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//! **What is not here yet.** Buffers are owned. Section 7.1 says a vector borrowed from a buffer
25//! managed page carries a pin, and there is no buffer manager until M2, so there is nothing to pin
26//! and pretending otherwise would be an interface built against an imaginary caller. Nested types
27//! are not stored yet either, for the same reason: a `LIST(STRUCT(...))` is offsets plus child
28//! column chunks, and child column chunks are storage.
29
30use std::borrow::Cow;
31use std::sync::Arc;
32
33use rudb_common::{Cause, Error, LogicalType, Result, Value, slow};
34
35use crate::buffer::Buffer;
36use crate::fsst::SymbolTable;
37use crate::string::{StringColumn, StringView};
38use crate::validity::Validity;
39
40/// How many values are in a full vector.
41///
42/// 1024 rather than DuckDB's 2048, per `spec/04-architecture.md` section 4.3. It is the FastLanes
43/// unit, it makes a validity mask exactly 16 `u64` words, and it keeps a vector of 16 byte string
44/// views at 16 KiB, which is the size at which several of these fit in L1 together rather than
45/// evicting each other.
46pub const VECTOR_SIZE: usize = 1024;
47
48/// Which physical form a vector is in.
49///
50/// An operator asks this once per vector and then takes the path it wants, which is the one branch
51/// per vector that the whole design is willing to spend.
52///
53/// Not exhaustive, and that is a decision rather than an oversight. `Encoded` is the fifth form
54/// and it arrives at layer three with the specialization contract. If this enum were exhaustive,
55/// the day it lands is the day every kernel in the workspace stops compiling, and the pressure at
56/// that moment would be to add an arm to each of them in a hurry rather than to think about what
57/// each one should do with an encoded vector. A required fallback arm means each kernel already
58/// has a correct answer for a form it has never seen, and specializing it is then a change that
59/// can be made one kernel at a time with a benchmark next to it.
60#[derive(Debug, Clone, Copy, PartialEq, Eq, Hash)]
61#[non_exhaustive]
62pub enum Form {
63 /// One value per position.
64 Flat,
65 /// One value, repeated.
66 Constant,
67 /// A start and a step, computed rather than stored.
68 Sequence,
69 /// Codes into a smaller vector of distinct values.
70 Dictionary,
71 /// Integers stored in as many bits as the range of the column needs, offset from a base.
72 ///
73 /// The form a narrow integer column is in. A ClickBench `ResolutionWidth` is a `SMALLINT` whose
74 /// values live between 0 and 2560, which is twelve bits, so the column is three quarters of the
75 /// size it was and the pages behind it are three quarters of the reads. What it costs is a shift
76 /// and a mask per value, which is why this is worth it at storage and at rest and is not a form
77 /// anything should be building in the middle of a pipeline.
78 BitPacked,
79 /// Sixteen byte views over an arena the vector shares rather than owns.
80 ///
81 /// The form a varchar column is in once more than one vector is looking at the same page. A flat
82 /// varchar vector owns its arena, so cutting a chunk out of it copies every byte of every long
83 /// string in the range, and on ClickBench that is most of what reading `URL` costs. Sharing the
84 /// arena makes the cut the views and nothing else, the way a dictionary cut is the codes and
85 /// nothing else.
86 StringView,
87 /// Strings compressed against one symbol table, each row on its own.
88 ///
89 /// The form a text column is in at rest. FSST is about half the bytes on the ClickBench `URL`
90 /// and `Title` columns, and unlike a block compressor it keeps random access, so reading row
91 /// four million does not decompress the four million before it. What it costs is a decompression
92 /// per row read, which is why an equality filter over it is worth writing in code space: the
93 /// literal compresses once and the rows never decompress at all.
94 Fsst,
95 /// One value per run, with the row each run ends at.
96 ///
97 /// The form a clustered column is in. `hits` is written in time order, so `EventDate` is a few
98 /// hundred runs over a hundred million rows, and a sum over it is a few hundred multiplications
99 /// rather than a hundred million additions. Dictionary says which distinct values there are and
100 /// this says where they stop, and a column can want either one without wanting the other.
101 Rle,
102}
103
104/// The values of a flat vector, one Rust vector per physical type.
105///
106/// The variants are physical rather than logical, which is what lets `DATE` and `INTEGER` share
107/// storage and share a kernel. What a run of `i32` means is the vector's logical type's business.
108#[derive(Debug, Clone, PartialEq)]
109#[non_exhaustive]
110pub enum Data {
111 /// No values, for the type of an untyped `NULL`.
112 Empty,
113 /// One byte per value.
114 Bool(Buffer<bool>),
115 /// 8 bit signed.
116 Int8(Buffer<i8>),
117 /// 16 bit signed.
118 Int16(Buffer<i16>),
119 /// 32 bit signed.
120 Int32(Buffer<i32>),
121 /// 64 bit signed.
122 Int64(Buffer<i64>),
123 /// 128 bit signed.
124 Int128(Buffer<i128>),
125 /// 8 bit unsigned.
126 UInt8(Buffer<u8>),
127 /// 16 bit unsigned.
128 UInt16(Buffer<u16>),
129 /// 32 bit unsigned.
130 UInt32(Buffer<u32>),
131 /// 64 bit unsigned.
132 UInt64(Buffer<u64>),
133 /// 128 bit unsigned.
134 UInt128(Buffer<u128>),
135 /// IEEE 754 binary32.
136 Float32(Buffer<f32>),
137 /// IEEE 754 binary64.
138 Float64(Buffer<f64>),
139 /// The months, days and microseconds triple.
140 Interval(Buffer<(i32, i32, i64)>),
141 /// Strings, as 16 byte views plus the arena the long ones live in.
142 Varlen(StringColumn),
143}
144
145impl Data {
146 /// How many values are stored.
147 ///
148 /// The match below has no wildcard arm, and that is what makes this function the check that
149 /// keeps [`for_each_layout`](crate::for_each_layout) honest. A variant added to this enum
150 /// without being added to the `all` group fails to compile here, which is a line in a build log
151 /// rather than a layout quietly missing from six kernels.
152 #[must_use]
153 pub fn len(&self) -> usize {
154 macro_rules! lengths {
155 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
156 match self {
157 Self::Empty => 0,
158 $(Self::$variant(values) => values.len(),)+
159 }
160 };
161 }
162 crate::for_each_layout!(all, lengths)
163 }
164
165 /// Whether there are no values.
166 #[must_use]
167 pub fn is_empty(&self) -> bool {
168 self.len() == 0
169 }
170
171 /// How many bytes of memory these values are holding.
172 ///
173 /// One arm per layout through the same macro as [`Data::len`], for the same reason: a layout
174 /// added without a size here is a layout the memory limit would charge nothing for, and a
175 /// buffer that is free is a buffer that can be grown until the process dies.
176 #[must_use]
177 pub fn footprint(&self) -> usize {
178 macro_rules! sizes {
179 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
180 match self {
181 Self::Empty => 0,
182 $(Self::$variant(values) => values.footprint(),)+
183 }
184 };
185 }
186 crate::for_each_layout!(all, sizes)
187 }
188
189 /// An integer at `index`, widened, for any of the signed integer layouts.
190 ///
191 /// Used by the decimal path, which needs the unscaled value out of whichever width the width
192 /// and scale picked, and by anything else that would otherwise repeat the same five arms.
193 #[must_use]
194 pub fn signed_at(&self, index: usize) -> Option<i128> {
195 macro_rules! widened {
196 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
197 match self {
198 $(Self::$variant(v) => v.get(index).map(|&x| i128::from(x)),)+
199 _ => None,
200 }
201 };
202 }
203 crate::for_each_layout!(signed, widened)
204 }
205
206 /// An unsigned integer at `index`, widened.
207 #[must_use]
208 pub fn unsigned_at(&self, index: usize) -> Option<u128> {
209 macro_rules! widened {
210 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
211 match self {
212 $(Self::$variant(v) => v.get(index).map(|&x| u128::from(x)),)+
213 _ => None,
214 }
215 };
216 }
217 crate::for_each_layout!(unsigned, widened)
218 }
219
220 /// The string at `index`, for a `Varlen`.
221 #[must_use]
222 pub fn str_at(&self, index: usize) -> Option<&str> {
223 match self {
224 Self::Varlen(column) => column.get(index),
225 _ => None,
226 }
227 }
228
229 /// The bytes at `index`, for a `Varlen`, whatever they are.
230 ///
231 /// What a `BLOB` reads through, since the bytes of one are not required to be text and
232 /// [`Self::str_at`] answers `None` for the ones that are not.
233 #[must_use]
234 pub fn bytes_at(&self, index: usize) -> Option<&[u8]> {
235 match self {
236 Self::Varlen(column) => column.bytes(index),
237 _ => None,
238 }
239 }
240}
241
242/// A type, a length, a validity representation and some data.
243#[derive(Debug, Clone, PartialEq)]
244pub struct Vector {
245 ty: LogicalType,
246 len: usize,
247 validity: Validity,
248 body: Body,
249}
250
251/// What the vector holds, which is what its form is decided by.
252#[derive(Debug, Clone, PartialEq)]
253enum Body {
254 Flat(Data),
255 Constant(Box<Value>),
256 Sequence {
257 start: i64,
258 step: i64,
259 },
260 /// The values are behind an `Arc` rather than a `Box` because slicing shares them.
261 ///
262 /// A dictionary vector is cut once per chunk and the dictionary itself is the same dictionary
263 /// every time, so a `Box` meant a copy of every value in it per cut. On the ClickBench columns
264 /// that are dictionary encoded the dictionary is larger than the chunk of codes pointing into
265 /// it, and copying it was ten percent of the cycles of reading the file.
266 ///
267 /// Nothing here mutates a dictionary in place, so sharing one is only ever a read, and the one
268 /// place that wants an owned copy of the values is [`compose`], which asks for one.
269 Dictionary {
270 codes: Vec<u32>,
271 values: Arc<Vector>,
272 },
273 /// Integer codes of `width` bits each, packed end to end, each one an offset from `base`.
274 ///
275 /// Row `r` is the `width` bits starting at bit `(offset + r) * width`, read little end first, so
276 /// a code that straddles a word boundary has its low bits in the earlier word. `offset` is what
277 /// lets a cut of a packed column be free: the bits are not byte aligned, so a slice either
278 /// repacks or remembers where it starts, and remembering is one addition per read.
279 ///
280 /// The words are behind an `Arc` for the reason the dictionary's values are. A page is packed
281 /// once and cut into chunk sized pieces, and copying the words per cut would undo most of what
282 /// the packing saved.
283 Packed {
284 words: Arc<Vec<u64>>,
285 width: u32,
286 base: i128,
287 offset: usize,
288 },
289 /// The views of a string column, over an arena that other vectors are reading at the same time.
290 ///
291 /// The views are owned because a cut is a different run of views, and the arena is shared
292 /// because a cut is the same bytes. That split is the whole form: sixteen bytes a row move and
293 /// the payload does not, however many cuts a page is taken in.
294 ///
295 /// A row's bytes are found the same way [`StringColumn`] finds them, through
296 /// [`StringView::bytes_in`], so a short string never reads the arena at all and the two ways of
297 /// holding strings cannot answer a row differently.
298 Views {
299 views: Vec<StringView>,
300 arena: Arc<Buffer<u8>>,
301 },
302 /// The FSST codes of every row, end to end, with one symbol table over all of them.
303 ///
304 /// A span rather than a run of offsets, because a gather keeps this form and a gather puts the
305 /// rows in an order the codes are not in. Eight bytes a row either way, and the span is the one
306 /// that survives being permuted.
307 ///
308 /// The codes and the table are shared for the reason a dictionary's values are: one table is
309 /// trained per page and every chunk cut out of it points at the same one. A table is sixty five
310 /// thousand hash slots, so a table per chunk would cost more than the compression saves.
311 Coded {
312 codes: Arc<Vec<u8>>,
313 spans: Vec<(u32, u32)>,
314 table: Arc<SymbolTable>,
315 },
316 /// One value per run, with the row each run ends at, exclusive and increasing.
317 ///
318 /// Ends rather than lengths, because every reader of this wants to know which run holds a row
319 /// and ends answer that with a binary search while lengths answer it with a running total. The
320 /// two are the same information and only one of them is the one that gets asked for.
321 ///
322 /// The values are behind an `Arc` for the reason the dictionary's are: a page is cut into chunk
323 /// sized pieces and the values are the same values every time.
324 Runs {
325 ends: Vec<u32>,
326 values: Arc<Vector>,
327 },
328}
329
330impl Vector {
331 /// A flat vector of `data`, all valid.
332 ///
333 /// # Errors
334 ///
335 /// If the data's physical layout is not the one the type calls for. That check is here rather
336 /// than left to the caller because a vector whose type and layout disagree is a wrong answer
337 /// waiting to be read out, and it costs one comparison at construction to prevent.
338 pub fn flat(ty: LogicalType, data: Data) -> Result<Self> {
339 let len = data.len();
340 if !matches!(data, Data::Empty) && layout_of(&data) != ty.physical() {
341 return Err(Error::internal(format!(
342 "a {ty} vector cannot hold {:?} data",
343 layout_of(&data)
344 )));
345 }
346 Ok(Self { ty, len, validity: Validity::AllValid, body: Body::Flat(data) })
347 }
348
349 /// A flat vector built from single values, with the nulls among them turning into validity.
350 ///
351 /// The slow way in, and the only way in that anything outside this crate has. It is what an
352 /// `INSERT`, a `VALUES` clause and a test build a column with, all of which arrive holding
353 /// values rather than a run of `i32`. Nothing on a scan path calls it: a scan produces a run of
354 /// data directly and hands it to [`Self::flat`].
355 ///
356 /// # Errors
357 ///
358 /// If a value is not one the type can hold, or if the type is one that cannot be stored flat
359 /// yet, which today means the nested types.
360 pub fn from_values(ty: LogicalType, values: &[Value]) -> Result<Self> {
361 let mut data = empty_data_for(&ty)?;
362 for value in values {
363 push_value(&mut data, value)?;
364 }
365 let validity = Validity::from_iter(values.len(), |index| !values[index].is_null());
366 Ok(Self { ty, len: values.len(), validity, body: Body::Flat(data) })
367 }
368
369 /// A vector of `len` copies of one value.
370 ///
371 /// Costs one value regardless of the length, which is what makes a literal in a predicate free
372 /// and what makes a projection of a constant free.
373 #[must_use]
374 pub fn constant(ty: LogicalType, value: Value, len: usize) -> Self {
375 let validity = if value.is_null() { Validity::AllInvalid } else { Validity::AllValid };
376 Self { ty, len, validity, body: Body::Constant(Box::new(value)) }
377 }
378
379 /// A vector of `len` values starting at `start` and stepping by `step`.
380 ///
381 /// This is what a row identifier column is, and it costs sixteen bytes rather than eight
382 /// kilobytes. A scan that produces row ids for a later fetch produces one of these.
383 #[must_use]
384 pub fn sequence(start: i64, step: i64, len: usize) -> Self {
385 Self {
386 ty: LogicalType::BigInt,
387 len,
388 validity: Validity::AllValid,
389 body: Body::Sequence { start, step },
390 }
391 }
392
393 /// A vector of codes into a smaller vector of distinct values.
394 ///
395 /// The form the whole M3 thesis rests on. A dictionary vector handed to a group by is an
396 /// integer column, and an aggregate over one is an aggregate over integers no matter what the
397 /// logical type says.
398 ///
399 /// A dictionary over a dictionary is composed into one level here rather than left as two, so
400 /// the form has a depth of one always and a kernel that reads [`Self::dictionary_parts`] is
401 /// reading the values rather than another layer of codes. Two filters over the same chunk build
402 /// the second case and four conjuncts pushed down separately build four of it.
403 ///
404 /// The cost of leaving them stacked turned out to be a cliff rather than a slope. Every loop in
405 /// `rudb-kernels` reaches for the values behind the codes with [`Self::data`], a dictionary
406 /// pointing at a dictionary has no data to hand back, so the second level does not make the
407 /// kernels slower, it turns them off and drops the work onto the row at a time path that exists
408 /// to be correct rather than fast. Measured on server3 over a chunk of two numeric columns and a
409 /// consumer of two vectorized passes, one level reads at 3.5 nanoseconds a row and two levels at
410 /// 104, and the third and fourth levels cost almost nothing more because the first one had
411 /// already given up everything there was to give. Composing is one pass over the outer codes,
412 /// which the range check above is already making.
413 ///
414 /// The one dictionary that is not composed past is one carrying a validity of its own. A
415 /// dictionary is built all valid and only [`Self::with_validity`] can change that, so such a
416 /// vector is saying that its nulls are at this level rather than in the values it points at, and
417 /// composing past it would drop them.
418 ///
419 /// # Errors
420 ///
421 /// If any code is past the end of the value vector.
422 pub fn dictionary(codes: Vec<u32>, values: Vector) -> Result<Self> {
423 Self::dictionary_over(codes, Arc::new(values))
424 }
425
426 /// The same, over a set of values somebody else is holding too.
427 ///
428 /// The body holds its values in an `Arc` either way, so a caller that already has one has
429 /// nothing to hand over but a pointer. The caller this is for is a Parquet chunk: one dictionary
430 /// page serves every data page of the chunk, and going through [`Self::dictionary`] meant
431 /// copying the whole dictionary into each page's vector on the way to putting it in an `Arc`
432 /// that then had a single holder. On a ClickBench scan that copy was sixteen percent of the
433 /// instructions the query ran.
434 ///
435 /// Composing a dictionary over a dictionary still needs the values by value, so that case takes
436 /// them out of the handle and copies if anybody else is still reading them. Nothing that shares
437 /// a dictionary builds a stacked one, so the two paths do not meet in practice.
438 ///
439 /// The range check takes the highest code rather than stopping at the first bad one. Stopping
440 /// early sounds cheaper and is not, because a loop that can exit anywhere cannot be vectorized
441 /// and a running maximum can, and the only run that would have exited early is the one about to
442 /// fail the query anyway. Every other run reads the whole of `codes` either way. It was 5.2
443 /// percent of a ClickBench scan as a `find`.
444 ///
445 /// # Errors
446 ///
447 /// If any code is past the end of the value vector.
448 pub fn dictionary_over(codes: Vec<u32>, values: Arc<Vector>) -> Result<Self> {
449 let highest = codes.iter().copied().fold(0, u32::max);
450 if !codes.is_empty() && highest as usize >= values.len() {
451 return Err(Error::internal(format!(
452 "dictionary code {highest} is past the end of a {} value dictionary",
453 values.len()
454 )));
455 }
456 let stacked = matches!(values.validity, Validity::AllValid)
457 && matches!(values.body, Body::Dictionary { .. });
458 let (codes, values) = if stacked {
459 let (codes, values) = compose(codes, Arc::unwrap_or_clone(values));
460 (codes, Arc::new(values))
461 } else {
462 (codes, values)
463 };
464 Ok(Self {
465 ty: values.ty.clone(),
466 len: codes.len(),
467 validity: Validity::AllValid,
468 body: Body::Dictionary { codes, values },
469 })
470 }
471
472 /// A vector of runs, one value each, with the row each run ends at.
473 ///
474 /// `ends` is exclusive and strictly increasing, so run `i` covers the rows from `ends[i - 1]` to
475 /// `ends[i]` and run zero starts at nothing. The length of the vector is the last end.
476 ///
477 /// The depth is one, the same way a dictionary's is, and for a sharper reason. Every kernel that
478 /// wants runs wants the value of a run without another search, and a run length vector over a
479 /// run length vector turns one search into two and then into three. Rather than compose, this
480 /// refuses: nothing in the engine builds a stacked one, because [`Self::run_encoded`] only ever
481 /// reads a flat body, so a stacked one is a caller doing something by hand and the useful answer
482 /// is to say so rather than to quietly do a pass of work they did not ask for.
483 ///
484 /// A run over a dictionary is fine and is not that case. The two forms answer different
485 /// questions and a column that is both clustered and low cardinality genuinely wants both.
486 ///
487 /// # Errors
488 ///
489 /// If there is not exactly one value per run, if the ends do not increase, or if the values are
490 /// themselves run length encoded.
491 pub fn runs(ends: Vec<u32>, values: Vector) -> Result<Self> {
492 if matches!(values.body, Body::Runs { .. }) {
493 return Err(Error::internal("runs of runs, which is two searches to read one row"));
494 }
495 if ends.len() != values.len() {
496 return Err(Error::internal(format!(
497 "{} runs and {} values to put in them",
498 ends.len(),
499 values.len()
500 )));
501 }
502 if ends.windows(2).any(|pair| pair[0] >= pair[1]) || ends.first() == Some(&0) {
503 return Err(Error::internal("run ends that do not increase"));
504 }
505 let len = ends.last().copied().unwrap_or(0) as usize;
506 Ok(Self {
507 ty: values.ty.clone(),
508 len,
509 validity: Validity::AllValid,
510 body: Body::Runs { ends, values: Arc::new(values) },
511 })
512 }
513
514 /// The same values as runs, when there are few enough runs for that to be smaller.
515 ///
516 /// Costs one pass over the column to find out, which is why this is a call somebody makes rather
517 /// than something a constructor does. The decision is the same arithmetic every time: a row in
518 /// flat form costs one value, a run costs one value plus the four bytes of its end, so runs are
519 /// smaller once there are fewer than about half as many runs as rows, and the narrower the
520 /// column the more runs it takes. `RUNS_PAY_AT` is that ratio, written down rather than spelt
521 /// into an `if`, because it is the number a sweep will want to move.
522 ///
523 /// Only a flat body is looked at. A constant and a sequence are already one value and two
524 /// numbers, so there is nothing to win, and a dictionary that is also clustered is a real case
525 /// that wants its codes run length encoded rather than its values, which is a different function
526 /// and not this one.
527 ///
528 /// Two adjacent nulls are one run. Two adjacent equal values with a null between them are three,
529 /// because the null is a value of the column as far as anything reading it is concerned.
530 ///
531 /// # Errors
532 ///
533 /// If the type has no flat layout, which today means the nested types.
534 pub fn run_encoded(&self) -> Result<Self> {
535 let Body::Flat(data) = &self.body else {
536 return Ok(self.clone());
537 };
538 let ends = boundaries(data, &self.validity, self.len);
539 if ends.len().saturating_mul(RUNS_PAY_AT) >= self.len {
540 return Ok(self.clone());
541 }
542 let starts: Vec<u32> =
543 std::iter::once(0).chain(ends.iter().copied()).take(ends.len()).collect();
544 Self::runs(ends, self.gather(&starts)?)
545 }
546
547 /// A vector of `len` integers packed `width` bits each, every one an offset from `base`.
548 ///
549 /// The way in for a reader that already has the packed bits, which is what a column file holds
550 /// and what a network frame carries. Nothing unpacks on the way in, so a scan of a packed column
551 /// hands the bits straight to the chunk and the cost of the form is paid by whoever reads a
552 /// value rather than by the scan.
553 ///
554 /// The range check is on the two ends rather than on every code, which is the whole check. A
555 /// code is between zero and `2^width - 1` by construction, so if `base` and `base + 2^width - 1`
556 /// both fit the column's layout then every value does, and that is two comparisons instead of
557 /// one per row.
558 ///
559 /// # Errors
560 ///
561 /// If the type is not one of the integer layouts, if the width is not between one and
562 /// [`PACKED_WIDTH_MAX`], if there are not enough words for the length, or if either end of the
563 /// range would not fit the type.
564 pub fn packed(
565 ty: LogicalType,
566 words: Vec<u64>,
567 width: u32,
568 base: i128,
569 len: usize,
570 ) -> Result<Self> {
571 let Some((low, high)) = layout_range(&ty) else {
572 return Err(Error::internal(format!("a {ty} vector has no integer layout to pack")));
573 };
574 if width == 0 || width > PACKED_WIDTH_MAX {
575 return Err(Error::internal(format!(
576 "a packed width of {width}, which is outside 1 to {PACKED_WIDTH_MAX}"
577 )));
578 }
579 let needed = words_for(len, width);
580 if words.len() < needed {
581 return Err(Error::internal(format!(
582 "{} words for {len} values of {width} bits, which needs {needed}",
583 words.len()
584 )));
585 }
586 let top = base + i128::from(u64::MAX >> (64 - width));
587 if base < low || top > high {
588 return Err(Error::internal(format!(
589 "packed values from {base} to {top}, which a {ty} cannot hold"
590 )));
591 }
592 Ok(Self {
593 ty,
594 len,
595 validity: Validity::AllValid,
596 body: Body::Packed { words: Arc::new(words), width, base, offset: 0 },
597 })
598 }
599
600 /// The same values bit packed, when the range of the column makes that smaller.
601 ///
602 /// Costs one pass to find the range and one to write the bits, which is why this is a call
603 /// somebody makes rather than something a constructor does. It is the counterpart of
604 /// [`Self::run_encoded`] and the decision has the same shape: a row flat costs the width of its
605 /// layout, a row packed costs the bits the column's range needs, and the form is worth having
606 /// only when the second is a good deal smaller than the first. [`PACKING_PAYS_AT`] is that
607 /// ratio, written down rather than spelt into an `if`, because it is the number a sweep will
608 /// want to move.
609 ///
610 /// Only a flat integer body is looked at. A constant and a sequence are already smaller than any
611 /// packing of them, a dictionary's codes are the thing that would want packing rather than its
612 /// values, and a float has no range to pack into since the bits of an `f64` are not an integer
613 /// that arithmetic on the column agrees with.
614 ///
615 /// The range is taken over every slot including the null ones, which hold a zero. A column of
616 /// large values with one null in it therefore packs a range that reaches down to zero and comes
617 /// out wider than it needed to be. The alternative is a pass that consults the validity per slot
618 /// to find the range and a second rule for what to write into a null slot, and this form exists
619 /// to make reads cheap rather than to squeeze the last bit out of a sparse column.
620 ///
621 /// A column whose values are all the same packs to nothing at all, and rather than invent a zero
622 /// bit code this declines and leaves it to [`Self::run_encoded`], which turns that column into
623 /// one run and is smaller than any packing of it.
624 ///
625 /// # Errors
626 ///
627 /// If the packed bits and the length disagree, which would be a bug here rather than a caller
628 /// doing something wrong.
629 pub fn bit_packed(&self) -> Result<Self> {
630 let Body::Flat(data) = &self.body else {
631 return Ok(self.clone());
632 };
633 let Some((low, high)) = span_of(data, self.len) else {
634 return Ok(self.clone());
635 };
636 let Some(range) = high.checked_sub(low).and_then(|range| u64::try_from(range).ok()) else {
637 return Ok(self.clone());
638 };
639 let width = u64::BITS - range.leading_zeros();
640 if width == 0 || width > PACKED_WIDTH_MAX {
641 return Ok(self.clone());
642 }
643 if words_for(self.len, width) * size_of::<u64>() * PACKING_PAYS_AT > data.footprint() {
644 return Ok(self.clone());
645 }
646 let words = pack(data, self.len, low, width);
647 let packed = Self::packed(self.ty.clone(), words, width, low, self.len)?;
648 Ok(packed.with_validity(self.validity.clone()))
649 }
650
651 /// A vector of string views over an arena somebody else is holding too.
652 ///
653 /// The way in for a scan that has a page of strings and wants several chunks over it. Each chunk
654 /// gets its own run of views and they all share the one arena, so the bytes are read where the
655 /// page put them and nothing copies them.
656 ///
657 /// Every view is checked against the arena here rather than when a row is read. That is a pass
658 /// over the views at construction, which is the same pass the caller just did to build them, and
659 /// what it buys is that a row of this form cannot resolve to bytes that are not there. The check
660 /// is on the offsets and not on the bytes, so it says nothing about whether the payload is text,
661 /// which is the same promise a `BLOB` column makes.
662 ///
663 /// # Errors
664 ///
665 /// If the type is not one stored as views, or if a view points past the end of the arena.
666 pub fn string_views(
667 ty: LogicalType,
668 views: Vec<StringView>,
669 arena: Arc<Buffer<u8>>,
670 ) -> Result<Self> {
671 if ty.physical() != rudb_common::PhysicalType::Varlen {
672 return Err(Error::internal(format!("a {ty} vector cannot hold string views")));
673 }
674 if views.iter().any(|view| view.bytes_in(&arena).is_none()) {
675 return Err(Error::internal("a string view points past the end of its arena"));
676 }
677 let len = views.len();
678 Ok(Self { ty, len, validity: Validity::AllValid, body: Body::Views { views, arena } })
679 }
680
681 /// The same strings, in a form where a cut of them does not copy the bytes.
682 ///
683 /// The counterpart of [`Self::run_encoded`] and [`Self::bit_packed`] for a string column, and
684 /// the only one of the three that takes `self` by value. It has to: what it does is move the
685 /// arena into an `Arc` so nothing copies it again, and a version taking `&self` would start by
686 /// copying the arena once to have one to move.
687 ///
688 /// Anything that is not a flat string column comes back as it was, which includes a column that
689 /// is already in this form.
690 ///
691 /// # Errors
692 ///
693 /// Nothing here fails today. The result is a `Result` because the check inside
694 /// [`Self::string_views`] is worth running on the views this builds rather than trusting that
695 /// this function built them right.
696 pub fn shared_text(self) -> Result<Self> {
697 let Body::Flat(Data::Varlen(column)) = self.body else {
698 return Ok(self);
699 };
700 let (views, arena) = column.into_parts();
701 let shared = Self::string_views(self.ty, views, Arc::new(arena))?;
702 Ok(shared.with_validity(self.validity))
703 }
704
705 /// A vector of FSST codes against a table somebody else trained.
706 ///
707 /// The way in for a reader that has a page of compressed strings and the table that goes with
708 /// it. The codes are not copied and the table is not retrained, so laying several chunks over
709 /// one page costs the spans and nothing else.
710 ///
711 /// # Errors
712 ///
713 /// If the type is not one stored as text, or if a span runs past the end of the codes.
714 pub fn coded(
715 ty: LogicalType,
716 codes: Arc<Vec<u8>>,
717 spans: Vec<(u32, u32)>,
718 table: Arc<SymbolTable>,
719 ) -> Result<Self> {
720 if ty.physical() != rudb_common::PhysicalType::Varlen {
721 return Err(Error::internal(format!("a {ty} vector cannot hold FSST codes")));
722 }
723 let end = u32::try_from(codes.len()).unwrap_or(u32::MAX);
724 if spans.iter().any(|&(from, to)| from > to || to > end) {
725 return Err(Error::internal("an FSST span runs past the end of the codes"));
726 }
727 let len = spans.len();
728 Ok(Self {
729 ty,
730 len,
731 validity: Validity::AllValid,
732 body: Body::Coded { codes, spans, table },
733 })
734 }
735
736 /// The same strings, compressed against a table trained on them.
737 ///
738 /// The counterpart of [`Self::run_encoded`] and [`Self::bit_packed`] for a text column, and it
739 /// takes `self` by value for the reason [`Self::shared_text`] does.
740 ///
741 /// The table is trained on every row rather than on a sample. A vector is at most 1024 rows, so
742 /// the sample would be most of the column anyway, and the systematic sampling
743 /// `spec/06-compression.md` section 6.3 asks for is a decision about a page and belongs to
744 /// whoever is holding one.
745 ///
746 /// It declines unless the codes are at most half the bytes the strings are. FSST gets about that
747 /// on text and rather less on anything already short or already random, and below that the
748 /// decompression per row read is not bought back. A column it declines on comes back as it was.
749 ///
750 /// # Errors
751 ///
752 /// Nothing here fails today. The result is a `Result` because the checks inside [`Self::coded`]
753 /// are worth running on what this builds rather than trusting that this built it right.
754 pub fn compressed(self) -> Result<Self> {
755 let Body::Flat(Data::Varlen(column)) = &self.body else {
756 return Ok(self);
757 };
758 let rows: Vec<&[u8]> = (0..self.len).filter_map(|row| column.bytes(row)).collect();
759 if rows.len() != self.len {
760 return Ok(self);
761 }
762 let plain: usize = rows.iter().map(|row| row.len()).sum();
763 let table = SymbolTable::train(&rows);
764 let mut codes = Vec::with_capacity(plain);
765 let mut spans = Vec::with_capacity(self.len);
766 for row in &rows {
767 let from = u32::try_from(codes.len()).unwrap_or(u32::MAX);
768 table.compress(row, &mut codes);
769 spans.push((from, u32::try_from(codes.len()).unwrap_or(u32::MAX)));
770 }
771 if codes.len() * FSST_PAYS_AT > plain {
772 return Ok(self);
773 }
774 let coded = Self::coded(self.ty.clone(), Arc::new(codes), spans, Arc::new(table))?;
775 Ok(coded.with_validity(self.validity.clone()))
776 }
777
778 /// The same vector with a different validity.
779 #[must_use]
780 pub fn with_validity(mut self, validity: Validity) -> Self {
781 self.validity = validity;
782 self
783 }
784
785 /// What kind of values these are.
786 #[must_use]
787 pub fn logical_type(&self) -> &LogicalType {
788 &self.ty
789 }
790
791 /// How many values there are.
792 #[must_use]
793 pub fn len(&self) -> usize {
794 self.len
795 }
796
797 /// Whether there are no values.
798 #[must_use]
799 pub fn is_empty(&self) -> bool {
800 self.len == 0
801 }
802
803 /// How many bytes of memory this vector is holding.
804 ///
805 /// What the memory limit charges for it. A constant and a sequence hold one value and two
806 /// numbers however long they are, which is the point of both forms, so the number here is the
807 /// form's cost and not the column's width times its length.
808 ///
809 /// A dictionary counts its values in full, and two vectors sharing one dictionary each report
810 /// all of it. That over counts, deliberately: working out that two operators are looking at the
811 /// same `Arc` means threading identity through the accounting, and a limit that over counts
812 /// refuses a query that would have fit while a limit that under counts lets one through that
813 /// does not. The first is a worse answer to give and the second is a worse thing to be.
814 #[must_use]
815 pub fn footprint(&self) -> usize {
816 let body = match &self.body {
817 Body::Flat(data) => data.footprint(),
818 Body::Constant(value) => value.footprint(),
819 Body::Sequence { .. } => 0,
820 Body::Dictionary { codes, values } => {
821 codes.capacity() * size_of::<u32>() + values.footprint()
822 }
823 Body::Packed { words, .. } => words.capacity() * size_of::<u64>(),
824 // The arena counts in full in every vector sharing it, for the reason a shared
825 // dictionary does: over counting refuses a query that would have fit and under counting
826 // admits one that does not, and the first is the better way to be wrong.
827 Body::Views { views, arena } => {
828 views.capacity() * size_of::<StringView>() + arena.footprint()
829 }
830 // The table counts in full in every vector sharing it, the way a shared arena and a
831 // shared dictionary do. It is the largest of the three and the most shared of them, so
832 // this is the one place the over counting is worth saying out loud: a page of a hundred
833 // chunks reports its table a hundred times.
834 Body::Coded { codes, spans, table } => {
835 codes.capacity() + spans.capacity() * size_of::<(u32, u32)>() + table.footprint()
836 }
837 Body::Runs { ends, values } => ends.capacity() * size_of::<u32>() + values.footprint(),
838 };
839 size_of::<Self>() + self.validity.footprint() + body
840 }
841
842 /// Which of the values are not null.
843 #[must_use]
844 pub fn validity(&self) -> &Validity {
845 &self.validity
846 }
847
848 /// Which physical form this vector is in.
849 #[must_use]
850 pub fn form(&self) -> Form {
851 match self.body {
852 Body::Flat(_) => Form::Flat,
853 Body::Constant(_) => Form::Constant,
854 Body::Sequence { .. } => Form::Sequence,
855 Body::Dictionary { .. } => Form::Dictionary,
856 Body::Packed { .. } => Form::BitPacked,
857 Body::Views { .. } => Form::StringView,
858 Body::Coded { .. } => Form::Fsst,
859 Body::Runs { .. } => Form::Rle,
860 }
861 }
862
863 /// The data, for a flat vector, and `None` for any other form.
864 ///
865 /// A kernel that wants a slice asks for it and takes the flat path if it gets one. A kernel
866 /// that can do better on a constant or a dictionary checks [`Self::form`] first.
867 #[must_use]
868 pub fn data(&self) -> Option<&Data> {
869 match &self.body {
870 Body::Flat(data) => Some(data),
871 _ => None,
872 }
873 }
874
875 /// The one value, for a constant vector, and `None` for any other form.
876 ///
877 /// A kernel comparing a column against a literal wants the literal once rather than 1024
878 /// times, and [`Self::value_at`] on a constant clones it on every call because it has to be
879 /// able to hand back a `Value` for any form. This is the accessor that lets the specialized
880 /// path hoist the clone out of the loop.
881 #[must_use]
882 pub fn constant_value(&self) -> Option<&Value> {
883 match &self.body {
884 Body::Constant(value) => Some(value.as_ref()),
885 _ => None,
886 }
887 }
888
889 /// The codes and the values, for a dictionary vector, and `None` for any other form.
890 ///
891 /// The reason a kernel needs this rather than reading the dictionary through
892 /// [`Self::value_at`] is the entire argument for the form existing. A filter against a
893 /// dictionary column of 1024 rows and 40 distinct values is 40 comparisons and 1024 lookups,
894 /// not 1024 comparisons, and there is no way to write that loop without seeing the codes.
895 ///
896 /// Note what the validity of the returned vector means. A dictionary keeps its nulls in the
897 /// vector it points at, and the dictionary's own validity says nothing about them, so a caller
898 /// deciding whether row `i` is null has to ask the value vector about `codes[i]` rather than
899 /// asking this vector about `i`. [`Self::flatten`] has the same note on it for the same
900 /// reason, because getting this wrong is a null that survives being selected and comes out as
901 /// a zero.
902 #[must_use]
903 pub fn dictionary_parts(&self) -> Option<(&[u32], &Self)> {
904 match &self.body {
905 Body::Dictionary { codes, values } => Some((codes, values.as_ref())),
906 _ => None,
907 }
908 }
909
910 /// The run ends and the run values, for a run length vector, and `None` for any other form.
911 ///
912 /// The ends are exclusive and increasing, and there is exactly one value per run, so a kernel
913 /// that wants to walk this walks the pairs and never asks which run a row is in. That is the
914 /// whole argument for the form: an aggregate over a clustered column is one multiply per run
915 /// instead of one add per row, and there is no way to write that loop without seeing the ends.
916 ///
917 /// The nulls are in the values, the way a dictionary's are, so a caller deciding whether row `i`
918 /// is null asks the value vector about the run rather than asking this vector about `i`.
919 #[must_use]
920 pub fn run_parts(&self) -> Option<(&[u32], &Self)> {
921 match &self.body {
922 Body::Runs { ends, values } => Some((ends, values.as_ref())),
923 _ => None,
924 }
925 }
926
927 /// Where each row's value is, for the two forms that keep their values somewhere else.
928 ///
929 /// A dictionary and a run length vector are the same shape seen from a kernel: a run of
930 /// positions and a vector to read them out of. The difference is that a dictionary stores the
931 /// positions and a run length vector works them out, and a kernel writing `values[at[row]]` does
932 /// not care which. So every specialization written against [`Self::dictionary_parts`] covers
933 /// both forms by asking this instead, and the day a third form with an indirection arrives it
934 /// covers that one too without any of those kernels being reopened.
935 ///
936 /// The run length side costs an allocation of one position per row and a pass to fill it, which
937 /// is the same four bytes a row a dictionary was already carrying and is paid once per kernel
938 /// call rather than once per row. That is the price of this being one accessor rather than a
939 /// second arm in eighteen kernels, and it is not the last word: a kernel that wants a run at a
940 /// time reads [`Self::run_parts`] and pays nothing, which is the specialization this makes it
941 /// possible to skip writing until a sweep says it is worth it.
942 #[must_use]
943 pub fn positions(&self) -> Option<(Cow<'_, [u32]>, &Self)> {
944 match &self.body {
945 Body::Dictionary { codes, values } => Some((Cow::Borrowed(codes), values.as_ref())),
946 Body::Runs { ends, values } => {
947 let mut at = Vec::with_capacity(self.len);
948 for (run, &stop) in ends.iter().enumerate() {
949 let run = u32::try_from(run).unwrap_or(u32::MAX);
950 at.resize(stop as usize, run);
951 }
952 Some((Cow::Owned(at), values.as_ref()))
953 }
954 _ => None,
955 }
956 }
957
958 /// The bits and what they mean, for a bit packed vector, and `None` for any other form.
959 ///
960 /// What a kernel needs to stay in code space. A comparison against a literal is the case that
961 /// pays: `column > 900` over a column packed from a base of 40 is `code > 860`, which is the
962 /// same shift and mask the read was going to do anyway and no unpacking at all, and a literal
963 /// outside the packed range answers the whole vector without reading a bit of it. None of that
964 /// can be written without seeing the width and the base.
965 #[must_use]
966 pub fn packed_parts(&self) -> Option<Packed<'_>> {
967 match &self.body {
968 Body::Packed { words, width, base, offset } => {
969 Some(Packed { words, width: *width, base: *base, offset: *offset })
970 }
971 _ => None,
972 }
973 }
974
975 /// The views and the arena, for either form that stores strings, and `None` for the rest.
976 ///
977 /// This is to the two string forms what [`Self::positions`] is to the two forms that point
978 /// somewhere else. A flat varchar column owns its arena and a string view column shares one, and
979 /// a kernel reading a row wants the view and the bytes either way, so every specialization
980 /// written against this covers both forms and neither has to be reopened when a third way of
981 /// holding an arena arrives.
982 ///
983 /// The arena is whatever the long strings live in, which for a column over a page is the page,
984 /// including the parts of it no view points at. Only the views say which bytes are a row.
985 #[must_use]
986 pub fn text_parts(&self) -> Option<(&[StringView], &[u8])> {
987 match &self.body {
988 Body::Flat(Data::Varlen(column)) => Some((column.views(), column.arena())),
989 Body::Views { views, arena } => Some((views, arena)),
990 _ => None,
991 }
992 }
993
994 /// The codes and the table, for an FSST vector, and `None` for any other form.
995 ///
996 /// What a kernel needs to stay in code space. An equality filter is the case that pays, and it
997 /// pays completely: the literal is compressed once against the same table and after that a row
998 /// matches exactly when its code bytes match, because compressing is a function and so is
999 /// decompressing. No row is decompressed at all. An ordering comparison cannot do that, since a
1000 /// symbol code says nothing about where its symbol sorts, so those decompress and say so.
1001 #[must_use]
1002 pub fn coded_parts(&self) -> Option<Coded<'_>> {
1003 match &self.body {
1004 Body::Coded { codes, spans, table } => Some(Coded { codes, spans, table }),
1005 _ => None,
1006 }
1007 }
1008
1009 /// The start and the step, for a sequence vector, and `None` for any other form.
1010 #[must_use]
1011 pub fn sequence_parts(&self) -> Option<(i64, i64)> {
1012 match self.body {
1013 Body::Sequence { start, step } => Some((start, step)),
1014 _ => None,
1015 }
1016 }
1017
1018 /// The value at `index`, as a single value.
1019 ///
1020 /// This is the slow path on purpose. It is what a result set is read out with and what a test
1021 /// asserts on, and an operator that calls it per row is an operator that has already lost the
1022 /// argument the vector interface exists to win.
1023 #[must_use]
1024 pub fn value_at(&self, index: usize) -> Value {
1025 if index >= self.len || !self.validity.is_valid(index) {
1026 return Value::Null;
1027 }
1028 match &self.body {
1029 Body::Constant(value) => value.as_ref().clone(),
1030 Body::Sequence { start, step } => Value::BigInt(start + step * index as i64),
1031 Body::Dictionary { codes, values } => match codes.get(index) {
1032 Some(&code) => values.value_at(code as usize),
1033 None => Value::Null,
1034 },
1035 Body::Runs { ends, values } => match run_holding(ends, index) {
1036 Some(run) => values.value_at(run),
1037 None => Value::Null,
1038 },
1039 // One value unpacked into a run of one, so that what a packed value means is decided in
1040 // the same place a flat one is rather than in a second copy of the type mapping that
1041 // could drift from it. It allocates, which this path is allowed to do and the typed
1042 // unpack in `copied` is not, and it is the reason anything about to read a packed
1043 // column a row at a time should flatten it once instead.
1044 Body::Packed { words, width, base, offset } => {
1045 unpack(&self.ty, words, *offset, *width, *base, &[index])
1046 .map_or(Value::Null, |data| value_from(&self.ty, &data, 0))
1047 }
1048 // The bytes are where the arena has them, and what they are read as is the logical
1049 // type's business, so this hands the row to the same reader a flat column goes through
1050 // rather than deciding here that a `BLOB` is a string.
1051 Body::Views { views, arena } => {
1052 match views.get(index).and_then(|v| v.bytes_in(arena)) {
1053 Some(bytes) => bytes_as(&self.ty, bytes),
1054 None => Value::Null,
1055 }
1056 }
1057 // One row decompressed on its own, which is the property the form is chosen for. It
1058 // allocates, which this path is allowed to do, and it is the reason anything about to
1059 // read a compressed column a row at a time should flatten it once instead.
1060 Body::Coded { codes, spans, table } => {
1061 match spans.get(index).and_then(|&(from, to)| {
1062 let mut out = Vec::new();
1063 table.decompress(codes.get(from as usize..to as usize)?, &mut out).ok()?;
1064 Some(out)
1065 }) {
1066 Some(bytes) => bytes_as(&self.ty, &bytes),
1067 None => Value::Null,
1068 }
1069 }
1070 Body::Flat(data) => value_from(&self.ty, data, index),
1071 }
1072 }
1073
1074 /// The text at `index`, borrowed rather than copied.
1075 ///
1076 /// [`Self::value_at`] on a `VARCHAR` column allocates a `String` per call, and a group by that
1077 /// reads a string column keys on one string per input row. This hands back the bytes where they
1078 /// already are, so a caller with somewhere to put them does not go to the allocator at all.
1079 ///
1080 /// `None` for a null, for an index past the end, for a column that is not `VARCHAR`, and for the
1081 /// constant and sequence forms, whose values are not stored per position. A caller that gets
1082 /// `None` has to fall back to [`Self::value_at`], which is correct for all of those.
1083 #[must_use]
1084 pub fn text_at(&self, index: usize) -> Option<&str> {
1085 if self.ty != LogicalType::Varchar || index >= self.len || !self.validity.is_valid(index) {
1086 return None;
1087 }
1088 match &self.body {
1089 Body::Flat(data) => data.str_at(index),
1090 Body::Dictionary { codes, values } => {
1091 values.text_at(usize::try_from(*codes.get(index)?).ok()?)
1092 }
1093 Body::Runs { ends, values } => values.text_at(run_holding(ends, index)?),
1094 Body::Views { views, arena } => {
1095 std::str::from_utf8(views.get(index)?.bytes_in(arena)?).ok()
1096 }
1097 _ => None,
1098 }
1099 }
1100
1101 /// The variable length bytes at `index`, borrowed without validating or copying them.
1102 ///
1103 /// String data is validated when it enters a vector. Hashing and equality only need its bytes,
1104 /// so those kernels should not pay for UTF-8 validation again on every read.
1105 #[must_use]
1106 pub fn bytes_at(&self, index: usize) -> Option<&[u8]> {
1107 if index >= self.len || !self.validity.is_valid(index) {
1108 return None;
1109 }
1110 match &self.body {
1111 Body::Constant(value) => match value.as_ref() {
1112 Value::Varchar(text) => Some(text.as_bytes()),
1113 Value::Blob(bytes) => Some(bytes),
1114 _ => None,
1115 },
1116 Body::Dictionary { codes, values } => {
1117 values.bytes_at(usize::try_from(*codes.get(index)?).ok()?)
1118 }
1119 Body::Runs { ends, values } => values.bytes_at(run_holding(ends, index)?),
1120 Body::Views { views, arena } => views.get(index)?.bytes_in(arena),
1121 Body::Flat(data) => data.bytes_at(index),
1122 // The same `None` [`Self::text_at`] gives, for the same reason. A compressed row is not
1123 // anywhere in its plain bytes, so there is nothing here to hand back a borrow of, and a
1124 // caller that gets `None` goes to `value_at` and gets the row decompressed into a value.
1125 Body::Coded { .. } | Body::Sequence { .. } | Body::Packed { .. } => None,
1126 }
1127 }
1128
1129 /// The signed integer at `index`, widened, read without building a [`Value`].
1130 ///
1131 /// The integer sibling of [`Self::bytes_at`], and it is here for the same caller. A group by on
1132 /// an integer column compares one key per input row against the group it probed, and doing that
1133 /// through [`Self::value_at`] built and dropped a sixty four byte value a row at a time for a
1134 /// number that was already sitting in the column.
1135 ///
1136 /// Widened to `i128` because that is what [`Data::signed_at`] hands back underneath, and one
1137 /// method that covers every signed width is worth more than five that do not. A caller that
1138 /// wants a narrower type narrows it, which is a range check against a value in a register.
1139 ///
1140 /// The types this answers for are the ones whose flat data is read through `signed_at`, so the
1141 /// five signed integer widths and the decimal, date, time and timestamp types that are stored
1142 /// in them. A decimal answers with its unscaled value, which is the number the column holds.
1143 ///
1144 /// `None` for a null, for an index past the end, for a column of any other type, and for the
1145 /// packed and compressed forms, whose rows are not stored as integers anywhere a read can reach
1146 /// without unpacking. A caller that gets `None` falls back to [`Self::value_at`], which is
1147 /// correct for all of those.
1148 #[must_use]
1149 pub fn signed_at(&self, index: usize) -> Option<i128> {
1150 if index >= self.len || !self.validity.is_valid(index) {
1151 return None;
1152 }
1153 match &self.body {
1154 Body::Flat(data) => data.signed_at(index),
1155 Body::Constant(value) => match value.as_ref() {
1156 Value::TinyInt(x) => Some(i128::from(*x)),
1157 Value::SmallInt(x) => Some(i128::from(*x)),
1158 Value::Integer(x) | Value::Date(x) => Some(i128::from(*x)),
1159 Value::BigInt(x) | Value::Time(x) | Value::Timestamp(x) => Some(i128::from(*x)),
1160 Value::HugeInt(x) | Value::Decimal { unscaled: x, .. } => Some(*x),
1161 _ => None,
1162 },
1163 // The same arithmetic [`Self::value_at`] does on a sequence, so the two agree about a
1164 // sequence that runs off the end of the width it is stored in.
1165 Body::Sequence { start, step } => {
1166 Some(i128::from(start.wrapping_add(step.wrapping_mul(index as i64))))
1167 }
1168 Body::Dictionary { codes, values } => {
1169 values.signed_at(usize::try_from(*codes.get(index)?).ok()?)
1170 }
1171 Body::Runs { ends, values } => values.signed_at(run_holding(ends, index)?),
1172 // The same `None` [`Self::bytes_at`] gives, for the same reason. A packed or compressed
1173 // row is not an integer anywhere until it has been unpacked, and a caller that gets
1174 // `None` goes to `value_at` and gets the row unpacked into a value.
1175 Body::Coded { .. } | Body::Packed { .. } | Body::Views { .. } => None,
1176 }
1177 }
1178
1179 /// Every value in order, as single values.
1180 pub fn iter(&self) -> impl Iterator<Item = Value> + '_ {
1181 (0..self.len).map(|index| self.value_at(index))
1182 }
1183
1184 /// A contiguous run of the values, in the form they are already in.
1185 ///
1186 /// This is the cut [`Self::gather`] cannot do. A gather walks a dictionary to its leaf and
1187 /// copies, so gathering a piece of a dictionary encoded column hands back a flat one, and a
1188 /// caller that only wanted the first thousand rows of a page has silently paid for a copy and
1189 /// thrown the dictionary away. A group by over a dictionary encoded column is the case that
1190 /// cares, and it is most of ClickBench.
1191 ///
1192 /// So each form is cut as itself. A dictionary keeps its dictionary and slices its codes, a
1193 /// sequence stays arithmetic with its start moved along, a constant stays a shorter constant,
1194 /// and a flat body is the one that genuinely has to copy its range.
1195 ///
1196 /// The dictionary itself is shared rather than copied, so a cut is the codes and nothing else.
1197 /// It used to be copied, and on a read of a ClickBench partition that copy was ten percent of
1198 /// the cycles: a page holds one dictionary and is cut into chunk sized pieces, so the whole
1199 /// dictionary was copied once per chunk to be read the same way each time.
1200 ///
1201 /// # Errors
1202 ///
1203 /// If the range runs past the end of the vector, or if the type has no flat layout and the
1204 /// body is one that has to be copied.
1205 pub fn slice(&self, at: usize, len: usize) -> Result<Self> {
1206 let end = at.checked_add(len).ok_or_else(|| Error::internal("a slice that wraps"))?;
1207 if end > self.len {
1208 return Err(Error::internal(format!("rows {at} to {end} of a vector of {}", self.len)));
1209 }
1210 if at == 0 && len == self.len {
1211 return Ok(self.clone());
1212 }
1213 let validity = Validity::from_iter(len, |row| self.validity.is_valid(at + row));
1214 let body = match &self.body {
1215 Body::Constant(value) => Body::Constant(value.clone()),
1216 Body::Sequence { start, step } => {
1217 Body::Sequence { start: start + step * at as i64, step: *step }
1218 }
1219 Body::Dictionary { codes, values } => {
1220 Body::Dictionary { codes: codes[at..end].to_vec(), values: Arc::clone(values) }
1221 }
1222 // The bits are not byte aligned, so a cut either repacks them or moves the row the
1223 // reading starts at. Moving it is one addition and repacking is a pass, and a page is
1224 // cut into chunk sized pieces often enough that the difference is the form.
1225 Body::Packed { words, width, base, offset } => Body::Packed {
1226 words: Arc::clone(words),
1227 width: *width,
1228 base: *base,
1229 offset: offset + at,
1230 },
1231 // The cut a flat string column cannot do. Sixteen bytes a row move and the payload stays
1232 // where the page put it, so taking a chunk out of a column of long strings costs the
1233 // same as taking one out of a column of integers. A flat varchar body copies every byte
1234 // of every long string in the range instead, which is the measurement written down in
1235 // `Chunk::compact`: compaction loses on a varchar column, and this is the half of the
1236 // reason that is about cutting rather than about selecting.
1237 Body::Views { views, arena } => {
1238 Body::Views { views: views[at..end].to_vec(), arena: Arc::clone(arena) }
1239 }
1240 // The spans are absolute positions in the shared codes, so a cut is a run of them and
1241 // nothing has to be rebased. One page of compressed strings, one table, and as many
1242 // chunks over it as the reader wants.
1243 Body::Coded { codes, spans, table } => Body::Coded {
1244 codes: Arc::clone(codes),
1245 spans: spans[at..end].to_vec(),
1246 table: Arc::clone(table),
1247 },
1248 // Only the runs the range touches survive, the first and last of them cut back to where
1249 // the range starts and stops, and every end moved to be relative to the new row zero. A
1250 // cut of a hundred rows out of a column of a hundred million is a handful of runs, which
1251 // is the reason this form is worth cutting as itself rather than copying out.
1252 Body::Runs { ends, values } if len > 0 => {
1253 let first = run_holding(ends, at).unwrap_or(0);
1254 let last = run_holding(ends, end - 1).unwrap_or(first);
1255 let cut: Vec<u32> = ends[first..=last]
1256 .iter()
1257 .map(|&stop| stop.min(end as u32) - at as u32)
1258 .collect();
1259 let values = values.slice(first, last - first + 1)?;
1260 Body::Runs { ends: cut, values: Arc::new(values) }
1261 }
1262 // An empty cut has no run to point at and an empty run length body would be a vector of
1263 // no runs claiming a length, so it comes back as the empty flat vector instead.
1264 Body::Runs { .. } => return self.gather(&[]),
1265 // The one form with nowhere to point, so its range is copied out. A gather is the
1266 // right tool here and does no more than this would: a flat body has no dictionary
1267 // under it for the gather to flatten.
1268 Body::Flat(_) => {
1269 let indices: Vec<u32> =
1270 (at..end).map(|row| u32::try_from(row).unwrap_or(u32::MAX)).collect();
1271 return self.gather(&indices);
1272 }
1273 };
1274 Ok(Self { ty: self.ty.clone(), len, validity, body })
1275 }
1276
1277 /// The same values in flat form.
1278 ///
1279 /// Flattening a vector that is already flat is free. Flattening any other form costs a copy,
1280 /// which is exactly why the other forms exist and why nothing on the hot path should call
1281 /// this. It is here for the operators that genuinely cannot do better and for the tests that
1282 /// check the other forms against it.
1283 ///
1284 /// A call that copies counts itself against [`Cause::Flatten`], because a flatten on a hot path
1285 /// is the most expensive thing in this crate and the only way to find one is to have the number.
1286 /// A call on a vector that is already flat does not count, since it neither copies nor gives
1287 /// anything up.
1288 ///
1289 /// # Errors
1290 ///
1291 /// If the type is one this crate cannot store flat yet, which today means the nested types.
1292 pub fn flatten(&self) -> Result<Self> {
1293 if let Body::Flat(_) = self.body {
1294 return Ok(self.clone());
1295 }
1296 slow::took(Cause::Flatten);
1297 self.copied((0..self.len).collect(), false)
1298 }
1299
1300 /// The values at the given positions, copied, in a form that does not point back at this vector.
1301 ///
1302 /// This is the copying counterpart to [`Self::dictionary`], and the two are the two halves of
1303 /// the decision `spec/07-execution.md` section 7.1 describes. Which half is right is measured
1304 /// rather than argued, and [`Chunk::compact`](crate::Chunk::compact) is where the measurement
1305 /// is written down.
1306 ///
1307 /// A dictionary chain is walked to its leaf first and the codes composed on the way down, so the
1308 /// copy runs once over the data rather than once per level, and a position that is null at any
1309 /// level comes out null here. The copy is a typed loop per physical layout rather than a `Value`
1310 /// per row, which is the whole point of it and is what [`Self::flatten`] now goes through too.
1311 ///
1312 /// # Errors
1313 ///
1314 /// If the type has no flat layout, which today means the nested types.
1315 pub fn gather(&self, indices: &[u32]) -> Result<Self> {
1316 self.copied(indices.iter().map(|&index| index as usize).collect(), true)
1317 }
1318
1319 /// The copy both [`Self::gather`] and [`Self::flatten`] are.
1320 ///
1321 /// `forms_stay` is the one thing the two want differently. A gather of a constant is a shorter
1322 /// constant and copying it out would be a thousand writes of the same value for nothing, and a
1323 /// gather of string views is a shorter run of views over the same arena rather than a copy of
1324 /// the bytes. Flattening promises flat form to a caller that is about to read the data slice, so
1325 /// for that one both of them have to be written out.
1326 fn copied(&self, at: Vec<usize>, forms_stay: bool) -> Result<Self> {
1327 let rows = at.len();
1328 let (at, leaf) = self.resolve(at);
1329 let live: Vec<bool> = at.iter().map(|&index| index != NOWHERE).collect();
1330 let validity = Validity::from_run(&live);
1331 let body = match &leaf.body {
1332 // Every position holds the same value, so the only thing the gather can change is the
1333 // length and which positions are null. A gather with no null in it is still a constant.
1334 Body::Constant(value) => {
1335 if forms_stay && matches!(validity, Validity::AllValid) {
1336 return Ok(Self::constant(self.ty.clone(), value.as_ref().clone(), rows));
1337 }
1338 let mut data = empty_data_for(&self.ty)?;
1339 for &index in &at {
1340 push_value(&mut data, if index == NOWHERE { &Value::Null } else { value })?;
1341 }
1342 Body::Flat(data)
1343 }
1344 // A sequence is arithmetic rather than storage, so the gather is the arithmetic done at
1345 // the positions asked for, and a null writes the zero every other layout writes.
1346 Body::Sequence { start, step } => Body::Flat(Data::Int64(
1347 at.iter()
1348 .map(|&index| if index == NOWHERE { 0 } else { start + step * index as i64 })
1349 .collect(),
1350 )),
1351 // A flat body with no values is the untyped null, so every position asked for is null
1352 // whatever was asked for. Going through the copy would build a run of no values and
1353 // call it `rows` long, which is a vector whose length and data disagree.
1354 Body::Flat(Data::Empty) => {
1355 return Ok(Self::constant(self.ty.clone(), Value::Null, rows));
1356 }
1357 Body::Flat(data) => Body::Flat(copy_of(data, &at)),
1358 // The one form whose copy is arithmetic rather than a move of bytes. It goes through a
1359 // typed loop per layout the way the flat copy does, because the alternative is a `Value`
1360 // per row and this is the path a flatten of a scanned column takes.
1361 Body::Packed { words, width, base, offset } => {
1362 Body::Flat(unpack(&self.ty, words, *offset, *width, *base, &at)?)
1363 }
1364 // A gather keeps the form, which is what makes selecting rows out of a string column
1365 // cost sixteen bytes a row instead of the bytes of the strings. The arena it shares is
1366 // the whole arena and not the part the kept rows point at, so a selection that throws
1367 // most of a page away goes on holding the page. That is the trade the form is: a cut and
1368 // a filter are cheap and the memory comes back when the last vector over the page goes,
1369 // and a caller that wants the bytes narrowed asks for a flatten.
1370 Body::Views { views, arena } if forms_stay => Body::Views {
1371 views: at
1372 .iter()
1373 .map(|&index| views.get(index).copied().unwrap_or_else(StringView::empty))
1374 .collect(),
1375 arena: Arc::clone(arena),
1376 },
1377 // Flattening promises a data slice, so the bytes are copied out into an arena of their
1378 // own and the shared one is let go of. The total is known before any of it is copied,
1379 // the way the flat copy works it out, so the new arena is one allocation.
1380 Body::Views { views, arena } => {
1381 let mut out = StringColumn::with_capacity(at.len());
1382 out.reserve_bytes(
1383 at.iter()
1384 .filter_map(|&index| views.get(index))
1385 .filter(|view| !view.is_inline())
1386 .map(StringView::len)
1387 .sum(),
1388 );
1389 for &index in &at {
1390 let bytes = views.get(index).and_then(|view| view.bytes_in(arena));
1391 out.push_bytes(bytes.unwrap_or_default());
1392 }
1393 Body::Flat(Data::Varlen(out))
1394 }
1395 // A gather keeps the form, because the codes do not move and a span survives being put
1396 // in an order the codes are not in. A position that resolved to nowhere gets the empty
1397 // span, which decompresses to no bytes, which is the zero every other layout writes.
1398 Body::Coded { codes, spans, table } if forms_stay => Body::Coded {
1399 codes: Arc::clone(codes),
1400 spans: at
1401 .iter()
1402 .map(|&index| spans.get(index).copied().unwrap_or((0, 0)))
1403 .collect(),
1404 table: Arc::clone(table),
1405 },
1406 // Flattening decompresses, which is the price of the data slice it promises. The scratch
1407 // buffer is reused across rows, so this is one allocation for the whole column rather
1408 // than one per row the way reading it a value at a time would be.
1409 Body::Coded { codes, spans, table } => {
1410 let mut out = StringColumn::with_capacity(at.len());
1411 let mut scratch = Vec::new();
1412 for &index in &at {
1413 scratch.clear();
1414 let span = spans
1415 .get(index)
1416 .and_then(|&(from, to)| codes.get(from as usize..to as usize));
1417 if let Some(span) = span {
1418 table.decompress(span, &mut scratch)?;
1419 }
1420 out.push_bytes(&scratch);
1421 }
1422 Body::Flat(Data::Varlen(out))
1423 }
1424 // Unreachable, because `resolve` walks past both of the forms that point at another
1425 // vector and stops at the first body that does not.
1426 Body::Dictionary { .. } | Body::Runs { .. } => {
1427 return Err(Error::internal(
1428 "a form that points somewhere survived being resolved",
1429 ));
1430 }
1431 };
1432 Ok(Self { ty: self.ty.clone(), len: rows, validity, body })
1433 }
1434
1435 /// Where each wanted position lives in the first body that is not a dictionary, and that body.
1436 ///
1437 /// A position that is null anywhere on the way down, or past the end of anything on the way
1438 /// down, comes back as [`NOWHERE`]. That single sentinel is what keeps the copy loop from
1439 /// carrying a validity mask alongside the positions it is already walking.
1440 fn resolve(&self, mut at: Vec<usize>) -> (Vec<usize>, &Self) {
1441 let mut source = self;
1442 loop {
1443 for slot in &mut at {
1444 if *slot >= source.len || !source.validity.is_valid(*slot) {
1445 *slot = NOWHERE;
1446 }
1447 }
1448 source = match &source.body {
1449 Body::Dictionary { codes, values } => {
1450 for slot in &mut at {
1451 *slot = match codes.get(*slot) {
1452 Some(&code) => code as usize,
1453 None => NOWHERE,
1454 };
1455 }
1456 values.as_ref()
1457 }
1458 // A run length body is a dictionary whose code is worked out from the position
1459 // rather than stored, so the walk down is the same walk with a search where the
1460 // lookup was. `NOWHERE` searches for nothing and stays `NOWHERE`.
1461 Body::Runs { ends, values } => {
1462 for slot in &mut at {
1463 *slot = run_holding(ends, *slot).unwrap_or(NOWHERE);
1464 }
1465 values.as_ref()
1466 }
1467 _ => return (at, source),
1468 };
1469 }
1470 }
1471}
1472
1473/// So that a kernel can take its operands as either a list of vectors or a list of references.
1474///
1475/// A caller that built a `Vec<Vector>` and a caller whose operands are already somewhere else, in a
1476/// chunk or in an evaluator's scratch, want the same kernel. Without this the second kind has to
1477/// clone every operand into a `Vec` to satisfy the signature, and a clone of a vector is a copy of
1478/// the whole column, so the type would be charging real memory traffic for nothing.
1479impl AsRef<Vector> for Vector {
1480 fn as_ref(&self) -> &Vector {
1481 self
1482 }
1483}
1484
1485/// The bits of a packed vector and what they mean, for a kernel that wants to stay in code space.
1486///
1487/// Borrowed from the vector rather than owning anything, so getting one costs nothing and a kernel
1488/// that finds it cannot use them has given up nothing by asking.
1489#[derive(Debug, Clone, Copy)]
1490pub struct Packed<'a> {
1491 words: &'a [u64],
1492 width: u32,
1493 base: i128,
1494 offset: usize,
1495}
1496
1497impl Packed<'_> {
1498 /// How many bits one code takes, between one and [`PACKED_WIDTH_MAX`].
1499 #[must_use]
1500 pub fn width(&self) -> u32 {
1501 self.width
1502 }
1503
1504 /// What zero means, so that the value of a row is the base plus its code.
1505 #[must_use]
1506 pub fn base(&self) -> i128 {
1507 self.base
1508 }
1509
1510 /// The largest value this vector can be holding, whatever it is actually holding.
1511 ///
1512 /// With [`Self::base`] this is the pair a comparison kernel wants first. A literal outside the
1513 /// two answers every row of the vector the same way, which is a whole chunk decided without a
1514 /// bit being read, and that is the case a zone map would have caught if there were one here.
1515 #[must_use]
1516 pub fn ceiling(&self) -> i128 {
1517 self.base + i128::from(u64::MAX >> (u64::BITS - self.width))
1518 }
1519
1520 /// The code of row `row`, which is its value minus [`Self::base`].
1521 ///
1522 /// Out of range rows read as zero rather than panicking, the way every other accessor in this
1523 /// file answers for a row that is not there.
1524 #[must_use]
1525 pub fn code(&self, row: usize) -> u64 {
1526 code_at(self.words, (self.offset + row) * self.width as usize, self.width)
1527 }
1528
1529 /// Which code a value would have, and `None` for a value this vector cannot be holding.
1530 ///
1531 /// The translation a comparison does once per vector so that it does not have to unpack once per
1532 /// row. `None` is the useful answer rather than a failure: it says the literal is outside the
1533 /// packed range, so every row compares against it the same way.
1534 #[must_use]
1535 pub fn code_of(&self, value: i128) -> Option<u64> {
1536 u64::try_from(value.checked_sub(self.base)?).ok().filter(|&code| code <= self.mask())
1537 }
1538
1539 /// The largest code the width allows.
1540 fn mask(&self) -> u64 {
1541 u64::MAX >> (u64::BITS - self.width)
1542 }
1543}
1544
1545/// The widest a packed code is allowed to be.
1546///
1547/// Sixty three rather than sixty four so that a mask is `u64::MAX >> (64 - width)` with no shift of
1548/// a whole word in it, and reading a code is one branch on whether it straddles rather than two. A
1549/// sixty four bit code saves nothing anyway, since it is the layout it came from.
1550pub const PACKED_WIDTH_MAX: u32 = 63;
1551
1552/// How much smaller packing has to be before it is worth the shift and the mask on every read.
1553///
1554/// Two, so a column packs when the bits come to half the flat size or less. A column that would save
1555/// a tenth stays flat, because a tenth of a column is not worth turning every read of it into
1556/// arithmetic, and the whole argument for the form is that a narrow column saves most of itself.
1557pub const PACKING_PAYS_AT: usize = 2;
1558
1559/// How much smaller compressing has to be before it is worth a decompression on every read.
1560///
1561/// Two, the same rule packing follows and for the same reason. FSST gets about that on text, so a
1562/// column of English or of URLs compresses and a column of short codes or of random bytes does not,
1563/// which is the right answer for both.
1564pub const FSST_PAYS_AT: usize = 2;
1565
1566/// The codes of a compressed column and the table they are against.
1567///
1568/// Handed out by [`Vector::coded_parts`] so a kernel can work in code space. Nothing here
1569/// decompresses, which is the point: [`Self::encode`] puts the literal into the same space the rows
1570/// are already in, and after that an equality test is a byte slice comparison.
1571#[derive(Debug, Clone, Copy)]
1572pub struct Coded<'a> {
1573 codes: &'a [u8],
1574 spans: &'a [(u32, u32)],
1575 table: &'a SymbolTable,
1576}
1577
1578impl Coded<'_> {
1579 /// The table every row in this vector is compressed against.
1580 #[must_use]
1581 pub fn table(&self) -> &SymbolTable {
1582 self.table
1583 }
1584
1585 /// The code bytes of one row, still compressed.
1586 #[must_use]
1587 pub fn row(&self, row: usize) -> Option<&[u8]> {
1588 let &(from, to) = self.spans.get(row)?;
1589 self.codes.get(from as usize..to as usize)
1590 }
1591
1592 /// Some bytes in the code space this vector is in.
1593 ///
1594 /// The literal side of an equality filter. Compressing is a function of the table and the bytes,
1595 /// so two strings compress to the same codes exactly when they are the same string, and an
1596 /// equality test on the codes is an equality test on the strings with no decompression in it.
1597 #[must_use]
1598 pub fn encode(&self, bytes: &[u8]) -> Vec<u8> {
1599 let mut out = Vec::with_capacity(bytes.len());
1600 self.table.compress(bytes, &mut out);
1601 out
1602 }
1603}
1604
1605/// How many words hold `len` codes of `width` bits.
1606fn words_for(len: usize, width: u32) -> usize {
1607 (len * width as usize).div_ceil(u64::BITS as usize)
1608}
1609
1610/// The lowest and highest value a type's layout can hold, and `None` for a type with no integer one.
1611///
1612/// This is also the test of whether a type can be packed at all, and it is the only one, so the
1613/// layouts listed here and the layouts [`pack`] and [`unpack`] know how to walk are the same list
1614/// from the same macro and cannot drift apart.
1615fn layout_range(ty: &LogicalType) -> Option<(i128, i128)> {
1616 use rudb_common::PhysicalType as P;
1617 macro_rules! ranges {
1618 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
1619 match ty.physical() {
1620 $(P::$variant => Some((i128::from(<$native>::MIN), i128::from(<$native>::MAX))),)+
1621 _ => None,
1622 }
1623 };
1624 }
1625 crate::for_each_layout!(exact, ranges)
1626}
1627
1628/// The lowest and highest value in the first `len` slots of a run of integer data.
1629///
1630/// `None` for data that is not integers, which is what says a column cannot be packed. The null
1631/// slots are in the span, holding whatever zero was written into them, which
1632/// [`Vector::bit_packed`] says more about.
1633fn span_of(data: &Data, len: usize) -> Option<(i128, i128)> {
1634 macro_rules! spans {
1635 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
1636 match data {
1637 $(Data::$variant(values) => {
1638 let mut low = i128::MAX;
1639 let mut high = i128::MIN;
1640 for &value in values.as_slice().iter().take(len) {
1641 let value = i128::from(value);
1642 low = low.min(value);
1643 high = high.max(value);
1644 }
1645 (low <= high).then_some((low, high))
1646 })+
1647 _ => None,
1648 }
1649 };
1650 }
1651 crate::for_each_layout!(exact, spans)
1652}
1653
1654/// The first `len` values of a run of integer data, written out as codes of `width` bits from `base`.
1655fn pack(data: &Data, len: usize, base: i128, width: u32) -> Vec<u64> {
1656 let mut words = vec![0u64; words_for(len, width)];
1657 macro_rules! packing {
1658 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
1659 match data {
1660 $(Data::$variant(values) => {
1661 for (row, &value) in values.as_slice().iter().take(len).enumerate() {
1662 // In range because `base` and `width` came from the span of this same run.
1663 let code = u64::try_from(i128::from(value) - base).unwrap_or(0);
1664 write_code(&mut words, row * width as usize, width, code);
1665 }
1666 })+
1667 _ => {}
1668 }
1669 };
1670 }
1671 crate::for_each_layout!(exact, packing);
1672 words
1673}
1674
1675/// The codes at the given rows, unpacked into the flat layout the type calls for.
1676///
1677/// A row of [`NOWHERE`] writes the layout's zero, which is the rule [`copy_of`] follows for the same
1678/// reason: every layout here is a parallel array to a validity mask, so a null takes a slot.
1679///
1680/// # Errors
1681///
1682/// If the type has no flat layout, which a packed vector cannot have and which is checked when one
1683/// is built, so an error here is a bug rather than a caller mistake.
1684fn unpack(
1685 ty: &LogicalType,
1686 words: &[u64],
1687 offset: usize,
1688 width: u32,
1689 base: i128,
1690 at: &[usize],
1691) -> Result<Data> {
1692 let mut out = empty_data_for(ty)?;
1693 let value_of = |row: usize| {
1694 if row == NOWHERE {
1695 return None;
1696 }
1697 Some(base + i128::from(code_at(words, (offset + row) * width as usize, width)))
1698 };
1699 macro_rules! unpacking {
1700 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
1701 match &mut out {
1702 $(Data::$variant(values) => {
1703 values.reserve(at.len());
1704 for &row in at {
1705 // In range because both ends of it were checked when the vector was built.
1706 let value = value_of(row)
1707 .and_then(|value| <$native>::try_from(value).ok())
1708 .unwrap_or($zero);
1709 values.push(value);
1710 }
1711 })+
1712 _ => {
1713 return Err(Error::internal(format!(
1714 "a {ty} vector was packed, which no integer layout allows"
1715 )));
1716 }
1717 }
1718 };
1719 }
1720 crate::for_each_layout!(exact, unpacking);
1721 Ok(out)
1722}
1723
1724/// The `width` bits starting at `bit`, low end first.
1725///
1726/// Zero for bits past the end of the words, which keeps a read of a row that is not there from
1727/// panicking and matches what every other accessor here does with one.
1728fn code_at(words: &[u64], bit: usize, width: u32) -> u64 {
1729 let word = bit / u64::BITS as usize;
1730 let shift = (bit % u64::BITS as usize) as u32;
1731 let mask = u64::MAX >> (u64::BITS - width);
1732 let low = words.get(word).copied().unwrap_or(0) >> shift;
1733 let taken = u64::BITS - shift;
1734 if taken >= width {
1735 return low & mask;
1736 }
1737 // The code straddles two words, and `taken` is under the width here so it is under sixty four,
1738 // which is what makes the shift below one the hardware will do rather than one it refuses.
1739 let high = words.get(word + 1).copied().unwrap_or(0) << taken;
1740 (low | high) & mask
1741}
1742
1743/// Writes `width` bits of `code` starting at `bit`, over words that started out zero.
1744fn write_code(words: &mut [u64], bit: usize, width: u32, code: u64) {
1745 let word = bit / u64::BITS as usize;
1746 let shift = (bit % u64::BITS as usize) as u32;
1747 words[word] |= code << shift;
1748 let taken = u64::BITS - shift;
1749 if taken < width {
1750 words[word + 1] |= code >> taken;
1751 }
1752}
1753
1754/// One level of dictionary out of however many levels were handed to [`Vector::dictionary`].
1755///
1756/// Every dictionary in the system is built through that constructor and every one of them comes
1757/// through here first, so the invariant this maintains is that the vector a dictionary points at is
1758/// never itself a dictionary that could have been composed away. That makes the work a single `if`
1759/// rather than a loop: the inner vector was already composed when it was built, so composing the
1760/// outer codes through it leaves the result no deeper than the inner vector already was.
1761///
1762/// The codes are indexed rather than fetched with `get`, because the caller has already walked the
1763/// whole outer array to check that every code is in range and the inner array is exactly as long as
1764/// the vector those codes were checked against.
1765fn compose(codes: Vec<u32>, values: Vector) -> (Vec<u32>, Vector) {
1766 // A dictionary carrying a validity of its own is one whose nulls live at this level rather than
1767 // in the values, which is the one thing composition cannot carry down with it.
1768 if !matches!(values.validity, Validity::AllValid) {
1769 return (codes, values);
1770 }
1771 let Vector { ty, len, validity, body } = values;
1772 match body {
1773 Body::Dictionary { codes: inner, values: leaf } => {
1774 debug_assert!(
1775 !matches!(leaf.body, Body::Dictionary { .. })
1776 || !matches!(leaf.validity, Validity::AllValid),
1777 "a dictionary was stacked on a dictionary without going through the constructor"
1778 );
1779 // The leaf is shared, so taking it out of the `Arc` copies it when something else is
1780 // still holding the same dictionary. That is the rare path: a dictionary over a
1781 // dictionary only arrives from a caller that built one that way, and the cut that made
1782 // sharing worth doing produces neither.
1783 (codes.iter().map(|&code| inner[code as usize]).collect(), Arc::unwrap_or_clone(leaf))
1784 }
1785 body => (codes, Vector { ty, len, validity, body }),
1786 }
1787}
1788
1789/// How many rows a run has to cover on average before run length encoding is smaller.
1790///
1791/// A run costs its value plus the four bytes of its end, so on a four byte column a run of two rows
1792/// breaks even and a run of three wins. Wider columns win sooner and narrower ones later, and this
1793/// is the one ratio for all of them because a threshold per width is a table that has to be right
1794/// nine times rather than once. It is a constant with a name so that the sweep that eventually moves
1795/// it has something to move.
1796const RUNS_PAY_AT: usize = 2;
1797
1798/// Which run holds `row`, given ends that are exclusive and increasing.
1799///
1800/// A binary search rather than a scan, because the callers that ask this are the ones that are not
1801/// walking the runs in order: a single value read out of a result set, or a gather at scattered
1802/// positions. Anything walking in order should be reading [`Vector::run_parts`] instead, which is
1803/// what the form is for.
1804fn run_holding(ends: &[u32], row: usize) -> Option<usize> {
1805 let row = u32::try_from(row).ok()?;
1806 let run = match ends.binary_search(&row) {
1807 // The ends are exclusive, so landing exactly on one means the row is the first of the next.
1808 Ok(at) => at + 1,
1809 Err(at) => at,
1810 };
1811 (run < ends.len()).then_some(run)
1812}
1813
1814/// The row each run ends at, for a flat body read alongside the validity that goes with it.
1815///
1816/// Two adjacent nulls are one run, because a reader of either gets a null and cannot tell them
1817/// apart. A null between two equal values is three runs for the same reason, since the null is a
1818/// value of the column as far as anything reading it is concerned.
1819///
1820/// The comparison is per layout rather than per `Value`, which is the whole reason this is a macro.
1821/// A `Value` a row would allocate a string per row on a `VARCHAR` column and would be the exact
1822/// defect `cargo xtask rowloop` exists to fail the build on.
1823fn boundaries(data: &Data, validity: &Validity, len: usize) -> Vec<u32> {
1824 if len == 0 {
1825 return Vec::new();
1826 }
1827 let breaks = |ends: &mut Vec<u32>, mut differs: Box<dyn FnMut(usize, usize) -> bool + '_>| {
1828 for row in 1..len {
1829 let same = match (validity.is_valid(row), validity.is_valid(row - 1)) {
1830 (false, false) => true,
1831 (true, true) => !differs(row, row - 1),
1832 _ => false,
1833 };
1834 if !same {
1835 ends.push(u32::try_from(row).unwrap_or(u32::MAX));
1836 }
1837 }
1838 ends.push(u32::try_from(len).unwrap_or(u32::MAX));
1839 };
1840 let mut ends = Vec::new();
1841 macro_rules! walked {
1842 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
1843 match data {
1844 // No values at all, so every row is the same null and the column is one run.
1845 Data::Empty => ends.push(u32::try_from(len).unwrap_or(u32::MAX)),
1846 $(Data::$variant(values) => {
1847 breaks(&mut ends, Box::new(|a, b| values.get(a) != values.get(b)));
1848 })+
1849 Data::Varlen(values) => {
1850 breaks(&mut ends, Box::new(|a, b| values.bytes(a) != values.bytes(b)));
1851 }
1852 }
1853 };
1854 }
1855 crate::for_each_layout!(fixed, walked);
1856 ends
1857}
1858
1859/// The position of a value that is not anywhere, because it is null or out of range.
1860///
1861/// `usize::MAX` rather than an `Option<usize>`, because the copy loop's bounds check rejects it for
1862/// free and an `Option` would put a second branch next to the one already there.
1863const NOWHERE: usize = usize::MAX;
1864
1865/// A run of data copied at the given positions, with a zero wherever the position is [`NOWHERE`].
1866///
1867/// A zero and not a skip, because every layout here is a parallel array to a validity mask and a
1868/// short one would put every value after the first null at the wrong index. It is the same rule
1869/// [`push_value`] follows for a null.
1870fn copy_of(data: &Data, at: &[usize]) -> Data {
1871 macro_rules! copied {
1872 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
1873 match data {
1874 Data::Empty => Data::Empty,
1875 $(Data::$variant(values) => {
1876 let mut out = Buffer::with_capacity(at.len());
1877 for &index in at {
1878 // One bounds check rather than a null test and a bounds check, because
1879 // `NOWHERE` is past the end of every slice there can be.
1880 out.push(values.get(index).copied().unwrap_or($zero));
1881 }
1882 Data::$variant(out)
1883 })+
1884 // The one layout where a gather is a copy of bytes rather than a copy of fixed
1885 // width slots, and the reason compaction is a decision rather than a default on a
1886 // string column.
1887 Data::Varlen(values) => {
1888 let mut out = StringColumn::with_capacity(at.len());
1889 // The bytes are known before any of them are copied, because a view carries its
1890 // length and the wanted positions are already in hand, so the arena is one
1891 // allocation rather than a run of doublings that each copy what the last one
1892 // copied.
1893 let views = values.views();
1894 out.reserve_bytes(
1895 at.iter()
1896 .filter_map(|&index| views.get(index))
1897 .filter(|view| !view.is_inline())
1898 .map(StringView::len)
1899 .sum(),
1900 );
1901 for &index in at {
1902 out.push_from(values, index);
1903 }
1904 Data::Varlen(out)
1905 }
1906 }
1907 };
1908 }
1909 crate::for_each_layout!(fixed, copied)
1910}
1911
1912/// The physical layout a run of data is in, for the check that it matches its type.
1913///
1914/// The two enums name their variants the same way on purpose, so this is one generated arm rather
1915/// than sixteen chances to pair the wrong two up.
1916fn layout_of(data: &Data) -> rudb_common::PhysicalType {
1917 use rudb_common::PhysicalType as P;
1918 macro_rules! layouts {
1919 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
1920 match data {
1921 Data::Empty => P::Empty,
1922 $(Data::$variant(_) => P::$variant,)+
1923 }
1924 };
1925 }
1926 crate::for_each_layout!(all, layouts)
1927}
1928
1929/// One value out of a run of data, given what the run means.
1930///
1931/// The match is on the logical type rather than on the data, because the data cannot tell a `DATE`
1932/// from an `INTEGER` and that is the whole reason the two are kept apart.
1933fn value_from(ty: &LogicalType, data: &Data, index: usize) -> Value {
1934 let signed = || data.signed_at(index);
1935 let unsigned = || data.unsigned_at(index);
1936 let value = match ty {
1937 LogicalType::Boolean => match data {
1938 Data::Bool(v) => v.get(index).map(|&x| Value::Boolean(x)),
1939 _ => None,
1940 },
1941 LogicalType::TinyInt => signed().and_then(|x| i8::try_from(x).ok()).map(Value::TinyInt),
1942 LogicalType::SmallInt => signed().and_then(|x| i16::try_from(x).ok()).map(Value::SmallInt),
1943 LogicalType::Integer => signed().and_then(|x| i32::try_from(x).ok()).map(Value::Integer),
1944 LogicalType::BigInt => signed().and_then(|x| i64::try_from(x).ok()).map(Value::BigInt),
1945 LogicalType::HugeInt => signed().map(Value::HugeInt),
1946 LogicalType::UTinyInt => unsigned().and_then(|x| u8::try_from(x).ok()).map(Value::UTinyInt),
1947 LogicalType::USmallInt => {
1948 unsigned().and_then(|x| u16::try_from(x).ok()).map(Value::USmallInt)
1949 }
1950 LogicalType::UInteger => {
1951 unsigned().and_then(|x| u32::try_from(x).ok()).map(Value::UInteger)
1952 }
1953 LogicalType::UBigInt => unsigned().and_then(|x| u64::try_from(x).ok()).map(Value::UBigInt),
1954 LogicalType::UHugeInt => unsigned().map(Value::UHugeInt),
1955 LogicalType::Float => match data {
1956 Data::Float32(v) => v.get(index).map(|&x| Value::Float(x)),
1957 _ => None,
1958 },
1959 LogicalType::Double => match data {
1960 Data::Float64(v) => v.get(index).map(|&x| Value::Double(x)),
1961 _ => None,
1962 },
1963 LogicalType::Decimal { width, scale } => {
1964 signed().map(|unscaled| Value::Decimal { unscaled, width: *width, scale: *scale })
1965 }
1966 LogicalType::Varchar | LogicalType::Blob | LogicalType::Bit => {
1967 data.bytes_at(index).map(|bytes| bytes_as(ty, bytes))
1968 }
1969 LogicalType::Date => signed().and_then(|x| i32::try_from(x).ok()).map(Value::Date),
1970 LogicalType::Time | LogicalType::TimeTz => {
1971 signed().and_then(|x| i64::try_from(x).ok()).map(Value::Time)
1972 }
1973 LogicalType::Timestamp
1974 | LogicalType::TimestampS
1975 | LogicalType::TimestampMs
1976 | LogicalType::TimestampNs
1977 | LogicalType::TimestampTz => {
1978 signed().and_then(|x| i64::try_from(x).ok()).map(Value::Timestamp)
1979 }
1980 LogicalType::Interval => match data {
1981 Data::Interval(v) => {
1982 v.get(index).map(|&(months, days, micros)| Value::Interval { months, days, micros })
1983 }
1984 _ => None,
1985 },
1986 _ => None,
1987 };
1988 value.unwrap_or(Value::Null)
1989}
1990
1991/// One row of a string column as a value, given what its bytes are meant to be read as.
1992///
1993/// Both forms that hold strings come through here, so a row that is a `BLOB` in a flat column is a
1994/// `BLOB` in a string view column too. Bytes that are not text in a `VARCHAR` column are a null
1995/// rather than a panic, since everything that got in went in as a string and a column that has
1996/// something else in it is a bug somewhere earlier that a read should not turn into a crash.
1997fn bytes_as(ty: &LogicalType, bytes: &[u8]) -> Value {
1998 match ty {
1999 LogicalType::Varchar => {
2000 std::str::from_utf8(bytes).map_or(Value::Null, |text| Value::Varchar(text.to_owned()))
2001 }
2002 LogicalType::Blob | LogicalType::Bit => Value::Blob(bytes.to_vec()),
2003 _ => Value::Null,
2004 }
2005}
2006
2007/// An empty run of data of the right layout for a type.
2008fn empty_data_for(ty: &LogicalType) -> Result<Data> {
2009 use rudb_common::PhysicalType as P;
2010 macro_rules! empties {
2011 ($(($variant:ident, $native:ty, $zero:expr)),+ $(,)?) => {
2012 match ty.physical() {
2013 P::Empty => Data::Empty,
2014 $(P::$variant => Data::$variant(Buffer::new()),)+
2015 P::Varlen => Data::Varlen(StringColumn::new()),
2016 other => {
2017 return Err(Error::not_implemented(format!(
2018 "a flat vector of {other:?} data, which arrives with the storage layer"
2019 )));
2020 }
2021 }
2022 };
2023 }
2024 Ok(crate::for_each_layout!(fixed, empties))
2025}
2026
2027/// Appends one value to a run of data, or a zero of the right shape when it is null.
2028///
2029/// The zero matters. A null still occupies a position, the validity mask is what says it is null,
2030/// and a run of data with a hole in it would put every value after the hole in the wrong place.
2031fn push_value(data: &mut Data, value: &Value) -> Result<()> {
2032 macro_rules! push {
2033 ($vec:expr, $variant:path, $zero:expr) => {
2034 match value {
2035 Value::Null => $vec.push($zero),
2036 $variant(x) => $vec.push(*x),
2037 other => {
2038 return Err(Error::internal(format!(
2039 "{other:?} does not belong in this vector"
2040 )));
2041 }
2042 }
2043 };
2044 }
2045 // A decimal is stored as its unscaled integer in whatever width its precision needs, which
2046 // `LogicalType::physical` decides and which is why the same `Value::Decimal` is at home in four
2047 // different runs. The narrowing cannot fail for a value the binder produced, because the width
2048 // that chose the run is the width in the value, but it is checked rather than assumed because
2049 // an unchecked cast here would silently store a different number.
2050 macro_rules! decimal {
2051 ($vec:expr, $ty:ty, $unscaled:expr) => {
2052 match <$ty>::try_from(*$unscaled) {
2053 Ok(x) => $vec.push(x),
2054 Err(_) => {
2055 return Err(Error::internal(format!(
2056 "an unscaled decimal of {} does not fit the run its precision chose",
2057 $unscaled
2058 )));
2059 }
2060 }
2061 };
2062 }
2063 match data {
2064 Data::Empty => {}
2065 Data::Bool(v) => push!(v, Value::Boolean, false),
2066 Data::Int8(v) => push!(v, Value::TinyInt, 0),
2067 Data::Int16(v) => match value {
2068 Value::Null => v.push(0),
2069 Value::SmallInt(x) => v.push(*x),
2070 Value::Decimal { unscaled, .. } => decimal!(v, i16, unscaled),
2071 other => return Err(Error::internal(format!("{other:?} is not a 16 bit value"))),
2072 },
2073 Data::Int32(v) => match value {
2074 Value::Null => v.push(0),
2075 Value::Integer(x) | Value::Date(x) => v.push(*x),
2076 Value::Decimal { unscaled, .. } => decimal!(v, i32, unscaled),
2077 other => return Err(Error::internal(format!("{other:?} is not a 32 bit value"))),
2078 },
2079 Data::Int64(v) => match value {
2080 Value::Null => v.push(0),
2081 Value::BigInt(x) | Value::Time(x) | Value::Timestamp(x) => v.push(*x),
2082 Value::Decimal { unscaled, .. } => decimal!(v, i64, unscaled),
2083 other => return Err(Error::internal(format!("{other:?} is not a 64 bit value"))),
2084 },
2085 Data::Int128(v) => match value {
2086 Value::Null => v.push(0),
2087 Value::HugeInt(x) => v.push(*x),
2088 Value::Decimal { unscaled, .. } => v.push(*unscaled),
2089 other => return Err(Error::internal(format!("{other:?} is not a 128 bit value"))),
2090 },
2091 Data::UInt8(v) => push!(v, Value::UTinyInt, 0),
2092 Data::UInt16(v) => push!(v, Value::USmallInt, 0),
2093 Data::UInt32(v) => push!(v, Value::UInteger, 0),
2094 Data::UInt64(v) => push!(v, Value::UBigInt, 0),
2095 Data::UInt128(v) => push!(v, Value::UHugeInt, 0),
2096 Data::Float32(v) => push!(v, Value::Float, 0.0),
2097 Data::Float64(v) => push!(v, Value::Double, 0.0),
2098 Data::Interval(v) => match value {
2099 Value::Null => v.push((0, 0, 0)),
2100 Value::Interval { months, days, micros } => v.push((*months, *days, *micros)),
2101 other => return Err(Error::internal(format!("{other:?} is not an interval"))),
2102 },
2103 Data::Varlen(column) => match value {
2104 Value::Null => {
2105 column.push("");
2106 }
2107 Value::Varchar(text) => {
2108 column.push(text);
2109 }
2110 // A blob goes in as the bytes it is. The column stores a length and some bytes either
2111 // way, so text is the reading of one rather than a different column, and a blob that
2112 // is not UTF-8 is stored exactly like one that happens to be.
2113 Value::Blob(bytes) => {
2114 column.push_bytes(bytes);
2115 }
2116 other => return Err(Error::internal(format!("{other:?} is not a string"))),
2117 },
2118 }
2119 Ok(())
2120}
2121
2122#[cfg(test)]
2123mod tests {
2124 use std::sync::Arc;
2125
2126 use rudb_common::{LogicalType, Value};
2127
2128 use super::{Body, Data, FSST_PAYS_AT, Form, VECTOR_SIZE, Vector};
2129 use crate::buffer::Buffer;
2130 use crate::fsst::SymbolTable;
2131 use crate::string::{StringColumn, StringView};
2132 use crate::validity::Validity;
2133
2134 fn integers(values: &[i32]) -> Vector {
2135 Vector::flat(LogicalType::Integer, Data::Int32(values.to_vec().into())).unwrap()
2136 }
2137
2138 #[test]
2139 fn a_clustered_column_becomes_runs_and_reads_back_the_same() {
2140 let mut values = Vec::new();
2141 for (value, times) in [(7, 400), (8, 300), (7, 324)] {
2142 values.extend(std::iter::repeat_n(value, times));
2143 }
2144 let flat = integers(&values);
2145 let runs = flat.run_encoded().unwrap();
2146 assert_eq!(runs.form(), Form::Rle);
2147 assert_eq!(runs.run_parts().expect("runs").0, [400, 700, 1024]);
2148 assert_eq!(runs.len(), flat.len());
2149 assert_eq!(runs.iter().collect::<Vec<_>>(), flat.iter().collect::<Vec<_>>());
2150 assert!(
2151 runs.footprint() * 10 < flat.footprint(),
2152 "three runs against a thousand rows: {} against {}",
2153 runs.footprint(),
2154 flat.footprint()
2155 );
2156 }
2157
2158 /// The check is worth having in both directions. A form that is only ever bigger than what it
2159 /// replaced is a form that costs a pass over the column to decide not to use.
2160 #[test]
2161 fn a_column_that_does_not_repeat_is_left_flat() {
2162 let flat = integers(&(0..1024).collect::<Vec<i32>>());
2163 assert_eq!(flat.run_encoded().unwrap().form(), Form::Flat);
2164 // Two runs over four rows is exactly break even on a four byte column, and break even is
2165 // not a reason to change form.
2166 assert_eq!(integers(&[1, 1, 2, 2]).run_encoded().unwrap().form(), Form::Flat);
2167 assert_eq!(integers(&[1, 1, 1, 2, 2]).run_encoded().unwrap().form(), Form::Rle);
2168 }
2169
2170 #[test]
2171 fn two_nulls_beside_each_other_are_one_run_and_a_null_between_two_equals_is_a_break() {
2172 let mut values = vec![Value::Integer(4), Value::Integer(4)];
2173 values.extend([Value::Null, Value::Null, Value::Null]);
2174 values.extend(std::iter::repeat_n(Value::Integer(4), 5));
2175 let flat = Vector::from_values(LogicalType::Integer, &values).unwrap();
2176 let runs = flat.run_encoded().unwrap();
2177 assert_eq!(runs.run_parts().expect("runs").0, [2, 5, 10]);
2178 assert_eq!(runs.iter().collect::<Vec<_>>(), values);
2179 }
2180
2181 #[test]
2182 fn slicing_runs_keeps_them_runs_and_cuts_the_first_and_last_one_back() {
2183 let flat = integers(&[1, 1, 1, 1, 2, 2, 2, 2, 3, 3, 3, 3]);
2184 let runs = flat.run_encoded().unwrap();
2185 let piece = runs.slice(3, 6).unwrap();
2186 assert_eq!(piece.form(), Form::Rle, "the form is the whole point");
2187 assert_eq!(piece.run_parts().expect("runs").0, [1, 5, 6]);
2188 assert_eq!(
2189 piece.iter().collect::<Vec<_>>(),
2190 flat.slice(3, 6).unwrap().iter().collect::<Vec<_>>()
2191 );
2192 assert_eq!(runs.slice(0, 0).unwrap().len(), 0);
2193 assert_eq!(runs.slice(0, 12).unwrap().form(), Form::Rle);
2194 }
2195
2196 #[test]
2197 fn gathering_out_of_runs_walks_to_the_values_the_way_it_walks_a_dictionary() {
2198 let mut values = vec![Value::Varchar("red".into()); 4];
2199 values.extend([Value::Null, Value::Null, Value::Null]);
2200 values.extend(vec![Value::Varchar("blue".into()); 4]);
2201 let runs =
2202 Vector::from_values(LogicalType::Varchar, &values).unwrap().run_encoded().unwrap();
2203 assert_eq!(runs.form(), Form::Rle);
2204 let picked = runs.gather(&[8, 0, 5, 2]).unwrap();
2205 assert_eq!(picked.form(), Form::Flat, "a gather copies, whatever it gathered from");
2206 assert_eq!(
2207 picked.iter().collect::<Vec<_>>(),
2208 [values[8].clone(), values[0].clone(), Value::Null, values[2].clone()]
2209 );
2210 assert_eq!(runs.text_at(1), Some("red"));
2211 assert_eq!(runs.text_at(5), None, "a null has no text");
2212 assert_eq!(runs.flatten().unwrap().iter().collect::<Vec<_>>(), values);
2213 }
2214
2215 /// A run length vector over a run length vector turns one search per row into two, and there is
2216 /// nothing in the engine that builds one, so it is refused rather than composed.
2217 #[test]
2218 fn runs_of_runs_are_refused_and_runs_of_a_dictionary_are_not() {
2219 let inner = integers(&[1, 1, 1, 1, 2]).run_encoded().unwrap();
2220 assert_eq!(inner.form(), Form::Rle);
2221 let error = Vector::runs(vec![2, 8], inner).unwrap_err();
2222 assert!(error.to_string().contains("runs of runs"), "{error}");
2223
2224 let words = Vector::from_values(
2225 LogicalType::Varchar,
2226 &[Value::Varchar("red".into()), Value::Varchar("blue".into())],
2227 )
2228 .unwrap();
2229 let dictionary = Vector::dictionary(vec![1, 0], words).unwrap();
2230 let stacked = Vector::runs(vec![4, 9], dictionary).unwrap();
2231 assert_eq!(stacked.len(), 9);
2232 assert_eq!(stacked.value_at(3), Value::Varchar("blue".into()));
2233 assert_eq!(stacked.value_at(4), Value::Varchar("red".into()));
2234 }
2235
2236 #[test]
2237 fn run_ends_have_to_increase_and_there_is_one_value_for_each_of_them() {
2238 let values = integers(&[1, 2]);
2239 assert!(Vector::runs(vec![4], values.clone()).is_err(), "two values and one run");
2240 assert!(Vector::runs(vec![4, 4], values.clone()).is_err(), "an end that repeats");
2241 assert!(Vector::runs(vec![4, 2], values.clone()).is_err(), "an end that goes backwards");
2242 assert!(Vector::runs(vec![0, 2], values.clone()).is_err(), "a first run holding no rows");
2243 assert_eq!(Vector::runs(vec![4, 9], values).unwrap().len(), 9);
2244 }
2245
2246 #[test]
2247 fn a_form_that_is_already_compact_is_left_where_it_is() {
2248 let constant = Vector::constant(LogicalType::Integer, Value::Integer(1), 1000);
2249 assert_eq!(constant.run_encoded().unwrap().form(), Form::Constant);
2250 assert_eq!(Vector::sequence(0, 1, 1000).run_encoded().unwrap().form(), Form::Sequence);
2251 }
2252
2253 /// What makes one accessor cover both forms. A dictionary hands back the codes it stores and a
2254 /// run length vector works the same numbers out, and a kernel writing `values[at[row]]` reads
2255 /// the same rows out of either.
2256 #[test]
2257 fn both_forms_that_point_somewhere_hand_back_a_position_per_row() {
2258 let words = Vector::from_values(
2259 LogicalType::Varchar,
2260 &[Value::Varchar("red".into()), Value::Varchar("blue".into())],
2261 )
2262 .unwrap();
2263 let runs = Vector::runs(vec![3, 5], words.clone()).unwrap();
2264 let (at, values) = runs.positions().expect("runs point somewhere");
2265 assert_eq!(at.as_ref(), [0, 0, 0, 1, 1]);
2266 assert_eq!(values.value_at(at[3] as usize), runs.value_at(3));
2267
2268 let dictionary = Vector::dictionary(vec![1, 0, 1], words).unwrap();
2269 let (at, values) = dictionary.positions().expect("a dictionary points somewhere");
2270 assert_eq!(at.as_ref(), [1, 0, 1]);
2271 assert_eq!(values.value_at(at[0] as usize), dictionary.value_at(0));
2272
2273 assert!(integers(&[1, 2, 3]).positions().is_none(), "a flat vector points at itself");
2274 assert!(Vector::sequence(0, 1, 4).positions().is_none(), "a sequence stores nothing");
2275 }
2276
2277 #[test]
2278 fn slicing_a_dictionary_keeps_it_a_dictionary_where_gathering_would_not() {
2279 let values = Vector::from_values(
2280 LogicalType::Varchar,
2281 &[Value::Varchar("red".into()), Value::Varchar("blue".into())],
2282 )
2283 .unwrap();
2284 let vector = Vector::dictionary(vec![0, 1, 1, 0, 1], values).unwrap();
2285
2286 let piece = vector.slice(1, 3).unwrap();
2287 assert_eq!(piece.form(), Form::Dictionary, "the form is the whole point");
2288 assert_eq!(piece.len(), 3);
2289 assert_eq!(
2290 piece.iter().collect::<Vec<_>>(),
2291 [
2292 Value::Varchar("blue".into()),
2293 Value::Varchar("blue".into()),
2294 Value::Varchar("red".into())
2295 ]
2296 );
2297 assert_eq!(vector.gather(&[1, 2, 3]).unwrap().form(), Form::Flat, "which a gather loses");
2298 }
2299
2300 #[test]
2301 fn slicing_a_dictionary_shares_the_dictionary_rather_than_copying_it() {
2302 // The assertion is about the address and not about the values, because the values were
2303 // right when the dictionary was copied too. A page holds one dictionary and is cut into a
2304 // chunk of codes at a time, so copying the dictionary here is a copy of every string in it
2305 // per chunk, and on a read of a ClickBench partition it was ten percent of the cycles.
2306 let values = Vector::from_values(
2307 LogicalType::Varchar,
2308 &[Value::Varchar("red".into()), Value::Varchar("blue".into())],
2309 )
2310 .unwrap();
2311 let vector = Vector::dictionary(vec![0, 1, 1, 0, 1], values).unwrap();
2312 let Body::Dictionary { values: whole, .. } = &vector.body else {
2313 panic!("a dictionary vector holds a dictionary");
2314 };
2315
2316 let piece = vector.slice(1, 3).unwrap();
2317 let Body::Dictionary { codes, values: cut } = &piece.body else {
2318 panic!("a slice of a dictionary is a dictionary");
2319 };
2320 assert!(Arc::ptr_eq(whole, cut), "the cut copied the dictionary");
2321 assert_eq!(codes, &[1, 1, 0], "the codes are the part that is cut");
2322
2323 // And a cut of a cut shares it too, since that is what a scan does to a page it reads twice.
2324 let again = piece.slice(1, 2).unwrap();
2325 let Body::Dictionary { values: cut, .. } = &again.body else {
2326 panic!("a slice of a slice of a dictionary is a dictionary");
2327 };
2328 assert!(Arc::ptr_eq(whole, cut), "the second cut copied the dictionary");
2329 assert_eq!(
2330 again.iter().collect::<Vec<_>>(),
2331 [Value::Varchar("blue".into()), Value::Varchar("red".into())]
2332 );
2333 }
2334
2335 #[test]
2336 fn a_slice_carries_the_nulls_that_were_in_its_range_and_not_the_others() {
2337 let vector =
2338 integers(&[1, 2, 3, 4]).with_validity(Validity::from_run(&[false, true, false, true]));
2339 let piece = vector.slice(1, 2).unwrap();
2340 assert!(piece.validity().is_valid(0));
2341 assert!(!piece.validity().is_valid(1));
2342 assert_eq!(piece.value_at(1), Value::Null);
2343 }
2344
2345 #[test]
2346 fn slicing_a_sequence_moves_its_start_rather_than_writing_the_values_out() {
2347 let vector = Vector::sequence(100, 5, 10);
2348 let piece = vector.slice(3, 4).unwrap();
2349 assert_eq!(piece.form(), Form::Sequence);
2350 assert_eq!(
2351 piece.iter().collect::<Vec<_>>(),
2352 [Value::BigInt(115), Value::BigInt(120), Value::BigInt(125), Value::BigInt(130)]
2353 );
2354 }
2355
2356 #[test]
2357 fn slicing_a_constant_is_a_shorter_constant() {
2358 let vector = Vector::constant(LogicalType::Integer, Value::Integer(9), 8);
2359 let piece = vector.slice(2, 3).unwrap();
2360 assert_eq!(piece.form(), Form::Constant);
2361 assert_eq!(piece.len(), 3);
2362 assert_eq!(piece.value_at(2), Value::Integer(9));
2363 }
2364
2365 #[test]
2366 fn slicing_the_whole_vector_hands_it_back_as_it_was() {
2367 let vector = integers(&[1, 2, 3]);
2368 assert_eq!(
2369 vector.slice(0, 3).unwrap().iter().collect::<Vec<_>>(),
2370 [Value::Integer(1), Value::Integer(2), Value::Integer(3)]
2371 );
2372 }
2373
2374 #[test]
2375 fn a_slice_past_the_end_is_an_error_rather_than_a_short_vector() {
2376 let error = integers(&[1, 2, 3]).slice(2, 2).unwrap_err();
2377 assert!(error.to_string().contains("of a vector of 3"), "{error}");
2378 }
2379
2380 #[test]
2381 fn the_vector_size_is_the_one_the_design_is_built_around() {
2382 // 1024 and not DuckDB's 2048. A validity mask is 16 u64 words and a vector of string views
2383 // is 16 KiB, both of which are consequences of this number rather than coincidences.
2384 assert_eq!(VECTOR_SIZE, 1024);
2385 assert_eq!(VECTOR_SIZE / 64, 16);
2386 }
2387
2388 #[test]
2389 fn a_flat_vector_reads_back_what_was_put_in_it() {
2390 let vector = integers(&[1, 2, 3]);
2391 assert_eq!(vector.form(), Form::Flat);
2392 assert_eq!(vector.len(), 3);
2393 assert_eq!(vector.value_at(1), Value::Integer(2));
2394 assert_eq!(
2395 vector.iter().collect::<Vec<_>>(),
2396 vec![Value::Integer(1), Value::Integer(2), Value::Integer(3)]
2397 );
2398 }
2399
2400 #[test]
2401 fn a_vector_built_from_values_reads_the_same_values_back() {
2402 let vector = Vector::from_values(
2403 LogicalType::Varchar,
2404 &[
2405 Value::Varchar("a".to_string()),
2406 Value::Null,
2407 Value::Varchar("a string too long to sit inside a view".to_string()),
2408 ],
2409 )
2410 .expect("strings and a null");
2411 assert_eq!(vector.len(), 3);
2412 assert_eq!(vector.value_at(0), Value::Varchar("a".to_string()));
2413 assert_eq!(vector.value_at(1), Value::Null);
2414 assert_eq!(
2415 vector.value_at(2),
2416 Value::Varchar("a string too long to sit inside a view".to_string())
2417 );
2418 }
2419
2420 /// A null still occupies a position. If it did not then every value after it would read back
2421 /// one place to the left, which is the kind of bug that looks like a storage bug for a week.
2422 #[test]
2423 fn a_null_in_the_middle_does_not_move_the_values_after_it() {
2424 let vector = Vector::from_values(
2425 LogicalType::Integer,
2426 &[Value::Integer(1), Value::Null, Value::Integer(3)],
2427 )
2428 .expect("integers and a null");
2429 assert_eq!(vector.value_at(2), Value::Integer(3));
2430 assert!(vector.validity().has_nulls(3), "the middle one is null");
2431 }
2432
2433 #[test]
2434 fn a_value_the_type_cannot_hold_is_refused() {
2435 let wrong = Vector::from_values(LogicalType::Integer, &[Value::Varchar("x".to_string())]);
2436 assert!(wrong.is_err(), "a string is not an integer");
2437 }
2438
2439 #[test]
2440 fn a_type_that_does_not_match_its_layout_is_refused_at_construction() {
2441 // One comparison here against a wrong answer read out three layers later.
2442 let wrong = Vector::flat(LogicalType::Varchar, Data::Int32(vec![1].into()));
2443 assert!(wrong.is_err());
2444 let right = Vector::flat(LogicalType::Date, Data::Int32(vec![1].into()));
2445 assert!(right.is_ok(), "a date is stored in an i32 and that has to be allowed");
2446 }
2447
2448 #[test]
2449 fn a_constant_vector_costs_one_value_whatever_its_length() {
2450 let vector = Vector::constant(LogicalType::Integer, Value::Integer(7), VECTOR_SIZE);
2451 assert_eq!(vector.form(), Form::Constant);
2452 assert_eq!(vector.len(), VECTOR_SIZE);
2453 assert_eq!(vector.value_at(0), Value::Integer(7));
2454 assert_eq!(vector.value_at(VECTOR_SIZE - 1), Value::Integer(7));
2455 assert_eq!(vector.value_at(VECTOR_SIZE), Value::Null, "past the end is null, not a panic");
2456 }
2457
2458 #[test]
2459 fn a_constant_null_is_all_invalid_without_being_told() {
2460 let vector = Vector::constant(LogicalType::Integer, Value::Null, 8);
2461 assert_eq!(vector.validity(), &Validity::AllInvalid);
2462 assert_eq!(vector.value_at(3), Value::Null);
2463 }
2464
2465 #[test]
2466 fn a_sequence_vector_is_sixteen_bytes_of_row_identifiers() {
2467 let vector = Vector::sequence(100, 1, VECTOR_SIZE);
2468 assert_eq!(vector.form(), Form::Sequence);
2469 assert_eq!(vector.value_at(0), Value::BigInt(100));
2470 assert_eq!(vector.value_at(923), Value::BigInt(1023));
2471 let stepped = Vector::sequence(0, 5, 4);
2472 assert_eq!(
2473 stepped.iter().collect::<Vec<_>>(),
2474 vec![Value::BigInt(0), Value::BigInt(5), Value::BigInt(10), Value::BigInt(15)]
2475 );
2476 }
2477
2478 #[test]
2479 fn a_dictionary_vector_reads_through_its_codes() {
2480 let mut column = StringColumn::new();
2481 column.push("red");
2482 column.push("green");
2483 let values = Vector::flat(LogicalType::Varchar, Data::Varlen(column)).unwrap();
2484 let vector = Vector::dictionary(vec![0, 1, 1, 0], values).unwrap();
2485 assert_eq!(vector.form(), Form::Dictionary);
2486 assert_eq!(vector.logical_type(), &LogicalType::Varchar);
2487 assert_eq!(vector.value_at(2), Value::Varchar("green".into()));
2488 assert_eq!(vector.len(), 4);
2489 }
2490
2491 /// The accessor a group by keys a string column through, which has to agree with `value_at` on
2492 /// every position or two rows holding one string end up in two groups.
2493 #[test]
2494 fn text_is_read_where_it_already_is_for_the_forms_that_store_it() {
2495 let mut column = StringColumn::new();
2496 column.push("red");
2497 column.push("green");
2498 column.push("");
2499 let flat = Vector::flat(LogicalType::Varchar, Data::Varlen(column)).unwrap();
2500 for index in 0..flat.len() {
2501 assert_eq!(flat.text_at(index).map(str::to_string), text_of(&flat.value_at(index)));
2502 }
2503 let dictionary = Vector::dictionary(vec![1, 0, 1, 2], flat).unwrap();
2504 for index in 0..dictionary.len() {
2505 assert_eq!(
2506 dictionary.text_at(index).map(str::to_string),
2507 text_of(&dictionary.value_at(index))
2508 );
2509 }
2510 assert_eq!(dictionary.text_at(4), None, "past the end");
2511 }
2512
2513 /// The forms and types that have no text to hand back, which a caller answers by falling back
2514 /// to `value_at`. A blob is the one that would be a correctness bug rather than a slow path,
2515 /// since its bytes are not required to be text and it is not a `VARCHAR` either way.
2516 #[test]
2517 fn text_is_refused_where_it_is_not_stored_as_itself() {
2518 let nulls =
2519 Vector::from_values(LogicalType::Varchar, &[Value::Varchar("red".into()), Value::Null])
2520 .unwrap();
2521 assert_eq!(nulls.text_at(0), Some("red"));
2522 assert_eq!(nulls.text_at(1), None, "a null has no text");
2523 let constant = Vector::constant(LogicalType::Varchar, Value::Varchar("red".into()), 3);
2524 assert_eq!(constant.text_at(0), None, "a constant is not stored per position");
2525 assert_eq!(integers(&[1, 2]).text_at(0), None, "an integer is not text");
2526 let mut bytes = StringColumn::new();
2527 bytes.push("red");
2528 let blob = Vector::flat(LogicalType::Blob, Data::Varlen(bytes)).unwrap();
2529 assert_eq!(blob.text_at(0), None, "a blob is not a varchar");
2530 }
2531
2532 /// The accessor a group by keys an integer column through, which has to agree with `value_at`
2533 /// on every position or two rows holding one number end up in two groups.
2534 #[test]
2535 fn a_signed_integer_is_read_where_it_already_is_for_the_forms_that_store_it() {
2536 let flat = integers(&[7, -3, 0, 2]);
2537 for index in 0..flat.len() {
2538 assert_eq!(flat.signed_at(index), signed_of(&flat.value_at(index)), "flat {index}");
2539 }
2540 let dictionary = Vector::dictionary(vec![1, 0, 3, 2], flat).unwrap();
2541 for index in 0..dictionary.len() {
2542 assert_eq!(
2543 dictionary.signed_at(index),
2544 signed_of(&dictionary.value_at(index)),
2545 "dictionary {index}"
2546 );
2547 }
2548 assert_eq!(dictionary.signed_at(4), None, "past the end");
2549
2550 let runs = Vector::runs(vec![2, 5], integers(&[4, 9])).unwrap();
2551 for index in 0..runs.len() {
2552 assert_eq!(runs.signed_at(index), signed_of(&runs.value_at(index)), "run {index}");
2553 }
2554 let constant = Vector::constant(LogicalType::BigInt, Value::BigInt(11), 3);
2555 assert_eq!(constant.signed_at(2), Some(11));
2556 let sequence = Vector::sequence(100, 5, 4);
2557 for index in 0..sequence.len() {
2558 assert_eq!(
2559 sequence.signed_at(index),
2560 signed_of(&sequence.value_at(index)),
2561 "sequence {index}"
2562 );
2563 }
2564 }
2565
2566 /// The forms and types that have no integer to hand back, which a caller answers by falling
2567 /// back to `value_at`. Reading one of these as a key that does not match rather than as a key
2568 /// that has to be built is how a packed column ends up with every row in its own group.
2569 #[test]
2570 fn a_signed_integer_is_refused_where_it_is_not_stored_as_itself() {
2571 let nulls =
2572 Vector::from_values(LogicalType::BigInt, &[Value::BigInt(4), Value::Null]).unwrap();
2573 assert_eq!(nulls.signed_at(0), Some(4));
2574 assert_eq!(nulls.signed_at(1), None, "a null is not a number");
2575 let packed = integers(&[1, 2, 3, 1]).bit_packed().unwrap();
2576 assert_eq!(
2577 packed.signed_at(0),
2578 None,
2579 "a packed row is not an integer until it is unpacked"
2580 );
2581 let mut bytes = StringColumn::new();
2582 bytes.push("red");
2583 let text = Vector::flat(LogicalType::Varchar, Data::Varlen(bytes)).unwrap();
2584 assert_eq!(text.signed_at(0), None, "a string is not a number");
2585 let double = Vector::flat(LogicalType::Double, Data::Float64(vec![1.5].into())).unwrap();
2586 assert_eq!(double.signed_at(0), None, "a double is not a signed integer");
2587 }
2588
2589 /// The integer of a value, for comparing `signed_at` against `value_at` position by position.
2590 fn signed_of(value: &Value) -> Option<i128> {
2591 match value {
2592 Value::TinyInt(x) => Some(i128::from(*x)),
2593 Value::SmallInt(x) => Some(i128::from(*x)),
2594 Value::Integer(x) | Value::Date(x) => Some(i128::from(*x)),
2595 Value::BigInt(x) | Value::Time(x) | Value::Timestamp(x) => Some(i128::from(*x)),
2596 Value::HugeInt(x) | Value::Decimal { unscaled: x, .. } => Some(*x),
2597 _ => None,
2598 }
2599 }
2600
2601 /// The text of a value, for comparing `text_at` against `value_at` position by position.
2602 fn text_of(value: &Value) -> Option<String> {
2603 match value {
2604 Value::Varchar(text) => Some(text.clone()),
2605 _ => None,
2606 }
2607 }
2608
2609 #[test]
2610 fn a_dictionary_code_past_the_end_is_refused() {
2611 // The alternative is a silent read of the wrong value, which is the failure mode the
2612 // entire M3 design has to be careful about.
2613 let values = integers(&[1, 2]);
2614 assert!(Vector::dictionary(vec![0, 2], values).is_err());
2615 // The check runs on the highest code rather than the first bad one, so it has to say that
2616 // no codes at all is fine even when there are no values for them to point at either.
2617 let empty = Vector::dictionary(Vec::new(), integers(&[])).expect("no codes, no values");
2618 assert_eq!(empty.len(), 0);
2619 // And a code of zero against an empty dictionary is still past the end.
2620 assert!(Vector::dictionary(vec![0], integers(&[])).is_err());
2621 }
2622
2623 #[test]
2624 fn every_form_flattens_to_the_same_values_it_reads_out() {
2625 // This is the shape of the equivalence testing in spec/16-testing.md section 16.2, in
2626 // miniature and long before there is an encoded kernel to point it at. A form that reads
2627 // out one way and flattens another is the exact bug that testing exists to catch.
2628 let mut column = StringColumn::new();
2629 column.push("alpha");
2630 column.push("beta");
2631 let dictionary = Vector::dictionary(
2632 vec![1, 0, 1],
2633 Vector::flat(LogicalType::Varchar, Data::Varlen(column)).unwrap(),
2634 )
2635 .unwrap();
2636 let cases = [
2637 Vector::constant(LogicalType::Integer, Value::Integer(3), 5),
2638 Vector::sequence(7, -2, 5),
2639 dictionary,
2640 ];
2641 for vector in cases {
2642 let flat = vector.flatten().unwrap();
2643 assert_eq!(flat.form(), Form::Flat);
2644 assert_eq!(flat.len(), vector.len());
2645 for index in 0..vector.len() {
2646 assert_eq!(flat.value_at(index), vector.value_at(index), "at {index}");
2647 }
2648 }
2649 }
2650
2651 #[test]
2652 fn a_null_still_occupies_a_position_after_flattening() {
2653 // The reason push_value writes a zero for a null rather than skipping it. A run of data
2654 // with a hole in it puts every value after the hole in the wrong place, and the validity
2655 // mask is what says the position is null.
2656 let vector = Vector::sequence(0, 1, 4).with_validity(Validity::from_iter(4, |i| i != 1));
2657 let flat = vector.flatten().unwrap();
2658 assert_eq!(flat.value_at(0), Value::BigInt(0));
2659 assert_eq!(flat.value_at(1), Value::Null);
2660 assert_eq!(flat.value_at(2), Value::BigInt(2));
2661 assert_eq!(flat.value_at(3), Value::BigInt(3));
2662 }
2663
2664 /// A dictionary holds its nulls in the vector it points at, so its own validity is all valid
2665 /// and reading that instead of the values turns a null into whatever zero means for the type.
2666 /// A filter over a nullable column produces exactly this vector, so the bug reaches a result
2667 /// set as `LEFT JOIN` padding that comes back as zeros.
2668 #[test]
2669 fn a_null_behind_a_dictionary_survives_flattening() {
2670 let values =
2671 Vector::from_values(LogicalType::Integer, &[Value::Integer(3), Value::Null]).unwrap();
2672 let dictionary = Vector::dictionary(vec![1, 0, 1], values).unwrap();
2673 let flat = dictionary.flatten().unwrap();
2674 assert_eq!(flat.value_at(0), Value::Null);
2675 assert_eq!(flat.value_at(1), Value::Integer(3));
2676 assert_eq!(flat.value_at(2), Value::Null);
2677 }
2678
2679 /// The property that makes `gather` usable at all: it has to be the same function as reading the
2680 /// wanted positions one at a time, over every form, or compaction changes answers.
2681 #[test]
2682 fn gathering_reads_what_reading_one_position_at_a_time_reads() {
2683 let mut column = StringColumn::new();
2684 column.push("alpha");
2685 column.push("beta");
2686 column.push("gamma");
2687 let cases = [
2688 integers(&[10, 20, 30, 40]),
2689 integers(&[10, 20, 30, 40]).with_validity(Validity::from_iter(4, |i| i != 2)),
2690 Vector::constant(LogicalType::Integer, Value::Integer(9), 4),
2691 Vector::sequence(100, -7, 4),
2692 Vector::sequence(100, -7, 4).with_validity(Validity::from_iter(4, |i| i % 2 == 0)),
2693 Vector::dictionary(
2694 vec![2, 0, 1, 2],
2695 Vector::flat(LogicalType::Varchar, Data::Varlen(column)).unwrap(),
2696 )
2697 .unwrap(),
2698 Vector::dictionary(
2699 vec![1, 0, 1, 0],
2700 Vector::from_values(LogicalType::Integer, &[Value::Integer(5), Value::Null])
2701 .unwrap(),
2702 )
2703 .unwrap(),
2704 ];
2705 let wanted = [3_u32, 0, 2, 2, 1];
2706 for vector in cases {
2707 let gathered = vector.gather(&wanted).unwrap();
2708 assert_eq!(gathered.len(), wanted.len());
2709 assert_eq!(gathered.logical_type(), vector.logical_type());
2710 for (slot, &index) in wanted.iter().enumerate() {
2711 assert_eq!(
2712 gathered.value_at(slot),
2713 vector.value_at(index as usize),
2714 "slot {slot} of {:?}",
2715 vector.form()
2716 );
2717 }
2718 }
2719 }
2720
2721 /// A gather past the end is not an error, because the selection that produced the indices is
2722 /// checked by its caller and the one thing that must not happen here is a read of the wrong
2723 /// value. An index nothing answers is null, which is what an outer join pad needs anyway.
2724 #[test]
2725 fn gathering_a_position_that_is_not_there_is_a_null_and_not_a_wrong_value() {
2726 let vector = integers(&[1, 2, 3]);
2727 let gathered = vector.gather(&[2, 9]).unwrap();
2728 assert_eq!(gathered.value_at(0), Value::Integer(3));
2729 assert_eq!(gathered.value_at(1), Value::Null);
2730 }
2731
2732 /// The vector with nothing in it at all, which is what an untyped `NULL` is stored as. Every
2733 /// position asked for is past its end, so the answer is nulls and the length has to be the
2734 /// length that was asked for rather than the length that was there.
2735 #[test]
2736 fn gathering_from_a_vector_of_no_values_is_that_many_nulls() {
2737 let vector = Vector::flat(LogicalType::Null, Data::Empty).unwrap();
2738 let gathered = vector.gather(&[0, 1, 2]).unwrap();
2739 assert_eq!(gathered.len(), 3);
2740 assert_eq!(gathered.value_at(0), Value::Null);
2741 assert_eq!(gathered.value_at(2), Value::Null);
2742 }
2743
2744 /// Every position holds the same value, so a gather with no hole in it has nothing to copy and
2745 /// the result is the constant again rather than a run of a thousand copies of it.
2746 #[test]
2747 fn gathering_a_constant_stays_a_constant() {
2748 let vector = Vector::constant(LogicalType::Integer, Value::Integer(4), 100);
2749 let gathered = vector.gather(&[7, 7, 99]).unwrap();
2750 assert_eq!(gathered.form(), Form::Constant);
2751 assert_eq!(gathered.len(), 3);
2752 assert_eq!(gathered.value_at(2), Value::Integer(4));
2753 }
2754
2755 /// A dictionary over a dictionary is what a second filter over an already filtered chunk builds,
2756 /// and the gather has to walk to the bottom of that chain rather than one step down it. The
2757 /// constructor composes the ordinary chain away, so the one built here is the kind it cannot,
2758 /// which is a level holding nulls of its own.
2759 #[test]
2760 fn gathering_walks_a_dictionary_over_a_dictionary_to_the_values() {
2761 let inner = Vector::dictionary(vec![2, 1, 0], integers(&[7, 8, 9]))
2762 .unwrap()
2763 .with_validity(Validity::from_iter(3, |index| index != 2));
2764 let outer = Vector::dictionary(vec![1, 2], inner).unwrap();
2765 let gathered = outer.gather(&[0, 1]).unwrap();
2766 assert_eq!(gathered.form(), Form::Flat);
2767 assert_eq!(gathered.value_at(0), Value::Integer(8));
2768 assert_eq!(gathered.value_at(1), Value::Null);
2769 }
2770
2771 /// Two filters over one chunk build a dictionary over a dictionary, four conjuncts pushed down
2772 /// separately build four levels of it, and every level is a dependent load on every later read
2773 /// of every row plus a code array that cannot be freed. Composing at construction is one pass
2774 /// over the codes the range check was walking anyway.
2775 #[test]
2776 fn a_dictionary_over_a_dictionary_is_composed_into_one_level() {
2777 let inner = Vector::dictionary(vec![2, 1, 0], integers(&[7, 8, 9])).unwrap();
2778 let outer = Vector::dictionary(vec![1, 2], inner).unwrap();
2779 let (codes, values) = outer.dictionary_parts().unwrap();
2780 assert_eq!(codes, [1, 0]);
2781 assert_eq!(values.form(), Form::Flat);
2782 assert_eq!(outer.value_at(0), Value::Integer(8));
2783 assert_eq!(outer.value_at(1), Value::Integer(7));
2784 }
2785
2786 /// The invariant stated as the thing it is there for, which is that the depth does not grow with
2787 /// the number of filters. Four levels stacked one at a time are one level at the end of it.
2788 #[test]
2789 fn stacking_dictionaries_does_not_make_them_deeper() {
2790 let mut vector = integers(&[10, 20, 30, 40]);
2791 for _ in 0..4 {
2792 vector = Vector::dictionary(vec![3, 2, 1, 0], vector).unwrap();
2793 }
2794 let (codes, values) = vector.dictionary_parts().unwrap();
2795 assert_eq!(values.form(), Form::Flat);
2796 assert_eq!(codes, [0, 1, 2, 3]);
2797 assert_eq!(
2798 vector.iter().collect::<Vec<_>>(),
2799 integers(&[10, 20, 30, 40]).iter().collect::<Vec<_>>()
2800 );
2801 }
2802
2803 /// Composing has to carry the nulls down with it. The values hold them, the codes point at them,
2804 /// and a composed code that lands on a null position is still a null.
2805 #[test]
2806 fn composing_a_dictionary_keeps_the_nulls_its_values_hold() {
2807 let values =
2808 Vector::from_values(LogicalType::Integer, &[Value::Integer(3), Value::Null]).unwrap();
2809 let inner = Vector::dictionary(vec![1, 0, 1], values).unwrap();
2810 let outer = Vector::dictionary(vec![0, 1], inner).unwrap();
2811 assert_eq!(outer.dictionary_parts().unwrap().1.form(), Form::Flat);
2812 assert_eq!(outer.value_at(0), Value::Null);
2813 assert_eq!(outer.value_at(1), Value::Integer(3));
2814 }
2815
2816 /// The one level composition cannot go past. A dictionary that was given a validity of its own is
2817 /// saying its nulls are at that level rather than in the values, and pointing the outer codes
2818 /// straight at the values would read through the holes instead of stopping at them.
2819 #[test]
2820 fn a_dictionary_holding_its_own_nulls_is_not_composed_past() {
2821 let inner = Vector::dictionary(vec![0, 1, 2], integers(&[1, 2, 3]))
2822 .unwrap()
2823 .with_validity(Validity::from_iter(3, |index| index != 1));
2824 let outer = Vector::dictionary(vec![1, 2, 0], inner).unwrap();
2825 assert_eq!(outer.dictionary_parts().unwrap().1.form(), Form::Dictionary);
2826 assert_eq!(outer.value_at(0), Value::Null);
2827 assert_eq!(outer.value_at(1), Value::Integer(3));
2828 assert_eq!(outer.value_at(2), Value::Integer(1));
2829 }
2830
2831 #[test]
2832 fn flattening_a_flat_vector_is_the_same_vector() {
2833 let vector = integers(&[1, 2, 3]);
2834 assert_eq!(vector.flatten().unwrap(), vector);
2835 }
2836
2837 #[test]
2838 fn a_decimal_reads_its_width_and_scale_from_the_type_and_not_the_data() {
2839 let ty = LogicalType::decimal(9, 2).unwrap();
2840 let vector = Vector::flat(ty, Data::Int32(vec![1234].into())).unwrap();
2841 assert_eq!(vector.value_at(0), Value::Decimal { unscaled: 1234, width: 9, scale: 2 });
2842 assert_eq!(vector.value_at(0).to_string(), "12.34");
2843 }
2844
2845 #[test]
2846 fn a_decimal_writes_into_whichever_of_the_four_runs_its_precision_chose() {
2847 // The read path worked at every width and the write path only accepted the 128 bit run, so
2848 // `SELECT 2.5` produced a value nothing could store. All four widths round trip now.
2849 for (width, scale, unscaled) in
2850 [(4u8, 1u8, 25i128), (9, 2, 1234), (18, 3, 123_456), (38, 4, 1_234_567)]
2851 {
2852 let ty = LogicalType::decimal(width, scale).unwrap();
2853 let value = Value::Decimal { unscaled, width, scale };
2854 let vector = Vector::from_values(ty, &[value.clone(), Value::Null]).unwrap();
2855 assert_eq!(vector.value_at(0), value, "a decimal of width {width}");
2856 assert_eq!(vector.value_at(1), Value::Null, "a null decimal of width {width}");
2857 }
2858 }
2859
2860 /// The bytes a blob holds are not required to be text, and a vector of them used to refuse the
2861 /// ones that were not. A byte array column in a Parquet file that nothing annotated is a blob,
2862 /// which is what ClickHouse writes and what ten of the ClickBench queries compare against, so
2863 /// this is the path those take rather than a corner of the type system.
2864 #[test]
2865 fn a_blob_holds_bytes_that_are_not_text() {
2866 let bytes = |raw: &[u8]| Value::Blob(raw.to_vec());
2867 let values = [
2868 bytes(b"a\xffb"),
2869 bytes(b"\x00\x01\x02"),
2870 Value::Null,
2871 bytes(b"\xed\xa0\x80 and long enough to leave the view"),
2872 bytes(b""),
2873 ];
2874 let vector = Vector::from_values(LogicalType::Blob, &values).unwrap();
2875 for (index, value) in values.iter().enumerate() {
2876 assert_eq!(&vector.value_at(index), value, "row {index}");
2877 }
2878 }
2879
2880 #[test]
2881 fn a_decimal_too_wide_for_the_run_its_type_chose_is_an_error_and_not_a_wrong_number() {
2882 // Only reachable by hand, since a value's width is what picked the run. Truncating here
2883 // would store a different number and say nothing about it.
2884 let ty = LogicalType::decimal(4, 1).unwrap();
2885 let value = Value::Decimal { unscaled: 1_000_000, width: 4, scale: 1 };
2886 let error = Vector::from_values(ty, &[value]).unwrap_err();
2887 assert!(error.to_string().contains("does not fit"), "{error}");
2888 }
2889
2890 #[test]
2891 fn a_flat_vector_costs_its_values_and_a_constant_costs_one() {
2892 let flat = integers(&[1; 1000]);
2893 assert!(
2894 flat.footprint() >= 4000,
2895 "a thousand i32 are four thousand bytes: {}",
2896 flat.footprint()
2897 );
2898 // The forms that compute their values rather than storing them cost nothing per value,
2899 // which is the point of having them and is what the memory limit should see.
2900 let constant = Vector::constant(LogicalType::Integer, Value::Integer(1), 1_000_000);
2901 assert!(constant.footprint() < 200, "a constant is one value: {}", constant.footprint());
2902 let sequence = Vector::sequence(0, 1, 1_000_000);
2903 assert!(sequence.footprint() < 200, "a sequence is two numbers: {}", sequence.footprint());
2904 }
2905
2906 #[test]
2907 fn a_string_vector_costs_the_bytes_of_its_long_strings() {
2908 let short =
2909 Vector::from_values(LogicalType::Varchar, &[Value::Varchar("red".into())]).unwrap();
2910 let long = "a string well past the sixteen bytes a view holds inline".to_string();
2911 let spilled =
2912 Vector::from_values(LogicalType::Varchar, &[Value::Varchar(long.clone())]).unwrap();
2913 assert!(
2914 spilled.footprint() >= short.footprint() + long.len(),
2915 "the arena is counted: {} against {}",
2916 spilled.footprint(),
2917 short.footprint()
2918 );
2919 }
2920
2921 /// The cases worth checking are the widths where a code straddles a word boundary, which is
2922 /// every width that does not divide sixty four, and the two ends of the range.
2923 #[test]
2924 fn a_narrow_column_packs_and_reads_back_the_same_at_every_width() {
2925 for width in 1..=20u32 {
2926 let span = (1i64 << width) - 1;
2927 let values: Vec<i64> =
2928 (0..1000).map(|row| 1_000_000 + (row * 7919) % (span + 1)).collect();
2929 let flat =
2930 Vector::flat(LogicalType::BigInt, Data::Int64(values.clone().into())).unwrap();
2931 let packed = flat.bit_packed().unwrap();
2932 assert_eq!(packed.len(), flat.len());
2933 assert_eq!(
2934 packed.iter().collect::<Vec<_>>(),
2935 flat.iter().collect::<Vec<_>>(),
2936 "width {width} read back differently"
2937 );
2938 }
2939 }
2940
2941 #[test]
2942 fn the_width_is_the_bits_the_range_needs_and_not_the_bits_the_type_has() {
2943 let values: Vec<i32> = (0..1024).map(|row| 40 + (row * 2560) / 1023).collect();
2944 let flat = Vector::flat(LogicalType::Integer, Data::Int32(values.into())).unwrap();
2945 let packed = flat.bit_packed().unwrap();
2946 assert_eq!(packed.form(), Form::BitPacked);
2947 let parts = packed.packed_parts().expect("packed");
2948 assert_eq!(parts.width(), 12, "0 to 2560 is twelve bits");
2949 assert_eq!(parts.base(), 40);
2950 assert!(
2951 packed.footprint() * 2 < flat.footprint(),
2952 "twelve bits against thirty two: {} against {}",
2953 packed.footprint(),
2954 flat.footprint()
2955 );
2956 }
2957
2958 /// The check is worth having in both directions, the way the run length one is. A form that is
2959 /// only ever bigger than what it replaced costs a pass over the column to decide not to use.
2960 #[test]
2961 fn a_column_that_uses_its_whole_type_is_left_flat() {
2962 let values: Vec<i32> = (0..1024).map(|row| row * 2_000_000 - 1_000_000_000).collect();
2963 let flat = Vector::flat(LogicalType::Integer, Data::Int32(values.into())).unwrap();
2964 assert_eq!(flat.bit_packed().unwrap().form(), Form::Flat);
2965 }
2966
2967 /// A column of one value would pack to no bits at all, and one run is smaller than any packing
2968 /// of it, so the two forms do not fight over that column.
2969 #[test]
2970 fn a_column_of_one_value_is_left_to_the_run_length_form() {
2971 let flat = integers(&[9; 1024]);
2972 assert_eq!(flat.bit_packed().unwrap().form(), Form::Flat);
2973 assert_eq!(flat.run_encoded().unwrap().form(), Form::Rle);
2974 }
2975
2976 #[test]
2977 fn a_string_column_has_no_range_to_pack() {
2978 let text = Vector::from_values(
2979 LogicalType::Varchar,
2980 &[Value::Varchar("red".into()), Value::Varchar("blue".into())],
2981 )
2982 .unwrap();
2983 assert_eq!(text.bit_packed().unwrap().form(), Form::Flat);
2984 }
2985
2986 /// The cut is the reason the form carries a row to start reading at. It stays packed, it shares
2987 /// the same words, and it reads the rows the range asked for.
2988 #[test]
2989 fn a_cut_of_a_packed_column_stays_packed_and_shares_its_bits() {
2990 let values: Vec<i32> = (0..1024).map(|row| 100 + row % 300).collect();
2991 let flat = Vector::flat(LogicalType::Integer, Data::Int32(values.into())).unwrap();
2992 let packed = flat.bit_packed().unwrap();
2993 let cut = packed.slice(500, 24).unwrap();
2994 assert_eq!(cut.form(), Form::BitPacked);
2995 assert_eq!(cut.len(), 24);
2996 assert_eq!(
2997 cut.iter().collect::<Vec<_>>(),
2998 flat.slice(500, 24).unwrap().iter().collect::<Vec<_>>()
2999 );
3000 assert!(
3001 cut.footprint() >= packed.footprint(),
3002 "a cut shares the words rather than copying a piece of them"
3003 );
3004 }
3005
3006 #[test]
3007 fn a_gather_of_a_packed_column_comes_out_flat_and_keeps_the_nulls() {
3008 let values: Vec<i32> = (0..64).map(|row| 10 + row).collect();
3009 let flat = Vector::flat(LogicalType::Integer, Data::Int32(values.into())).unwrap();
3010 let packed =
3011 flat.bit_packed().unwrap().with_validity(Validity::from_iter(64, |row| row % 3 != 0));
3012 let taken = packed.gather(&[0, 1, 2, 3, 62]).unwrap();
3013 assert_eq!(taken.form(), Form::Flat);
3014 assert_eq!(
3015 taken.iter().collect::<Vec<_>>(),
3016 vec![
3017 Value::Null,
3018 Value::Integer(11),
3019 Value::Integer(12),
3020 Value::Null,
3021 Value::Integer(72)
3022 ]
3023 );
3024 }
3025
3026 /// The pair a comparison kernel asks for before it reads a bit. A literal inside the range has a
3027 /// code and a literal outside it does not, which answers the whole vector at once.
3028 #[test]
3029 fn a_literal_outside_the_packed_range_has_no_code() {
3030 let values: Vec<i32> = (0..256).map(|row| 1000 + row).collect();
3031 let flat = Vector::flat(LogicalType::Integer, Data::Int32(values.into())).unwrap();
3032 let packed = flat.bit_packed().unwrap();
3033 let parts = packed.packed_parts().expect("packed");
3034 assert_eq!(parts.code_of(1000), Some(0));
3035 assert_eq!(parts.code_of(1100), Some(100));
3036 assert_eq!(parts.code_of(999), None);
3037 assert!(parts.ceiling() >= 1255);
3038 assert_eq!(parts.code_of(parts.ceiling() + 1), None);
3039 }
3040
3041 /// The bits arriving from a file rather than from a flat vector, which is what the form is for.
3042 #[test]
3043 fn packed_bits_can_be_handed_in_without_a_flat_vector_to_start_from() {
3044 let packed = Vector::packed(LogicalType::SmallInt, vec![0x0000_0000_0000_4321], 4, 7, 4)
3045 .expect("four codes of four bits");
3046 assert_eq!(
3047 packed.iter().collect::<Vec<_>>(),
3048 vec![Value::SmallInt(8), Value::SmallInt(9), Value::SmallInt(10), Value::SmallInt(11)]
3049 );
3050 }
3051
3052 #[test]
3053 fn packed_bits_that_could_not_hold_what_they_claim_are_refused() {
3054 assert!(Vector::packed(LogicalType::Varchar, vec![0], 4, 0, 4).is_err(), "not an integer");
3055 assert!(Vector::packed(LogicalType::Integer, vec![0], 0, 0, 4).is_err(), "no width");
3056 assert!(Vector::packed(LogicalType::Integer, vec![0], 64, 0, 4).is_err(), "too wide");
3057 assert!(Vector::packed(LogicalType::Integer, vec![0], 8, 0, 9).is_err(), "too few words");
3058 assert!(Vector::packed(LogicalType::TinyInt, vec![0], 8, 100, 8).is_err(), "would not fit");
3059 }
3060
3061 /// A column of strings long enough that the payload is in the arena rather than in the views.
3062 fn long_strings(count: usize) -> Vector {
3063 let values: Vec<Value> = (0..count)
3064 .map(|row| {
3065 Value::Varchar(format!("a string too long to sit inside a view, number {row}"))
3066 })
3067 .collect();
3068 Vector::from_values(LogicalType::Varchar, &values).unwrap()
3069 }
3070
3071 #[test]
3072 fn a_string_column_in_view_form_reads_back_the_same_strings() {
3073 let flat = long_strings(40);
3074 let shared = flat.clone().shared_text().unwrap();
3075 assert_eq!(shared.form(), Form::StringView);
3076 assert_eq!(shared.len(), 40);
3077 for row in 0..40 {
3078 assert_eq!(shared.value_at(row), flat.value_at(row), "row {row}");
3079 assert_eq!(shared.text_at(row), flat.text_at(row), "row {row}");
3080 }
3081 }
3082
3083 #[test]
3084 fn a_short_string_is_read_out_of_its_view_and_never_out_of_the_arena() {
3085 let flat = Vector::from_values(
3086 LogicalType::Varchar,
3087 &[Value::Varchar("red".into()), Value::Varchar("green".into()), Value::Null],
3088 )
3089 .unwrap();
3090 let shared = flat.shared_text().unwrap();
3091 // Nothing went to the arena, so the whole column resolves with an empty one.
3092 let (views, arena) = shared.text_parts().unwrap();
3093 assert!(arena.is_empty(), "three short strings need no arena");
3094 assert_eq!(views[0].bytes_in(arena), Some(&b"red"[..]));
3095 assert_eq!(shared.value_at(1), Value::Varchar("green".into()));
3096 assert_eq!(shared.value_at(2), Value::Null, "the validity came across");
3097 }
3098
3099 #[test]
3100 fn a_cut_of_a_view_column_shares_the_arena_rather_than_copying_the_bytes() {
3101 let shared = long_strings(64).shared_text().unwrap();
3102 let cut = shared.slice(16, 8).unwrap();
3103 assert_eq!(cut.form(), Form::StringView, "a cut of views is views");
3104 assert_eq!(cut.len(), 8);
3105 assert_eq!(cut.value_at(0), shared.value_at(16));
3106 assert_eq!(cut.value_at(7), shared.value_at(23));
3107 // The arena is the same bytes at the same address, which is the whole point of the form.
3108 let (_, whole) = shared.text_parts().unwrap();
3109 let (_, piece) = cut.text_parts().unwrap();
3110 assert_eq!(piece.as_ptr(), whole.as_ptr(), "the cut shares the page");
3111 assert_eq!(piece.len(), whole.len());
3112 }
3113
3114 #[test]
3115 fn a_flat_string_column_has_to_copy_the_bytes_its_cut_keeps() {
3116 let flat = long_strings(64);
3117 let cut = flat.slice(16, 8).unwrap();
3118 assert_eq!(cut.form(), Form::Flat);
3119 let (_, whole) = flat.text_parts().unwrap();
3120 let (_, piece) = cut.text_parts().unwrap();
3121 assert!(piece.len() < whole.len(), "the flat cut carries only what it kept");
3122 }
3123
3124 #[test]
3125 fn a_gather_of_a_view_column_keeps_the_form_and_a_flatten_copies_out_of_it() {
3126 let shared = long_strings(32).shared_text().unwrap();
3127 let picked: Vec<u32> = (0..32).step_by(3).collect();
3128 let gathered = shared.gather(&picked).unwrap();
3129 assert_eq!(gathered.form(), Form::StringView, "selecting rows moves views, not bytes");
3130 assert_eq!(gathered.len(), picked.len());
3131 for (row, &from) in picked.iter().enumerate() {
3132 assert_eq!(gathered.value_at(row), shared.value_at(from as usize), "row {row}");
3133 }
3134 let flattened = gathered.flatten().unwrap();
3135 assert_eq!(flattened.form(), Form::Flat);
3136 assert_eq!(flattened.iter().collect::<Vec<_>>(), gathered.iter().collect::<Vec<_>>());
3137 // The flatten is what narrows the bytes, so the arena it built holds only the rows it kept.
3138 let (_, narrowed) = flattened.text_parts().unwrap();
3139 let (_, whole) = shared.text_parts().unwrap();
3140 assert!(narrowed.len() < whole.len(), "flattening lets the page go");
3141 }
3142
3143 #[test]
3144 fn a_null_in_a_view_column_survives_being_gathered_and_flattened() {
3145 let shared = long_strings(8)
3146 .with_validity(Validity::from_iter(8, |row| row % 3 != 0))
3147 .shared_text()
3148 .unwrap();
3149 let gathered = shared.gather(&[0, 1, 2, 3, 4]).unwrap();
3150 let expected =
3151 [Value::Null, shared.value_at(1), shared.value_at(2), Value::Null, shared.value_at(4)];
3152 assert_eq!(gathered.iter().collect::<Vec<_>>(), expected);
3153 assert_eq!(gathered.flatten().unwrap().iter().collect::<Vec<_>>(), expected);
3154 }
3155
3156 #[test]
3157 fn both_string_forms_hand_a_kernel_the_same_views_and_the_same_bytes() {
3158 let flat = long_strings(6);
3159 let shared = flat.clone().shared_text().unwrap();
3160 let (flat_views, flat_arena) = flat.text_parts().unwrap();
3161 let (shared_views, shared_arena) = shared.text_parts().unwrap();
3162 assert_eq!(flat_views.len(), shared_views.len());
3163 for row in 0..6 {
3164 assert_eq!(
3165 flat_views[row].bytes_in(flat_arena),
3166 shared_views[row].bytes_in(shared_arena),
3167 "row {row}"
3168 );
3169 }
3170 // Nothing else answers this, which is what keeps a kernel from taking it for a string column.
3171 assert!(Vector::sequence(0, 1, 4).text_parts().is_none());
3172 assert!(integers(&[1, 2, 3]).text_parts().is_none());
3173 }
3174
3175 #[test]
3176 fn a_column_that_is_not_strings_cannot_be_held_as_views() {
3177 let views = vec![StringView::inline("red")];
3178 let arena = Arc::new(Buffer::new());
3179 let wrong = Vector::string_views(LogicalType::Integer, views, arena);
3180 assert!(wrong.is_err(), "an integer column has no views");
3181 assert_eq!(integers(&[1, 2]).shared_text().unwrap().form(), Form::Flat, "left alone");
3182 }
3183
3184 /// A column with enough repeated structure for a symbol table to find something, which is what
3185 /// a real text column has and a column of random bytes does not.
3186 fn sentences(count: usize) -> Vector {
3187 let values: Vec<Value> = (0..count)
3188 .map(|row| {
3189 Value::Varchar(format!(
3190 "http://example.test/catalogue/section/{}/item/{row}",
3191 row % 7
3192 ))
3193 })
3194 .collect();
3195 Vector::from_values(LogicalType::Varchar, &values).unwrap()
3196 }
3197
3198 #[test]
3199 fn a_compressed_column_reads_back_the_strings_that_went_into_it() {
3200 let flat = sentences(64);
3201 let coded = flat.clone().compressed().unwrap();
3202 assert_eq!(coded.form(), Form::Fsst, "a text column compresses");
3203 assert_eq!(coded.len(), 64);
3204 for row in 0..64 {
3205 assert_eq!(coded.value_at(row), flat.value_at(row), "row {row}");
3206 }
3207 assert_eq!(coded.flatten().unwrap(), flat, "flattening is the column it came from");
3208 }
3209
3210 #[test]
3211 fn compressing_halves_the_bytes_or_the_column_is_left_flat() {
3212 let flat = sentences(200);
3213 let coded = flat.clone().compressed().unwrap();
3214 let parts = coded.coded_parts().expect("compressed");
3215 // Read through the flat column, because the compressed one has no bytes to hand back where
3216 // they are and answers `None` to `text_at` rather than decompressing into a borrow.
3217 assert_eq!(coded.text_at(0), None, "nothing to borrow until it is flattened");
3218 let plain: usize = (0..200).map(|row| flat.text_at(row).map_or(0, str::len)).sum();
3219 let codes: usize = (0..200).map(|row| parts.row(row).map_or(0, <[u8]>::len)).sum();
3220 assert!(codes * FSST_PAYS_AT <= plain, "{codes} codes against {plain} bytes");
3221 // Text with no repeated structure in it gives a table nothing longer than a byte to find,
3222 // so the codes are the bytes and the column stays where it is rather than paying a
3223 // decompression per read to save nothing.
3224 let mut seed = 0x2545_f491_4f6c_dd1du64;
3225 let values: Vec<Value> = (0..256)
3226 .map(|_| {
3227 let mut text = String::new();
3228 while text.len() < 12 {
3229 seed = seed.wrapping_mul(6_364_136_223_846_793_005).wrapping_add(1);
3230 text.push(char::from(b'!' + ((seed >> 33) % 90) as u8));
3231 }
3232 Value::Varchar(text)
3233 })
3234 .collect();
3235 let noise = Vector::from_values(LogicalType::Varchar, &values).unwrap();
3236 assert_eq!(noise.compressed().unwrap().form(), Form::Flat);
3237 }
3238
3239 #[test]
3240 fn a_cut_of_a_compressed_column_shares_the_codes_and_the_table() {
3241 let coded = sentences(64).compressed().unwrap();
3242 let cut = coded.slice(8, 16).unwrap();
3243 assert_eq!(cut.form(), Form::Fsst);
3244 assert_eq!(cut.len(), 16);
3245 for row in 0..16 {
3246 assert_eq!(cut.value_at(row), coded.value_at(8 + row), "row {row}");
3247 }
3248 let (whole, piece) = (coded.coded_parts().unwrap(), cut.coded_parts().unwrap());
3249 assert_eq!(piece.row(0), whole.row(8), "the spans point into the same codes");
3250 }
3251
3252 #[test]
3253 fn a_gather_of_a_compressed_column_stays_compressed_and_keeps_the_nulls() {
3254 let coded = sentences(32)
3255 .with_validity(Validity::from_iter(32, |row| row % 5 != 2))
3256 .compressed()
3257 .unwrap();
3258 let picked: Vec<u32> = (0..32).step_by(2).collect();
3259 let gathered = coded.gather(&picked).unwrap();
3260 assert_eq!(gathered.form(), Form::Fsst, "selecting rows moves spans, not bytes");
3261 for (row, &from) in picked.iter().enumerate() {
3262 assert_eq!(gathered.value_at(row), coded.value_at(from as usize), "row {row}");
3263 }
3264 assert_eq!(
3265 gathered.flatten().unwrap().iter().collect::<Vec<_>>(),
3266 gathered.iter().collect::<Vec<_>>()
3267 );
3268 }
3269
3270 #[test]
3271 fn a_literal_lands_in_the_same_codes_the_row_holding_it_does() {
3272 let coded = sentences(40).compressed().unwrap();
3273 let parts = coded.coded_parts().expect("compressed");
3274 let text = coded.value_at(11);
3275 let Value::Varchar(text) = text else { panic!("a string column reads back strings") };
3276 assert_eq!(parts.encode(text.as_bytes()), parts.row(11).expect("row 11"));
3277 assert_ne!(parts.encode(b"something else entirely"), parts.row(11).unwrap());
3278 }
3279
3280 #[test]
3281 fn codes_that_run_past_what_is_there_are_refused() {
3282 let table = Arc::new(SymbolTable::empty());
3283 let codes = Arc::new(vec![1u8, 2, 3, 4]);
3284 let good = vec![(0u32, 2u32), (2, 4)];
3285 assert!(
3286 Vector::coded(LogicalType::Varchar, Arc::clone(&codes), good, Arc::clone(&table))
3287 .is_ok()
3288 );
3289 let past = vec![(0u32, 9u32)];
3290 assert!(
3291 Vector::coded(LogicalType::Varchar, Arc::clone(&codes), past, Arc::clone(&table))
3292 .is_err(),
3293 "a span past the end of the codes"
3294 );
3295 let backwards = vec![(3u32, 1u32)];
3296 assert!(
3297 Vector::coded(LogicalType::Varchar, Arc::clone(&codes), backwards, Arc::clone(&table))
3298 .is_err(),
3299 "a span that ends before it starts"
3300 );
3301 let wrong = vec![(0u32, 2u32)];
3302 assert!(
3303 Vector::coded(LogicalType::Integer, codes, wrong, table).is_err(),
3304 "an integer column has no codes"
3305 );
3306 }
3307
3308 #[test]
3309 fn a_view_pointing_past_its_arena_is_refused_at_construction() {
3310 let long = "a string too long to sit inside a view";
3311 let arena: Arc<Buffer<u8>> = Arc::new(long.as_bytes().to_vec().into());
3312 let good = vec![StringView::over(long.as_bytes(), 0)];
3313 assert!(Vector::string_views(LogicalType::Varchar, good, Arc::clone(&arena)).is_ok());
3314 let bad = vec![StringView::over(long.as_bytes(), 4)];
3315 assert!(
3316 Vector::string_views(LogicalType::Varchar, bad, arena).is_err(),
3317 "four bytes short of what the view claims"
3318 );
3319 }
3320}