1use std::sync::Arc;
5
6use async_trait::async_trait;
7use futures::StreamExt;
8use futures::future::try_join;
9use futures::future::try_join_all;
10use vortex_array::ArrayRef;
11use vortex_array::ExecutionCtx;
12use vortex_array::IntoArray;
13use vortex_array::VortexSessionExecute;
14use vortex_array::arrays::ConstantArray;
15use vortex_array::arrays::List;
16use vortex_array::arrays::ListView;
17use vortex_array::arrays::PrimitiveArray;
18use vortex_array::arrays::list::ListDataParts;
19use vortex_array::arrays::listview::list_from_list_view;
20use vortex_array::builtins::ArrayBuiltins;
21use vortex_array::dtype::DType;
22use vortex_array::dtype::Nullability;
23use vortex_array::dtype::PType;
24use vortex_array::matcher::Matcher;
25use vortex_array::scalar_fn::fns::operators::Operator;
26use vortex_error::VortexExpect;
27use vortex_error::VortexResult;
28use vortex_error::vortex_bail;
29use vortex_io::kanal_ext::KanalExt;
30use vortex_io::session::RuntimeSessionExt;
31use vortex_session::VortexSession;
32
33use crate::LayoutRef;
34use crate::LayoutStrategy;
35use crate::LayoutWriterContext;
36use crate::layouts::flat::writer::FlatLayoutStrategy;
37use crate::layouts::list::ListLayout;
38use crate::segments::SegmentSinkRef;
39use crate::sequence::SendableSequentialStream;
40use crate::sequence::SequenceId;
41use crate::sequence::SequencePointer;
42use crate::sequence::SequentialStream;
43use crate::sequence::SequentialStreamAdapter;
44use crate::sequence::SequentialStreamExt;
45
46type ChildChunk = VortexResult<(SequenceId, ArrayRef)>;
48
49#[derive(Clone)]
67pub struct ListLayoutStrategy {
68 elements: Arc<dyn LayoutStrategy>,
69 offsets: Arc<dyn LayoutStrategy>,
70 validity: Arc<dyn LayoutStrategy>,
71 fallback: Arc<dyn LayoutStrategy>,
72}
73
74impl Default for ListLayoutStrategy {
75 fn default() -> Self {
78 let flat: Arc<dyn LayoutStrategy> = Arc::new(FlatLayoutStrategy::default());
79 Self {
80 elements: Arc::clone(&flat),
81 offsets: Arc::clone(&flat),
82 validity: Arc::clone(&flat),
83 fallback: flat,
84 }
85 }
86}
87
88impl ListLayoutStrategy {
89 pub fn with_elements(mut self, elements: Arc<dyn LayoutStrategy>) -> Self {
91 self.elements = elements;
92 self
93 }
94
95 pub fn with_offsets(mut self, offsets: Arc<dyn LayoutStrategy>) -> Self {
97 self.offsets = offsets;
98 self
99 }
100
101 pub fn with_validity(mut self, validity: Arc<dyn LayoutStrategy>) -> Self {
103 self.validity = validity;
104 self
105 }
106
107 pub fn with_fallback(mut self, fallback: Arc<dyn LayoutStrategy>) -> Self {
109 self.fallback = fallback;
110 self
111 }
112}
113
114#[async_trait]
115impl LayoutStrategy for ListLayoutStrategy {
116 async fn write_stream(
117 &self,
118 ctx: LayoutWriterContext,
119 segment_sink: SegmentSinkRef,
120 stream: SendableSequentialStream,
121 mut eof: SequencePointer,
122 session: &VortexSession,
123 ) -> VortexResult<LayoutRef> {
124 let dtype = stream.dtype().clone();
125 if !dtype.is_list() {
126 return self
127 .fallback
128 .write_stream(ctx, segment_sink, stream, eof, session)
129 .await;
130 }
131
132 let is_nullable = dtype.is_nullable();
133 let element_dtype = dtype
134 .as_list_element_opt()
135 .vortex_expect("DType is List")
136 .as_ref()
137 .clone();
138 let offsets_dtype = DType::Primitive(PType::U64, Nullability::NonNullable);
141
142 let (elements_tx, elements_rx) = kanal::bounded_async::<ChildChunk>(1);
144 let (offsets_tx, offsets_rx) = kanal::bounded_async::<ChildChunk>(1);
145 let (validity_tx, validity_rx) = if is_nullable {
146 let (tx, rx) = kanal::bounded_async::<ChildChunk>(1);
147 (Some(tx), Some(rx))
148 } else {
149 (None, None)
150 };
151
152 let fanout_fut = transpose_list_column(
156 stream,
157 session.clone(),
158 elements_tx,
159 offsets_tx,
160 validity_tx,
161 );
162
163 let handle = session.handle();
165 let mut child_specs: Vec<(
166 DType,
167 Arc<dyn LayoutStrategy>,
168 kanal::AsyncReceiver<ChildChunk>,
169 )> = vec![
170 (element_dtype, Arc::clone(&self.elements), elements_rx),
171 (offsets_dtype, Arc::clone(&self.offsets), offsets_rx),
172 ];
173 if let Some(validity_rx) = validity_rx {
174 child_specs.push((
175 DType::Bool(Nullability::NonNullable),
176 Arc::clone(&self.validity),
177 validity_rx,
178 ));
179 }
180
181 let layout_futures: Vec<_> = child_specs
182 .into_iter()
183 .map(|(child_dtype, strategy, rx)| {
184 let child_stream =
185 SequentialStreamAdapter::new(child_dtype, rx.into_stream().boxed()).sendable();
186 let child_eof = eof.split_off();
187 let ctx = ctx.clone();
188 let segment_sink = Arc::clone(&segment_sink);
189 let session = session.clone();
190 handle.spawn_nested(move |h| async move {
191 let session = session.with_handle(h);
192 strategy
193 .write_stream(ctx, segment_sink, child_stream, child_eof, &session)
194 .await
195 })
196 })
197 .collect();
198
199 let (_, layouts) = try_join(fanout_fut, try_join_all(layout_futures)).await?;
200 let mut layouts = layouts.into_iter();
201 let elements_layout = layouts.next().vortex_expect("elements layout present");
202 let offsets_layout = layouts.next().vortex_expect("offsets layout present");
203 let validity_layout =
204 is_nullable.then(|| layouts.next().vortex_expect("validity layout present"));
205
206 Ok(ListLayout::new(dtype, elements_layout, offsets_layout, validity_layout).into_layout())
207 }
208}
209
210async fn transpose_list_column(
217 mut stream: SendableSequentialStream,
218 session: VortexSession,
219 elements_tx: kanal::AsyncSender<ChildChunk>,
220 offsets_tx: kanal::AsyncSender<ChildChunk>,
221 validity_tx: Option<kanal::AsyncSender<ChildChunk>>,
222) -> VortexResult<()> {
223 let mut exec_ctx = session.create_execution_ctx();
224 let mut element_base: u64 = 0;
225 let mut first = true;
226 let mut saw_chunk = false;
227 while let Some(chunk) = stream.next().await {
228 let (sequence_id, array) = chunk?;
229 saw_chunk = true;
230 let mut sp = sequence_id.descend();
231 let ListDataParts {
232 elements,
233 offsets,
234 validity,
235 ..
236 } = canonicalize_to_list_parts(array, &mut exec_ctx)?;
237 let n_elements = elements.len() as u64;
238 let row_count = offsets.len().saturating_sub(1);
239 let offsets = global_offsets(offsets, element_base, first, &mut exec_ctx)?;
240 element_base += n_elements;
241 first = false;
242
243 if elements_tx
244 .send(Ok((sp.advance(), elements)))
245 .await
246 .is_err()
247 || offsets_tx.send(Ok((sp.advance(), offsets))).await.is_err()
248 {
249 vortex_bail!("list child writer finished before all chunks were sent");
250 }
251 if let Some(validity_tx) = &validity_tx {
252 let validity = validity
253 .execute_mask(row_count, &mut exec_ctx)?
254 .into_array();
255 if validity_tx
256 .send(Ok((sp.advance(), validity)))
257 .await
258 .is_err()
259 {
260 vortex_bail!("list validity writer finished before all chunks were sent");
261 }
262 }
263 }
264 if !saw_chunk {
265 vortex_bail!("ListLayoutStrategy needs at least one chunk");
266 }
267 Ok(())
268}
269
270fn canonicalize_to_list_parts(
272 array: ArrayRef,
273 exec_ctx: &mut ExecutionCtx,
274) -> VortexResult<ListDataParts> {
275 let canonical = array.execute_until::<AnyList>(exec_ctx)?;
276 if let Some(list) = canonical.as_opt::<List>() {
277 Ok(list.into_owned().into_data_parts())
278 } else if let Some(view) = canonical.as_opt::<ListView>() {
279 Ok(list_from_list_view(view.into_owned(), exec_ctx)?.into_data_parts())
280 } else {
281 unreachable!("AnyList matcher guarantees List or ListView")
282 }
283}
284
285fn global_offsets(
291 offsets: ArrayRef,
292 element_base: u64,
293 first: bool,
294 exec_ctx: &mut ExecutionCtx,
295) -> VortexResult<ArrayRef> {
296 let widened = offsets.cast(DType::Primitive(PType::U64, Nullability::NonNullable))?;
297 let based = if element_base == 0 {
298 widened
299 } else {
300 let base = ConstantArray::new(element_base, widened.len()).into_array();
301 widened.binary(base, Operator::Add)?
302 };
303 let based = if first {
304 based
305 } else {
306 based.slice(1..based.len())?
307 };
308 Ok(based.execute::<PrimitiveArray>(exec_ctx)?.into_array())
310}
311
312struct AnyList;
314
315impl Matcher for AnyList {
316 type Match<'a> = ();
317
318 fn try_match(array: &ArrayRef) -> Option<Self::Match<'_>> {
319 (array.as_opt::<List>().is_some() || array.as_opt::<ListView>().is_some()).then_some(())
320 }
321}
322
323#[cfg(test)]
324mod tests {
325 use futures::stream;
326 use vortex_array::ArrayContext;
327 use vortex_array::arrays::BoolArray;
328 use vortex_array::arrays::ChunkedArray;
329 use vortex_array::arrays::ListArray;
330 use vortex_array::arrays::StructArray;
331 use vortex_array::dtype::Nullability;
332 use vortex_array::dtype::PType;
333 use vortex_array::validity::Validity;
334 use vortex_buffer::buffer;
335 use vortex_io::session::RuntimeSession;
336
337 use super::*;
338 use crate::layouts::chunked::writer::ChunkedLayoutStrategy;
339 use crate::layouts::flat::writer::FlatLayoutStrategy;
340 use crate::layouts::table::TableStrategy;
341 use crate::segments::TestSegments;
342 use crate::sequence::SequentialArrayStreamExt;
343 use crate::session::LayoutSession;
344
345 fn layout_test_session() -> VortexSession {
346 vortex_array::array_session()
347 .with::<LayoutSession>()
348 .with::<RuntimeSession>()
349 .with_tokio()
350 }
351
352 fn flat_list_strategy() -> ListLayoutStrategy {
353 ListLayoutStrategy::default()
354 }
355
356 async fn write<S: LayoutStrategy>(strategy: &S, array: ArrayRef) -> VortexResult<LayoutRef> {
357 let session = layout_test_session();
358 let segments = Arc::new(TestSegments::default());
359 let (ptr, eof) = SequenceId::root().split();
360 let stream = array.to_array_stream().sequenced(ptr);
361 strategy
362 .write_stream(
363 ArrayContext::empty().into(),
364 segments,
365 stream,
366 eof,
367 &session,
368 )
369 .await
370 }
371
372 fn i32_list_dtype(nullable: bool) -> DType {
373 DType::List(
374 Arc::new(DType::Primitive(PType::I32, Nullability::NonNullable)),
375 if nullable {
376 Nullability::Nullable
377 } else {
378 Nullability::NonNullable
379 },
380 )
381 }
382
383 fn create_basic_list(validity: Validity) -> ArrayRef {
384 ListArray::try_new(
385 buffer![1i32, 2, 3, 4, 5].into_array(),
386 buffer![0u32, 2, 5, 5].into_array(),
387 validity,
388 )
389 .unwrap()
390 .into_array()
391 }
392
393 #[tokio::test]
394 async fn basic_non_nullable_input() -> VortexResult<()> {
395 let list = create_basic_list(Validity::NonNullable);
396
397 let layout = write(&flat_list_strategy(), list).await?;
398 assert_eq!(layout.row_count(), 3);
399
400 insta::assert_snapshot!(layout.display_tree(), @"
401 vortex.list, dtype: list(i32), children: 2
402 ├── elements: vortex.flat, dtype: i32, segment: 0
403 └── offsets: vortex.flat, dtype: u64, segment: 1
404 ");
405 Ok(())
406 }
407
408 #[tokio::test]
409 async fn basic_nullable_input() -> VortexResult<()> {
410 let list = create_basic_list(Validity::Array(
411 BoolArray::from_iter([true, false, true]).into_array(),
412 ));
413
414 let layout = write(&flat_list_strategy(), list).await?;
415 assert_eq!(layout.row_count(), 3);
416
417 insta::assert_snapshot!(layout.display_tree(), @"
418 vortex.list, dtype: list(i32)?, children: 3
419 ├── elements: vortex.flat, dtype: i32, segment: 0
420 ├── offsets: vortex.flat, dtype: u64, segment: 1
421 └── validity: vortex.flat, dtype: bool, segment: 2
422 ");
423 Ok(())
424 }
425
426 #[tokio::test]
428 async fn non_list_input_routes_to_fallback() -> VortexResult<()> {
429 let primitive = buffer![1i32, 2, 3].into_array();
430 let layout = write(&flat_list_strategy(), primitive).await?;
431 insta::assert_snapshot!(layout.display_tree(), @"vortex.flat, dtype: i32, segment: 0");
432 Ok(())
433 }
434
435 #[tokio::test]
436 async fn empty_stream_errors() {
437 let segments = Arc::new(TestSegments::default());
438 let (_, eof) = SequenceId::root().split();
439 let empty = stream::empty::<VortexResult<(SequenceId, ArrayRef)>>().boxed();
440 let stream = SequentialStreamAdapter::new(i32_list_dtype(false), empty).sendable();
441 let session = layout_test_session();
442
443 let res = flat_list_strategy()
444 .write_stream(
445 ArrayContext::empty().into(),
446 segments,
447 stream,
448 eof,
449 &session,
450 )
451 .await;
452 assert!(res.is_err())
453 }
454
455 #[tokio::test]
456 async fn list_of_struct_tree() -> VortexResult<()> {
457 let struct_array = StructArray::from_fields(
458 [
459 ("a", buffer![1i32, 2, 3, 4, 5].into_array()),
460 ("b", buffer![10i32, 20, 30, 40, 50].into_array()),
461 ]
462 .as_slice(),
463 )?
464 .into_array();
465 let list = ListArray::try_new(
466 struct_array,
467 buffer![0u32, 2, 5, 5].into_array(),
468 Validity::NonNullable,
469 )?
470 .into_array();
471
472 let flat: Arc<dyn LayoutStrategy> = Arc::new(FlatLayoutStrategy::default());
473 let table_strategy: Arc<dyn LayoutStrategy> =
474 Arc::new(TableStrategy::new(Arc::clone(&flat), Arc::clone(&flat)));
475 let writer = ListLayoutStrategy::default().with_elements(table_strategy);
476
477 let layout = write(&writer, list).await?;
478 insta::assert_snapshot!(layout.display_tree(), @"
479 vortex.list, dtype: list({a=i32, b=i32}), children: 2
480 ├── elements: vortex.struct, dtype: {a=i32, b=i32}, children: 2
481 │ ├── a: vortex.flat, dtype: i32, segment: 1
482 │ └── b: vortex.flat, dtype: i32, segment: 2
483 └── offsets: vortex.flat, dtype: u64, segment: 0
484 ");
485 Ok(())
486 }
487
488 #[tokio::test]
489 async fn list_of_list_tree() -> VortexResult<()> {
490 let inner_list = ListArray::try_new(
491 buffer![1i32, 2, 3, 4, 5, 6].into_array(),
492 buffer![0u32, 2, 5, 5, 6].into_array(),
493 Validity::NonNullable,
494 )?
495 .into_array();
496 let list = ListArray::try_new(
497 inner_list,
498 buffer![0u32, 2, 4].into_array(),
499 Validity::NonNullable,
500 )?
501 .into_array();
502
503 let writer =
504 ListLayoutStrategy::default().with_elements(Arc::new(ListLayoutStrategy::default()));
505 let layout = write(&writer, list).await?;
506 insta::assert_snapshot!(layout.display_tree(), @"
507 vortex.list, dtype: list(list(i32)), children: 2
508 ├── elements: vortex.list, dtype: list(i32), children: 2
509 │ ├── elements: vortex.flat, dtype: i32, segment: 1
510 │ └── offsets: vortex.flat, dtype: u64, segment: 2
511 └── offsets: vortex.flat, dtype: u64, segment: 0
512 ");
513 Ok(())
514 }
515
516 #[tokio::test]
517 async fn list_of_list_of_list_tree() -> VortexResult<()> {
518 let innermost = ListArray::try_new(
519 buffer![1i32, 2, 3, 4].into_array(),
520 buffer![0u32, 2, 4].into_array(),
521 Validity::NonNullable,
522 )?
523 .into_array();
524 let middle = ListArray::try_new(
525 innermost,
526 buffer![0u32, 2].into_array(),
527 Validity::NonNullable,
528 )?
529 .into_array();
530 let outer =
531 ListArray::try_new(middle, buffer![0u32, 1].into_array(), Validity::NonNullable)?
532 .into_array();
533
534 let writer = ListLayoutStrategy::default().with_elements(Arc::new(
535 ListLayoutStrategy::default().with_elements(Arc::new(ListLayoutStrategy::default())),
536 ));
537 let layout = write(&writer, outer).await?;
538 insta::assert_snapshot!(layout.display_tree(), @"
539 vortex.list, dtype: list(list(list(i32))), children: 2
540 ├── elements: vortex.list, dtype: list(list(i32)), children: 2
541 │ ├── elements: vortex.list, dtype: list(i32), children: 2
542 │ │ ├── elements: vortex.flat, dtype: i32, segment: 2
543 │ │ └── offsets: vortex.flat, dtype: u64, segment: 3
544 │ └── offsets: vortex.flat, dtype: u64, segment: 1
545 └── offsets: vortex.flat, dtype: u64, segment: 0
546 ");
547 Ok(())
548 }
549
550 #[tokio::test]
551 async fn chunked_list_input_with_chunked_strategy_succeeds() -> VortexResult<()> {
552 let chunk0 = ListArray::try_new(
553 buffer![1i32, 2, 3].into_array(),
554 buffer![0u32, 2, 3].into_array(),
555 Validity::NonNullable,
556 )
557 .unwrap()
558 .into_array();
559 let chunk1 = ListArray::try_new(
560 buffer![4i32, 5, 6, 7].into_array(),
561 buffer![0u32, 1, 4].into_array(),
562 Validity::NonNullable,
563 )
564 .unwrap()
565 .into_array();
566
567 let chunked =
568 ChunkedArray::try_new(vec![chunk0, chunk1], i32_list_dtype(false))?.into_array();
569
570 let layout = write(&ChunkedLayoutStrategy::new(flat_list_strategy()), chunked).await?;
571
572 insta::assert_snapshot!(layout.display_tree(), @"
573 vortex.chunked, dtype: list(i32), children: 2
574 ├── [0]: vortex.list, dtype: list(i32), children: 2
575 │ ├── elements: vortex.flat, dtype: i32, segment: 0
576 │ └── offsets: vortex.flat, dtype: u64, segment: 1
577 └── [1]: vortex.list, dtype: list(i32), children: 2
578 ├── elements: vortex.flat, dtype: i32, segment: 2
579 └── offsets: vortex.flat, dtype: u64, segment: 3
580 ");
581 Ok(())
582 }
583}