.
7057 #[test]
7058 fn a_column_against_the_top_of_its_type_packs_rather_than_being_refused() {
7059 let values: Vec<i32> = (0..4096).map(|row| i32::MAX - (row % 1000)).collect();
7060 let flat = Vector::flat(LogicalType::Integer, Data::Int32(values.clone().into())).unwrap();
7061 let packed = flat.bit_packed().unwrap();
7062 assert_eq!(packed.form(), Form::BitPacked);
7063 let parts = packed.packed_parts().expect("packed");
7064 assert_eq!(parts.width(), 10, "a thousand values apart is ten bits");
7065 assert_eq!(
7066 parts.base() + i128::from(u64::MAX >> (64 - parts.width())),
7067 i128::from(i32::MAX),
7068 "the widest code the width allows is the largest value the type holds"
7069 );
7070 assert_eq!(
7071 packed.iter().collect::<Vec<_>>(),
7072 flat.iter().collect::<Vec<_>>(),
7073 "the values came back different"
7074 );
7075 }
7076
7077 /// The other end of the same thing. A column that reaches both ends of its type needs every bit
7078 /// the type has, and the only base that leaves room for those codes is the bottom of the type.
7079 #[test]
7080 fn a_column_that_reaches_both_ends_of_its_type_bases_at_the_bottom_of_it() {
7081 let values: Vec<i32> = (0..4096)
7082 .map(|row| if row % 2 == 0 { i32::MIN + row } else { i32::MAX - row })
7083 .collect();
7084 let flat = Vector::flat(LogicalType::Integer, Data::Int32(values.clone().into())).unwrap();
7085 // Thirty two bits of codes for a thirty two bit type buys nothing, so the size check leaves
7086 // it flat. What matters is that it is left flat rather than refused.
7087 assert_eq!(flat.bit_packed().unwrap().form(), Form::Flat);
7088 assert_eq!(
7089 packing_base(&LogicalType::Integer, i128::from(i32::MIN), i128::from(i32::MAX), 32),
7090 Some(i128::from(i32::MIN))
7091 );
7092 }
7093
7094 /// A column of one value would pack to no bits at all, and one run is smaller than any packing
7095 /// of it, so the two forms do not fight over that column.
7096 #[test]
7097 fn a_column_of_one_value_is_left_to_the_run_length_form() {
7098 let flat = integers(&[9; 1024]);
7099 assert_eq!(flat.bit_packed().unwrap().form(), Form::Flat);
7100 assert_eq!(flat.run_encoded().unwrap().form(), Form::Rle);
7101 }
7102
7103 #[test]
7104 fn a_string_column_has_no_range_to_pack() {
7105 let text = Vector::from_values(
7106 LogicalType::Varchar,
7107 &[Value::Varchar("red".into()), Value::Varchar("blue".into())],
7108 )
7109 .unwrap();
7110 assert_eq!(text.bit_packed().unwrap().form(), Form::Flat);
7111 }
7112
7113 /// The cut is the reason the form carries a row to start reading at. It stays packed, it shares
7114 /// the same words, and it reads the rows the range asked for.
7115 #[test]
7116 fn a_cut_of_a_packed_column_stays_packed_and_shares_its_bits() {
7117 let values: Vec<i32> = (0..1024).map(|row| 100 + row % 300).collect();
7118 let flat = Vector::flat(LogicalType::Integer, Data::Int32(values.into())).unwrap();
7119 let packed = flat.bit_packed().unwrap();
7120 let cut = packed.slice(500, 24).unwrap();
7121 assert_eq!(cut.form(), Form::BitPacked);
7122 assert_eq!(cut.len(), 24);
7123 assert_eq!(
7124 cut.iter().collect::<Vec<_>>(),
7125 flat.slice(500, 24).unwrap().iter().collect::<Vec<_>>()
7126 );
7127 assert!(
7128 cut.footprint() >= packed.footprint(),
7129 "a cut shares the words rather than copying a piece of them"
7130 );
7131 }
7132
7133 #[test]
7134 fn a_gather_of_a_packed_column_comes_out_flat_and_keeps_the_nulls() {
7135 let values: Vec<i32> = (0..64).map(|row| 10 + row).collect();
7136 let flat = Vector::flat(LogicalType::Integer, Data::Int32(values.into())).unwrap();
7137 let packed =
7138 flat.bit_packed().unwrap().with_validity(Validity::from_iter(64, |row| row % 3 != 0));
7139 let taken = packed.gather(&[0, 1, 2, 3, 62]).unwrap();
7140 assert_eq!(taken.form(), Form::Flat);
7141 assert_eq!(
7142 taken.iter().collect::<Vec<_>>(),
7143 vec![
7144 Value::Null,
7145 Value::Integer(11),
7146 Value::Integer(12),
7147 Value::Null,
7148 Value::Integer(72)
7149 ]
7150 );
7151 }
7152
7153 /// The pair a comparison kernel asks for before it reads a bit. A literal inside the range has a
7154 /// code and a literal outside it does not, which answers the whole vector at once.
7155 #[test]
7156 fn a_literal_outside_the_packed_range_has_no_code() {
7157 let values: Vec<i32> = (0..256).map(|row| 1000 + row).collect();
7158 let flat = Vector::flat(LogicalType::Integer, Data::Int32(values.into())).unwrap();
7159 let packed = flat.bit_packed().unwrap();
7160 let parts = packed.packed_parts().expect("packed");
7161 assert_eq!(parts.code_of(1000), Some(0));
7162 assert_eq!(parts.code_of(1100), Some(100));
7163 assert_eq!(parts.code_of(999), None);
7164 assert!(parts.ceiling() >= 1255);
7165 assert_eq!(parts.code_of(parts.ceiling() + 1), None);
7166 }
7167
7168 /// The bits arriving from a file rather than from a flat vector, which is what the form is for.
7169 #[test]
7170 fn packed_bits_can_be_handed_in_without_a_flat_vector_to_start_from() {
7171 let packed = Vector::packed(LogicalType::SmallInt, vec![0x0000_0000_0000_4321], 4, 7, 4)
7172 .expect("four codes of four bits");
7173 assert_eq!(
7174 packed.iter().collect::<Vec<_>>(),
7175 vec![Value::SmallInt(8), Value::SmallInt(9), Value::SmallInt(10), Value::SmallInt(11)]
7176 );
7177 }
7178
7179 /// A packed column read as a block, cut at rows that do and do not start a word, at widths
7180 /// that do and do not straddle, answers what a row at a time answers.
7181 #[test]
7182 fn a_packed_block_reads_what_each_row_reads() {
7183 let words: Vec<u64> =
7184 (0..400_u64).map(|word| word.wrapping_mul(0x9E37_79B9_7F4A_7C15)).collect();
7185 for width in [1, 7, 13, 32, 33, 50] {
7186 let whole = Vector::packed(LogicalType::BigInt, words.clone(), width, -1_000, 300)
7187 .expect("enough words for 300 codes");
7188 for (at, len) in [(0, 300), (1, 299), (63, 130), (64, 64), (100, 5), (250, 50)] {
7189 let cut = whole.slice(at, len).expect("a cut inside the column");
7190 let mut block = Vec::new();
7191 assert!(cut.signed_block(&mut block));
7192 let want: Vec<i64> = (0..len)
7193 .map(|row| i64::try_from(cut.signed_at(row).expect("a row")).expect("fits"))
7194 .collect();
7195 assert_eq!(block, want, "width {width} cut at {at} for {len}");
7196 }
7197 }
7198 }
7199
7200 #[test]
7201 fn packed_bits_that_could_not_hold_what_they_claim_are_refused() {
7202 assert!(Vector::packed(LogicalType::Varchar, vec![0], 4, 0, 4).is_err(), "not an integer");
7203 assert!(Vector::packed(LogicalType::Integer, vec![0], 0, 0, 4).is_err(), "no width");
7204 assert!(Vector::packed(LogicalType::Integer, vec![0], 64, 0, 4).is_err(), "too wide");
7205 assert!(Vector::packed(LogicalType::Integer, vec![0], 8, 0, 9).is_err(), "too few words");
7206 assert!(Vector::packed(LogicalType::TinyInt, vec![0], 8, 100, 8).is_err(), "would not fit");
7207 }
7208
7209 /// A column of strings long enough that the payload is in the arena rather than in the views.
7210 fn long_strings(count: usize) -> Vector {
7211 let values: Vec<Value> = (0..count)
7212 .map(|row| {
7213 Value::Varchar(format!("a string too long to sit inside a view, number {row}"))
7214 })
7215 .collect();
7216 Vector::from_values(LogicalType::Varchar, &values).unwrap()
7217 }
7218
7219 #[test]
7220 fn a_string_column_in_view_form_reads_back_the_same_strings() {
7221 let flat = long_strings(40);
7222 let shared = flat.clone().shared_text().unwrap();
7223 assert_eq!(shared.form(), Form::StringView);
7224 assert_eq!(shared.len(), 40);
7225 for row in 0..40 {
7226 assert_eq!(shared.value_at(row), flat.value_at(row), "row {row}");
7227 assert_eq!(shared.text_at(row), flat.text_at(row), "row {row}");
7228 }
7229 }
7230
7231 #[test]
7232 fn a_short_string_is_read_out_of_its_view_and_never_out_of_the_arena() {
7233 let flat = Vector::from_values(
7234 LogicalType::Varchar,
7235 &[Value::Varchar("red".into()), Value::Varchar("green".into()), Value::Null],
7236 )
7237 .unwrap();
7238 let shared = flat.shared_text().unwrap();
7239 // Nothing went to the arena, so the whole column resolves with an empty one.
7240 let (views, arena) = shared.text_parts().unwrap();
7241 assert!(arena.is_empty(), "three short strings need no arena");
7242 assert_eq!(views[0].bytes_in(arena), Some(&b"red"[..]));
7243 assert_eq!(shared.value_at(1), Value::Varchar("green".into()));
7244 assert_eq!(shared.value_at(2), Value::Null, "the validity came across");
7245 }
7246
7247 #[test]
7248 fn a_cut_of_a_view_column_shares_the_arena_rather_than_copying_the_bytes() {
7249 let shared = long_strings(64).shared_text().unwrap();
7250 let cut = shared.slice(16, 8).unwrap();
7251 assert_eq!(cut.form(), Form::StringView, "a cut of views is views");
7252 assert_eq!(cut.len(), 8);
7253 assert_eq!(cut.value_at(0), shared.value_at(16));
7254 assert_eq!(cut.value_at(7), shared.value_at(23));
7255 // The arena is the same bytes at the same address, which is the whole point of the form.
7256 let (_, whole) = shared.text_parts().unwrap();
7257 let (_, piece) = cut.text_parts().unwrap();
7258 assert_eq!(piece.as_ptr(), whole.as_ptr(), "the cut shares the page");
7259 assert_eq!(piece.len(), whole.len());
7260 }
7261
7262 #[test]
7263 fn a_flat_string_column_has_to_copy_the_bytes_its_cut_keeps() {
7264 let flat = long_strings(64);
7265 let cut = flat.slice(16, 8).unwrap();
7266 assert_eq!(cut.form(), Form::Flat);
7267 let (_, whole) = flat.text_parts().unwrap();
7268 let (_, piece) = cut.text_parts().unwrap();
7269 assert!(piece.len() < whole.len(), "the flat cut carries only what it kept");
7270 }
7271
7272 #[test]
7273 fn a_gather_of_a_view_column_keeps_the_form_and_a_flatten_copies_out_of_it() {
7274 let shared = long_strings(32).shared_text().unwrap();
7275 let picked: Vec<u32> = (0..32).step_by(3).collect();
7276 let gathered = shared.gather(&picked).unwrap();
7277 assert_eq!(gathered.form(), Form::StringView, "selecting rows moves views, not bytes");
7278 assert_eq!(gathered.len(), picked.len());
7279 for (row, &from) in picked.iter().enumerate() {
7280 assert_eq!(gathered.value_at(row), shared.value_at(from as usize), "row {row}");
7281 }
7282 let flattened = gathered.flatten().unwrap();
7283 assert_eq!(flattened.form(), Form::Flat);
7284 assert_eq!(flattened.iter().collect::<Vec<_>>(), gathered.iter().collect::<Vec<_>>());
7285 // The flatten is what narrows the bytes, so the arena it built holds only the rows it kept.
7286 let (_, narrowed) = flattened.text_parts().unwrap();
7287 let (_, whole) = shared.text_parts().unwrap();
7288 assert!(narrowed.len() < whole.len(), "flattening lets the page go");
7289 }
7290
7291 #[test]
7292 fn a_null_in_a_view_column_survives_being_gathered_and_flattened() {
7293 let shared = long_strings(8)
7294 .with_validity(Validity::from_iter(8, |row| row % 3 != 0))
7295 .shared_text()
7296 .unwrap();
7297 let gathered = shared.gather(&[0, 1, 2, 3, 4]).unwrap();
7298 let expected =
7299 [Value::Null, shared.value_at(1), shared.value_at(2), Value::Null, shared.value_at(4)];
7300 assert_eq!(gathered.iter().collect::<Vec<_>>(), expected);
7301 assert_eq!(gathered.flatten().unwrap().iter().collect::<Vec<_>>(), expected);
7302 }
7303
7304 #[test]
7305 fn both_string_forms_hand_a_kernel_the_same_views_and_the_same_bytes() {
7306 let flat = long_strings(6);
7307 let shared = flat.clone().shared_text().unwrap();
7308 let (flat_views, flat_arena) = flat.text_parts().unwrap();
7309 let (shared_views, shared_arena) = shared.text_parts().unwrap();
7310 assert_eq!(flat_views.len(), shared_views.len());
7311 for row in 0..6 {
7312 assert_eq!(
7313 flat_views[row].bytes_in(flat_arena),
7314 shared_views[row].bytes_in(shared_arena),
7315 "row {row}"
7316 );
7317 }
7318 // Nothing else answers this, which is what keeps a kernel from taking it for a string column.
7319 assert!(Vector::sequence(0, 1, 4).text_parts().is_none());
7320 assert!(integers(&[1, 2, 3]).text_parts().is_none());
7321 }
7322
7323 #[test]
7324 fn a_column_that_is_not_strings_cannot_be_held_as_views() {
7325 let views = vec![StringView::inline("red")];
7326 let arena = Arc::new(Buffer::new());
7327 let wrong = Vector::string_views(LogicalType::Integer, views, arena);
7328 assert!(wrong.is_err(), "an integer column has no views");
7329 assert_eq!(integers(&[1, 2]).shared_text().unwrap().form(), Form::Flat, "left alone");
7330 }
7331
7332 /// A column with enough repeated structure for a symbol table to find something, which is what
7333 /// a real text column has and a column of random bytes does not.
7334 fn sentences(count: usize) -> Vector {
7335 let values: Vec<Value> = (0..count)
7336 .map(|row| {
7337 Value::Varchar(format!(
7338 "http://example.test/catalogue/section/{}/item/{row}",
7339 row % 7
7340 ))
7341 })
7342 .collect();
7343 Vector::from_values(LogicalType::Varchar, &values).unwrap()
7344 }
7345
7346 #[test]
7347 fn a_compressed_column_reads_back_the_strings_that_went_into_it() {
7348 let flat = sentences(64);
7349 let coded = flat.clone().compressed().unwrap();
7350 assert_eq!(coded.form(), Form::Fsst, "a text column compresses");
7351 assert_eq!(coded.len(), 64);
7352 for row in 0..64 {
7353 assert_eq!(coded.value_at(row), flat.value_at(row), "row {row}");
7354 }
7355 assert_eq!(coded.flatten().unwrap(), flat, "flattening is the column it came from");
7356 }
7357
7358 #[test]
7359 fn compressing_halves_the_bytes_or_the_column_is_left_flat() {
7360 let flat = sentences(200);
7361 let coded = flat.clone().compressed().unwrap();
7362 let parts = coded.coded_parts().expect("compressed");
7363 // Read through the flat column, because the compressed one has no bytes to hand back where
7364 // they are and answers `None` to `text_at` rather than decompressing into a borrow.
7365 assert_eq!(coded.text_at(0), None, "nothing to borrow until it is flattened");
7366 let plain: usize = (0..200).map(|row| flat.text_at(row).map_or(0, str::len)).sum();
7367 let codes: usize = (0..200).map(|row| parts.row(row).map_or(0, <[u8]>::len)).sum();
7368 assert!(codes * FSST_PAYS_AT <= plain, "{codes} codes against {plain} bytes");
7369 // Text with no repeated structure in it gives a table nothing longer than a byte to find,
7370 // so the codes are the bytes and the column stays where it is rather than paying a
7371 // decompression per read to save nothing.
7372 let mut seed = 0x2545_f491_4f6c_dd1du64;
7373 let values: Vec<Value> = (0..256)
7374 .map(|_| {
7375 let mut text = String::new();
7376 while text.len() < 12 {
7377 seed = seed.wrapping_mul(6_364_136_223_846_793_005).wrapping_add(1);
7378 text.push(char::from(b'!' + ((seed >> 33) % 90) as u8));
7379 }
7380 Value::Varchar(text)
7381 })
7382 .collect();
7383 let noise = Vector::from_values(LogicalType::Varchar, &values).unwrap();
7384 assert_eq!(noise.compressed().unwrap().form(), Form::Flat);
7385 }
7386
7387 #[test]
7388 fn a_cut_of_a_compressed_column_shares_the_codes_and_the_table() {
7389 let coded = sentences(64).compressed().unwrap();
7390 let cut = coded.slice(8, 16).unwrap();
7391 assert_eq!(cut.form(), Form::Fsst);
7392 assert_eq!(cut.len(), 16);
7393 for row in 0..16 {
7394 assert_eq!(cut.value_at(row), coded.value_at(8 + row), "row {row}");
7395 }
7396 let (whole, piece) = (coded.coded_parts().unwrap(), cut.coded_parts().unwrap());
7397 assert_eq!(piece.row(0), whole.row(8), "the spans point into the same codes");
7398 }
7399
7400 #[test]
7401 fn a_gather_of_a_compressed_column_stays_compressed_and_keeps_the_nulls() {
7402 let coded = sentences(32)
7403 .with_validity(Validity::from_iter(32, |row| row % 5 != 2))
7404 .compressed()
7405 .unwrap();
7406 let picked: Vec<u32> = (0..32).step_by(2).collect();
7407 let gathered = coded.gather(&picked).unwrap();
7408 assert_eq!(gathered.form(), Form::Fsst, "selecting rows moves spans, not bytes");
7409 for (row, &from) in picked.iter().enumerate() {
7410 assert_eq!(gathered.value_at(row), coded.value_at(from as usize), "row {row}");
7411 }
7412 assert_eq!(
7413 gathered.flatten().unwrap().iter().collect::<Vec<_>>(),
7414 gathered.iter().collect::<Vec<_>>()
7415 );
7416 }
7417
7418 #[test]
7419 fn a_literal_lands_in_the_same_codes_the_row_holding_it_does() {
7420 let coded = sentences(40).compressed().unwrap();
7421 let parts = coded.coded_parts().expect("compressed");
7422 let text = coded.value_at(11);
7423 let Value::Varchar(text) = text else { panic!("a string column reads back strings") };
7424 assert_eq!(parts.encode(text.as_bytes()), parts.row(11).expect("row 11"));
7425 assert_ne!(parts.encode(b"something else entirely"), parts.row(11).unwrap());
7426 }
7427
7428 #[test]
7429 fn codes_that_run_past_what_is_there_are_refused() {
7430 let table = Arc::new(SymbolTable::empty());
7431 let codes = Arc::new(vec![1u8, 2, 3, 4]);
7432 let good = vec![(0u32, 2u32), (2, 4)];
7433 assert!(
7434 Vector::coded(LogicalType::Varchar, Arc::clone(&codes), good, Arc::clone(&table))
7435 .is_ok()
7436 );
7437 let past = vec![(0u32, 9u32)];
7438 assert!(
7439 Vector::coded(LogicalType::Varchar, Arc::clone(&codes), past, Arc::clone(&table))
7440 .is_err(),
7441 "a span past the end of the codes"
7442 );
7443 let backwards = vec![(3u32, 1u32)];
7444 assert!(
7445 Vector::coded(LogicalType::Varchar, Arc::clone(&codes), backwards, Arc::clone(&table))
7446 .is_err(),
7447 "a span that ends before it starts"
7448 );
7449 let wrong = vec![(0u32, 2u32)];
7450 assert!(
7451 Vector::coded(LogicalType::Integer, codes, wrong, table).is_err(),
7452 "an integer column has no codes"
7453 );
7454 }
7455
7456 #[test]
7457 fn a_view_pointing_past_its_arena_is_refused_at_construction() {
7458 let long = "a string too long to sit inside a view";
7459 let arena: Arc<Buffer<u8>> = Arc::new(long.as_bytes().to_vec().into());
7460 let good = vec![StringView::over(long.as_bytes(), 0)];
7461 assert!(Vector::string_views(LogicalType::Varchar, good, Arc::clone(&arena)).is_ok());
7462 let bad = vec![StringView::over(long.as_bytes(), 4)];
7463 assert!(
7464 Vector::string_views(LogicalType::Varchar, bad, arena).is_err(),
7465 "four bytes short of what the view claims"
7466 );
7467 }
7468
7469 /// The form at its simplest: an id per row, and the row it names.
7470 #[test]
7471 fn a_gathered_vector_reads_the_source_row_its_id_names() {
7472 let source = Arc::new(integers(&[10, 20, 30, 40]));
7473 let vector = Vector::gathered(source, Arc::new(vec![3, 0, 3, 1])).unwrap();
7474 assert_eq!(vector.form(), Form::Gathered);
7475 assert_eq!(vector.len(), 4);
7476 assert_eq!(
7477 vector.iter().collect::<Vec<_>>(),
7478 vec![Value::Integer(40), Value::Integer(10), Value::Integer(40), Value::Integer(20)]
7479 );
7480 }
7481
7482 /// Section 8.2's lazy validity. The sentinel is a null and it is not in a mask anywhere, which is
7483 /// what lets a left link join gather null for an unmatched child row without allocating one.
7484 #[test]
7485 fn a_gathered_row_with_no_source_row_is_null_without_a_mask() {
7486 let source = Arc::new(integers(&[10, 20]));
7487 let vector = Vector::gathered(source, Arc::new(vec![1, NO_ROW, 0])).unwrap();
7488 assert!(!vector.validity().has_nulls(vector.len()), "the mask at this level says nothing");
7489 assert!(vector.is_null_at(1));
7490 assert!(!vector.is_null_at(0) && !vector.is_null_at(2));
7491 assert_eq!(
7492 vector.iter().collect::<Vec<_>>(),
7493 vec![Value::Integer(20), Value::Null, Value::Integer(10)]
7494 );
7495 assert!(!vector.none_null(), "a sentinel is a null and the bulk answer has to agree");
7496 }
7497
7498 /// The other half of the same rule: a null in the source is a null here, the way a dictionary's
7499 /// nulls live in its values. Two ways for a row to be null and one answer from `is_null_at`.
7500 #[test]
7501 fn a_gather_of_a_null_source_row_is_null() {
7502 let source = Arc::new(
7503 Vector::from_values(LogicalType::Integer, &[Value::Integer(7), Value::Null]).unwrap(),
7504 );
7505 let vector = Vector::gathered(source, Arc::new(vec![1, 0, 1])).unwrap();
7506 assert!(vector.is_null_at(0) && vector.is_null_at(2));
7507 assert_eq!(vector.value_at(1), Value::Integer(7));
7508 assert!(!vector.none_null());
7509 }
7510
7511 /// An id past the end of the source is the one failure in this form that reads whatever happens
7512 /// to be at that offset rather than failing, so it is refused where the vector is built.
7513 #[test]
7514 fn a_gathered_id_past_the_end_of_its_source_is_refused() {
7515 let source = Arc::new(integers(&[1, 2, 3]));
7516 assert!(Vector::gathered(Arc::clone(&source), Arc::new(vec![0, 3])).is_err());
7517 assert!(
7518 Vector::gathered(source, Arc::new(vec![0, NO_ROW])).is_ok(),
7519 "the sentinel is not an id past the end, it is the absence of one"
7520 );
7521 }
7522
7523 /// A cut is the offset and nothing else, which is what keeps a pipeline from copying the ids once
7524 /// per operator. Both ends stay shared and the rows answer the same.
7525 #[test]
7526 fn cutting_a_gather_moves_where_it_starts_and_copies_nothing() {
7527 let source = Arc::new(integers(&[10, 20, 30, 40, 50]));
7528 let rids = Arc::new(vec![4, 3, 2, 1, 0]);
7529 let vector = Vector::gathered(Arc::clone(&source), Arc::clone(&rids)).unwrap();
7530 let held = Arc::strong_count(&rids);
7531 let cut = vector.slice(1, 3).unwrap();
7532 assert_eq!(cut.form(), Form::Gathered);
7533 assert_eq!(
7534 Arc::strong_count(&rids),
7535 held + 1,
7536 "the cut shares the ids rather than copying"
7537 );
7538 assert_eq!(
7539 cut.iter().collect::<Vec<_>>(),
7540 vec![Value::Integer(40), Value::Integer(30), Value::Integer(20)]
7541 );
7542 assert_eq!(cut.gathered_parts().unwrap().1, [3, 2, 1]);
7543 }
7544
7545 /// Composition, which is why this is a body and not an operator. A filter over the output of a
7546 /// link join selects into the ids, and what comes out is one level rather than two.
7547 #[test]
7548 fn a_gather_of_a_gather_resolves_to_one_walk_over_the_source() {
7549 let source = Arc::new(integers(&[10, 20, 30, 40]));
7550 let inner = Vector::gathered(source, Arc::new(vec![3, 2, 1, 0])).unwrap();
7551 let outer = inner.gather(&[0, 3]).unwrap();
7552 assert_eq!(outer.iter().collect::<Vec<_>>(), vec![Value::Integer(40), Value::Integer(10)]);
7553 assert_ne!(outer.form(), Form::Gathered, "the walk stops at what the ids point into");
7554 }
7555
7556 /// The sentinel survives being gathered through, which it has to: a filter over a left link
7557 /// join's output keeps the unmatched rows it kept and they are still null.
7558 #[test]
7559 fn gathering_through_a_sentinel_keeps_it_null() {
7560 let source = Arc::new(integers(&[10, 20]));
7561 let inner = Vector::gathered(source, Arc::new(vec![0, NO_ROW, 1])).unwrap();
7562 let outer = inner.gather(&[1, 2, 1]).unwrap();
7563 assert_eq!(
7564 outer.iter().collect::<Vec<_>>(),
7565 vec![Value::Null, Value::Integer(20), Value::Null]
7566 );
7567 }
7568
7569 /// Section 8.2's dispatch rule, which is the whole difference between this form and a dictionary
7570 /// and is one comparison. A gather off a parent larger than the chunk does not want the
7571 /// dictionary arm of any kernel, and a gather off a source smaller than the chunk does.
7572 #[test]
7573 fn folding_over_the_source_is_worth_it_only_when_the_source_is_the_shorter_one() {
7574 let wide = Arc::new(integers(&(0..64).collect::<Vec<i32>>()));
7575 let narrow = Arc::new(integers(&[1, 2]));
7576 let off_wide = Vector::gathered(wide, Arc::new(vec![0, 1, 2])).unwrap();
7577 let off_narrow = Vector::gathered(narrow, Arc::new(vec![0, 1, 0, 1, 0])).unwrap();
7578 assert!(!off_wide.fold_over_source(), "sixty four source rows to answer three");
7579 assert!(off_narrow.fold_over_source(), "two source rows to answer five");
7580 assert!(!integers(&[1, 2]).fold_over_source(), "and every other form says no");
7581 }
7582
7583 /// Strings, which read their bytes where the source already has them rather than through a value.
7584 /// A gather of a string column is four bytes a row and no arena is touched until something asks.
7585 #[test]
7586 fn a_gathered_string_is_read_where_the_source_put_it() {
7587 let mut column = StringColumn::new();
7588 column.push("red");
7589 column.push("a string too long to sit inside a sixteen byte view");
7590 let source = Arc::new(Vector::flat(LogicalType::Varchar, Data::Varlen(column)).unwrap());
7591 let vector = Vector::gathered(source, Arc::new(vec![1, 0, NO_ROW])).unwrap();
7592 assert_eq!(vector.text_at(0), Some("a string too long to sit inside a sixteen byte view"));
7593 assert_eq!(vector.text_at(1), Some("red"));
7594 assert_eq!(vector.text_at(2), None);
7595 assert_eq!(vector.bytes_at(1), Some(b"red".as_slice()));
7596 assert_eq!(vector.value_at(1), Value::Varchar("red".into()));
7597 }
7598
7599 /// The integer accessor a group by keys through, which has to agree with `value_at` at every
7600 /// row or two rows holding one value land in two groups.
7601 #[test]
7602 fn the_signed_reader_of_a_gather_agrees_with_the_value_reader() {
7603 let source = Arc::new(integers(&[10, 20, 30]));
7604 let vector = Vector::gathered(source, Arc::new(vec![2, NO_ROW, 0, 1])).unwrap();
7605 for row in 0..vector.len() {
7606 let signed = vector.signed_at(row);
7607 match vector.value_at(row) {
7608 Value::Null => assert_eq!(signed, None),
7609 Value::Integer(held) => assert_eq!(signed, Some(i128::from(held))),
7610 other => panic!("an integer column answered {other}"),
7611 }
7612 }
7613 }
7614
7615 /// Flattening gives up the form, which is what it is for, and what comes out holds the values the
7616 /// gather stood for, nulls included.
7617 #[test]
7618 fn flattening_a_gather_writes_out_the_rows_it_pointed_at() {
7619 let source = Arc::new(integers(&[10, 20, 30]));
7620 let vector = Vector::gathered(source, Arc::new(vec![2, NO_ROW, 0])).unwrap();
7621 let flat = vector.flatten().unwrap();
7622 assert_eq!(flat.form(), Form::Flat);
7623 assert_eq!(
7624 flat.iter().collect::<Vec<_>>(),
7625 vec![Value::Integer(30), Value::Null, Value::Integer(10)]
7626 );
7627 }
7628
7629 /// A gather counts a share of what it shares, for the reason a dictionary does. Eight columns
7630 /// gathered off one parent are one parent between them, not eight.
7631 #[test]
7632 fn a_parent_gathered_by_many_columns_is_counted_about_once_between_them() {
7633 let source = Arc::new(integers(&(0..4096).collect::<Vec<i32>>()));
7634 let rids = Arc::new(vec![0; 64]);
7635 let alone = Vector::gathered(Arc::clone(&source), Arc::clone(&rids)).unwrap().footprint();
7636 let many = (0..8)
7637 .map(|_| Vector::gathered(Arc::clone(&source), Arc::clone(&rids)).unwrap())
7638 .collect::<Vec<_>>();
7639 let together = many.iter().map(Vector::footprint).sum::<usize>();
7640 assert!(
7641 together < alone * 2,
7642 "eight gathers off one parent reported {together} against {alone} for one"
7643 );
7644 }
7645}