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 |_| async move {
191 strategy
192 .write_stream(ctx, segment_sink, child_stream, child_eof, &session)
193 .await
194 })
195 })
196 .collect();
197
198 let (_, layouts) = try_join(fanout_fut, try_join_all(layout_futures)).await?;
199 let mut layouts = layouts.into_iter();
200 let elements_layout = layouts.next().vortex_expect("elements layout present");
201 let offsets_layout = layouts.next().vortex_expect("offsets layout present");
202 let validity_layout =
203 is_nullable.then(|| layouts.next().vortex_expect("validity layout present"));
204
205 Ok(ListLayout::new(dtype, elements_layout, offsets_layout, validity_layout).into_layout())
206 }
207}
208
209async fn transpose_list_column(
216 mut stream: SendableSequentialStream,
217 session: VortexSession,
218 elements_tx: kanal::AsyncSender<ChildChunk>,
219 offsets_tx: kanal::AsyncSender<ChildChunk>,
220 validity_tx: Option<kanal::AsyncSender<ChildChunk>>,
221) -> VortexResult<()> {
222 let mut exec_ctx = session.create_execution_ctx();
223 let mut element_base: u64 = 0;
224 let mut first = true;
225 let mut saw_chunk = false;
226 while let Some(chunk) = stream.next().await {
227 let (sequence_id, array) = chunk?;
228 saw_chunk = true;
229 let mut sp = sequence_id.descend();
230 let ListDataParts {
231 elements,
232 offsets,
233 validity,
234 ..
235 } = canonicalize_to_list_parts(array, &mut exec_ctx)?;
236 let n_elements = elements.len() as u64;
237 let row_count = offsets.len().saturating_sub(1);
238 let offsets = global_offsets(offsets, element_base, first, &mut exec_ctx)?;
239 element_base += n_elements;
240 first = false;
241
242 if elements_tx
243 .send(Ok((sp.advance(), elements)))
244 .await
245 .is_err()
246 || offsets_tx.send(Ok((sp.advance(), offsets))).await.is_err()
247 {
248 vortex_bail!("list child writer finished before all chunks were sent");
249 }
250 if let Some(validity_tx) = &validity_tx {
251 let validity = validity
252 .execute_mask(row_count, &mut exec_ctx)?
253 .into_array();
254 if validity_tx
255 .send(Ok((sp.advance(), validity)))
256 .await
257 .is_err()
258 {
259 vortex_bail!("list validity writer finished before all chunks were sent");
260 }
261 }
262 }
263 if !saw_chunk {
264 vortex_bail!("ListLayoutStrategy needs at least one chunk");
265 }
266 Ok(())
267}
268
269fn canonicalize_to_list_parts(
271 array: ArrayRef,
272 exec_ctx: &mut ExecutionCtx,
273) -> VortexResult<ListDataParts> {
274 let canonical = array.execute_until::<AnyList>(exec_ctx)?;
275 if let Some(list) = canonical.as_opt::<List>() {
276 Ok(list.into_owned().into_data_parts())
277 } else if let Some(view) = canonical.as_opt::<ListView>() {
278 Ok(list_from_list_view(view.into_owned(), exec_ctx)?.into_data_parts())
279 } else {
280 unreachable!("AnyList matcher guarantees List or ListView")
281 }
282}
283
284fn global_offsets(
290 offsets: ArrayRef,
291 element_base: u64,
292 first: bool,
293 exec_ctx: &mut ExecutionCtx,
294) -> VortexResult<ArrayRef> {
295 let widened = offsets.cast(DType::Primitive(PType::U64, Nullability::NonNullable))?;
296 let based = if element_base == 0 {
297 widened
298 } else {
299 let base = ConstantArray::new(element_base, widened.len()).into_array();
300 widened.binary(base, Operator::Add)?
301 };
302 let based = if first {
303 based
304 } else {
305 based.slice(1..based.len())?
306 };
307 Ok(based.execute::<PrimitiveArray>(exec_ctx)?.into_array())
309}
310
311struct AnyList;
313
314impl Matcher for AnyList {
315 type Match<'a> = ();
316
317 fn try_match(array: &ArrayRef) -> Option<Self::Match<'_>> {
318 (array.as_opt::<List>().is_some() || array.as_opt::<ListView>().is_some()).then_some(())
319 }
320}
321
322#[cfg(test)]
323mod tests {
324 use futures::stream;
325 use vortex_array::ArrayContext;
326 use vortex_array::arrays::BoolArray;
327 use vortex_array::arrays::ChunkedArray;
328 use vortex_array::arrays::ListArray;
329 use vortex_array::arrays::StructArray;
330 use vortex_array::dtype::Nullability;
331 use vortex_array::dtype::PType;
332 use vortex_array::validity::Validity;
333 use vortex_buffer::buffer;
334 use vortex_io::session::RuntimeSession;
335
336 use super::*;
337 use crate::layouts::chunked::writer::ChunkedLayoutStrategy;
338 use crate::layouts::flat::writer::FlatLayoutStrategy;
339 use crate::layouts::table::TableStrategy;
340 use crate::segments::TestSegments;
341 use crate::sequence::SequentialArrayStreamExt;
342 use crate::session::LayoutSession;
343
344 fn layout_test_session() -> VortexSession {
345 vortex_array::array_session()
346 .with::<LayoutSession>()
347 .with::<RuntimeSession>()
348 .with_tokio()
349 }
350
351 fn flat_list_strategy() -> ListLayoutStrategy {
352 ListLayoutStrategy::default()
353 }
354
355 async fn write<S: LayoutStrategy>(strategy: &S, array: ArrayRef) -> VortexResult<LayoutRef> {
356 let session = layout_test_session();
357 let segments = Arc::new(TestSegments::default());
358 let (ptr, eof) = SequenceId::root().split();
359 let stream = array.to_array_stream().sequenced(ptr);
360 strategy
361 .write_stream(
362 ArrayContext::empty().into(),
363 segments,
364 stream,
365 eof,
366 &session,
367 )
368 .await
369 }
370
371 fn i32_list_dtype(nullable: bool) -> DType {
372 DType::List(
373 Arc::new(DType::Primitive(PType::I32, Nullability::NonNullable)),
374 if nullable {
375 Nullability::Nullable
376 } else {
377 Nullability::NonNullable
378 },
379 )
380 }
381
382 fn create_basic_list(validity: Validity) -> ArrayRef {
383 ListArray::try_new(
384 buffer![1i32, 2, 3, 4, 5].into_array(),
385 buffer![0u32, 2, 5, 5].into_array(),
386 validity,
387 )
388 .unwrap()
389 .into_array()
390 }
391
392 #[tokio::test]
393 async fn basic_non_nullable_input() -> VortexResult<()> {
394 let list = create_basic_list(Validity::NonNullable);
395
396 let layout = write(&flat_list_strategy(), list).await?;
397 assert_eq!(layout.row_count(), 3);
398
399 insta::assert_snapshot!(layout.display_tree(), @"
400 vortex.list, dtype: list(i32), children: 2
401 ├── elements: vortex.flat, dtype: i32, segment: 0
402 └── offsets: vortex.flat, dtype: u64, segment: 1
403 ");
404 Ok(())
405 }
406
407 #[tokio::test]
408 async fn basic_nullable_input() -> VortexResult<()> {
409 let list = create_basic_list(Validity::Array(
410 BoolArray::from_iter([true, false, true]).into_array(),
411 ));
412
413 let layout = write(&flat_list_strategy(), list).await?;
414 assert_eq!(layout.row_count(), 3);
415
416 insta::assert_snapshot!(layout.display_tree(), @"
417 vortex.list, dtype: list(i32)?, children: 3
418 ├── elements: vortex.flat, dtype: i32, segment: 0
419 ├── offsets: vortex.flat, dtype: u64, segment: 1
420 └── validity: vortex.flat, dtype: bool, segment: 2
421 ");
422 Ok(())
423 }
424
425 #[tokio::test]
427 async fn non_list_input_routes_to_fallback() -> VortexResult<()> {
428 let primitive = buffer![1i32, 2, 3].into_array();
429 let layout = write(&flat_list_strategy(), primitive).await?;
430 insta::assert_snapshot!(layout.display_tree(), @"vortex.flat, dtype: i32, segment: 0");
431 Ok(())
432 }
433
434 #[tokio::test]
435 async fn empty_stream_errors() {
436 let segments = Arc::new(TestSegments::default());
437 let (_, eof) = SequenceId::root().split();
438 let empty = stream::empty::<VortexResult<(SequenceId, ArrayRef)>>().boxed();
439 let stream = SequentialStreamAdapter::new(i32_list_dtype(false), empty).sendable();
440 let session = layout_test_session();
441
442 let res = flat_list_strategy()
443 .write_stream(
444 ArrayContext::empty().into(),
445 segments,
446 stream,
447 eof,
448 &session,
449 )
450 .await;
451 assert!(res.is_err())
452 }
453
454 #[tokio::test]
455 async fn list_of_struct_tree() -> VortexResult<()> {
456 let struct_array = StructArray::from_fields(
457 [
458 ("a", buffer![1i32, 2, 3, 4, 5].into_array()),
459 ("b", buffer![10i32, 20, 30, 40, 50].into_array()),
460 ]
461 .as_slice(),
462 )?
463 .into_array();
464 let list = ListArray::try_new(
465 struct_array,
466 buffer![0u32, 2, 5, 5].into_array(),
467 Validity::NonNullable,
468 )?
469 .into_array();
470
471 let flat: Arc<dyn LayoutStrategy> = Arc::new(FlatLayoutStrategy::default());
472 let table_strategy: Arc<dyn LayoutStrategy> =
473 Arc::new(TableStrategy::new(Arc::clone(&flat), Arc::clone(&flat)));
474 let writer = ListLayoutStrategy::default().with_elements(table_strategy);
475
476 let layout = write(&writer, list).await?;
477 insta::assert_snapshot!(layout.display_tree(), @"
478 vortex.list, dtype: list({a=i32, b=i32}), children: 2
479 ├── elements: vortex.struct, dtype: {a=i32, b=i32}, children: 2
480 │ ├── a: vortex.flat, dtype: i32, segment: 1
481 │ └── b: vortex.flat, dtype: i32, segment: 2
482 └── offsets: vortex.flat, dtype: u64, segment: 0
483 ");
484 Ok(())
485 }
486
487 #[tokio::test]
488 async fn list_of_list_tree() -> VortexResult<()> {
489 let inner_list = ListArray::try_new(
490 buffer![1i32, 2, 3, 4, 5, 6].into_array(),
491 buffer![0u32, 2, 5, 5, 6].into_array(),
492 Validity::NonNullable,
493 )?
494 .into_array();
495 let list = ListArray::try_new(
496 inner_list,
497 buffer![0u32, 2, 4].into_array(),
498 Validity::NonNullable,
499 )?
500 .into_array();
501
502 let writer =
503 ListLayoutStrategy::default().with_elements(Arc::new(ListLayoutStrategy::default()));
504 let layout = write(&writer, list).await?;
505 insta::assert_snapshot!(layout.display_tree(), @"
506 vortex.list, dtype: list(list(i32)), children: 2
507 ├── elements: vortex.list, dtype: list(i32), children: 2
508 │ ├── elements: vortex.flat, dtype: i32, segment: 1
509 │ └── offsets: vortex.flat, dtype: u64, segment: 2
510 └── offsets: vortex.flat, dtype: u64, segment: 0
511 ");
512 Ok(())
513 }
514
515 #[tokio::test]
516 async fn list_of_list_of_list_tree() -> VortexResult<()> {
517 let innermost = ListArray::try_new(
518 buffer![1i32, 2, 3, 4].into_array(),
519 buffer![0u32, 2, 4].into_array(),
520 Validity::NonNullable,
521 )?
522 .into_array();
523 let middle = ListArray::try_new(
524 innermost,
525 buffer![0u32, 2].into_array(),
526 Validity::NonNullable,
527 )?
528 .into_array();
529 let outer =
530 ListArray::try_new(middle, buffer![0u32, 1].into_array(), Validity::NonNullable)?
531 .into_array();
532
533 let writer = ListLayoutStrategy::default().with_elements(Arc::new(
534 ListLayoutStrategy::default().with_elements(Arc::new(ListLayoutStrategy::default())),
535 ));
536 let layout = write(&writer, outer).await?;
537 insta::assert_snapshot!(layout.display_tree(), @"
538 vortex.list, dtype: list(list(list(i32))), children: 2
539 ├── elements: vortex.list, dtype: list(list(i32)), children: 2
540 │ ├── elements: vortex.list, dtype: list(i32), children: 2
541 │ │ ├── elements: vortex.flat, dtype: i32, segment: 2
542 │ │ └── offsets: vortex.flat, dtype: u64, segment: 3
543 │ └── offsets: vortex.flat, dtype: u64, segment: 1
544 └── offsets: vortex.flat, dtype: u64, segment: 0
545 ");
546 Ok(())
547 }
548
549 #[tokio::test]
550 async fn chunked_list_input_with_chunked_strategy_succeeds() -> VortexResult<()> {
551 let chunk0 = ListArray::try_new(
552 buffer![1i32, 2, 3].into_array(),
553 buffer![0u32, 2, 3].into_array(),
554 Validity::NonNullable,
555 )
556 .unwrap()
557 .into_array();
558 let chunk1 = ListArray::try_new(
559 buffer![4i32, 5, 6, 7].into_array(),
560 buffer![0u32, 1, 4].into_array(),
561 Validity::NonNullable,
562 )
563 .unwrap()
564 .into_array();
565
566 let chunked =
567 ChunkedArray::try_new(vec![chunk0, chunk1], i32_list_dtype(false))?.into_array();
568
569 let layout = write(&ChunkedLayoutStrategy::new(flat_list_strategy()), chunked).await?;
570
571 insta::assert_snapshot!(layout.display_tree(), @"
572 vortex.chunked, dtype: list(i32), children: 2
573 ├── [0]: vortex.list, dtype: list(i32), children: 2
574 │ ├── elements: vortex.flat, dtype: i32, segment: 0
575 │ └── offsets: vortex.flat, dtype: u64, segment: 1
576 └── [1]: vortex.list, dtype: list(i32), children: 2
577 ├── elements: vortex.flat, dtype: i32, segment: 2
578 └── offsets: vortex.flat, dtype: u64, segment: 3
579 ");
580 Ok(())
581 }
582}