1use std::{
5 any::Any,
6 collections::{HashMap, VecDeque},
7 env,
8 fmt::Debug,
9 iter,
10 ops::Range,
11 sync::Arc,
12 vec,
13};
14
15use crate::{
16 constants::{
17 STRUCTURAL_ENCODING_FULLZIP, STRUCTURAL_ENCODING_META_KEY, STRUCTURAL_ENCODING_MINIBLOCK,
18 },
19 data::DictionaryDataBlock,
20 encodings::logical::primitive::blob::{BlobDescriptionPageScheduler, BlobPageScheduler},
21 format::{
22 ProtobufUtils21,
23 pb21::{self, CompressiveEncoding, PageLayout, compressive_encoding::Compression},
24 },
25};
26use arrow_array::{Array, ArrayRef, PrimitiveArray, cast::AsArray, make_array, types::UInt64Type};
27use arrow_buffer::{BooleanBuffer, BooleanBufferBuilder, NullBuffer, ScalarBuffer};
28use arrow_schema::{DataType, Field as ArrowField};
29use bytes::Bytes;
30use futures::{FutureExt, TryStreamExt, future::BoxFuture, stream::FuturesOrdered};
31use itertools::Itertools;
32use lance_arrow::DataTypeExt;
33use lance_arrow::deepcopy::deep_copy_nulls;
34use lance_core::{
35 cache::{CacheKey, Context, DeepSizeOf},
36 error::{Error, LanceOptionExt},
37 utils::bit::pad_bytes,
38};
39use log::trace;
40
41use crate::{
42 compression::{
43 BlockDecompressor, CompressionStrategy, DecompressionStrategy, MiniBlockDecompressor,
44 },
45 data::{AllNullDataBlock, DataBlock, VariableWidthBlock},
46 utils::bytepack::BytepackedIntegerEncoder,
47};
48use crate::{
49 compression::{FixedPerValueDecompressor, VariablePerValueDecompressor},
50 encodings::logical::primitive::fullzip::PerValueDataBlock,
51};
52use crate::{
53 encodings::logical::primitive::miniblock::MiniBlockChunk, utils::bytepack::ByteUnpacker,
54};
55use crate::{
56 encodings::logical::primitive::miniblock::MiniBlockCompressed,
57 statistics::{ComputeStat, GetStat, Stat},
58};
59use crate::{
60 repdef::{
61 CompositeRepDefUnraveler, ControlWordIterator, ControlWordParser, DefinitionInterpretation,
62 RepDefSlicer, build_control_word_iterator,
63 },
64 utils::accumulation::AccumulationQueue,
65};
66use lance_core::{Result, datatypes::Field, utils::tokio::spawn_cpu};
67
68use crate::constants::{
69 COMPRESSION_LEVEL_META_KEY, COMPRESSION_META_KEY, DICT_DIVISOR_META_KEY,
70 DICT_SIZE_RATIO_META_KEY, DICT_VALUES_COMPRESSION_ENV_VAR,
71 DICT_VALUES_COMPRESSION_LEVEL_ENV_VAR, DICT_VALUES_COMPRESSION_LEVEL_META_KEY,
72 DICT_VALUES_COMPRESSION_META_KEY,
73};
74use crate::version::LanceFileVersion;
75use crate::{
76 EncodingsIo,
77 buffer::LanceBuffer,
78 data::{BlockInfo, DataBlockBuilder, FixedWidthDataBlock},
79 decoder::{
80 ColumnInfo, DecodePageTask, DecodedArray, DecodedPage, FilterExpression, LoadedPageShard,
81 MessageType, PageEncoding, PageInfo, ScheduledScanLine, SchedulerContext,
82 StructuralDecodeArrayTask, StructuralFieldDecoder, StructuralFieldScheduler,
83 StructuralPageDecoder, StructuralSchedulingJob, UnloadedPageShard,
84 },
85 encoder::{
86 EncodeTask, EncodedColumn, EncodedPage, EncodingOptions, FieldEncoder, OutOfLineBuffers,
87 },
88 repdef::{LevelBuffer, RepDefBuilder, RepDefUnraveler},
89};
90
91pub mod blob;
92pub mod constant;
93pub mod dict;
94pub mod fullzip;
95pub mod miniblock;
96
97const FILL_BYTE: u8 = 0xFE;
98const DEFAULT_DICT_DIVISOR: u64 = 2;
99const DEFAULT_DICT_MAX_CARDINALITY: u64 = 100_000;
100const DEFAULT_DICT_SIZE_RATIO: f64 = 0.8;
101const DEFAULT_DICT_VALUES_COMPRESSION: &str = "lz4";
102
103struct PageLoadTask {
104 decoder_fut: BoxFuture<'static, Result<Box<dyn StructuralPageDecoder>>>,
105 num_rows: u64,
106}
107
108trait StructuralPageScheduler: std::fmt::Debug + Send {
111 fn initialize<'a>(
113 &'a mut self,
114 io: &Arc<dyn EncodingsIo>,
115 ) -> BoxFuture<'a, Result<Arc<dyn CachedPageData>>>;
116 fn load(&mut self, data: &Arc<dyn CachedPageData>);
118 fn schedule_ranges(
127 &self,
128 ranges: &[Range<u64>],
129 io: &Arc<dyn EncodingsIo>,
130 ) -> Result<Vec<PageLoadTask>>;
131}
132
133#[derive(Debug)]
135struct ChunkMeta {
136 num_values: u64,
137 chunk_size_bytes: u64,
138 offset_bytes: u64,
139}
140
141#[derive(Debug, Clone)]
143struct DecodedMiniBlockChunk {
144 rep: Option<ScalarBuffer<u16>>,
145 def: Option<ScalarBuffer<u16>>,
146 values: DataBlock,
147}
148
149#[derive(Debug)]
157struct DecodeMiniBlockTask {
158 rep_decompressor: Option<Arc<dyn BlockDecompressor>>,
159 def_decompressor: Option<Arc<dyn BlockDecompressor>>,
160 value_decompressor: Arc<dyn MiniBlockDecompressor>,
161 dictionary_data: Option<Arc<DataBlock>>,
162 def_meaning: Arc<[DefinitionInterpretation]>,
163 num_buffers: u64,
164 max_visible_level: u16,
165 instructions: Vec<(ChunkDrainInstructions, LoadedChunk)>,
166 has_large_chunk: bool,
167}
168
169impl DecodeMiniBlockTask {
170 fn decode_levels(
171 rep_decompressor: &dyn BlockDecompressor,
172 levels: LanceBuffer,
173 num_levels: u16,
174 ) -> Result<ScalarBuffer<u16>> {
175 let rep = rep_decompressor.decompress(levels, num_levels as u64)?;
176 let rep = rep.as_fixed_width().unwrap();
177 debug_assert_eq!(rep.num_values, num_levels as u64);
178 debug_assert_eq!(rep.bits_per_value, 16);
179 Ok(rep.data.borrow_to_typed_slice::<u16>())
180 }
181
182 fn extend_levels(
189 range: Range<u64>,
190 levels: &mut Option<LevelBuffer>,
191 level_buf: &Option<impl AsRef<[u16]>>,
192 dest_offset: usize,
193 ) {
194 if let Some(level_buf) = level_buf {
195 if levels.is_none() {
196 let mut new_levels_vec =
199 LevelBuffer::with_capacity(dest_offset + (range.end - range.start) as usize);
200 new_levels_vec.extend(iter::repeat_n(0, dest_offset));
201 *levels = Some(new_levels_vec);
202 }
203 levels.as_mut().unwrap().extend(
204 level_buf.as_ref()[range.start as usize..range.end as usize]
205 .iter()
206 .copied(),
207 );
208 } else if let Some(levels) = levels {
209 let num_values = (range.end - range.start) as usize;
210 levels.extend(iter::repeat_n(0, num_values));
213 }
214 }
215
216 fn map_range(
253 range: Range<u64>,
254 rep: Option<&impl AsRef<[u16]>>,
255 def: Option<&impl AsRef<[u16]>>,
256 max_rep: u16,
257 max_visible_def: u16,
258 total_items: u64,
261 preamble_action: PreambleAction,
262 ) -> (Range<u64>, Range<u64>) {
263 if let Some(rep) = rep {
264 let mut rep = rep.as_ref();
265 let mut items_in_preamble = 0_u64;
268 let first_row_start = match preamble_action {
269 PreambleAction::Skip | PreambleAction::Take => {
270 let first_row_start = if let Some(def) = def.as_ref() {
271 let mut first_row_start = None;
272 for (idx, (rep, def)) in rep.iter().zip(def.as_ref()).enumerate() {
273 if *rep == max_rep {
274 first_row_start = Some(idx as u64);
275 break;
276 }
277 if *def <= max_visible_def {
278 items_in_preamble += 1;
279 }
280 }
281 first_row_start
282 } else {
283 let first_row_start =
284 rep.iter().position(|&r| r == max_rep).map(|r| r as u64);
285 items_in_preamble = first_row_start.unwrap_or(rep.len() as u64);
286 first_row_start
287 };
288 if first_row_start.is_none() {
291 assert!(preamble_action == PreambleAction::Take);
292 return (0..total_items, 0..rep.len() as u64);
293 }
294 let first_row_start = first_row_start.unwrap();
295 rep = &rep[first_row_start as usize..];
296 first_row_start
297 }
298 PreambleAction::Absent => {
299 debug_assert!(rep[0] == max_rep);
300 0
301 }
302 };
303
304 if range.start == range.end {
306 debug_assert!(preamble_action == PreambleAction::Take);
307 debug_assert!(items_in_preamble <= total_items);
308 return (0..items_in_preamble, 0..first_row_start);
309 }
310 assert!(range.start < range.end);
311
312 let mut rows_seen = 0;
313 let mut new_start = 0;
314 let mut new_levels_start = 0;
315
316 if let Some(def) = def {
317 let def = &def.as_ref()[first_row_start as usize..];
318
319 let mut lead_invis_seen = 0;
321
322 if range.start > 0 {
323 if def[0] > max_visible_def {
324 lead_invis_seen += 1;
325 }
326 for (idx, (rep, def)) in rep.iter().zip(def).skip(1).enumerate() {
327 if *rep == max_rep {
328 rows_seen += 1;
329 if rows_seen == range.start {
330 new_start = idx as u64 + 1 - lead_invis_seen;
331 new_levels_start = idx as u64 + 1;
332 break;
333 }
334 }
335 if *def > max_visible_def {
336 lead_invis_seen += 1;
337 }
338 }
339 }
340
341 rows_seen += 1;
342
343 let mut new_end = u64::MAX;
344 let mut new_levels_end = rep.len() as u64;
345 let new_start_is_visible = def[new_levels_start as usize] <= max_visible_def;
346 let mut tail_invis_seen = if new_start_is_visible { 0 } else { 1 };
347 for (idx, (rep, def)) in rep[(new_levels_start + 1) as usize..]
348 .iter()
349 .zip(&def[(new_levels_start + 1) as usize..])
350 .enumerate()
351 {
352 if *rep == max_rep {
353 rows_seen += 1;
354 if rows_seen == range.end + 1 {
355 new_end = idx as u64 + new_start + 1 - tail_invis_seen;
356 new_levels_end = idx as u64 + new_levels_start + 1;
357 break;
358 }
359 }
360 if *def > max_visible_def {
361 tail_invis_seen += 1;
362 }
363 }
364
365 if new_end == u64::MAX {
366 new_levels_end = rep.len() as u64;
367 let total_invis_seen = lead_invis_seen + tail_invis_seen;
368 new_end = rep.len() as u64 - total_invis_seen;
369 }
370
371 assert_ne!(new_end, u64::MAX);
372
373 if preamble_action == PreambleAction::Skip {
375 new_start += items_in_preamble;
376 new_end += items_in_preamble;
377 new_levels_start += first_row_start;
378 new_levels_end += first_row_start;
379 } else if preamble_action == PreambleAction::Take {
380 debug_assert_eq!(new_start, 0);
381 debug_assert_eq!(new_levels_start, 0);
382 new_end += items_in_preamble;
383 new_levels_end += first_row_start;
384 }
385
386 debug_assert!(new_end <= total_items);
387 (new_start..new_end, new_levels_start..new_levels_end)
388 } else {
389 if range.start > 0 {
395 for (idx, rep) in rep.iter().skip(1).enumerate() {
396 if *rep == max_rep {
397 rows_seen += 1;
398 if rows_seen == range.start {
399 new_start = idx as u64 + 1;
400 break;
401 }
402 }
403 }
404 }
405 let mut new_end = rep.len() as u64;
406 if range.end < total_items {
408 for (idx, rep) in rep[(new_start + 1) as usize..].iter().enumerate() {
409 if *rep == max_rep {
410 rows_seen += 1;
411 if rows_seen == range.end {
412 new_end = idx as u64 + new_start + 1;
413 break;
414 }
415 }
416 }
417 }
418
419 if preamble_action == PreambleAction::Skip {
421 new_start += first_row_start;
422 new_end += first_row_start;
423 } else if preamble_action == PreambleAction::Take {
424 debug_assert_eq!(new_start, 0);
425 new_end += first_row_start;
426 }
427
428 debug_assert!(new_end <= total_items);
429 (new_start..new_end, new_start..new_end)
430 }
431 } else {
432 (range.clone(), range)
435 }
436 }
437
438 fn read_buffer_sizes<const LARGE: bool>(
440 buf: &[u8],
441 offset: &mut usize,
442 num_buffers: u64,
443 ) -> Vec<u32> {
444 let read_size = if LARGE { 4 } else { 2 };
445 (0..num_buffers)
446 .map(|_| {
447 let bytes = &buf[*offset..*offset + read_size];
448 let size = if LARGE {
449 u32::from_le_bytes([bytes[0], bytes[1], bytes[2], bytes[3]])
450 } else {
451 u16::from_le_bytes([bytes[0], bytes[1]]) as u32
453 };
454 *offset += read_size;
455 size
456 })
457 .collect()
458 }
459
460 fn decode_miniblock_chunk(
462 &self,
463 buf: &LanceBuffer,
464 items_in_chunk: u64,
465 ) -> Result<DecodedMiniBlockChunk> {
466 let mut offset = 0;
467 let num_levels = u16::from_le_bytes([buf[offset], buf[offset + 1]]);
468 offset += 2;
469
470 let rep_size = if self.rep_decompressor.is_some() {
471 let rep_size = u16::from_le_bytes([buf[offset], buf[offset + 1]]);
472 offset += 2;
473 Some(rep_size)
474 } else {
475 None
476 };
477 let def_size = if self.def_decompressor.is_some() {
478 let def_size = u16::from_le_bytes([buf[offset], buf[offset + 1]]);
479 offset += 2;
480 Some(def_size)
481 } else {
482 None
483 };
484
485 let buffer_sizes = if self.has_large_chunk {
486 Self::read_buffer_sizes::<true>(buf, &mut offset, self.num_buffers)
487 } else {
488 Self::read_buffer_sizes::<false>(buf, &mut offset, self.num_buffers)
489 };
490
491 offset += pad_bytes::<MINIBLOCK_ALIGNMENT>(offset);
492
493 let rep = rep_size.map(|rep_size| {
494 let rep = buf.slice_with_length(offset, rep_size as usize);
495 offset += rep_size as usize;
496 offset += pad_bytes::<MINIBLOCK_ALIGNMENT>(offset);
497 rep
498 });
499
500 let def = def_size.map(|def_size| {
501 let def = buf.slice_with_length(offset, def_size as usize);
502 offset += def_size as usize;
503 offset += pad_bytes::<MINIBLOCK_ALIGNMENT>(offset);
504 def
505 });
506
507 let buffers = buffer_sizes
508 .into_iter()
509 .map(|buf_size| {
510 let buf = buf.slice_with_length(offset, buf_size as usize);
511 offset += buf_size as usize;
512 offset += pad_bytes::<MINIBLOCK_ALIGNMENT>(offset);
513 buf
514 })
515 .collect::<Vec<_>>();
516
517 let values = self
518 .value_decompressor
519 .decompress(buffers, items_in_chunk)?;
520
521 let rep = rep
522 .map(|rep| {
523 Self::decode_levels(
524 self.rep_decompressor.as_ref().unwrap().as_ref(),
525 rep,
526 num_levels,
527 )
528 })
529 .transpose()?;
530 let def = def
531 .map(|def| {
532 Self::decode_levels(
533 self.def_decompressor.as_ref().unwrap().as_ref(),
534 def,
535 num_levels,
536 )
537 })
538 .transpose()?;
539
540 Ok(DecodedMiniBlockChunk { rep, def, values })
541 }
542}
543
544impl DecodePageTask for DecodeMiniBlockTask {
545 fn decode(self: Box<Self>) -> Result<DecodedPage> {
546 let mut repbuf: Option<LevelBuffer> = None;
548 let mut defbuf: Option<LevelBuffer> = None;
549
550 let max_rep = self.def_meaning.iter().filter(|l| l.is_list()).count() as u16;
551
552 let estimated_size_bytes = self
554 .instructions
555 .iter()
556 .map(|(_, chunk)| chunk.data.len())
557 .sum::<usize>()
558 * 2;
559 let mut data_builder =
560 DataBlockBuilder::with_capacity_estimate(estimated_size_bytes as u64);
561
562 let mut level_offset = 0;
564
565 let needs_caching: Vec<bool> = self
567 .instructions
568 .windows(2)
569 .map(|w| w[0].1.chunk_idx == w[1].1.chunk_idx)
570 .chain(std::iter::once(false)) .collect();
572
573 let mut chunk_cache: Option<(usize, DecodedMiniBlockChunk)> = None;
575
576 for (idx, (instructions, chunk)) in self.instructions.iter().enumerate() {
578 let should_cache_this_chunk = needs_caching[idx];
579
580 let decoded_chunk = match &chunk_cache {
581 Some((cached_chunk_idx, cached_chunk)) if *cached_chunk_idx == chunk.chunk_idx => {
582 cached_chunk.clone()
584 }
585 _ => {
586 let decoded = self.decode_miniblock_chunk(&chunk.data, chunk.items_in_chunk)?;
588
589 if should_cache_this_chunk {
591 chunk_cache = Some((chunk.chunk_idx, decoded.clone()));
592 }
593 decoded
594 }
595 };
596
597 let DecodedMiniBlockChunk { rep, def, values } = decoded_chunk;
598
599 let row_range_start =
601 instructions.rows_to_skip + instructions.chunk_instructions.rows_to_skip;
602 let row_range_end = row_range_start + instructions.rows_to_take;
603
604 let (item_range, level_range) = Self::map_range(
606 row_range_start..row_range_end,
607 rep.as_ref(),
608 def.as_ref(),
609 max_rep,
610 self.max_visible_level,
611 chunk.items_in_chunk,
612 instructions.preamble_action,
613 );
614 if item_range.end - item_range.start > chunk.items_in_chunk {
615 return Err(lance_core::Error::internal(format!(
616 "Item range {:?} is greater than chunk items in chunk {:?}",
617 item_range, chunk.items_in_chunk
618 )));
619 }
620
621 Self::extend_levels(level_range.clone(), &mut repbuf, &rep, level_offset);
623 Self::extend_levels(level_range.clone(), &mut defbuf, &def, level_offset);
624 level_offset += (level_range.end - level_range.start) as usize;
625 data_builder.append(&values, item_range);
626 }
627
628 let mut data = data_builder.finish();
629
630 let unraveler =
631 RepDefUnraveler::new(repbuf, defbuf, self.def_meaning.clone(), data.num_values());
632
633 if let Some(dictionary) = &self.dictionary_data {
634 let DataBlock::FixedWidth(indices) = data else {
636 return Err(lance_core::Error::internal(format!(
637 "Expected FixedWidth DataBlock for dictionary indices, got {:?}",
638 data
639 )));
640 };
641 data = DataBlock::Dictionary(DictionaryDataBlock::from_parts(
642 indices,
643 dictionary.as_ref().clone(),
644 ));
645 }
646
647 Ok(DecodedPage {
648 data,
649 repdef: unraveler,
650 })
651 }
652}
653
654#[derive(Debug)]
657struct LoadedChunk {
658 data: LanceBuffer,
659 items_in_chunk: u64,
660 byte_range: Range<u64>,
661 chunk_idx: usize,
662}
663
664impl Clone for LoadedChunk {
665 fn clone(&self) -> Self {
666 Self {
667 data: self.data.clone(),
669 items_in_chunk: self.items_in_chunk,
670 byte_range: self.byte_range.clone(),
671 chunk_idx: self.chunk_idx,
672 }
673 }
674}
675
676#[derive(Debug)]
679struct MiniBlockDecoder {
680 rep_decompressor: Option<Arc<dyn BlockDecompressor>>,
681 def_decompressor: Option<Arc<dyn BlockDecompressor>>,
682 value_decompressor: Arc<dyn MiniBlockDecompressor>,
683 def_meaning: Arc<[DefinitionInterpretation]>,
684 loaded_chunks: VecDeque<LoadedChunk>,
685 instructions: VecDeque<ChunkInstructions>,
686 offset_in_current_chunk: u64,
687 num_rows: u64,
688 num_buffers: u64,
689 dictionary: Option<Arc<DataBlock>>,
690 has_large_chunk: bool,
691}
692
693impl StructuralPageDecoder for MiniBlockDecoder {
696 fn drain(&mut self, num_rows: u64) -> Result<Box<dyn DecodePageTask>> {
697 let mut items_desired = num_rows;
698 let mut need_preamble = false;
699 let mut skip_in_chunk = self.offset_in_current_chunk;
700 let mut drain_instructions = Vec::new();
701 while items_desired > 0 || need_preamble {
702 let (instructions, consumed) = self
703 .instructions
704 .front()
705 .unwrap()
706 .drain_from_instruction(&mut items_desired, &mut need_preamble, &mut skip_in_chunk);
707
708 while self.loaded_chunks.front().unwrap().chunk_idx
709 != instructions.chunk_instructions.chunk_idx
710 {
711 self.loaded_chunks.pop_front();
712 }
713 drain_instructions.push((instructions, self.loaded_chunks.front().unwrap().clone()));
714 if consumed {
715 self.instructions.pop_front();
716 }
717 }
718 self.offset_in_current_chunk = skip_in_chunk;
721
722 let max_visible_level = self
723 .def_meaning
724 .iter()
725 .take_while(|l| !l.is_list())
726 .map(|l| l.num_def_levels())
727 .sum::<u16>();
728
729 Ok(Box::new(DecodeMiniBlockTask {
730 instructions: drain_instructions,
731 def_decompressor: self.def_decompressor.clone(),
732 rep_decompressor: self.rep_decompressor.clone(),
733 value_decompressor: self.value_decompressor.clone(),
734 dictionary_data: self.dictionary.clone(),
735 def_meaning: self.def_meaning.clone(),
736 num_buffers: self.num_buffers,
737 max_visible_level,
738 has_large_chunk: self.has_large_chunk,
739 }))
740 }
741
742 fn num_rows(&self) -> u64 {
743 self.num_rows
744 }
745}
746
747#[derive(Debug)]
748struct CachedComplexAllNullState {
749 rep: Option<ScalarBuffer<u16>>,
750 def: Option<ScalarBuffer<u16>>,
751}
752
753impl DeepSizeOf for CachedComplexAllNullState {
754 fn deep_size_of_children(&self, _ctx: &mut Context) -> usize {
755 self.rep.as_ref().map(|buf| buf.len() * 2).unwrap_or(0)
756 + self.def.as_ref().map(|buf| buf.len() * 2).unwrap_or(0)
757 }
758}
759
760impl CachedPageData for CachedComplexAllNullState {
761 fn as_arc_any(self: Arc<Self>) -> Arc<dyn Any + Send + Sync + 'static> {
762 self
763 }
764}
765
766#[derive(Debug)]
775pub struct ComplexAllNullScheduler {
776 buffer_offsets_and_sizes: Arc<[(u64, u64)]>,
778 def_meaning: Arc<[DefinitionInterpretation]>,
779 repdef: Option<Arc<CachedComplexAllNullState>>,
780 max_visible_level: u16,
781 rep_decompressor: Option<Arc<dyn BlockDecompressor>>,
782 def_decompressor: Option<Arc<dyn BlockDecompressor>>,
783 num_rep_values: u64,
784 num_def_values: u64,
785}
786
787impl ComplexAllNullScheduler {
788 pub fn new(
789 buffer_offsets_and_sizes: Arc<[(u64, u64)]>,
790 def_meaning: Arc<[DefinitionInterpretation]>,
791 rep_decompressor: Option<Arc<dyn BlockDecompressor>>,
792 def_decompressor: Option<Arc<dyn BlockDecompressor>>,
793 num_rep_values: u64,
794 num_def_values: u64,
795 ) -> Self {
796 let max_visible_level = def_meaning
797 .iter()
798 .take_while(|l| !l.is_list())
799 .map(|l| l.num_def_levels())
800 .sum::<u16>();
801 Self {
802 buffer_offsets_and_sizes,
803 def_meaning,
804 repdef: None,
805 max_visible_level,
806 rep_decompressor,
807 def_decompressor,
808 num_rep_values,
809 num_def_values,
810 }
811 }
812}
813
814impl StructuralPageScheduler for ComplexAllNullScheduler {
815 fn initialize<'a>(
816 &'a mut self,
817 io: &Arc<dyn EncodingsIo>,
818 ) -> BoxFuture<'a, Result<Arc<dyn CachedPageData>>> {
819 let (rep_pos, rep_size) = self.buffer_offsets_and_sizes[0];
821 let (def_pos, def_size) = self.buffer_offsets_and_sizes[1];
822 let has_rep = rep_size > 0;
823 let has_def = def_size > 0;
824
825 let mut reads = Vec::with_capacity(2);
826 if has_rep {
827 reads.push(rep_pos..rep_pos + rep_size);
828 }
829 if has_def {
830 reads.push(def_pos..def_pos + def_size);
831 }
832
833 let data = io.submit_request(reads, 0);
834 let rep_decompressor = self.rep_decompressor.clone();
835 let def_decompressor = self.def_decompressor.clone();
836 let num_rep_values = self.num_rep_values;
837 let num_def_values = self.num_def_values;
838
839 async move {
840 let data = data.await?;
841 let mut data_iter = data.into_iter();
842
843 let decompress_levels = |compressed_bytes: Bytes,
844 decompressor: &Arc<dyn BlockDecompressor>,
845 num_values: u64,
846 level_type: &str|
847 -> Result<ScalarBuffer<u16>> {
848 let compressed_buffer = LanceBuffer::from_bytes(compressed_bytes, 1);
849 let decompressed = decompressor.decompress(compressed_buffer, num_values)?;
850 match decompressed {
851 DataBlock::FixedWidth(block) => {
852 if block.num_values != num_values {
853 return Err(Error::invalid_input_source(format!(
854 "Unexpected {} level count after decompression: expected {}, got {}",
855 level_type, num_values, block.num_values
856 )
857 .into()));
858 }
859 if block.bits_per_value != 16 {
860 return Err(Error::invalid_input_source(format!(
861 "Unexpected {} level bit width after decompression: expected 16, got {}",
862 level_type, block.bits_per_value
863 )
864 .into()));
865 }
866 Ok(block.data.borrow_to_typed_slice::<u16>())
867 }
868 _ => Err(Error::invalid_input_source(format!(
869 "Expected fixed-width data block for {} levels",
870 level_type
871 )
872 .into())),
873 }
874 };
875
876 let rep = if has_rep {
877 let rep = data_iter.next().unwrap();
878 if let Some(rep_decompressor) = rep_decompressor.as_ref() {
879 Some(decompress_levels(
880 rep,
881 rep_decompressor,
882 num_rep_values,
883 "repetition",
884 )?)
885 } else {
886 let rep = LanceBuffer::from_bytes(rep, 2);
887 let rep = rep.borrow_to_typed_slice::<u16>();
888 Some(rep)
889 }
890 } else {
891 None
892 };
893
894 let def = if has_def {
895 let def = data_iter.next().unwrap();
896 if let Some(def_decompressor) = def_decompressor.as_ref() {
897 Some(decompress_levels(
898 def,
899 def_decompressor,
900 num_def_values,
901 "definition",
902 )?)
903 } else {
904 let def = LanceBuffer::from_bytes(def, 2);
905 let def = def.borrow_to_typed_slice::<u16>();
906 Some(def)
907 }
908 } else {
909 None
910 };
911
912 let repdef = Arc::new(CachedComplexAllNullState { rep, def });
913
914 self.repdef = Some(repdef.clone());
915
916 Ok(repdef as Arc<dyn CachedPageData>)
917 }
918 .boxed()
919 }
920
921 fn load(&mut self, data: &Arc<dyn CachedPageData>) {
922 self.repdef = Some(
923 data.clone()
924 .as_arc_any()
925 .downcast::<CachedComplexAllNullState>()
926 .unwrap(),
927 );
928 }
929
930 fn schedule_ranges(
931 &self,
932 ranges: &[Range<u64>],
933 _io: &Arc<dyn EncodingsIo>,
934 ) -> Result<Vec<PageLoadTask>> {
935 let ranges = VecDeque::from_iter(ranges.iter().cloned());
936 let num_rows = ranges.iter().map(|r| r.end - r.start).sum::<u64>();
937 let decoder = Box::new(ComplexAllNullPageDecoder {
938 ranges,
939 rep: self.repdef.as_ref().unwrap().rep.clone(),
940 def: self.repdef.as_ref().unwrap().def.clone(),
941 num_rows,
942 def_meaning: self.def_meaning.clone(),
943 max_visible_level: self.max_visible_level,
944 }) as Box<dyn StructuralPageDecoder>;
945 let page_load_task = PageLoadTask {
946 decoder_fut: std::future::ready(Ok(decoder)).boxed(),
947 num_rows,
948 };
949 Ok(vec![page_load_task])
950 }
951}
952
953#[derive(Debug)]
954pub struct ComplexAllNullPageDecoder {
955 ranges: VecDeque<Range<u64>>,
956 rep: Option<ScalarBuffer<u16>>,
957 def: Option<ScalarBuffer<u16>>,
958 num_rows: u64,
959 def_meaning: Arc<[DefinitionInterpretation]>,
960 max_visible_level: u16,
961}
962
963impl ComplexAllNullPageDecoder {
964 fn drain_ranges(&mut self, num_rows: u64) -> Vec<Range<u64>> {
965 let mut rows_desired = num_rows;
966 let mut ranges = Vec::with_capacity(self.ranges.len());
967 while rows_desired > 0 {
968 let front = self.ranges.front_mut().unwrap();
969 let avail = front.end - front.start;
970 if avail > rows_desired {
971 ranges.push(front.start..front.start + rows_desired);
972 front.start += rows_desired;
973 rows_desired = 0;
974 } else {
975 ranges.push(self.ranges.pop_front().unwrap());
976 rows_desired -= avail;
977 }
978 }
979 ranges
980 }
981}
982
983impl StructuralPageDecoder for ComplexAllNullPageDecoder {
984 fn drain(&mut self, num_rows: u64) -> Result<Box<dyn DecodePageTask>> {
985 let drained_ranges = self.drain_ranges(num_rows);
986 Ok(Box::new(DecodeComplexAllNullTask {
987 ranges: drained_ranges,
988 rep: self.rep.clone(),
989 def: self.def.clone(),
990 def_meaning: self.def_meaning.clone(),
991 max_visible_level: self.max_visible_level,
992 }))
993 }
994
995 fn num_rows(&self) -> u64 {
996 self.num_rows
997 }
998}
999
1000#[derive(Debug)]
1003pub struct DecodeComplexAllNullTask {
1004 ranges: Vec<Range<u64>>,
1005 rep: Option<ScalarBuffer<u16>>,
1006 def: Option<ScalarBuffer<u16>>,
1007 def_meaning: Arc<[DefinitionInterpretation]>,
1008 max_visible_level: u16,
1009}
1010
1011impl DecodeComplexAllNullTask {
1012 fn decode_level(
1013 &self,
1014 levels: &Option<ScalarBuffer<u16>>,
1015 num_values: u64,
1016 ) -> Option<Vec<u16>> {
1017 levels.as_ref().map(|levels| {
1018 let mut referenced_levels = Vec::with_capacity(num_values as usize);
1019 for range in &self.ranges {
1020 referenced_levels.extend(
1021 levels[range.start as usize..range.end as usize]
1022 .iter()
1023 .copied(),
1024 );
1025 }
1026 referenced_levels
1027 })
1028 }
1029}
1030
1031impl DecodePageTask for DecodeComplexAllNullTask {
1032 fn decode(self: Box<Self>) -> Result<DecodedPage> {
1033 let num_values = self.ranges.iter().map(|r| r.end - r.start).sum::<u64>();
1034 let rep = self.decode_level(&self.rep, num_values);
1035 let def = self.decode_level(&self.def, num_values);
1036
1037 let num_values = if let Some(def) = &def {
1041 def.iter().filter(|&d| *d <= self.max_visible_level).count() as u64
1042 } else {
1043 num_values
1044 };
1045
1046 let data = DataBlock::AllNull(AllNullDataBlock { num_values });
1047 let unraveler = RepDefUnraveler::new(rep, def, self.def_meaning, num_values);
1048 Ok(DecodedPage {
1049 data,
1050 repdef: unraveler,
1051 })
1052 }
1053}
1054
1055#[derive(Debug, Default)]
1060pub struct SimpleAllNullScheduler {}
1061
1062impl StructuralPageScheduler for SimpleAllNullScheduler {
1063 fn initialize<'a>(
1064 &'a mut self,
1065 _io: &Arc<dyn EncodingsIo>,
1066 ) -> BoxFuture<'a, Result<Arc<dyn CachedPageData>>> {
1067 std::future::ready(Ok(Arc::new(NoCachedPageData) as Arc<dyn CachedPageData>)).boxed()
1068 }
1069
1070 fn load(&mut self, _cache: &Arc<dyn CachedPageData>) {}
1071
1072 fn schedule_ranges(
1073 &self,
1074 ranges: &[Range<u64>],
1075 _io: &Arc<dyn EncodingsIo>,
1076 ) -> Result<Vec<PageLoadTask>> {
1077 let num_rows = ranges.iter().map(|r| r.end - r.start).sum::<u64>();
1078 let decoder =
1079 Box::new(SimpleAllNullPageDecoder { num_rows }) as Box<dyn StructuralPageDecoder>;
1080 let page_load_task = PageLoadTask {
1081 decoder_fut: std::future::ready(Ok(decoder)).boxed(),
1082 num_rows,
1083 };
1084 Ok(vec![page_load_task])
1085 }
1086}
1087
1088#[derive(Debug)]
1091struct SimpleAllNullDecodePageTask {
1092 num_values: u64,
1093}
1094impl DecodePageTask for SimpleAllNullDecodePageTask {
1095 fn decode(self: Box<Self>) -> Result<DecodedPage> {
1096 let unraveler = RepDefUnraveler::new(
1097 None,
1098 Some(vec![1; self.num_values as usize]),
1099 Arc::new([DefinitionInterpretation::NullableItem]),
1100 self.num_values,
1101 );
1102 Ok(DecodedPage {
1103 data: DataBlock::AllNull(AllNullDataBlock {
1104 num_values: self.num_values,
1105 }),
1106 repdef: unraveler,
1107 })
1108 }
1109}
1110
1111#[derive(Debug)]
1112pub struct SimpleAllNullPageDecoder {
1113 num_rows: u64,
1114}
1115
1116impl StructuralPageDecoder for SimpleAllNullPageDecoder {
1117 fn drain(&mut self, num_rows: u64) -> Result<Box<dyn DecodePageTask>> {
1118 Ok(Box::new(SimpleAllNullDecodePageTask {
1119 num_values: num_rows,
1120 }))
1121 }
1122
1123 fn num_rows(&self) -> u64 {
1124 self.num_rows
1125 }
1126}
1127
1128#[derive(Debug, Clone)]
1129struct MiniBlockSchedulerDictionary {
1130 dictionary_decompressor: Arc<dyn BlockDecompressor>,
1132 dictionary_buf_position_and_size: (u64, u64),
1133 dictionary_data_alignment: u64,
1134 num_dictionary_items: u64,
1135}
1136
1137#[derive(Debug)]
1139struct MiniBlockRepIndexBlock {
1140 first_row: u64,
1144 starts_including_trailer: u64,
1147 has_preamble: bool,
1149 has_trailer: bool,
1151}
1152
1153impl DeepSizeOf for MiniBlockRepIndexBlock {
1154 fn deep_size_of_children(&self, _context: &mut Context) -> usize {
1155 0
1156 }
1157}
1158
1159#[derive(Debug)]
1164struct MiniBlockRepIndex {
1165 blocks: Vec<MiniBlockRepIndexBlock>,
1166}
1167
1168impl DeepSizeOf for MiniBlockRepIndex {
1169 fn deep_size_of_children(&self, context: &mut Context) -> usize {
1170 self.blocks.deep_size_of_children(context)
1171 }
1172}
1173
1174impl MiniBlockRepIndex {
1175 pub fn default_from_chunks(chunks: &[ChunkMeta]) -> Self {
1180 let mut blocks = Vec::with_capacity(chunks.len());
1181 let mut offset: u64 = 0;
1182
1183 for c in chunks {
1184 blocks.push(MiniBlockRepIndexBlock {
1185 first_row: offset,
1186 starts_including_trailer: c.num_values,
1187 has_preamble: false,
1188 has_trailer: false,
1189 });
1190
1191 offset += c.num_values;
1192 }
1193
1194 Self { blocks }
1195 }
1196
1197 pub fn decode_from_bytes(rep_bytes: &[u8], stride: usize) -> Self {
1203 let buffer = crate::buffer::LanceBuffer::from(rep_bytes.to_vec());
1205 let u64_slice = buffer.borrow_to_typed_slice::<u64>();
1206 let n = u64_slice.len() / stride;
1207
1208 let mut blocks = Vec::with_capacity(n);
1209 let mut chunk_has_preamble = false;
1210 let mut offset: u64 = 0;
1211
1212 for i in 0..n {
1214 let base_idx = i * stride;
1215 let ends = u64_slice[base_idx];
1216 let partial = u64_slice[base_idx + 1];
1217
1218 let has_trailer = partial > 0;
1219 let starts_including_trailer =
1221 ends + (has_trailer as u64) - (chunk_has_preamble as u64);
1222
1223 blocks.push(MiniBlockRepIndexBlock {
1224 first_row: offset,
1225 starts_including_trailer,
1226 has_preamble: chunk_has_preamble,
1227 has_trailer,
1228 });
1229
1230 chunk_has_preamble = has_trailer;
1231 offset += starts_including_trailer;
1232 }
1233
1234 Self { blocks }
1235 }
1236}
1237
1238#[derive(Debug)]
1240struct MiniBlockCacheableState {
1241 chunk_meta: Vec<ChunkMeta>,
1243 rep_index: MiniBlockRepIndex,
1245 dictionary: Option<Arc<DataBlock>>,
1247}
1248
1249impl DeepSizeOf for MiniBlockCacheableState {
1250 fn deep_size_of_children(&self, context: &mut Context) -> usize {
1251 self.rep_index.deep_size_of_children(context)
1252 + self
1253 .dictionary
1254 .as_ref()
1255 .map(|dict| dict.data_size() as usize)
1256 .unwrap_or(0)
1257 }
1258}
1259
1260impl CachedPageData for MiniBlockCacheableState {
1261 fn as_arc_any(self: Arc<Self>) -> Arc<dyn Any + Send + Sync + 'static> {
1262 self
1263 }
1264}
1265
1266#[derive(Debug)]
1293pub struct MiniBlockScheduler {
1294 buffer_offsets_and_sizes: Vec<(u64, u64)>,
1296 priority: u64,
1297 items_in_page: u64,
1298 repetition_index_depth: u16,
1299 num_buffers: u64,
1300 rep_decompressor: Option<Arc<dyn BlockDecompressor>>,
1301 def_decompressor: Option<Arc<dyn BlockDecompressor>>,
1302 value_decompressor: Arc<dyn MiniBlockDecompressor>,
1303 def_meaning: Arc<[DefinitionInterpretation]>,
1304 dictionary: Option<MiniBlockSchedulerDictionary>,
1305 page_meta: Option<Arc<MiniBlockCacheableState>>,
1307 has_large_chunk: bool,
1308}
1309
1310impl MiniBlockScheduler {
1311 fn try_new(
1312 buffer_offsets_and_sizes: &[(u64, u64)],
1313 priority: u64,
1314 items_in_page: u64,
1315 layout: &pb21::MiniBlockLayout,
1316 decompressors: &dyn DecompressionStrategy,
1317 ) -> Result<Self> {
1318 let rep_decompressor = layout
1319 .rep_compression
1320 .as_ref()
1321 .map(|rep_compression| {
1322 decompressors
1323 .create_block_decompressor(rep_compression)
1324 .map(Arc::from)
1325 })
1326 .transpose()?;
1327 let def_decompressor = layout
1328 .def_compression
1329 .as_ref()
1330 .map(|def_compression| {
1331 decompressors
1332 .create_block_decompressor(def_compression)
1333 .map(Arc::from)
1334 })
1335 .transpose()?;
1336 let def_meaning = layout
1337 .layers
1338 .iter()
1339 .map(|l| ProtobufUtils21::repdef_layer_to_def_interp(*l))
1340 .collect::<Vec<_>>();
1341 let value_decompressor = decompressors.create_miniblock_decompressor(
1342 layout.value_compression.as_ref().unwrap(),
1343 decompressors,
1344 )?;
1345
1346 let dictionary = if let Some(dictionary_encoding) = layout.dictionary.as_ref() {
1347 let num_dictionary_items = layout.num_dictionary_items;
1348 let dictionary_decompressor = decompressors
1349 .create_block_decompressor(dictionary_encoding)?
1350 .into();
1351 let dictionary_data_alignment = match dictionary_encoding.compression.as_ref().unwrap()
1352 {
1353 Compression::Variable(_) => 4,
1354 Compression::Flat(_) => 16,
1355 Compression::General(_) => 1,
1356 Compression::InlineBitpacking(_) | Compression::OutOfLineBitpacking(_) => {
1357 crate::encoder::MIN_PAGE_BUFFER_ALIGNMENT
1358 }
1359 _ => {
1360 return Err(Error::invalid_input_source(
1361 format!(
1362 "Unsupported mini-block dictionary encoding: {:?}",
1363 dictionary_encoding.compression.as_ref().unwrap()
1364 )
1365 .into(),
1366 ));
1367 }
1368 };
1369 Some(MiniBlockSchedulerDictionary {
1370 dictionary_decompressor,
1371 dictionary_buf_position_and_size: buffer_offsets_and_sizes[2],
1372 dictionary_data_alignment,
1373 num_dictionary_items,
1374 })
1375 } else {
1376 None
1377 };
1378
1379 Ok(Self {
1380 buffer_offsets_and_sizes: buffer_offsets_and_sizes.to_vec(),
1381 rep_decompressor,
1382 def_decompressor,
1383 value_decompressor: value_decompressor.into(),
1384 repetition_index_depth: layout.repetition_index_depth as u16,
1385 num_buffers: layout.num_buffers,
1386 priority,
1387 items_in_page,
1388 dictionary,
1389 def_meaning: def_meaning.into(),
1390 page_meta: None,
1391 has_large_chunk: layout.has_large_chunk,
1392 })
1393 }
1394
1395 fn lookup_chunks(&self, chunk_indices: &[usize]) -> Vec<LoadedChunk> {
1396 let page_meta = self.page_meta.as_ref().unwrap();
1397 chunk_indices
1398 .iter()
1399 .map(|&chunk_idx| {
1400 let chunk_meta = &page_meta.chunk_meta[chunk_idx];
1401 let bytes_start = chunk_meta.offset_bytes;
1402 let bytes_end = bytes_start + chunk_meta.chunk_size_bytes;
1403 LoadedChunk {
1404 byte_range: bytes_start..bytes_end,
1405 items_in_chunk: chunk_meta.num_values,
1406 chunk_idx,
1407 data: LanceBuffer::empty(),
1408 }
1409 })
1410 .collect()
1411 }
1412}
1413
1414#[derive(Debug, PartialEq, Eq, Clone, Copy)]
1415enum PreambleAction {
1416 Take,
1417 Skip,
1418 Absent,
1419}
1420
1421#[derive(Clone, Debug, PartialEq, Eq)]
1456struct ChunkInstructions {
1457 chunk_idx: usize,
1459 preamble: PreambleAction,
1465 rows_to_skip: u64,
1469 rows_to_take: u64,
1472 take_trailer: bool,
1479}
1480
1481#[derive(Debug, PartialEq, Eq)]
1499struct ChunkDrainInstructions {
1500 chunk_instructions: ChunkInstructions,
1501 rows_to_skip: u64,
1502 rows_to_take: u64,
1503 preamble_action: PreambleAction,
1504}
1505
1506impl ChunkInstructions {
1507 fn schedule_instructions(
1513 rep_index: &MiniBlockRepIndex,
1514 user_ranges: &[Range<u64>],
1515 ) -> Vec<Self> {
1516 let mut chunk_instructions = Vec::with_capacity(user_ranges.len());
1520
1521 for user_range in user_ranges {
1522 let mut rows_needed = user_range.end - user_range.start;
1523 let mut need_preamble = false;
1524
1525 let mut block_index = match rep_index
1528 .blocks
1529 .binary_search_by_key(&user_range.start, |block| block.first_row)
1530 {
1531 Ok(idx) => {
1532 let mut idx = idx;
1535 while idx > 0 && rep_index.blocks[idx - 1].first_row == user_range.start {
1536 idx -= 1;
1537 }
1538 idx
1539 }
1540 Err(idx) => idx - 1,
1542 };
1543
1544 let mut to_skip = user_range.start - rep_index.blocks[block_index].first_row;
1545
1546 while rows_needed > 0 || need_preamble {
1547 if block_index >= rep_index.blocks.len() {
1549 log::warn!(
1550 "schedule_instructions inconsistency: block_index >= rep_index.blocks.len(), exiting early"
1551 );
1552 break;
1553 }
1554
1555 let chunk = &rep_index.blocks[block_index];
1556 let rows_avail = chunk.starts_including_trailer.saturating_sub(to_skip);
1557
1558 if rows_avail == 0 && to_skip == 0 {
1562 if chunk.has_preamble && need_preamble {
1564 chunk_instructions.push(Self {
1565 chunk_idx: block_index,
1566 preamble: PreambleAction::Take,
1567 rows_to_skip: 0,
1568 rows_to_take: 0,
1569 take_trailer: chunk.has_trailer,
1573 });
1574 if chunk.starts_including_trailer > 0
1578 || block_index == rep_index.blocks.len() - 1
1579 {
1580 need_preamble = false;
1581 }
1582 }
1583 block_index += 1;
1585 continue;
1586 }
1587
1588 if rows_avail == 0 && to_skip > 0 {
1592 to_skip -= chunk.starts_including_trailer;
1595 block_index += 1;
1596 continue;
1597 }
1598
1599 let rows_to_take = rows_avail.min(rows_needed);
1600 rows_needed -= rows_to_take;
1601
1602 let mut take_trailer = false;
1603 let preamble = if chunk.has_preamble {
1604 if need_preamble {
1605 PreambleAction::Take
1606 } else {
1607 PreambleAction::Skip
1608 }
1609 } else {
1610 PreambleAction::Absent
1611 };
1612
1613 if rows_to_take == rows_avail && chunk.has_trailer {
1615 take_trailer = true;
1616 need_preamble = true;
1617 } else {
1618 need_preamble = false;
1619 };
1620
1621 chunk_instructions.push(Self {
1622 preamble,
1623 chunk_idx: block_index,
1624 rows_to_skip: to_skip,
1625 rows_to_take,
1626 take_trailer,
1627 });
1628
1629 to_skip = 0;
1630 block_index += 1;
1631 }
1632 }
1633
1634 if user_ranges.len() > 1 {
1638 let mut merged_instructions = Vec::with_capacity(chunk_instructions.len());
1640 let mut instructions_iter = chunk_instructions.into_iter();
1641 merged_instructions.push(instructions_iter.next().unwrap());
1642 for instruction in instructions_iter {
1643 let last = merged_instructions.last_mut().unwrap();
1644 if last.chunk_idx == instruction.chunk_idx
1645 && last.rows_to_take + last.rows_to_skip == instruction.rows_to_skip
1646 {
1647 last.rows_to_take += instruction.rows_to_take;
1648 last.take_trailer |= instruction.take_trailer;
1649 } else {
1650 merged_instructions.push(instruction);
1651 }
1652 }
1653 merged_instructions
1654 } else {
1655 chunk_instructions
1656 }
1657 }
1658
1659 fn drain_from_instruction(
1660 &self,
1661 rows_desired: &mut u64,
1662 need_preamble: &mut bool,
1663 skip_in_chunk: &mut u64,
1664 ) -> (ChunkDrainInstructions, bool) {
1665 debug_assert!(!*need_preamble || *skip_in_chunk == 0);
1667 let rows_avail = self.rows_to_take - *skip_in_chunk;
1668 let has_preamble = self.preamble != PreambleAction::Absent;
1669 let preamble_action = match (*need_preamble, has_preamble) {
1670 (true, true) => PreambleAction::Take,
1671 (true, false) => panic!("Need preamble but there isn't one"),
1672 (false, true) => PreambleAction::Skip,
1673 (false, false) => PreambleAction::Absent,
1674 };
1675
1676 let rows_taking = if *rows_desired >= rows_avail {
1679 *need_preamble = self.take_trailer;
1687 rows_avail
1688 } else {
1689 *need_preamble = false;
1692 *rows_desired
1693 };
1694 let rows_skipped = *skip_in_chunk;
1695
1696 let consumed_chunk = if *rows_desired >= rows_avail {
1698 *rows_desired -= rows_avail;
1699 *skip_in_chunk = 0;
1700 true
1701 } else {
1702 *skip_in_chunk += *rows_desired;
1703 *rows_desired = 0;
1704 false
1705 };
1706
1707 (
1708 ChunkDrainInstructions {
1709 chunk_instructions: self.clone(),
1710 rows_to_skip: rows_skipped,
1711 rows_to_take: rows_taking,
1712 preamble_action,
1713 },
1714 consumed_chunk,
1715 )
1716 }
1717}
1718
1719enum Words {
1720 U16(ScalarBuffer<u16>),
1721 U32(ScalarBuffer<u32>),
1722}
1723
1724struct WordsIter<'a> {
1725 iter: Box<dyn Iterator<Item = u32> + 'a>,
1726}
1727
1728impl Words {
1729 pub fn len(&self) -> usize {
1730 match self {
1731 Self::U16(b) => b.len(),
1732 Self::U32(b) => b.len(),
1733 }
1734 }
1735
1736 pub fn iter(&self) -> WordsIter<'_> {
1737 match self {
1738 Self::U16(buf) => WordsIter {
1739 iter: Box::new(buf.iter().map(|&x| x as u32)),
1740 },
1741 Self::U32(buf) => WordsIter {
1742 iter: Box::new(buf.iter().copied()),
1743 },
1744 }
1745 }
1746
1747 pub fn from_bytes(bytes: Bytes, has_large_chunk: bool) -> Result<Self> {
1748 let bytes_per_value = if has_large_chunk { 4 } else { 2 };
1749 assert_eq!(bytes.len() % bytes_per_value, 0);
1750 let buffer = LanceBuffer::from_bytes(bytes, bytes_per_value as u64);
1751 if has_large_chunk {
1752 Ok(Self::U32(buffer.borrow_to_typed_slice::<u32>()))
1753 } else {
1754 Ok(Self::U16(buffer.borrow_to_typed_slice::<u16>()))
1755 }
1756 }
1757}
1758
1759impl<'a> Iterator for WordsIter<'a> {
1760 type Item = u32;
1761
1762 fn next(&mut self) -> Option<Self::Item> {
1763 self.iter.next()
1764 }
1765}
1766
1767impl StructuralPageScheduler for MiniBlockScheduler {
1768 fn initialize<'a>(
1769 &'a mut self,
1770 io: &Arc<dyn EncodingsIo>,
1771 ) -> BoxFuture<'a, Result<Arc<dyn CachedPageData>>> {
1772 let (meta_buf_position, meta_buf_size) = self.buffer_offsets_and_sizes[0];
1776 let value_buf_position = self.buffer_offsets_and_sizes[1].0;
1777 let mut bufs_needed = 1;
1778 if self.dictionary.is_some() {
1779 bufs_needed += 1;
1780 }
1781 if self.repetition_index_depth > 0 {
1782 bufs_needed += 1;
1783 }
1784 let mut required_ranges = Vec::with_capacity(bufs_needed);
1785 required_ranges.push(meta_buf_position..meta_buf_position + meta_buf_size);
1786 if let Some(ref dictionary) = self.dictionary {
1787 required_ranges.push(
1788 dictionary.dictionary_buf_position_and_size.0
1789 ..dictionary.dictionary_buf_position_and_size.0
1790 + dictionary.dictionary_buf_position_and_size.1,
1791 );
1792 }
1793 if self.repetition_index_depth > 0 {
1794 let (rep_index_pos, rep_index_size) = self.buffer_offsets_and_sizes.last().unwrap();
1795 required_ranges.push(*rep_index_pos..*rep_index_pos + *rep_index_size);
1796 }
1797 let io_req = io.submit_request(required_ranges, 0);
1798
1799 async move {
1800 let mut buffers = io_req.await?.into_iter().fuse();
1801 let meta_bytes = buffers.next().unwrap();
1802 let dictionary_bytes = self.dictionary.as_ref().and_then(|_| buffers.next());
1803 let rep_index_bytes = buffers.next();
1804
1805 let words = Words::from_bytes(meta_bytes, self.has_large_chunk)?;
1807 let mut chunk_meta = Vec::with_capacity(words.len());
1808
1809 let mut rows_counter = 0;
1810 let mut offset_bytes = value_buf_position;
1811 for (word_idx, word) in words.iter().enumerate() {
1812 let log_num_values = word & 0x0F;
1813 let divided_bytes = word >> 4;
1814 let num_bytes = (divided_bytes as usize + 1) * MINIBLOCK_ALIGNMENT;
1815 debug_assert!(num_bytes > 0);
1816 let num_values = if word_idx < words.len() - 1 {
1817 debug_assert!(log_num_values > 0);
1818 1 << log_num_values
1819 } else {
1820 debug_assert!(
1821 log_num_values == 0
1822 || (1 << log_num_values) == (self.items_in_page - rows_counter)
1823 );
1824 self.items_in_page - rows_counter
1825 };
1826 rows_counter += num_values;
1827
1828 chunk_meta.push(ChunkMeta {
1829 num_values,
1830 chunk_size_bytes: num_bytes as u64,
1831 offset_bytes,
1832 });
1833 offset_bytes += num_bytes as u64;
1834 }
1835
1836 let rep_index = if let Some(rep_index_data) = rep_index_bytes {
1838 assert!(rep_index_data.len() % 8 == 0);
1839 let stride = self.repetition_index_depth as usize + 1;
1840 MiniBlockRepIndex::decode_from_bytes(&rep_index_data, stride)
1841 } else {
1842 MiniBlockRepIndex::default_from_chunks(&chunk_meta)
1843 };
1844
1845 let mut page_meta = MiniBlockCacheableState {
1846 chunk_meta,
1847 rep_index,
1848 dictionary: None,
1849 };
1850
1851 if let Some(ref mut dictionary) = self.dictionary {
1853 let dictionary_data = dictionary_bytes.unwrap();
1854 page_meta.dictionary =
1855 Some(Arc::new(dictionary.dictionary_decompressor.decompress(
1856 LanceBuffer::from_bytes(
1857 dictionary_data,
1858 dictionary.dictionary_data_alignment,
1859 ),
1860 dictionary.num_dictionary_items,
1861 )?));
1862 };
1863 let page_meta = Arc::new(page_meta);
1864 self.page_meta = Some(page_meta.clone());
1865 Ok(page_meta as Arc<dyn CachedPageData>)
1866 }
1867 .boxed()
1868 }
1869
1870 fn load(&mut self, data: &Arc<dyn CachedPageData>) {
1871 self.page_meta = Some(
1872 data.clone()
1873 .as_arc_any()
1874 .downcast::<MiniBlockCacheableState>()
1875 .unwrap(),
1876 );
1877 }
1878
1879 fn schedule_ranges(
1880 &self,
1881 ranges: &[Range<u64>],
1882 io: &Arc<dyn EncodingsIo>,
1883 ) -> Result<Vec<PageLoadTask>> {
1884 let num_rows = ranges.iter().map(|r| r.end - r.start).sum();
1885
1886 let page_meta = self.page_meta.as_ref().unwrap();
1887
1888 let chunk_instructions =
1889 ChunkInstructions::schedule_instructions(&page_meta.rep_index, ranges);
1890
1891 debug_assert_eq!(
1892 num_rows,
1893 chunk_instructions
1894 .iter()
1895 .map(|ci| ci.rows_to_take)
1896 .sum::<u64>()
1897 );
1898
1899 let chunks_needed = chunk_instructions
1900 .iter()
1901 .map(|ci| ci.chunk_idx)
1902 .unique()
1903 .collect::<Vec<_>>();
1904
1905 let mut loaded_chunks = self.lookup_chunks(&chunks_needed);
1906 let chunk_ranges = loaded_chunks
1907 .iter()
1908 .map(|c| c.byte_range.clone())
1909 .collect::<Vec<_>>();
1910 let loaded_chunk_data = io.submit_request(chunk_ranges, self.priority);
1911
1912 let rep_decompressor = self.rep_decompressor.clone();
1913 let def_decompressor = self.def_decompressor.clone();
1914 let value_decompressor = self.value_decompressor.clone();
1915 let num_buffers = self.num_buffers;
1916 let has_large_chunk = self.has_large_chunk;
1917 let dictionary = page_meta
1918 .dictionary
1919 .as_ref()
1920 .map(|dictionary| dictionary.clone());
1921 let def_meaning = self.def_meaning.clone();
1922
1923 let res = async move {
1924 let loaded_chunk_data = loaded_chunk_data.await?;
1925 for (loaded_chunk, chunk_data) in loaded_chunks.iter_mut().zip(loaded_chunk_data) {
1926 loaded_chunk.data = LanceBuffer::from_bytes(chunk_data, 1);
1927 }
1928
1929 Ok(Box::new(MiniBlockDecoder {
1930 rep_decompressor,
1931 def_decompressor,
1932 value_decompressor,
1933 def_meaning,
1934 loaded_chunks: VecDeque::from_iter(loaded_chunks),
1935 instructions: VecDeque::from(chunk_instructions),
1936 offset_in_current_chunk: 0,
1937 dictionary,
1938 num_rows,
1939 num_buffers,
1940 has_large_chunk,
1941 }) as Box<dyn StructuralPageDecoder>)
1942 }
1943 .boxed();
1944 let page_load_task = PageLoadTask {
1945 decoder_fut: res,
1946 num_rows,
1947 };
1948 Ok(vec![page_load_task])
1949 }
1950}
1951
1952#[derive(Debug, Clone, Copy)]
1953struct FullZipRepIndexDetails {
1954 buf_position: u64,
1955 bytes_per_value: u64, }
1957
1958#[derive(Debug)]
1959enum PerValueDecompressor {
1960 Fixed(Arc<dyn FixedPerValueDecompressor>),
1961 Variable(Arc<dyn VariablePerValueDecompressor>),
1962}
1963
1964#[derive(Debug)]
1965struct FullZipDecodeDetails {
1966 value_decompressor: PerValueDecompressor,
1967 def_meaning: Arc<[DefinitionInterpretation]>,
1968 ctrl_word_parser: ControlWordParser,
1969 max_rep: u16,
1970 max_visible_def: u16,
1971}
1972
1973#[derive(Debug, Clone)]
1985enum FullZipReadSource {
1986 Remote(Arc<dyn EncodingsIo>),
1988 PrefetchedPage { base_offset: u64, data: LanceBuffer },
1990}
1991
1992impl FullZipReadSource {
1993 fn fetch(
1997 &self,
1998 ranges: &[Range<u64>],
1999 priority: u64,
2000 ) -> BoxFuture<'static, Result<VecDeque<LanceBuffer>>> {
2001 match self {
2002 Self::Remote(io) => {
2003 let io = io.clone();
2004 let ranges = ranges.to_vec();
2005 async move {
2006 let data = io.submit_request(ranges, priority).await?;
2007 Ok(data
2008 .into_iter()
2009 .map(|bytes| LanceBuffer::from_bytes(bytes, 1))
2010 .collect::<VecDeque<_>>())
2011 }
2012 .boxed()
2013 }
2014 Self::PrefetchedPage { base_offset, data } => {
2015 let base_offset = *base_offset;
2016 let data = data.clone();
2017 let page_end = base_offset + data.len() as u64;
2018 std::future::ready(
2019 ranges
2020 .iter()
2021 .map(|range| {
2022 if range.start > range.end
2023 || range.start < base_offset
2024 || range.end > page_end
2025 {
2026 return Err(Error::internal(format!(
2027 "Requested range {:?} is outside page range {}..{}",
2028 range, base_offset, page_end
2029 )));
2030 }
2031 let start = (range.start - base_offset) as usize;
2032 let len = (range.end - range.start) as usize;
2033 Ok(data.slice_with_length(start, len))
2034 })
2035 .collect::<Result<VecDeque<_>>>(),
2036 )
2037 .boxed()
2038 }
2039 }
2040 }
2041}
2042
2043#[derive(Debug)]
2051pub struct FullZipScheduler {
2052 data_buf_position: u64,
2053 data_buf_size: u64,
2054 rep_index: Option<FullZipRepIndexDetails>,
2055 priority: u64,
2056 rows_in_page: u64,
2057 bits_per_offset: u8,
2058 details: Arc<FullZipDecodeDetails>,
2059 cached_state: Option<Arc<FullZipCacheableState>>,
2061 enable_cache: bool,
2063}
2064
2065impl FullZipScheduler {
2066 fn try_new(
2067 buffer_offsets_and_sizes: &[(u64, u64)],
2068 priority: u64,
2069 rows_in_page: u64,
2070 layout: &pb21::FullZipLayout,
2071 decompressors: &dyn DecompressionStrategy,
2072 ) -> Result<Self> {
2073 let (data_buf_position, data_buf_size) = buffer_offsets_and_sizes[0];
2074 let rep_index = buffer_offsets_and_sizes.get(1).map(|(pos, len)| {
2075 let num_reps = rows_in_page + 1;
2076 let bytes_per_rep = len / num_reps;
2077 debug_assert_eq!(len % num_reps, 0);
2078 debug_assert!(
2079 bytes_per_rep == 1
2080 || bytes_per_rep == 2
2081 || bytes_per_rep == 4
2082 || bytes_per_rep == 8
2083 );
2084 FullZipRepIndexDetails {
2085 buf_position: *pos,
2086 bytes_per_value: bytes_per_rep,
2087 }
2088 });
2089
2090 let value_decompressor = match layout.details {
2091 Some(pb21::full_zip_layout::Details::BitsPerValue(_)) => {
2092 let decompressor = decompressors.create_fixed_per_value_decompressor(
2093 layout.value_compression.as_ref().unwrap(),
2094 )?;
2095 PerValueDecompressor::Fixed(decompressor.into())
2096 }
2097 Some(pb21::full_zip_layout::Details::BitsPerOffset(_)) => {
2098 let decompressor = decompressors.create_variable_per_value_decompressor(
2099 layout.value_compression.as_ref().unwrap(),
2100 )?;
2101 PerValueDecompressor::Variable(decompressor.into())
2102 }
2103 None => {
2104 panic!("Full-zip layout must have a `details` field");
2105 }
2106 };
2107 let ctrl_word_parser = ControlWordParser::new(
2108 layout.bits_rep.try_into().unwrap(),
2109 layout.bits_def.try_into().unwrap(),
2110 );
2111 let def_meaning = layout
2112 .layers
2113 .iter()
2114 .map(|l| ProtobufUtils21::repdef_layer_to_def_interp(*l))
2115 .collect::<Vec<_>>();
2116
2117 let max_rep = def_meaning.iter().filter(|d| d.is_list()).count() as u16;
2118 let max_visible_def = def_meaning
2119 .iter()
2120 .filter(|d| !d.is_list())
2121 .map(|d| d.num_def_levels())
2122 .sum();
2123
2124 let bits_per_offset = match layout.details {
2125 Some(pb21::full_zip_layout::Details::BitsPerValue(_)) => 32,
2126 Some(pb21::full_zip_layout::Details::BitsPerOffset(bits_per_offset)) => {
2127 bits_per_offset as u8
2128 }
2129 None => panic!("Full-zip layout must have a `details` field"),
2130 };
2131
2132 let details = Arc::new(FullZipDecodeDetails {
2133 value_decompressor,
2134 def_meaning: def_meaning.into(),
2135 ctrl_word_parser,
2136 max_rep,
2137 max_visible_def,
2138 });
2139 Ok(Self {
2140 data_buf_position,
2141 data_buf_size,
2142 rep_index,
2143 details,
2144 priority,
2145 rows_in_page,
2146 bits_per_offset,
2147 cached_state: None,
2148 enable_cache: false,
2149 })
2150 }
2151
2152 fn covers_entire_page(ranges: &[Range<u64>], rows_in_page: u64) -> bool {
2153 if ranges.is_empty() {
2154 return false;
2155 }
2156 let mut expected_start = 0;
2157 for range in ranges {
2158 if range.start != expected_start || range.end > rows_in_page || range.end < range.start
2159 {
2160 return false;
2161 }
2162 expected_start = range.end;
2163 }
2164 expected_start == rows_in_page
2165 }
2166
2167 fn create_page_load_task(
2168 read_source: FullZipReadSource,
2169 byte_ranges: Vec<Range<u64>>,
2170 priority: u64,
2171 num_rows: u64,
2172 details: Arc<FullZipDecodeDetails>,
2173 bits_per_offset: u8,
2174 ) -> PageLoadTask {
2175 let load_task = async move {
2176 let data = read_source.fetch(&byte_ranges, priority).await?;
2177 Self::create_decoder(details, data, num_rows, bits_per_offset)
2178 }
2179 .boxed();
2180 PageLoadTask {
2181 decoder_fut: load_task,
2182 num_rows,
2183 }
2184 }
2185
2186 fn create_decoder(
2188 details: Arc<FullZipDecodeDetails>,
2189 data: VecDeque<LanceBuffer>,
2190 num_rows: u64,
2191 bits_per_offset: u8,
2192 ) -> Result<Box<dyn StructuralPageDecoder>> {
2193 match &details.value_decompressor {
2194 PerValueDecompressor::Fixed(decompressor) => {
2195 let bits_per_value = decompressor.bits_per_value();
2196 if bits_per_value % 8 != 0 {
2197 return Err(lance_core::Error::not_supported_source("Bit-packed full-zip encoding (non-byte-aligned values) is not yet implemented".into()));
2198 }
2199 let bytes_per_value = bits_per_value / 8;
2200 let total_bytes_per_value =
2201 bytes_per_value as usize + details.ctrl_word_parser.bytes_per_word();
2202 if total_bytes_per_value == 0 {
2203 return Err(lance_core::Error::internal(
2204 "Invalid encoding: per-row byte width must be greater than 0",
2205 ));
2206 }
2207 Ok(Box::new(FixedFullZipDecoder {
2208 details,
2209 data,
2210 num_rows,
2211 offset_in_current: 0,
2212 bytes_per_value: bytes_per_value as usize,
2213 total_bytes_per_value,
2214 }) as Box<dyn StructuralPageDecoder>)
2215 }
2216 PerValueDecompressor::Variable(_decompressor) => {
2217 Ok(Box::new(VariableFullZipDecoder::new(
2218 details,
2219 data,
2220 num_rows,
2221 bits_per_offset,
2222 bits_per_offset,
2223 )))
2224 }
2225 }
2226 }
2227
2228 fn extract_byte_ranges_from_pairs(
2231 buffer: LanceBuffer,
2232 bytes_per_value: u64,
2233 data_buf_position: u64,
2234 ) -> Vec<Range<u64>> {
2235 ByteUnpacker::new(buffer, bytes_per_value as usize)
2236 .chunks(2)
2237 .into_iter()
2238 .map(|mut c| {
2239 let start = c.next().unwrap() + data_buf_position;
2240 let end = c.next().unwrap() + data_buf_position;
2241 start..end
2242 })
2243 .collect::<Vec<_>>()
2244 }
2245
2246 fn extract_byte_ranges_from_cached(
2249 buffer: &LanceBuffer,
2250 ranges: &[Range<u64>],
2251 bytes_per_value: u64,
2252 data_buf_position: u64,
2253 ) -> Vec<Range<u64>> {
2254 ranges
2255 .iter()
2256 .map(|r| {
2257 let start_offset = (r.start * bytes_per_value) as usize;
2258 let end_offset = (r.end * bytes_per_value) as usize;
2259
2260 let start_slice = &buffer[start_offset..start_offset + bytes_per_value as usize];
2261 let start_val =
2262 ByteUnpacker::new(start_slice.iter().copied(), bytes_per_value as usize)
2263 .next()
2264 .unwrap();
2265
2266 let end_slice = &buffer[end_offset..end_offset + bytes_per_value as usize];
2267 let end_val =
2268 ByteUnpacker::new(end_slice.iter().copied(), bytes_per_value as usize)
2269 .next()
2270 .unwrap();
2271
2272 (data_buf_position + start_val)..(data_buf_position + end_val)
2273 })
2274 .collect()
2275 }
2276
2277 fn compute_rep_index_ranges(
2279 ranges: &[Range<u64>],
2280 rep_index: &FullZipRepIndexDetails,
2281 ) -> Vec<Range<u64>> {
2282 ranges
2283 .iter()
2284 .flat_map(|r| {
2285 let first_val_start =
2286 rep_index.buf_position + (r.start * rep_index.bytes_per_value);
2287 let first_val_end = first_val_start + rep_index.bytes_per_value;
2288 let last_val_start = rep_index.buf_position + (r.end * rep_index.bytes_per_value);
2289 let last_val_end = last_val_start + rep_index.bytes_per_value;
2290 [first_val_start..first_val_end, last_val_start..last_val_end]
2291 })
2292 .collect()
2293 }
2294
2295 fn schedule_ranges_rep(
2297 &self,
2298 ranges: &[Range<u64>],
2299 io: &Arc<dyn EncodingsIo>,
2300 rep_index: FullZipRepIndexDetails,
2301 ) -> Result<Vec<PageLoadTask>> {
2302 let num_rows = ranges.iter().map(|r| r.end - r.start).sum();
2303 let data_buf_position = self.data_buf_position;
2304 let priority = self.priority;
2305 let details = self.details.clone();
2306 let bits_per_offset = self.bits_per_offset;
2307
2308 if Self::covers_entire_page(ranges, self.rows_in_page) {
2309 let full_range = self.data_buf_position..(self.data_buf_position + self.data_buf_size);
2310 let page_data = io.submit_single(full_range.clone(), priority);
2311 let load_task = async move {
2312 let page_data = page_data.await?;
2313 let source = FullZipReadSource::PrefetchedPage {
2314 base_offset: full_range.start,
2315 data: LanceBuffer::from_bytes(page_data, 1),
2316 };
2317 let read_ranges = vec![full_range];
2318 let data = source.fetch(&read_ranges, priority).await?;
2319 Self::create_decoder(details, data, num_rows, bits_per_offset)
2320 }
2321 .boxed();
2322 let page_load_task = PageLoadTask {
2323 decoder_fut: load_task,
2324 num_rows,
2325 };
2326 return Ok(vec![page_load_task]);
2327 }
2328
2329 if let Some(cached_state) = &self.cached_state {
2330 let byte_ranges = Self::extract_byte_ranges_from_cached(
2331 &cached_state.rep_index_buffer,
2332 ranges,
2333 rep_index.bytes_per_value,
2334 data_buf_position,
2335 );
2336 let page_load_task = Self::create_page_load_task(
2337 FullZipReadSource::Remote(io.clone()),
2338 byte_ranges,
2339 priority,
2340 num_rows,
2341 details,
2342 bits_per_offset,
2343 );
2344 return Ok(vec![page_load_task]);
2345 }
2346
2347 let rep_ranges = Self::compute_rep_index_ranges(ranges, &rep_index);
2348 let rep_data = io.submit_request(rep_ranges, priority);
2349 let io_clone = io.clone();
2350 let load_task = async move {
2351 let rep_data = rep_data.await?;
2352 let rep_buffer = LanceBuffer::concat(
2353 &rep_data
2354 .into_iter()
2355 .map(|d| LanceBuffer::from_bytes(d, 1))
2356 .collect::<Vec<_>>(),
2357 );
2358 let byte_ranges = Self::extract_byte_ranges_from_pairs(
2359 rep_buffer,
2360 rep_index.bytes_per_value,
2361 data_buf_position,
2362 );
2363 let source = FullZipReadSource::Remote(io_clone);
2364 let data = source.fetch(&byte_ranges, priority).await?;
2365 Self::create_decoder(details, data, num_rows, bits_per_offset)
2366 }
2367 .boxed();
2368 let page_load_task = PageLoadTask {
2369 decoder_fut: load_task,
2370 num_rows,
2371 };
2372 Ok(vec![page_load_task])
2373 }
2374
2375 fn schedule_ranges_simple(
2379 &self,
2380 ranges: &[Range<u64>],
2381 io: &Arc<dyn EncodingsIo>,
2382 ) -> Result<Vec<PageLoadTask>> {
2383 let num_rows = ranges.iter().map(|r| r.end - r.start).sum();
2385
2386 let PerValueDecompressor::Fixed(decompressor) = &self.details.value_decompressor else {
2387 unreachable!()
2388 };
2389
2390 let bits_per_value = decompressor.bits_per_value();
2392 assert_eq!(bits_per_value % 8, 0);
2393 let bytes_per_value = bits_per_value / 8;
2394 let bytes_per_cw = self.details.ctrl_word_parser.bytes_per_word();
2395 let total_bytes_per_value = bytes_per_value + bytes_per_cw as u64;
2396 let byte_ranges = ranges
2397 .iter()
2398 .map(|r| {
2399 debug_assert!(r.end <= self.rows_in_page);
2400 let start = self.data_buf_position + r.start * total_bytes_per_value;
2401 let end = self.data_buf_position + r.end * total_bytes_per_value;
2402 start..end
2403 })
2404 .collect::<Vec<_>>();
2405
2406 let page_load_task = Self::create_page_load_task(
2407 FullZipReadSource::Remote(io.clone()),
2408 byte_ranges,
2409 self.priority,
2410 num_rows,
2411 self.details.clone(),
2412 self.bits_per_offset,
2413 );
2414 Ok(vec![page_load_task])
2415 }
2416}
2417
2418#[derive(Debug)]
2420struct FullZipCacheableState {
2421 rep_index_buffer: LanceBuffer,
2423}
2424
2425impl DeepSizeOf for FullZipCacheableState {
2426 fn deep_size_of_children(&self, _context: &mut Context) -> usize {
2427 self.rep_index_buffer.len()
2428 }
2429}
2430
2431impl CachedPageData for FullZipCacheableState {
2432 fn as_arc_any(self: Arc<Self>) -> Arc<dyn Any + Send + Sync + 'static> {
2433 self
2434 }
2435}
2436
2437impl StructuralPageScheduler for FullZipScheduler {
2438 fn initialize<'a>(
2439 &'a mut self,
2440 io: &Arc<dyn EncodingsIo>,
2441 ) -> BoxFuture<'a, Result<Arc<dyn CachedPageData>>> {
2442 if self.enable_cache
2443 && let Some(rep_index) = self.rep_index
2444 {
2445 let total_size = (self.rows_in_page + 1) * rep_index.bytes_per_value;
2446 let rep_index_range = rep_index.buf_position..(rep_index.buf_position + total_size);
2447 let io_clone = io.clone();
2448 return async move {
2449 let rep_index_data = io_clone.submit_request(vec![rep_index_range], 0).await?;
2450 let state = Arc::new(FullZipCacheableState {
2451 rep_index_buffer: LanceBuffer::from_bytes(rep_index_data[0].clone(), 1),
2452 });
2453 self.cached_state = Some(state.clone());
2454 Ok(state as Arc<dyn CachedPageData>)
2455 }
2456 .boxed();
2457 }
2458 std::future::ready(Ok(Arc::new(NoCachedPageData) as Arc<dyn CachedPageData>)).boxed()
2459 }
2460
2461 fn load(&mut self, cache: &Arc<dyn CachedPageData>) {
2465 if let Ok(cached_state) = cache
2467 .clone()
2468 .as_arc_any()
2469 .downcast::<FullZipCacheableState>()
2470 {
2471 self.cached_state = Some(cached_state);
2473 }
2474 }
2475
2476 fn schedule_ranges(
2477 &self,
2478 ranges: &[Range<u64>],
2479 io: &Arc<dyn EncodingsIo>,
2480 ) -> Result<Vec<PageLoadTask>> {
2481 if let Some(rep_index) = self.rep_index {
2482 self.schedule_ranges_rep(ranges, io, rep_index)
2483 } else {
2484 self.schedule_ranges_simple(ranges, io)
2485 }
2486 }
2487}
2488
2489#[derive(Debug)]
2497struct FixedFullZipDecoder {
2498 details: Arc<FullZipDecodeDetails>,
2499 data: VecDeque<LanceBuffer>,
2500 offset_in_current: usize,
2501 bytes_per_value: usize,
2502 total_bytes_per_value: usize,
2503 num_rows: u64,
2504}
2505
2506impl FixedFullZipDecoder {
2507 fn slice_next_task(&mut self, num_rows: u64) -> FullZipDecodeTaskItem {
2508 debug_assert!(num_rows > 0);
2509 let cur_buf = self.data.front_mut().unwrap();
2510 let start = self.offset_in_current;
2511 if self.details.ctrl_word_parser.has_rep() {
2512 let mut rows_started = 0;
2515 let mut num_items = 0;
2518 while self.offset_in_current < cur_buf.len() {
2519 let control = self.details.ctrl_word_parser.parse_desc(
2520 &cur_buf[self.offset_in_current..],
2521 self.details.max_rep,
2522 self.details.max_visible_def,
2523 );
2524 if control.is_new_row {
2525 if rows_started == num_rows {
2526 break;
2527 }
2528 rows_started += 1;
2529 }
2530 num_items += 1;
2531 if control.is_visible {
2532 self.offset_in_current += self.total_bytes_per_value;
2533 } else {
2534 self.offset_in_current += self.details.ctrl_word_parser.bytes_per_word();
2535 }
2536 }
2537
2538 let task_slice = cur_buf.slice_with_length(start, self.offset_in_current - start);
2539 if self.offset_in_current == cur_buf.len() {
2540 self.data.pop_front();
2541 self.offset_in_current = 0;
2542 }
2543
2544 FullZipDecodeTaskItem {
2545 data: PerValueDataBlock::Fixed(FixedWidthDataBlock {
2546 data: task_slice,
2547 bits_per_value: self.bytes_per_value as u64 * 8,
2548 num_values: num_items,
2549 block_info: BlockInfo::new(),
2550 }),
2551 rows_in_buf: rows_started,
2552 }
2553 } else {
2554 let cur_buf = self.data.front_mut().unwrap();
2557 let bytes_avail = cur_buf.len() - self.offset_in_current;
2558 let offset_in_cur = self.offset_in_current;
2559
2560 let bytes_needed = num_rows as usize * self.total_bytes_per_value;
2561 let mut rows_taken = num_rows;
2562 let task_slice = if bytes_needed >= bytes_avail {
2563 self.offset_in_current = 0;
2564 rows_taken = bytes_avail as u64 / self.total_bytes_per_value as u64;
2565 self.data
2566 .pop_front()
2567 .unwrap()
2568 .slice_with_length(offset_in_cur, bytes_avail)
2569 } else {
2570 self.offset_in_current += bytes_needed;
2571 cur_buf.slice_with_length(offset_in_cur, bytes_needed)
2572 };
2573 FullZipDecodeTaskItem {
2574 data: PerValueDataBlock::Fixed(FixedWidthDataBlock {
2575 data: task_slice,
2576 bits_per_value: self.bytes_per_value as u64 * 8,
2577 num_values: rows_taken,
2578 block_info: BlockInfo::new(),
2579 }),
2580 rows_in_buf: rows_taken,
2581 }
2582 }
2583 }
2584}
2585
2586impl StructuralPageDecoder for FixedFullZipDecoder {
2587 fn drain(&mut self, num_rows: u64) -> Result<Box<dyn DecodePageTask>> {
2588 let mut task_data = Vec::with_capacity(self.data.len());
2589 let mut remaining = num_rows;
2590 while remaining > 0 {
2591 let task_item = self.slice_next_task(remaining);
2592 remaining -= task_item.rows_in_buf;
2593 task_data.push(task_item);
2594 }
2595 Ok(Box::new(FixedFullZipDecodeTask {
2596 details: self.details.clone(),
2597 data: task_data,
2598 bytes_per_value: self.bytes_per_value,
2599 num_rows: num_rows as usize,
2600 }))
2601 }
2602
2603 fn num_rows(&self) -> u64 {
2604 self.num_rows
2605 }
2606}
2607
2608#[derive(Debug)]
2613struct VariableFullZipDecoder {
2614 details: Arc<FullZipDecodeDetails>,
2615 decompressor: Arc<dyn VariablePerValueDecompressor>,
2616 data: LanceBuffer,
2617 offsets: LanceBuffer,
2618 rep: ScalarBuffer<u16>,
2619 def: ScalarBuffer<u16>,
2620 repdef_starts: Vec<usize>,
2621 data_starts: Vec<usize>,
2622 offset_starts: Vec<usize>,
2623 visible_item_counts: Vec<u64>,
2624 bits_per_offset: u8,
2625 current_idx: usize,
2626 num_rows: u64,
2627}
2628
2629impl VariableFullZipDecoder {
2630 fn new(
2631 details: Arc<FullZipDecodeDetails>,
2632 data: VecDeque<LanceBuffer>,
2633 num_rows: u64,
2634 in_bits_per_length: u8,
2635 out_bits_per_offset: u8,
2636 ) -> Self {
2637 let decompressor = match details.value_decompressor {
2638 PerValueDecompressor::Variable(ref d) => d.clone(),
2639 _ => unreachable!(),
2640 };
2641
2642 assert_eq!(in_bits_per_length % 8, 0);
2643 assert!(out_bits_per_offset == 32 || out_bits_per_offset == 64);
2644
2645 let mut decoder = Self {
2646 details,
2647 decompressor,
2648 data: LanceBuffer::empty(),
2649 offsets: LanceBuffer::empty(),
2650 rep: LanceBuffer::empty().borrow_to_typed_slice(),
2651 def: LanceBuffer::empty().borrow_to_typed_slice(),
2652 bits_per_offset: out_bits_per_offset,
2653 repdef_starts: Vec::with_capacity(num_rows as usize + 1),
2654 data_starts: Vec::with_capacity(num_rows as usize + 1),
2655 offset_starts: Vec::with_capacity(num_rows as usize + 1),
2656 visible_item_counts: Vec::with_capacity(num_rows as usize + 1),
2657 current_idx: 0,
2658 num_rows,
2659 };
2660
2661 decoder.unzip(data, in_bits_per_length, out_bits_per_offset, num_rows);
2682
2683 decoder
2684 }
2685
2686 fn slice_batch_data_and_rebase_offsets_typed<T>(
2687 data: &LanceBuffer,
2688 offsets: &LanceBuffer,
2689 ) -> Result<(LanceBuffer, LanceBuffer)>
2690 where
2691 T: arrow_buffer::ArrowNativeType
2692 + Copy
2693 + PartialOrd
2694 + std::ops::Sub<Output = T>
2695 + std::fmt::Display
2696 + TryInto<usize>,
2697 {
2698 let offsets_slice = offsets.borrow_to_typed_slice::<T>();
2699 let offsets_slice = offsets_slice.as_ref();
2700 if offsets_slice.is_empty() {
2701 return Err(Error::internal(
2702 "Variable offsets cannot be empty".to_string(),
2703 ));
2704 }
2705
2706 let base = offsets_slice[0];
2707 let end = *offsets_slice.last().unwrap();
2708 if end < base {
2709 return Err(Error::internal(format!(
2710 "Invalid variable offsets: end ({end}) is less than base ({base})"
2711 )));
2712 }
2713
2714 let data_start = base.try_into().map_err(|_| {
2715 Error::internal(format!("Variable offset ({base}) does not fit into usize"))
2716 })?;
2717 let data_end = end.try_into().map_err(|_| {
2718 Error::internal(format!("Variable offset ({end}) does not fit into usize"))
2719 })?;
2720 if data_end > data.len() {
2721 return Err(Error::internal(format!(
2722 "Invalid variable offsets: end ({data_end}) exceeds data len ({})",
2723 data.len()
2724 )));
2725 }
2726
2727 let mut rebased_offsets = Vec::with_capacity(offsets_slice.len());
2728 for &offset in offsets_slice {
2729 if offset < base {
2730 return Err(Error::internal(format!(
2731 "Invalid variable offsets: offset ({offset}) is less than base ({base})"
2732 )));
2733 }
2734 rebased_offsets.push(offset - base);
2735 }
2736
2737 let sliced_data = data.slice_with_length(data_start, data_end - data_start);
2738 let sliced_data = LanceBuffer::copy_slice(&sliced_data);
2740 let rebased_offsets = LanceBuffer::reinterpret_vec(rebased_offsets);
2741 Ok((sliced_data, rebased_offsets))
2742 }
2743
2744 fn slice_batch_data_and_rebase_offsets(
2745 data: &LanceBuffer,
2746 offsets: &LanceBuffer,
2747 bits_per_offset: u8,
2748 ) -> Result<(LanceBuffer, LanceBuffer)> {
2749 match bits_per_offset {
2750 32 => Self::slice_batch_data_and_rebase_offsets_typed::<u32>(data, offsets),
2751 64 => Self::slice_batch_data_and_rebase_offsets_typed::<u64>(data, offsets),
2752 _ => Err(Error::internal(format!(
2753 "Unsupported bits_per_offset={bits_per_offset}"
2754 ))),
2755 }
2756 }
2757
2758 unsafe fn parse_length(data: &[u8], bits_per_offset: u8) -> u64 {
2759 match bits_per_offset {
2760 8 => *data.get_unchecked(0) as u64,
2761 16 => u16::from_le_bytes([*data.get_unchecked(0), *data.get_unchecked(1)]) as u64,
2762 32 => u32::from_le_bytes([
2763 *data.get_unchecked(0),
2764 *data.get_unchecked(1),
2765 *data.get_unchecked(2),
2766 *data.get_unchecked(3),
2767 ]) as u64,
2768 64 => u64::from_le_bytes([
2769 *data.get_unchecked(0),
2770 *data.get_unchecked(1),
2771 *data.get_unchecked(2),
2772 *data.get_unchecked(3),
2773 *data.get_unchecked(4),
2774 *data.get_unchecked(5),
2775 *data.get_unchecked(6),
2776 *data.get_unchecked(7),
2777 ]),
2778 _ => unreachable!(),
2779 }
2780 }
2781
2782 fn unzip(
2783 &mut self,
2784 data: VecDeque<LanceBuffer>,
2785 in_bits_per_length: u8,
2786 out_bits_per_offset: u8,
2787 num_rows: u64,
2788 ) {
2789 let mut rep = Vec::with_capacity(num_rows as usize);
2791 let mut def = Vec::with_capacity(num_rows as usize);
2792 let bytes_cw = self.details.ctrl_word_parser.bytes_per_word() * num_rows as usize;
2793
2794 let bytes_per_offset = out_bits_per_offset as usize / 8;
2797 let bytes_offsets = bytes_per_offset * (num_rows as usize + 1);
2798 let mut offsets_data = Vec::with_capacity(bytes_offsets);
2799
2800 let bytes_per_length = in_bits_per_length as usize / 8;
2801 let bytes_lengths = bytes_per_length * num_rows as usize;
2802
2803 let bytes_data = data.iter().map(|d| d.len()).sum::<usize>();
2804 let mut unzipped_data =
2807 Vec::with_capacity((bytes_data - bytes_cw).saturating_sub(bytes_lengths));
2808
2809 let mut current_offset = 0_u64;
2810 let mut visible_item_count = 0_u64;
2811 for databuf in data.into_iter() {
2812 let mut databuf = databuf.as_ref();
2813 while !databuf.is_empty() {
2814 let data_start = unzipped_data.len();
2815 let offset_start = offsets_data.len();
2816 let repdef_start = rep.len().max(def.len());
2819 let ctrl_desc = self.details.ctrl_word_parser.parse_desc(
2821 databuf,
2822 self.details.max_rep,
2823 self.details.max_visible_def,
2824 );
2825 self.details
2826 .ctrl_word_parser
2827 .parse(databuf, &mut rep, &mut def);
2828 databuf = &databuf[self.details.ctrl_word_parser.bytes_per_word()..];
2829
2830 if ctrl_desc.is_new_row {
2831 self.repdef_starts.push(repdef_start);
2832 self.data_starts.push(data_start);
2833 self.offset_starts.push(offset_start);
2834 self.visible_item_counts.push(visible_item_count);
2835 }
2836 if ctrl_desc.is_visible {
2837 visible_item_count += 1;
2838 if ctrl_desc.is_valid_item {
2839 debug_assert!(databuf.len() >= bytes_per_length);
2841 let length = unsafe { Self::parse_length(databuf, in_bits_per_length) };
2842 match out_bits_per_offset {
2843 32 => offsets_data
2844 .extend_from_slice(&(current_offset as u32).to_le_bytes()),
2845 64 => offsets_data.extend_from_slice(¤t_offset.to_le_bytes()),
2846 _ => unreachable!(),
2847 };
2848 databuf = &databuf[bytes_per_offset..];
2849 unzipped_data.extend_from_slice(&databuf[..length as usize]);
2850 databuf = &databuf[length as usize..];
2851 current_offset += length;
2852 } else {
2853 match out_bits_per_offset {
2855 32 => offsets_data
2856 .extend_from_slice(&(current_offset as u32).to_le_bytes()),
2857 64 => offsets_data.extend_from_slice(¤t_offset.to_le_bytes()),
2858 _ => unreachable!(),
2859 }
2860 }
2861 }
2862 }
2863 }
2864 self.repdef_starts.push(rep.len().max(def.len()));
2865 self.data_starts.push(unzipped_data.len());
2866 self.offset_starts.push(offsets_data.len());
2867 self.visible_item_counts.push(visible_item_count);
2868 match out_bits_per_offset {
2869 32 => offsets_data.extend_from_slice(&(current_offset as u32).to_le_bytes()),
2870 64 => offsets_data.extend_from_slice(¤t_offset.to_le_bytes()),
2871 _ => unreachable!(),
2872 };
2873 self.rep = ScalarBuffer::from(rep);
2874 self.def = ScalarBuffer::from(def);
2875 self.data = LanceBuffer::from(unzipped_data);
2876 self.offsets = LanceBuffer::from(offsets_data);
2877 }
2878}
2879
2880impl StructuralPageDecoder for VariableFullZipDecoder {
2881 fn drain(&mut self, num_rows: u64) -> Result<Box<dyn DecodePageTask>> {
2882 let start = self.current_idx;
2883 let end = start + num_rows as usize;
2884
2885 let offset_start = self.offset_starts[start];
2886 let offset_end = self.offset_starts[end] + (self.bits_per_offset as usize / 8);
2887 let offsets = self
2888 .offsets
2889 .slice_with_length(offset_start, offset_end - offset_start);
2890 let (data, offsets) =
2892 Self::slice_batch_data_and_rebase_offsets(&self.data, &offsets, self.bits_per_offset)?;
2893
2894 let repdef_start = self.repdef_starts[start];
2895 let repdef_end = self.repdef_starts[end];
2896 let rep = if self.rep.is_empty() {
2897 self.rep.clone()
2898 } else {
2899 self.rep.slice(repdef_start, repdef_end - repdef_start)
2900 };
2901 let def = if self.def.is_empty() {
2902 self.def.clone()
2903 } else {
2904 self.def.slice(repdef_start, repdef_end - repdef_start)
2905 };
2906
2907 let visible_item_counts_start = self.visible_item_counts[start];
2908 let visible_item_counts_end = self.visible_item_counts[end];
2909 let num_visible_items = visible_item_counts_end - visible_item_counts_start;
2910
2911 self.current_idx += num_rows as usize;
2912
2913 Ok(Box::new(VariableFullZipDecodeTask {
2914 details: self.details.clone(),
2915 decompressor: self.decompressor.clone(),
2916 data,
2917 offsets,
2918 bits_per_offset: self.bits_per_offset,
2919 num_visible_items,
2920 rep,
2921 def,
2922 }))
2923 }
2924
2925 fn num_rows(&self) -> u64 {
2926 self.num_rows
2927 }
2928}
2929
2930#[derive(Debug)]
2931struct VariableFullZipDecodeTask {
2932 details: Arc<FullZipDecodeDetails>,
2933 decompressor: Arc<dyn VariablePerValueDecompressor>,
2934 data: LanceBuffer,
2935 offsets: LanceBuffer,
2936 bits_per_offset: u8,
2937 num_visible_items: u64,
2938 rep: ScalarBuffer<u16>,
2939 def: ScalarBuffer<u16>,
2940}
2941
2942impl DecodePageTask for VariableFullZipDecodeTask {
2943 fn decode(self: Box<Self>) -> Result<DecodedPage> {
2944 let block = VariableWidthBlock {
2945 data: self.data,
2946 offsets: self.offsets,
2947 bits_per_offset: self.bits_per_offset,
2948 num_values: self.num_visible_items,
2949 block_info: BlockInfo::new(),
2950 };
2951 let decomopressed = self.decompressor.decompress(block)?;
2952 let rep = if self.rep.is_empty() {
2953 None
2954 } else {
2955 Some(self.rep.to_vec())
2956 };
2957 let def = if self.def.is_empty() {
2958 None
2959 } else {
2960 Some(self.def.to_vec())
2961 };
2962 let unraveler = RepDefUnraveler::new(
2963 rep,
2964 def,
2965 self.details.def_meaning.clone(),
2966 self.num_visible_items,
2967 );
2968 Ok(DecodedPage {
2969 data: decomopressed,
2970 repdef: unraveler,
2971 })
2972 }
2973}
2974
2975#[derive(Debug)]
2976struct FullZipDecodeTaskItem {
2977 data: PerValueDataBlock,
2978 rows_in_buf: u64,
2979}
2980
2981#[derive(Debug)]
2984struct FixedFullZipDecodeTask {
2985 details: Arc<FullZipDecodeDetails>,
2986 data: Vec<FullZipDecodeTaskItem>,
2987 num_rows: usize,
2988 bytes_per_value: usize,
2989}
2990
2991impl DecodePageTask for FixedFullZipDecodeTask {
2992 fn decode(self: Box<Self>) -> Result<DecodedPage> {
2993 let estimated_size_bytes = self
2995 .data
2996 .iter()
2997 .map(|task_item| task_item.data.data_size() as usize)
2998 .sum::<usize>()
2999 * 2;
3000 let mut data_builder =
3001 DataBlockBuilder::with_capacity_estimate(estimated_size_bytes as u64);
3002
3003 if self.details.ctrl_word_parser.bytes_per_word() == 0 {
3004 for task_item in self.data.into_iter() {
3008 let PerValueDataBlock::Fixed(fixed_data) = task_item.data else {
3009 unreachable!()
3010 };
3011 let PerValueDecompressor::Fixed(decompressor) = &self.details.value_decompressor
3012 else {
3013 unreachable!()
3014 };
3015 debug_assert_eq!(fixed_data.num_values, task_item.rows_in_buf);
3016 let decompressed = decompressor.decompress(fixed_data, task_item.rows_in_buf)?;
3017 data_builder.append(&decompressed, 0..task_item.rows_in_buf);
3018 }
3019
3020 let unraveler = RepDefUnraveler::new(
3021 None,
3022 None,
3023 self.details.def_meaning.clone(),
3024 self.num_rows as u64,
3025 );
3026
3027 Ok(DecodedPage {
3028 data: data_builder.finish(),
3029 repdef: unraveler,
3030 })
3031 } else {
3032 let mut rep = Vec::with_capacity(self.num_rows);
3034 let mut def = Vec::with_capacity(self.num_rows);
3035
3036 for task_item in self.data.into_iter() {
3037 let PerValueDataBlock::Fixed(fixed_data) = task_item.data else {
3038 unreachable!()
3039 };
3040 let mut buf_slice = fixed_data.data.as_ref();
3041 let num_values = fixed_data.num_values as usize;
3042 let mut values = Vec::with_capacity(
3045 fixed_data.data.len()
3046 - (self.details.ctrl_word_parser.bytes_per_word() * num_values),
3047 );
3048 let mut visible_items = 0;
3049 for _ in 0..num_values {
3050 self.details
3052 .ctrl_word_parser
3053 .parse(buf_slice, &mut rep, &mut def);
3054 buf_slice = &buf_slice[self.details.ctrl_word_parser.bytes_per_word()..];
3055
3056 let is_visible = def
3057 .last()
3058 .map(|d| *d <= self.details.max_visible_def)
3059 .unwrap_or(true);
3060 if is_visible {
3061 values.extend_from_slice(buf_slice[..self.bytes_per_value].as_ref());
3063 buf_slice = &buf_slice[self.bytes_per_value..];
3064 visible_items += 1;
3065 }
3066 }
3067
3068 let values_buf = LanceBuffer::from(values);
3070 let fixed_data = FixedWidthDataBlock {
3071 bits_per_value: self.bytes_per_value as u64 * 8,
3072 block_info: BlockInfo::new(),
3073 data: values_buf,
3074 num_values: visible_items,
3075 };
3076 let PerValueDecompressor::Fixed(decompressor) = &self.details.value_decompressor
3077 else {
3078 unreachable!()
3079 };
3080 let decompressed = decompressor.decompress(fixed_data, visible_items)?;
3081 data_builder.append(&decompressed, 0..visible_items);
3082 }
3083
3084 let repetition = if rep.is_empty() { None } else { Some(rep) };
3085 let definition = if def.is_empty() { None } else { Some(def) };
3086
3087 let unraveler = RepDefUnraveler::new(
3088 repetition,
3089 definition,
3090 self.details.def_meaning.clone(),
3091 self.num_rows as u64,
3092 );
3093 let data = data_builder.finish();
3094
3095 Ok(DecodedPage {
3096 data,
3097 repdef: unraveler,
3098 })
3099 }
3100 }
3101}
3102
3103#[derive(Debug)]
3104struct StructuralPrimitiveFieldSchedulingJob<'a> {
3105 scheduler: &'a StructuralPrimitiveFieldScheduler,
3106 ranges: Vec<Range<u64>>,
3107 page_idx: usize,
3108 range_idx: usize,
3109 global_row_offset: u64,
3110}
3111
3112impl<'a> StructuralPrimitiveFieldSchedulingJob<'a> {
3113 pub fn new(scheduler: &'a StructuralPrimitiveFieldScheduler, ranges: Vec<Range<u64>>) -> Self {
3114 Self {
3115 scheduler,
3116 ranges,
3117 page_idx: 0,
3118 range_idx: 0,
3119 global_row_offset: 0,
3120 }
3121 }
3122}
3123
3124impl StructuralSchedulingJob for StructuralPrimitiveFieldSchedulingJob<'_> {
3125 fn schedule_next(&mut self, context: &mut SchedulerContext) -> Result<Vec<ScheduledScanLine>> {
3126 if self.range_idx >= self.ranges.len() {
3127 return Ok(Vec::new());
3128 }
3129 let mut range = self.ranges[self.range_idx].clone();
3131 let priority = range.start;
3132
3133 let mut cur_page = &self.scheduler.page_schedulers[self.page_idx];
3134 trace!(
3135 "Current range is {:?} and current page has {} rows",
3136 range, cur_page.num_rows
3137 );
3138 while cur_page.num_rows + self.global_row_offset <= range.start {
3140 self.global_row_offset += cur_page.num_rows;
3141 self.page_idx += 1;
3142 trace!("Skipping entire page of {} rows", cur_page.num_rows);
3143 cur_page = &self.scheduler.page_schedulers[self.page_idx];
3144 }
3145
3146 let mut ranges_in_page = Vec::new();
3150 while cur_page.num_rows + self.global_row_offset > range.start {
3151 range.start = range.start.max(self.global_row_offset);
3152 let start_in_page = range.start - self.global_row_offset;
3153 let end_in_page = start_in_page + (range.end - range.start);
3154 let end_in_page = end_in_page.min(cur_page.num_rows);
3155 let last_in_range = (end_in_page + self.global_row_offset) >= range.end;
3156
3157 ranges_in_page.push(start_in_page..end_in_page);
3158 if last_in_range {
3159 self.range_idx += 1;
3160 if self.range_idx == self.ranges.len() {
3161 break;
3162 }
3163 range = self.ranges[self.range_idx].clone();
3164 } else {
3165 break;
3166 }
3167 }
3168
3169 trace!(
3170 "Scheduling {} rows across {} ranges from page with {} rows (priority={}, column_index={}, page_index={})",
3171 ranges_in_page.iter().map(|r| r.end - r.start).sum::<u64>(),
3172 ranges_in_page.len(),
3173 cur_page.num_rows,
3174 priority,
3175 self.scheduler.column_index,
3176 cur_page.page_index,
3177 );
3178
3179 self.global_row_offset += cur_page.num_rows;
3180 self.page_idx += 1;
3181
3182 let page_decoders = cur_page
3183 .scheduler
3184 .schedule_ranges(&ranges_in_page, context.io())?;
3185
3186 let cur_path = context.current_path();
3187 page_decoders
3188 .into_iter()
3189 .map(|page_load_task| {
3190 let cur_path = cur_path.clone();
3191 let page_decoder = page_load_task.decoder_fut;
3192 let unloaded_page = async move {
3193 let page_decoder = page_decoder.await?;
3194 Ok(LoadedPageShard {
3195 decoder: page_decoder,
3196 path: cur_path,
3197 })
3198 }
3199 .boxed();
3200 Ok(ScheduledScanLine {
3201 decoders: vec![MessageType::UnloadedPage(UnloadedPageShard(unloaded_page))],
3202 rows_scheduled: page_load_task.num_rows,
3203 })
3204 })
3205 .collect::<Result<Vec<_>>>()
3206 }
3207}
3208
3209#[derive(Debug)]
3210struct PageInfoAndScheduler {
3211 page_index: usize,
3212 num_rows: u64,
3213 scheduler: Box<dyn StructuralPageScheduler>,
3214}
3215
3216#[derive(Debug)]
3221pub struct StructuralPrimitiveFieldScheduler {
3222 page_schedulers: Vec<PageInfoAndScheduler>,
3223 column_index: u32,
3224}
3225
3226impl StructuralPrimitiveFieldScheduler {
3227 pub fn try_new(
3228 column_info: &ColumnInfo,
3229 decompressors: &dyn DecompressionStrategy,
3230 cache_repetition_index: bool,
3231 target_field: &Field,
3232 ) -> Result<Self> {
3233 let page_schedulers = column_info
3234 .page_infos
3235 .iter()
3236 .enumerate()
3237 .map(|(page_index, page_info)| {
3238 Self::page_info_to_scheduler(
3239 page_info,
3240 page_index,
3241 decompressors,
3242 cache_repetition_index,
3243 target_field,
3244 )
3245 })
3246 .collect::<Result<Vec<_>>>()?;
3247 Ok(Self {
3248 page_schedulers,
3249 column_index: column_info.index,
3250 })
3251 }
3252
3253 fn page_layout_to_scheduler(
3254 page_info: &PageInfo,
3255 page_layout: &PageLayout,
3256 decompressors: &dyn DecompressionStrategy,
3257 cache_repetition_index: bool,
3258 target_field: &Field,
3259 ) -> Result<Box<dyn StructuralPageScheduler>> {
3260 use pb21::page_layout::Layout;
3261 Ok(match page_layout.layout.as_ref().expect_ok()? {
3262 Layout::MiniBlockLayout(mini_block) => Box::new(MiniBlockScheduler::try_new(
3263 &page_info.buffer_offsets_and_sizes,
3264 page_info.priority,
3265 mini_block.num_items,
3266 mini_block,
3267 decompressors,
3268 )?),
3269 Layout::FullZipLayout(full_zip) => {
3270 let mut scheduler = FullZipScheduler::try_new(
3271 &page_info.buffer_offsets_and_sizes,
3272 page_info.priority,
3273 page_info.num_rows,
3274 full_zip,
3275 decompressors,
3276 )?;
3277 scheduler.enable_cache = cache_repetition_index;
3278 Box::new(scheduler)
3279 }
3280 Layout::ConstantLayout(constant_layout) => {
3281 let def_meaning = constant_layout
3282 .layers
3283 .iter()
3284 .map(|l| ProtobufUtils21::repdef_layer_to_def_interp(*l))
3285 .collect::<Vec<_>>();
3286 let has_scalar_value = constant_layout.inline_value.is_some()
3287 || page_info.buffer_offsets_and_sizes.len() == 1
3288 || page_info.buffer_offsets_and_sizes.len() == 3;
3289 if has_scalar_value {
3290 Box::new(constant::ConstantPageScheduler::try_new(
3291 page_info.buffer_offsets_and_sizes.clone(),
3292 constant_layout.inline_value.clone(),
3293 target_field.data_type(),
3294 def_meaning.into(),
3295 )?) as Box<dyn StructuralPageScheduler>
3296 } else if def_meaning.len() == 1
3297 && def_meaning[0] == DefinitionInterpretation::NullableItem
3298 {
3299 Box::new(SimpleAllNullScheduler::default()) as Box<dyn StructuralPageScheduler>
3300 } else {
3301 let rep_decompressor = constant_layout
3302 .rep_compression
3303 .as_ref()
3304 .map(|encoding| decompressors.create_block_decompressor(encoding))
3305 .transpose()?
3306 .map(Arc::from);
3307
3308 let def_decompressor = constant_layout
3309 .def_compression
3310 .as_ref()
3311 .map(|encoding| decompressors.create_block_decompressor(encoding))
3312 .transpose()?
3313 .map(Arc::from);
3314
3315 Box::new(ComplexAllNullScheduler::new(
3316 page_info.buffer_offsets_and_sizes.clone(),
3317 def_meaning.into(),
3318 rep_decompressor,
3319 def_decompressor,
3320 constant_layout.num_rep_values,
3321 constant_layout.num_def_values,
3322 )) as Box<dyn StructuralPageScheduler>
3323 }
3324 }
3325 Layout::BlobLayout(blob) => {
3326 let inner_scheduler = Self::page_layout_to_scheduler(
3327 page_info,
3328 blob.inner_layout.as_ref().expect_ok()?.as_ref(),
3329 decompressors,
3330 cache_repetition_index,
3331 target_field,
3332 )?;
3333 let def_meaning = blob
3334 .layers
3335 .iter()
3336 .map(|l| ProtobufUtils21::repdef_layer_to_def_interp(*l))
3337 .collect::<Vec<_>>();
3338 if matches!(target_field.data_type(), DataType::Struct(_)) {
3339 Box::new(BlobDescriptionPageScheduler::new(
3341 inner_scheduler,
3342 def_meaning.into(),
3343 ))
3344 } else {
3345 Box::new(BlobPageScheduler::new(
3347 inner_scheduler,
3348 page_info.priority,
3349 page_info.num_rows,
3350 def_meaning.into(),
3351 ))
3352 }
3353 }
3354 })
3355 }
3356
3357 fn page_info_to_scheduler(
3358 page_info: &PageInfo,
3359 page_index: usize,
3360 decompressors: &dyn DecompressionStrategy,
3361 cache_repetition_index: bool,
3362 target_field: &Field,
3363 ) -> Result<PageInfoAndScheduler> {
3364 let page_layout = page_info.encoding.as_structural();
3365 let scheduler = Self::page_layout_to_scheduler(
3366 page_info,
3367 page_layout,
3368 decompressors,
3369 cache_repetition_index,
3370 target_field,
3371 )?;
3372 Ok(PageInfoAndScheduler {
3373 page_index,
3374 num_rows: page_info.num_rows,
3375 scheduler,
3376 })
3377 }
3378}
3379
3380pub trait CachedPageData: Any + Send + Sync + DeepSizeOf + 'static {
3381 fn as_arc_any(self: Arc<Self>) -> Arc<dyn Any + Send + Sync + 'static>;
3382}
3383
3384pub struct NoCachedPageData;
3385
3386impl DeepSizeOf for NoCachedPageData {
3387 fn deep_size_of_children(&self, _ctx: &mut Context) -> usize {
3388 0
3389 }
3390}
3391impl CachedPageData for NoCachedPageData {
3392 fn as_arc_any(self: Arc<Self>) -> Arc<dyn Any + Send + Sync + 'static> {
3393 self
3394 }
3395}
3396
3397pub struct CachedFieldData {
3398 pages: Vec<Arc<dyn CachedPageData>>,
3399}
3400
3401impl DeepSizeOf for CachedFieldData {
3402 fn deep_size_of_children(&self, ctx: &mut Context) -> usize {
3403 self.pages.deep_size_of_children(ctx)
3404 }
3405}
3406
3407#[derive(Debug, Clone)]
3409pub struct FieldDataCacheKey {
3410 pub column_index: u32,
3411}
3412
3413impl CacheKey for FieldDataCacheKey {
3414 type ValueType = CachedFieldData;
3415
3416 fn key(&self) -> std::borrow::Cow<'_, str> {
3417 self.column_index.to_string().into()
3418 }
3419}
3420
3421impl StructuralFieldScheduler for StructuralPrimitiveFieldScheduler {
3422 fn initialize<'a>(
3423 &'a mut self,
3424 _filter: &'a FilterExpression,
3425 context: &'a SchedulerContext,
3426 ) -> BoxFuture<'a, Result<()>> {
3427 let cache_key = FieldDataCacheKey {
3428 column_index: self.column_index,
3429 };
3430 let cache = context.cache().clone();
3431
3432 async move {
3433 if let Some(cached_data) = cache.get_with_key(&cache_key).await {
3434 self.page_schedulers
3435 .iter_mut()
3436 .zip(cached_data.pages.iter())
3437 .for_each(|(page_scheduler, cached_data)| {
3438 page_scheduler.scheduler.load(cached_data);
3439 });
3440 return Ok(());
3441 }
3442
3443 let page_data = self
3444 .page_schedulers
3445 .iter_mut()
3446 .map(|s| s.scheduler.initialize(context.io()))
3447 .collect::<FuturesOrdered<_>>();
3448
3449 let page_data = page_data.try_collect::<Vec<_>>().await?;
3450 let cached_data = Arc::new(CachedFieldData { pages: page_data });
3451 cache.insert_with_key(&cache_key, cached_data).await;
3452 Ok(())
3453 }
3454 .boxed()
3455 }
3456
3457 fn schedule_ranges<'a>(
3458 &'a self,
3459 ranges: &[Range<u64>],
3460 _filter: &FilterExpression,
3461 ) -> Result<Box<dyn StructuralSchedulingJob + 'a>> {
3462 let ranges = ranges.to_vec();
3463 Ok(Box::new(StructuralPrimitiveFieldSchedulingJob::new(
3464 self, ranges,
3465 )))
3466 }
3467}
3468
3469#[derive(Debug)]
3472pub struct StructuralCompositeDecodeArrayTask {
3473 tasks: Vec<Box<dyn DecodePageTask>>,
3474 should_validate: bool,
3475 data_type: DataType,
3476}
3477
3478impl StructuralCompositeDecodeArrayTask {
3479 fn restore_validity(
3480 array: Arc<dyn Array>,
3481 unraveler: &mut CompositeRepDefUnraveler,
3482 ) -> Arc<dyn Array> {
3483 let validity = unraveler.unravel_validity(array.len());
3484 let Some(validity) = validity else {
3485 return array;
3486 };
3487 if array.data_type() == &DataType::Null {
3488 return array;
3490 }
3491 assert_eq!(validity.len(), array.len());
3492 make_array(unsafe {
3495 array
3496 .to_data()
3497 .into_builder()
3498 .nulls(Some(validity))
3499 .build_unchecked()
3500 })
3501 }
3502}
3503
3504impl StructuralDecodeArrayTask for StructuralCompositeDecodeArrayTask {
3505 fn decode(self: Box<Self>) -> Result<DecodedArray> {
3506 let mut arrays = Vec::with_capacity(self.tasks.len());
3507 let mut unravelers = Vec::with_capacity(self.tasks.len());
3508 for task in self.tasks {
3509 let decoded = task.decode()?;
3510 unravelers.push(decoded.repdef);
3511
3512 let array = make_array(
3513 decoded
3514 .data
3515 .into_arrow(self.data_type.clone(), self.should_validate)?,
3516 );
3517
3518 arrays.push(array);
3519 }
3520 let array_refs = arrays.iter().map(|arr| arr.as_ref()).collect::<Vec<_>>();
3521 let array = arrow_select::concat::concat(&array_refs)?;
3522 let mut repdef = CompositeRepDefUnraveler::new(unravelers);
3523
3524 let array = Self::restore_validity(array, &mut repdef);
3525
3526 Ok(DecodedArray { array, repdef })
3527 }
3528}
3529
3530#[derive(Debug)]
3531pub struct StructuralPrimitiveFieldDecoder {
3532 field: Arc<ArrowField>,
3533 page_decoders: VecDeque<Box<dyn StructuralPageDecoder>>,
3534 should_validate: bool,
3535 rows_drained_in_current: u64,
3536}
3537
3538impl StructuralPrimitiveFieldDecoder {
3539 pub fn new(field: &Arc<ArrowField>, should_validate: bool) -> Self {
3540 Self {
3541 field: field.clone(),
3542 page_decoders: VecDeque::new(),
3543 should_validate,
3544 rows_drained_in_current: 0,
3545 }
3546 }
3547}
3548
3549impl StructuralFieldDecoder for StructuralPrimitiveFieldDecoder {
3550 fn accept_page(&mut self, child: LoadedPageShard) -> Result<()> {
3551 assert!(child.path.is_empty());
3552 self.page_decoders.push_back(child.decoder);
3553 Ok(())
3554 }
3555
3556 fn drain(&mut self, num_rows: u64) -> Result<Box<dyn StructuralDecodeArrayTask>> {
3557 let mut remaining = num_rows;
3558 let mut tasks = Vec::new();
3559 while remaining > 0 {
3560 let cur_page = self.page_decoders.front_mut().unwrap();
3561 let num_in_page = cur_page.num_rows() - self.rows_drained_in_current;
3562 let to_take = num_in_page.min(remaining);
3563
3564 let task = cur_page.drain(to_take)?;
3565 tasks.push(task);
3566
3567 if to_take == num_in_page {
3568 self.page_decoders.pop_front();
3569 self.rows_drained_in_current = 0;
3570 } else {
3571 self.rows_drained_in_current += to_take;
3572 }
3573
3574 remaining -= to_take;
3575 }
3576 Ok(Box::new(StructuralCompositeDecodeArrayTask {
3577 tasks,
3578 should_validate: self.should_validate,
3579 data_type: self.field.data_type().clone(),
3580 }))
3581 }
3582
3583 fn data_type(&self) -> &DataType {
3584 self.field.data_type()
3585 }
3586}
3587
3588struct SerializedFullZip {
3590 values: LanceBuffer,
3592 repetition_index: Option<LanceBuffer>,
3594}
3595
3596const MINIBLOCK_ALIGNMENT: usize = 8;
3616
3617pub struct PrimitiveStructuralEncoder {
3644 accumulation_queue: AccumulationQueue,
3646
3647 keep_original_array: bool,
3648 support_large_chunk: bool,
3649 accumulated_repdefs: Vec<RepDefBuilder>,
3650 compression_strategy: Arc<dyn CompressionStrategy>,
3652 column_index: u32,
3653 field: Field,
3654 encoding_metadata: Arc<HashMap<String, String>>,
3655 version: LanceFileVersion,
3656}
3657
3658struct CompressedLevelsChunk {
3659 data: LanceBuffer,
3660 num_levels: u16,
3661}
3662
3663struct CompressedLevels {
3664 data: Vec<CompressedLevelsChunk>,
3665 compression: CompressiveEncoding,
3666 rep_index: Option<LanceBuffer>,
3667}
3668
3669struct SerializedMiniBlockPage {
3670 num_buffers: u64,
3671 data: LanceBuffer,
3672 metadata: LanceBuffer,
3673}
3674
3675#[derive(Debug, Clone, Copy)]
3676struct DictEncodingBudget {
3677 max_dict_entries: u32,
3678 max_encoded_size: usize,
3679}
3680
3681impl PrimitiveStructuralEncoder {
3682 pub fn try_new(
3683 options: &EncodingOptions,
3684 compression_strategy: Arc<dyn CompressionStrategy>,
3685 column_index: u32,
3686 field: Field,
3687 encoding_metadata: Arc<HashMap<String, String>>,
3688 ) -> Result<Self> {
3689 Ok(Self {
3690 accumulation_queue: AccumulationQueue::new(
3691 options.cache_bytes_per_column,
3692 column_index,
3693 options.keep_original_array,
3694 ),
3695 support_large_chunk: options.support_large_chunk(),
3696 keep_original_array: options.keep_original_array,
3697 accumulated_repdefs: Vec::new(),
3698 column_index,
3699 compression_strategy,
3700 field,
3701 encoding_metadata,
3702 version: options.version,
3703 })
3704 }
3705
3706 fn is_narrow(data_block: &DataBlock) -> bool {
3714 const MINIBLOCK_MAX_BYTE_LENGTH_PER_VALUE: u64 = 256;
3715
3716 if let Some(max_len_array) = data_block.get_stat(Stat::MaxLength) {
3717 let max_len_array = max_len_array
3718 .as_any()
3719 .downcast_ref::<PrimitiveArray<UInt64Type>>()
3720 .unwrap();
3721 if max_len_array.value(0) < MINIBLOCK_MAX_BYTE_LENGTH_PER_VALUE {
3722 return true;
3723 }
3724 }
3725 false
3726 }
3727
3728 fn prefers_miniblock(
3729 data_block: &DataBlock,
3730 encoding_metadata: &HashMap<String, String>,
3731 ) -> bool {
3732 if let Some(user_requested) = encoding_metadata.get(STRUCTURAL_ENCODING_META_KEY) {
3734 return user_requested.to_lowercase() == STRUCTURAL_ENCODING_MINIBLOCK;
3735 }
3736 Self::is_narrow(data_block)
3738 }
3739
3740 fn repdef_too_sparse_for_miniblock(
3753 repdef: &crate::repdef::SerializedRepDefs,
3754 num_values: u64,
3755 ) -> bool {
3756 if num_values == 0 {
3757 return false;
3758 }
3759 let num_levels = repdef
3760 .repetition_levels
3761 .as_ref()
3762 .map(|r| r.len() as u64)
3763 .max(repdef.definition_levels.as_ref().map(|d| d.len() as u64))
3764 .unwrap_or(0);
3765 if num_levels == 0 {
3766 return false;
3767 }
3768
3769 let bits_per_rep = repdef
3771 .repetition_levels
3772 .as_ref()
3773 .and_then(|r| r.iter().max().copied())
3774 .map(|max_val| u16::BITS - max_val.leading_zeros())
3775 .unwrap_or(0) as u64;
3776 let bits_per_def = repdef
3777 .definition_levels
3778 .as_ref()
3779 .and_then(|d| d.iter().max().copied())
3780 .map(|max_val| u16::BITS - max_val.leading_zeros())
3781 .unwrap_or(0) as u64;
3782
3783 let bits_per_level = bits_per_rep + bits_per_def;
3784 if bits_per_level == 0 {
3785 return false;
3786 }
3787
3788 const REPDEF_BUDGET_BITS: u64 = 16 * 1024 * 8;
3790 let max_levels_per_chunk = REPDEF_BUDGET_BITS / bits_per_level;
3791
3792 let levels_per_chunk =
3795 (num_levels as f64 / num_values as f64) * miniblock::MAX_MINIBLOCK_VALUES as f64;
3796
3797 levels_per_chunk > max_levels_per_chunk as f64
3798 }
3799
3800 fn prefers_fullzip(encoding_metadata: &HashMap<String, String>) -> bool {
3801 if let Some(user_requested) = encoding_metadata.get(STRUCTURAL_ENCODING_META_KEY) {
3805 return user_requested.to_lowercase() == STRUCTURAL_ENCODING_FULLZIP;
3806 }
3807 true
3808 }
3809
3810 fn serialize_miniblocks(
3857 miniblocks: MiniBlockCompressed,
3858 rep: Option<Vec<CompressedLevelsChunk>>,
3859 def: Option<Vec<CompressedLevelsChunk>>,
3860 support_large_chunk: bool,
3861 ) -> Result<SerializedMiniBlockPage> {
3862 let bytes_rep = rep
3863 .as_ref()
3864 .map(|rep| rep.iter().map(|r| r.data.len()).sum::<usize>())
3865 .unwrap_or(0);
3866 let bytes_def = def
3867 .as_ref()
3868 .map(|def| def.iter().map(|d| d.data.len()).sum::<usize>())
3869 .unwrap_or(0);
3870 let bytes_data = miniblocks.data.iter().map(|d| d.len()).sum::<usize>();
3871 let mut num_buffers = miniblocks.data.len();
3872 if rep.is_some() {
3873 num_buffers += 1;
3874 }
3875 if def.is_some() {
3876 num_buffers += 1;
3877 }
3878 let max_extra = 9 * num_buffers;
3880 let mut data_buffer = Vec::with_capacity(bytes_rep + bytes_def + bytes_data + max_extra);
3881 let chunk_size_bytes = if support_large_chunk { 4 } else { 2 };
3882 let mut meta_buffer = Vec::with_capacity(miniblocks.chunks.len() * chunk_size_bytes);
3883
3884 let mut rep_iter = rep.map(|r| r.into_iter());
3885 let mut def_iter = def.map(|d| d.into_iter());
3886
3887 let mut buffer_offsets = vec![0; miniblocks.data.len()];
3888 for chunk in miniblocks.chunks {
3889 let start_pos = data_buffer.len();
3890 debug_assert_eq!(start_pos % MINIBLOCK_ALIGNMENT, 0);
3892
3893 let rep = rep_iter.as_mut().map(|r| r.next().unwrap());
3894 let def = def_iter.as_mut().map(|d| d.next().unwrap());
3895
3896 let num_levels = rep
3898 .as_ref()
3899 .map(|r| r.num_levels)
3900 .unwrap_or(def.as_ref().map(|d| d.num_levels).unwrap_or(0));
3901 data_buffer.extend_from_slice(&num_levels.to_le_bytes());
3902
3903 if let Some(rep) = rep.as_ref() {
3905 let bytes_rep = u16::try_from(rep.data.len()).map_err(|_| {
3906 Error::internal(format!(
3907 "Repetition buffer size ({} bytes) too large",
3908 rep.data.len()
3909 ))
3910 })?;
3911 data_buffer.extend_from_slice(&bytes_rep.to_le_bytes());
3912 }
3913 if let Some(def) = def.as_ref() {
3914 let bytes_def = u16::try_from(def.data.len()).map_err(|_| {
3915 Error::internal(format!(
3916 "Definition buffer size ({} bytes) too large",
3917 def.data.len()
3918 ))
3919 })?;
3920 data_buffer.extend_from_slice(&bytes_def.to_le_bytes());
3921 }
3922
3923 if support_large_chunk {
3924 for &buffer_size in &chunk.buffer_sizes {
3925 data_buffer.extend_from_slice(&buffer_size.to_le_bytes());
3926 }
3927 } else {
3928 for &buffer_size in &chunk.buffer_sizes {
3929 data_buffer.extend_from_slice(&(buffer_size as u16).to_le_bytes());
3930 }
3931 }
3932
3933 let add_padding = |data_buffer: &mut Vec<u8>| {
3935 let pad = pad_bytes::<MINIBLOCK_ALIGNMENT>(data_buffer.len());
3936 data_buffer.extend(iter::repeat_n(FILL_BYTE, pad));
3937 };
3938 add_padding(&mut data_buffer);
3939
3940 if let Some(rep) = rep.as_ref() {
3942 data_buffer.extend_from_slice(&rep.data);
3943 add_padding(&mut data_buffer);
3944 }
3945 if let Some(def) = def.as_ref() {
3946 data_buffer.extend_from_slice(&def.data);
3947 add_padding(&mut data_buffer);
3948 }
3949 for (buffer_size, (buffer, buffer_offset)) in chunk
3950 .buffer_sizes
3951 .iter()
3952 .zip(miniblocks.data.iter().zip(buffer_offsets.iter_mut()))
3953 {
3954 let start = *buffer_offset;
3955 let end = start + *buffer_size as usize;
3956 *buffer_offset += *buffer_size as usize;
3957 data_buffer.extend_from_slice(&buffer[start..end]);
3958 add_padding(&mut data_buffer);
3959 }
3960
3961 let chunk_bytes = data_buffer.len() - start_pos;
3962 let max_chunk_size = if support_large_chunk {
3963 4 * 1024 * 1024 * 1024 } else {
3965 32 * 1024 };
3967 assert!(chunk_bytes <= max_chunk_size);
3968 assert!(chunk_bytes > 0);
3969 assert_eq!(chunk_bytes % 8, 0);
3970 assert!(chunk.log_num_values <= 12);
3972 let divided_bytes = chunk_bytes / MINIBLOCK_ALIGNMENT;
3976 let divided_bytes_minus_one = (divided_bytes - 1) as u64;
3977
3978 let metadata = (divided_bytes_minus_one << 4) | chunk.log_num_values as u64;
3979 if support_large_chunk {
3980 meta_buffer.extend_from_slice(&(metadata as u32).to_le_bytes());
3981 } else {
3982 meta_buffer.extend_from_slice(&(metadata as u16).to_le_bytes());
3983 }
3984 }
3985
3986 let data_buffer = LanceBuffer::from(data_buffer);
3987 let metadata_buffer = LanceBuffer::from(meta_buffer);
3988
3989 Ok(SerializedMiniBlockPage {
3990 num_buffers: miniblocks.data.len() as u64,
3991 data: data_buffer,
3992 metadata: metadata_buffer,
3993 })
3994 }
3995
3996 fn compress_levels(
4001 mut levels: RepDefSlicer<'_>,
4002 num_elements: u64,
4003 compression_strategy: &dyn CompressionStrategy,
4004 chunks: &[MiniBlockChunk],
4005 max_rep: u16,
4007 ) -> Result<CompressedLevels> {
4008 let mut rep_index = if max_rep > 0 {
4009 Vec::with_capacity(chunks.len())
4010 } else {
4011 vec![]
4012 };
4013 let num_levels = levels.num_levels() as u64;
4015 let levels_buf = levels.all_levels().clone();
4016
4017 let mut fixed_width_block = FixedWidthDataBlock {
4018 data: levels_buf,
4019 bits_per_value: 16,
4020 num_values: num_levels,
4021 block_info: BlockInfo::new(),
4022 };
4023 fixed_width_block.compute_stat();
4025
4026 let levels_block = DataBlock::FixedWidth(fixed_width_block);
4027 let levels_field = Field::new_arrow("", DataType::UInt16, false)?;
4028 let (compressor, compressor_desc) =
4030 compression_strategy.create_block_compressor(&levels_field, &levels_block)?;
4031 let mut level_chunks = Vec::with_capacity(chunks.len());
4033 let mut values_counter = 0;
4034 for (chunk_idx, chunk) in chunks.iter().enumerate() {
4035 let chunk_num_values = chunk.num_values(values_counter, num_elements);
4036 debug_assert!(chunk_num_values > 0);
4037 values_counter += chunk_num_values;
4038 let chunk_levels = if chunk_idx < chunks.len() - 1 {
4039 levels.slice_next(chunk_num_values as usize)
4040 } else {
4041 levels.slice_rest()
4042 };
4043 let num_chunk_levels = (chunk_levels.len() / 2) as u64;
4044 if max_rep > 0 {
4045 let rep_values = chunk_levels.borrow_to_typed_slice::<u16>();
4055 let rep_values = rep_values.as_ref();
4056
4057 let mut num_rows = rep_values.iter().skip(1).filter(|v| **v == max_rep).count();
4060 let num_leftovers = if chunk_idx < chunks.len() - 1 {
4061 rep_values
4062 .iter()
4063 .rev()
4064 .position(|v| *v == max_rep)
4065 .map(|pos| pos + 1)
4067 .unwrap_or(rep_values.len())
4068 } else {
4069 0
4071 };
4072
4073 if chunk_idx != 0 && rep_values.first() == Some(&max_rep) {
4074 let rep_len = rep_index.len();
4078 if rep_index[rep_len - 1] != 0 {
4079 rep_index[rep_len - 2] += 1;
4081 rep_index[rep_len - 1] = 0;
4082 }
4083 }
4084
4085 if chunk_idx == chunks.len() - 1 {
4086 num_rows += 1;
4088 }
4089 rep_index.push(num_rows as u64);
4090 rep_index.push(num_leftovers as u64);
4091 }
4092 let mut chunk_fixed_width = FixedWidthDataBlock {
4093 data: chunk_levels,
4094 bits_per_value: 16,
4095 num_values: num_chunk_levels,
4096 block_info: BlockInfo::new(),
4097 };
4098 chunk_fixed_width.compute_stat();
4099 let chunk_levels_block = DataBlock::FixedWidth(chunk_fixed_width);
4100 let compressed_levels = compressor.compress(chunk_levels_block)?;
4101 level_chunks.push(CompressedLevelsChunk {
4102 data: compressed_levels,
4103 num_levels: num_chunk_levels as u16,
4104 });
4105 }
4106 debug_assert_eq!(levels.num_levels_remaining(), 0);
4107 let rep_index = if rep_index.is_empty() {
4108 None
4109 } else {
4110 Some(LanceBuffer::reinterpret_vec(rep_index))
4111 };
4112 Ok(CompressedLevels {
4113 data: level_chunks,
4114 compression: compressor_desc,
4115 rep_index,
4116 })
4117 }
4118
4119 fn encode_simple_all_null(
4120 column_idx: u32,
4121 num_rows: u64,
4122 row_number: u64,
4123 ) -> Result<EncodedPage> {
4124 let description =
4125 ProtobufUtils21::constant_layout(&[DefinitionInterpretation::NullableItem], None);
4126 Ok(EncodedPage {
4127 column_idx,
4128 data: vec![],
4129 description: PageEncoding::Structural(description),
4130 num_rows,
4131 row_number,
4132 })
4133 }
4134
4135 fn encode_complex_all_null_vals(
4136 data: &Arc<[u16]>,
4137 compression_strategy: &dyn CompressionStrategy,
4138 ) -> Result<(LanceBuffer, pb21::CompressiveEncoding)> {
4139 let buffer = LanceBuffer::reinterpret_slice(data.clone());
4140 let mut fixed_width_block = FixedWidthDataBlock {
4141 data: buffer,
4142 bits_per_value: 16,
4143 num_values: data.len() as u64,
4144 block_info: BlockInfo::new(),
4145 };
4146 fixed_width_block.compute_stat();
4147
4148 let levels_block = DataBlock::FixedWidth(fixed_width_block);
4149 let levels_field = Field::new_arrow("", DataType::UInt16, false)?;
4150 let (compressor, encoding) =
4151 compression_strategy.create_block_compressor(&levels_field, &levels_block)?;
4152 let compressed_buffer = compressor.compress(levels_block)?;
4153 Ok((compressed_buffer, encoding))
4154 }
4155
4156 fn encode_complex_all_null(
4160 column_idx: u32,
4161 repdef: crate::repdef::SerializedRepDefs,
4162 row_number: u64,
4163 num_rows: u64,
4164 version: LanceFileVersion,
4165 compression_strategy: &dyn CompressionStrategy,
4166 ) -> Result<EncodedPage> {
4167 if version.resolve() < LanceFileVersion::V2_2 {
4168 let rep_bytes = if let Some(rep) = repdef.repetition_levels.as_ref() {
4169 LanceBuffer::reinterpret_slice(rep.clone())
4170 } else {
4171 LanceBuffer::empty()
4172 };
4173
4174 let def_bytes = if let Some(def) = repdef.definition_levels.as_ref() {
4175 LanceBuffer::reinterpret_slice(def.clone())
4176 } else {
4177 LanceBuffer::empty()
4178 };
4179
4180 let description = ProtobufUtils21::constant_layout(&repdef.def_meaning, None);
4181 return Ok(EncodedPage {
4182 column_idx,
4183 data: vec![rep_bytes, def_bytes],
4184 description: PageEncoding::Structural(description),
4185 num_rows,
4186 row_number,
4187 });
4188 }
4189
4190 let (rep_bytes, rep_encoding, num_rep_values) = if let Some(rep) =
4191 repdef.repetition_levels.as_ref()
4192 {
4193 let num_values = rep.len() as u64;
4194 let (buffer, encoding) = Self::encode_complex_all_null_vals(rep, compression_strategy)?;
4195 (buffer, Some(encoding), num_values)
4196 } else {
4197 (LanceBuffer::empty(), None, 0)
4198 };
4199
4200 let (def_bytes, def_encoding, num_def_values) = if let Some(def) =
4201 repdef.definition_levels.as_ref()
4202 {
4203 let num_values = def.len() as u64;
4204 let (buffer, encoding) = Self::encode_complex_all_null_vals(def, compression_strategy)?;
4205 (buffer, Some(encoding), num_values)
4206 } else {
4207 (LanceBuffer::empty(), None, 0)
4208 };
4209
4210 let description = ProtobufUtils21::compressed_all_null_constant_layout(
4211 &repdef.def_meaning,
4212 rep_encoding,
4213 def_encoding,
4214 num_rep_values,
4215 num_def_values,
4216 );
4217 Ok(EncodedPage {
4218 column_idx,
4219 data: vec![rep_bytes, def_bytes],
4220 description: PageEncoding::Structural(description),
4221 num_rows,
4222 row_number,
4223 })
4224 }
4225
4226 fn leaf_validity(
4227 repdef: &crate::repdef::SerializedRepDefs,
4228 num_values: usize,
4229 ) -> Result<Option<BooleanBuffer>> {
4230 let rep = repdef
4231 .repetition_levels
4232 .as_ref()
4233 .map(|rep| rep.as_ref().to_vec());
4234 let def = repdef
4235 .definition_levels
4236 .as_ref()
4237 .map(|def| def.as_ref().to_vec());
4238 let mut unraveler = RepDefUnraveler::new(
4239 rep,
4240 def,
4241 repdef.def_meaning.clone().into(),
4242 num_values as u64,
4243 );
4244 if unraveler.is_all_valid() {
4245 return Ok(None);
4246 }
4247 let mut validity = BooleanBufferBuilder::new(num_values);
4248 unraveler.unravel_validity(&mut validity);
4249 Ok(Some(validity.finish()))
4250 }
4251
4252 fn is_constant_values(
4253 arrays: &[ArrayRef],
4254 scalar: &ArrayRef,
4255 validity: Option<&BooleanBuffer>,
4256 ) -> Result<bool> {
4257 debug_assert_eq!(scalar.len(), 1);
4258 debug_assert_eq!(scalar.null_count(), 0);
4259
4260 match scalar.data_type() {
4261 DataType::Boolean => {
4262 let mut global_idx = 0usize;
4263 let scalar_val = scalar.as_boolean().value(0);
4264 for arr in arrays {
4265 let bool_arr = arr.as_boolean();
4266 for i in 0..arr.len() {
4267 let is_valid = validity.map(|v| v.value(global_idx)).unwrap_or(true);
4268 global_idx += 1;
4269 if !is_valid {
4270 continue;
4271 }
4272 if bool_arr.value(i) != scalar_val {
4273 return Ok(false);
4274 }
4275 }
4276 }
4277 Ok(true)
4278 }
4279 DataType::Utf8 => Self::is_constant_utf8::<i32>(arrays, scalar, validity),
4280 DataType::LargeUtf8 => Self::is_constant_utf8::<i64>(arrays, scalar, validity),
4281 DataType::Binary => Self::is_constant_binary::<i32>(arrays, scalar, validity),
4282 DataType::LargeBinary => Self::is_constant_binary::<i64>(arrays, scalar, validity),
4283 data_type => {
4284 let mut global_idx = 0usize;
4285 let Some(byte_width) = data_type.byte_width_opt() else {
4286 return Ok(false);
4287 };
4288 let scalar_data = scalar.to_data();
4289 if scalar_data.buffers().len() != 1 || !scalar_data.child_data().is_empty() {
4290 return Ok(false);
4291 }
4292 let scalar_bytes = scalar_data.buffers()[0].as_slice();
4293 if scalar_bytes.len() != byte_width {
4294 return Ok(false);
4295 }
4296
4297 for arr in arrays {
4298 let data = arr.to_data();
4299 if data.buffers().is_empty() {
4300 return Ok(false);
4301 }
4302 let buf = data.buffers()[0].as_slice();
4303 let base = data.offset();
4304 for i in 0..arr.len() {
4305 let is_valid = validity.map(|v| v.value(global_idx)).unwrap_or(true);
4306 global_idx += 1;
4307 if !is_valid {
4308 continue;
4309 }
4310 let start = (base + i) * byte_width;
4311 if buf[start..start + byte_width] != scalar_bytes[..] {
4312 return Ok(false);
4313 }
4314 }
4315 }
4316 Ok(true)
4317 }
4318 }
4319 }
4320
4321 fn is_constant_utf8<O: arrow_array::OffsetSizeTrait>(
4322 arrays: &[ArrayRef],
4323 scalar: &ArrayRef,
4324 validity: Option<&BooleanBuffer>,
4325 ) -> Result<bool> {
4326 debug_assert_eq!(scalar.len(), 1);
4327 let scalar_val = scalar.as_string::<O>().value(0).as_bytes();
4328 let mut global_idx = 0usize;
4329 for arr in arrays {
4330 let str_arr = arr.as_string::<O>();
4331 for i in 0..arr.len() {
4332 let is_valid = validity.map(|v| v.value(global_idx)).unwrap_or(true);
4333 global_idx += 1;
4334 if !is_valid {
4335 continue;
4336 }
4337 if str_arr.value(i).as_bytes() != scalar_val {
4338 return Ok(false);
4339 }
4340 }
4341 }
4342 Ok(true)
4343 }
4344
4345 fn is_constant_binary<O: arrow_array::OffsetSizeTrait>(
4346 arrays: &[ArrayRef],
4347 scalar: &ArrayRef,
4348 validity: Option<&BooleanBuffer>,
4349 ) -> Result<bool> {
4350 debug_assert_eq!(scalar.len(), 1);
4351 let scalar_val = scalar.as_binary::<O>().value(0);
4352 let mut global_idx = 0usize;
4353 for arr in arrays {
4354 let bin_arr = arr.as_binary::<O>();
4355 for i in 0..arr.len() {
4356 let is_valid = validity.map(|v| v.value(global_idx)).unwrap_or(true);
4357 global_idx += 1;
4358 if !is_valid {
4359 continue;
4360 }
4361 if bin_arr.value(i) != scalar_val {
4362 return Ok(false);
4363 }
4364 }
4365 }
4366 Ok(true)
4367 }
4368
4369 fn find_constant_scalar(
4370 arrays: &[ArrayRef],
4371 validity: Option<&BooleanBuffer>,
4372 ) -> Result<Option<ArrayRef>> {
4373 if arrays.is_empty() {
4374 return Ok(None);
4375 }
4376
4377 let global_scalar_idx = if let Some(validity) = validity {
4378 let Some(idx) = (0..validity.len()).find(|&i| validity.value(i)) else {
4379 return Ok(None);
4380 };
4381 idx
4382 } else {
4383 0
4384 };
4385
4386 let mut idx_remaining = global_scalar_idx;
4387 let mut scalar_arr_idx = 0usize;
4388 while scalar_arr_idx < arrays.len() {
4389 let len = arrays[scalar_arr_idx].len();
4390 if idx_remaining < len {
4391 break;
4392 }
4393 idx_remaining -= len;
4394 scalar_arr_idx += 1;
4395 }
4396
4397 if scalar_arr_idx >= arrays.len() {
4398 return Ok(None);
4399 }
4400
4401 let scalar =
4402 lance_arrow::scalar::extract_scalar_value(&arrays[scalar_arr_idx], idx_remaining)?;
4403 if scalar.null_count() != 0 {
4404 return Ok(None);
4405 }
4406 if !Self::is_constant_values(arrays, &scalar, validity)? {
4407 return Ok(None);
4408 }
4409 Ok(Some(scalar))
4410 }
4411
4412 fn resolve_dict_values_compression_metadata(
4413 field_metadata: &HashMap<String, String>,
4414 env_compression: Option<String>,
4415 env_compression_level: Option<String>,
4416 ) -> HashMap<String, String> {
4417 let mut metadata = HashMap::new();
4418
4419 let compression = field_metadata
4420 .get(DICT_VALUES_COMPRESSION_META_KEY)
4421 .cloned()
4422 .or(env_compression)
4423 .unwrap_or_else(|| DEFAULT_DICT_VALUES_COMPRESSION.to_string());
4424 metadata.insert(COMPRESSION_META_KEY.to_string(), compression);
4425
4426 if let Some(compression_level) = field_metadata
4427 .get(DICT_VALUES_COMPRESSION_LEVEL_META_KEY)
4428 .cloned()
4429 .or(env_compression_level)
4430 {
4431 metadata.insert(COMPRESSION_LEVEL_META_KEY.to_string(), compression_level);
4432 }
4433
4434 metadata
4435 }
4436
4437 fn build_dict_values_compressor_field(field: &Field) -> Result<Field> {
4438 let mut dict_values_field = Field::new_arrow("", DataType::UInt16, false)?;
4443 dict_values_field.metadata = Self::resolve_dict_values_compression_metadata(
4444 &field.metadata,
4445 env::var(DICT_VALUES_COMPRESSION_ENV_VAR).ok(),
4446 env::var(DICT_VALUES_COMPRESSION_LEVEL_ENV_VAR).ok(),
4447 );
4448 Ok(dict_values_field)
4449 }
4450
4451 #[allow(clippy::too_many_arguments)]
4452 fn encode_miniblock(
4453 column_idx: u32,
4454 field: &Field,
4455 compression_strategy: &dyn CompressionStrategy,
4456 data: DataBlock,
4457 repdef: crate::repdef::SerializedRepDefs,
4458 row_number: u64,
4459 dictionary_data: Option<DataBlock>,
4460 num_rows: u64,
4461 support_large_chunk: bool,
4462 ) -> Result<EncodedPage> {
4463 if let DataBlock::AllNull(_null_block) = data {
4464 unreachable!()
4467 }
4468
4469 let num_items = data.num_values();
4470
4471 let compressor = compression_strategy.create_miniblock_compressor(field, &data)?;
4472 let (compressed_data, value_encoding) = compressor.compress(data)?;
4473
4474 let max_rep = repdef.def_meaning.iter().filter(|l| l.is_list()).count() as u16;
4475
4476 let mut compressed_rep = repdef
4477 .rep_slicer()
4478 .map(|rep_slicer| {
4479 Self::compress_levels(
4480 rep_slicer,
4481 num_items,
4482 compression_strategy,
4483 &compressed_data.chunks,
4484 max_rep,
4485 )
4486 })
4487 .transpose()?;
4488
4489 let (rep_index, rep_index_depth) =
4490 match compressed_rep.as_mut().and_then(|cr| cr.rep_index.as_mut()) {
4491 Some(rep_index) => (Some(rep_index.clone()), 1),
4492 None => (None, 0),
4493 };
4494
4495 let mut compressed_def = repdef
4496 .def_slicer()
4497 .map(|def_slicer| {
4498 Self::compress_levels(
4499 def_slicer,
4500 num_items,
4501 compression_strategy,
4502 &compressed_data.chunks,
4503 0,
4504 )
4505 })
4506 .transpose()?;
4507
4508 let rep_data = compressed_rep
4514 .as_mut()
4515 .map(|cr| std::mem::take(&mut cr.data));
4516 let def_data = compressed_def
4517 .as_mut()
4518 .map(|cd| std::mem::take(&mut cd.data));
4519
4520 let serialized =
4521 Self::serialize_miniblocks(compressed_data, rep_data, def_data, support_large_chunk)?;
4522
4523 let mut data = Vec::with_capacity(4);
4525 data.push(serialized.metadata);
4526 data.push(serialized.data);
4527
4528 if let Some(dictionary_data) = dictionary_data {
4529 let num_dictionary_items = dictionary_data.num_values();
4530 let dict_values_field = Self::build_dict_values_compressor_field(field)?;
4531
4532 let (compressor, dictionary_encoding) = compression_strategy
4533 .create_block_compressor(&dict_values_field, &dictionary_data)?;
4534 let dictionary_buffer = compressor.compress(dictionary_data)?;
4535
4536 data.push(dictionary_buffer);
4537 if let Some(rep_index) = rep_index {
4538 data.push(rep_index);
4539 }
4540
4541 let description = ProtobufUtils21::miniblock_layout(
4542 compressed_rep.map(|cr| cr.compression),
4543 compressed_def.map(|cd| cd.compression),
4544 value_encoding,
4545 rep_index_depth,
4546 serialized.num_buffers,
4547 Some((dictionary_encoding, num_dictionary_items)),
4548 &repdef.def_meaning,
4549 num_items,
4550 support_large_chunk,
4551 );
4552 Ok(EncodedPage {
4553 num_rows,
4554 column_idx,
4555 data,
4556 description: PageEncoding::Structural(description),
4557 row_number,
4558 })
4559 } else {
4560 let description = ProtobufUtils21::miniblock_layout(
4561 compressed_rep.map(|cr| cr.compression),
4562 compressed_def.map(|cd| cd.compression),
4563 value_encoding,
4564 rep_index_depth,
4565 serialized.num_buffers,
4566 None,
4567 &repdef.def_meaning,
4568 num_items,
4569 support_large_chunk,
4570 );
4571
4572 if let Some(rep_index) = rep_index {
4573 let view = rep_index.borrow_to_typed_slice::<u64>();
4574 let total = view.chunks_exact(2).map(|c| c[0]).sum::<u64>();
4575 debug_assert_eq!(total, num_rows);
4576
4577 data.push(rep_index);
4578 }
4579
4580 Ok(EncodedPage {
4581 num_rows,
4582 column_idx,
4583 data,
4584 description: PageEncoding::Structural(description),
4585 row_number,
4586 })
4587 }
4588 }
4589
4590 fn serialize_full_zip_fixed(
4592 fixed: FixedWidthDataBlock,
4593 mut repdef: ControlWordIterator,
4594 num_values: u64,
4595 ) -> SerializedFullZip {
4596 let len = fixed.data.len() + repdef.bytes_per_word() * num_values as usize;
4597 let mut zipped_data = Vec::with_capacity(len);
4598
4599 let max_rep_index_val = if repdef.has_repetition() {
4600 len as u64
4601 } else {
4602 0
4604 };
4605 let mut rep_index_builder =
4606 BytepackedIntegerEncoder::with_capacity(num_values as usize + 1, max_rep_index_val);
4607
4608 assert_eq!(
4611 fixed.bits_per_value % 8,
4612 0,
4613 "Non-byte aligned full-zip compression not yet supported"
4614 );
4615
4616 let bytes_per_value = fixed.bits_per_value as usize / 8;
4617 let mut offset = 0;
4618
4619 if bytes_per_value == 0 {
4620 while let Some(control) = repdef.append_next(&mut zipped_data) {
4622 if control.is_new_row {
4623 debug_assert!(offset <= len);
4625 unsafe { rep_index_builder.append(offset as u64) };
4627 }
4628 offset = zipped_data.len();
4629 }
4630 } else {
4631 let mut data_iter = fixed.data.chunks_exact(bytes_per_value);
4633 while let Some(control) = repdef.append_next(&mut zipped_data) {
4634 if control.is_new_row {
4635 debug_assert!(offset <= len);
4637 unsafe { rep_index_builder.append(offset as u64) };
4639 }
4640 if control.is_visible {
4641 let value = data_iter.next().unwrap();
4642 zipped_data.extend_from_slice(value);
4643 }
4644 offset = zipped_data.len();
4645 }
4646 }
4647
4648 debug_assert_eq!(zipped_data.len(), len);
4649 unsafe {
4652 rep_index_builder.append(zipped_data.len() as u64);
4653 }
4654
4655 let zipped_data = LanceBuffer::from(zipped_data);
4656 let rep_index = rep_index_builder.into_data();
4657 let rep_index = if rep_index.is_empty() {
4658 None
4659 } else {
4660 Some(LanceBuffer::from(rep_index))
4661 };
4662 SerializedFullZip {
4663 values: zipped_data,
4664 repetition_index: rep_index,
4665 }
4666 }
4667
4668 fn serialize_full_zip_variable(
4672 variable: VariableWidthBlock,
4673 mut repdef: ControlWordIterator,
4674 num_items: u64,
4675 ) -> SerializedFullZip {
4676 let bytes_per_offset = variable.bits_per_offset as usize / 8;
4677 assert_eq!(
4678 variable.bits_per_offset % 8,
4679 0,
4680 "Only byte-aligned offsets supported"
4681 );
4682 let len = variable.data.len()
4683 + repdef.bytes_per_word() * num_items as usize
4684 + bytes_per_offset * variable.num_values as usize;
4685 let mut buf = Vec::with_capacity(len);
4686
4687 let max_rep_index_val = len as u64;
4688 let mut rep_index_builder =
4689 BytepackedIntegerEncoder::with_capacity(num_items as usize + 1, max_rep_index_val);
4690
4691 match bytes_per_offset {
4693 4 => {
4694 let offs = variable.offsets.borrow_to_typed_slice::<u32>();
4695 let mut rep_offset = 0;
4696 let mut windows_iter = offs.as_ref().windows(2);
4697 while let Some(control) = repdef.append_next(&mut buf) {
4698 if control.is_new_row {
4699 debug_assert!(rep_offset <= len);
4701 unsafe { rep_index_builder.append(rep_offset as u64) };
4703 }
4704 if control.is_visible {
4705 let window = windows_iter.next().unwrap();
4706 if control.is_valid_item {
4707 buf.extend_from_slice(&(window[1] - window[0]).to_le_bytes());
4708 buf.extend_from_slice(
4709 &variable.data[window[0] as usize..window[1] as usize],
4710 );
4711 }
4712 }
4713 rep_offset = buf.len();
4714 }
4715 }
4716 8 => {
4717 let offs = variable.offsets.borrow_to_typed_slice::<u64>();
4718 let mut rep_offset = 0;
4719 let mut windows_iter = offs.as_ref().windows(2);
4720 while let Some(control) = repdef.append_next(&mut buf) {
4721 if control.is_new_row {
4722 debug_assert!(rep_offset <= len);
4724 unsafe { rep_index_builder.append(rep_offset as u64) };
4726 }
4727 if control.is_visible {
4728 let window = windows_iter.next().unwrap();
4729 if control.is_valid_item {
4730 buf.extend_from_slice(&(window[1] - window[0]).to_le_bytes());
4731 buf.extend_from_slice(
4732 &variable.data[window[0] as usize..window[1] as usize],
4733 );
4734 }
4735 }
4736 rep_offset = buf.len();
4737 }
4738 }
4739 _ => panic!("Unsupported offset size"),
4740 }
4741
4742 debug_assert!(buf.len() <= len);
4745 unsafe {
4748 rep_index_builder.append(buf.len() as u64);
4749 }
4750
4751 let zipped_data = LanceBuffer::from(buf);
4752 let rep_index = rep_index_builder.into_data();
4753 debug_assert!(!rep_index.is_empty());
4754 let rep_index = Some(LanceBuffer::from(rep_index));
4755 SerializedFullZip {
4756 values: zipped_data,
4757 repetition_index: rep_index,
4758 }
4759 }
4760
4761 fn serialize_full_zip(
4764 compressed_data: PerValueDataBlock,
4765 repdef: ControlWordIterator,
4766 num_items: u64,
4767 ) -> SerializedFullZip {
4768 match compressed_data {
4769 PerValueDataBlock::Fixed(fixed) => {
4770 Self::serialize_full_zip_fixed(fixed, repdef, num_items)
4771 }
4772 PerValueDataBlock::Variable(var) => {
4773 Self::serialize_full_zip_variable(var, repdef, num_items)
4774 }
4775 }
4776 }
4777
4778 fn encode_full_zip(
4779 column_idx: u32,
4780 field: &Field,
4781 compression_strategy: &dyn CompressionStrategy,
4782 data: DataBlock,
4783 repdef: crate::repdef::SerializedRepDefs,
4784 row_number: u64,
4785 num_lists: u64,
4786 ) -> Result<EncodedPage> {
4787 let max_rep = repdef
4788 .repetition_levels
4789 .as_ref()
4790 .map_or(0, |r| r.iter().max().copied().unwrap_or(0));
4791 let max_def = repdef
4792 .definition_levels
4793 .as_ref()
4794 .map_or(0, |d| d.iter().max().copied().unwrap_or(0));
4795
4796 let (num_items, num_visible_items) =
4800 if let Some(rep_levels) = repdef.repetition_levels.as_ref() {
4801 (rep_levels.len() as u64, data.num_values())
4804 } else {
4805 (data.num_values(), data.num_values())
4807 };
4808
4809 let max_visible_def = repdef.max_visible_level.unwrap_or(u16::MAX);
4810
4811 let repdef_iter = build_control_word_iterator(
4812 repdef.repetition_levels.as_deref(),
4813 max_rep,
4814 repdef.definition_levels.as_deref(),
4815 max_def,
4816 max_visible_def,
4817 num_items as usize,
4818 );
4819 let bits_rep = repdef_iter.bits_rep();
4820 let bits_def = repdef_iter.bits_def();
4821
4822 let compressor = compression_strategy.create_per_value(field, &data)?;
4823 let (compressed_data, value_encoding) = compressor.compress(data)?;
4824
4825 let description = match &compressed_data {
4826 PerValueDataBlock::Fixed(fixed) => ProtobufUtils21::fixed_full_zip_layout(
4827 bits_rep,
4828 bits_def,
4829 fixed.bits_per_value as u32,
4830 value_encoding,
4831 &repdef.def_meaning,
4832 num_items as u32,
4833 num_visible_items as u32,
4834 ),
4835 PerValueDataBlock::Variable(variable) => ProtobufUtils21::variable_full_zip_layout(
4836 bits_rep,
4837 bits_def,
4838 variable.bits_per_offset as u32,
4839 value_encoding,
4840 &repdef.def_meaning,
4841 num_items as u32,
4842 num_visible_items as u32,
4843 ),
4844 };
4845
4846 let zipped = Self::serialize_full_zip(compressed_data, repdef_iter, num_items);
4847
4848 let data = if let Some(repindex) = zipped.repetition_index {
4849 vec![zipped.values, repindex]
4850 } else {
4851 vec![zipped.values]
4852 };
4853
4854 Ok(EncodedPage {
4855 num_rows: num_lists,
4856 column_idx,
4857 data,
4858 description: PageEncoding::Structural(description),
4859 row_number,
4860 })
4861 }
4862
4863 fn should_dictionary_encode(
4864 data_block: &DataBlock,
4865 field: &Field,
4866 version: LanceFileVersion,
4867 ) -> Option<DictEncodingBudget> {
4868 const DEFAULT_SAMPLE_SIZE: usize = 4096;
4869 const DEFAULT_SAMPLE_UNIQUE_RATIO: f64 = 0.98;
4870
4871 match data_block {
4874 DataBlock::FixedWidth(fixed) => {
4875 if fixed.bits_per_value == 64 && version < LanceFileVersion::V2_2 {
4876 return None;
4877 }
4878 if fixed.bits_per_value != 64 && fixed.bits_per_value != 128 {
4879 return None;
4880 }
4881 if fixed.bits_per_value % 8 != 0 {
4882 return None;
4883 }
4884 }
4885 DataBlock::VariableWidth(var) => {
4886 if var.bits_per_offset != 32 && var.bits_per_offset != 64 {
4887 return None;
4888 }
4889 }
4890 _ => return None,
4891 }
4892
4893 let too_small = env::var("LANCE_ENCODING_DICT_TOO_SMALL")
4895 .ok()
4896 .and_then(|val| val.parse().ok())
4897 .unwrap_or(100);
4898 if data_block.num_values() < too_small {
4899 return None;
4900 }
4901
4902 let num_values = data_block.num_values();
4903
4904 let divisor: u64 = field
4907 .metadata
4908 .get(DICT_DIVISOR_META_KEY)
4909 .and_then(|val| val.parse().ok())
4910 .or_else(|| {
4911 env::var("LANCE_ENCODING_DICT_DIVISOR")
4912 .ok()
4913 .and_then(|val| val.parse().ok())
4914 })
4915 .unwrap_or(DEFAULT_DICT_DIVISOR);
4916
4917 let max_cardinality: u64 = env::var("LANCE_ENCODING_DICT_MAX_CARDINALITY")
4918 .ok()
4919 .and_then(|val| val.parse().ok())
4920 .unwrap_or(DEFAULT_DICT_MAX_CARDINALITY);
4921
4922 let threshold_cardinality = num_values
4923 .checked_div(divisor.max(1))
4924 .unwrap_or(0)
4925 .min(max_cardinality);
4926 if threshold_cardinality == 0 {
4927 return None;
4928 }
4929
4930 let threshold_ratio = field
4932 .metadata
4933 .get(DICT_SIZE_RATIO_META_KEY)
4934 .and_then(|val| val.parse::<f64>().ok())
4935 .or_else(|| {
4936 env::var("LANCE_ENCODING_DICT_SIZE_RATIO")
4937 .ok()
4938 .and_then(|val| val.parse().ok())
4939 })
4940 .unwrap_or(DEFAULT_DICT_SIZE_RATIO);
4941
4942 if threshold_ratio <= 0.0 || threshold_ratio > 1.0 {
4943 panic!(
4944 "Invalid parameter: dict-size-ratio is {} which is not in the range (0, 1].",
4945 threshold_ratio
4946 );
4947 }
4948
4949 let data_size = data_block.data_size();
4950 if data_size == 0 {
4951 return None;
4952 }
4953
4954 let max_encoded_size = (data_size as f64 * threshold_ratio) as u64;
4955 let max_encoded_size = usize::try_from(max_encoded_size).ok()?;
4956
4957 if Self::sample_is_near_unique(
4959 data_block,
4960 DEFAULT_SAMPLE_SIZE,
4961 DEFAULT_SAMPLE_UNIQUE_RATIO,
4962 )? {
4963 return None;
4964 }
4965
4966 let max_dict_entries = u32::try_from(threshold_cardinality.min(i32::MAX as u64)).ok()?;
4967 Some(DictEncodingBudget {
4968 max_dict_entries,
4969 max_encoded_size,
4970 })
4971 }
4972
4973 fn sample_is_near_unique(
4979 data_block: &DataBlock,
4980 max_samples: usize,
4981 unique_ratio_threshold: f64,
4982 ) -> Option<bool> {
4983 use std::collections::HashSet;
4984
4985 if unique_ratio_threshold <= 0.0 || unique_ratio_threshold > 1.0 {
4986 return None;
4987 }
4988
4989 let num_values = usize::try_from(data_block.num_values()).ok()?;
4990 if num_values == 0 {
4991 return Some(false);
4992 }
4993
4994 let sample_count = num_values.min(max_samples).max(1);
4995 let step = (num_values / sample_count).max(1);
4997
4998 match data_block {
4999 DataBlock::FixedWidth(fixed) => match fixed.bits_per_value {
5000 64 => {
5001 let values = fixed.data.borrow_to_typed_slice::<u64>();
5002 let values = values.as_ref();
5003 let mut unique: HashSet<u64> = HashSet::with_capacity(sample_count.min(1024));
5004 for idx in (0..num_values).step_by(step).take(sample_count) {
5005 unique.insert(values.get(idx).copied()?);
5006 }
5007 let ratio = unique.len() as f64 / sample_count as f64;
5008 Some(sample_count >= 1024 && ratio >= unique_ratio_threshold)
5010 }
5011 128 => {
5012 let values = fixed.data.borrow_to_typed_slice::<u128>();
5013 let values = values.as_ref();
5014 let mut unique: HashSet<u128> = HashSet::with_capacity(sample_count.min(1024));
5015 for idx in (0..num_values).step_by(step).take(sample_count) {
5016 unique.insert(values.get(idx).copied()?);
5017 }
5018 let ratio = unique.len() as f64 / sample_count as f64;
5019 Some(sample_count >= 1024 && ratio >= unique_ratio_threshold)
5020 }
5021 _ => Some(false),
5022 },
5023 DataBlock::VariableWidth(var) => {
5024 use xxhash_rust::xxh3::xxh3_64;
5025
5026 let mut unique: HashSet<u64> = HashSet::with_capacity(sample_count.min(1024));
5028 match var.bits_per_offset {
5029 32 => {
5030 let offsets_ref = var.offsets.borrow_to_typed_slice::<u32>();
5031 let offsets: &[u32] = offsets_ref.as_ref();
5032 for i in (0..num_values).step_by(step).take(sample_count) {
5033 let start = usize::try_from(*offsets.get(i)?).ok()?;
5034 let end = usize::try_from(*offsets.get(i + 1)?).ok()?;
5035 if start > end || end > var.data.len() {
5036 return None;
5037 }
5038 unique.insert(xxh3_64(&var.data[start..end]));
5039 }
5040 }
5041 64 => {
5042 let offsets_ref = var.offsets.borrow_to_typed_slice::<u64>();
5043 let offsets: &[u64] = offsets_ref.as_ref();
5044 for i in (0..num_values).step_by(step).take(sample_count) {
5045 let start = usize::try_from(*offsets.get(i)?).ok()?;
5046 let end = usize::try_from(*offsets.get(i + 1)?).ok()?;
5047 if start > end || end > var.data.len() {
5048 return None;
5049 }
5050 unique.insert(xxh3_64(&var.data[start..end]));
5051 }
5052 }
5053 _ => return Some(false),
5054 }
5055 let ratio = unique.len() as f64 / sample_count as f64;
5056 Some(sample_count >= 1024 && ratio >= unique_ratio_threshold)
5057 }
5058 _ => Some(false),
5059 }
5060 }
5061
5062 fn do_flush(
5064 &mut self,
5065 arrays: Vec<ArrayRef>,
5066 repdefs: Vec<RepDefBuilder>,
5067 row_number: u64,
5068 num_rows: u64,
5069 ) -> Result<Vec<EncodeTask>> {
5070 let column_idx = self.column_index;
5071 let compression_strategy = self.compression_strategy.clone();
5072 let field = self.field.clone();
5073 let encoding_metadata = self.encoding_metadata.clone();
5074 let support_large_chunk = self.support_large_chunk;
5075 let version = self.version;
5076 let task = spawn_cpu(move || {
5077 let num_values = arrays.iter().map(|arr| arr.len() as u64).sum();
5078 let is_simple_validity = repdefs.iter().all(|rd| rd.is_simple_validity());
5079 let has_repdef_info = repdefs.iter().any(|rd| !rd.is_empty());
5080 let repdef = RepDefBuilder::serialize(repdefs);
5081
5082 if num_values == 0 {
5083 log::debug!("Encoding column {} with {} items ({} rows) using complex-null layout", column_idx, num_values, num_rows);
5087 return Self::encode_complex_all_null(
5088 column_idx,
5089 repdef,
5090 row_number,
5091 num_rows,
5092 version,
5093 compression_strategy.as_ref(),
5094 );
5095 }
5096
5097 let leaf_validity = Self::leaf_validity(&repdef, num_values as usize)?;
5098 let all_null = leaf_validity
5099 .as_ref()
5100 .map(|validity| validity.count_set_bits() == 0)
5101 .unwrap_or(false);
5102
5103 if all_null {
5104 return if is_simple_validity {
5105 log::debug!(
5106 "Encoding column {} with {} items ({} rows) using simple-null layout",
5107 column_idx,
5108 num_values,
5109 num_rows
5110 );
5111 Self::encode_simple_all_null(column_idx, num_values, row_number)
5112 } else {
5113 log::debug!(
5114 "Encoding column {} with {} items ({} rows) using complex-null layout",
5115 column_idx,
5116 num_values,
5117 num_rows
5118 );
5119 Self::encode_complex_all_null(
5120 column_idx,
5121 repdef,
5122 row_number,
5123 num_rows,
5124 version,
5125 compression_strategy.as_ref(),
5126 )
5127 };
5128 }
5129
5130 if let DataType::Struct(fields) = &field.data_type()
5131 && fields.is_empty()
5132 {
5133 if has_repdef_info {
5134 return Err(Error::invalid_input_source(format!("Empty structs with rep/def information are not yet supported. The field {} is an empty struct that either has nulls or is in a list.", field.name).into()));
5135 }
5136 return Self::encode_simple_all_null(column_idx, num_values, row_number);
5139 }
5140
5141 let data_block = DataBlock::from_arrays(&arrays, num_values);
5142
5143 if version.resolve() >= LanceFileVersion::V2_2
5144 && let Some(scalar) = Self::find_constant_scalar(&arrays, leaf_validity.as_ref())?
5145 {
5146 log::debug!(
5147 "Encoding column {} with {} items ({} rows) using constant layout",
5148 column_idx,
5149 num_values,
5150 num_rows
5151 );
5152 return constant::encode_constant_page(
5153 column_idx,
5154 scalar,
5155 repdef,
5156 row_number,
5157 num_rows,
5158 );
5159 }
5160
5161 let requires_full_zip_packed_struct =
5162 if let DataBlock::Struct(ref struct_data_block) = data_block {
5163 struct_data_block.has_variable_width_child()
5164 } else {
5165 false
5166 };
5167
5168 if requires_full_zip_packed_struct {
5169 log::debug!(
5170 "Encoding column {} with {} items using full-zip packed struct layout",
5171 column_idx,
5172 num_values
5173 );
5174 return Self::encode_full_zip(
5175 column_idx,
5176 &field,
5177 compression_strategy.as_ref(),
5178 data_block,
5179 repdef,
5180 row_number,
5181 num_rows,
5182 );
5183 }
5184
5185 let too_sparse = Self::repdef_too_sparse_for_miniblock(&repdef, num_values);
5189
5190 if !too_sparse {
5191 if let DataBlock::Dictionary(dict) = data_block {
5192 log::debug!("Encoding column {} with {} items using dictionary encoding (already dictionary encoded)", column_idx, num_values);
5193 let (mut indices_data_block, dictionary_data_block) = dict.into_parts();
5194 indices_data_block.compute_stat();
5199 return Self::encode_miniblock(
5200 column_idx,
5201 &field,
5202 compression_strategy.as_ref(),
5203 indices_data_block,
5204 repdef,
5205 row_number,
5206 Some(dictionary_data_block),
5207 num_rows,
5208 support_large_chunk,
5209 );
5210 }
5211 } else {
5212 log::debug!(
5213 "Encoding column {} with {} items using full-zip layout \
5214 (rep/def too sparse for mini-block)",
5215 column_idx,
5216 num_values
5217 );
5218 }
5219
5220 {
5221 let dict_result = if too_sparse {
5224 None
5225 } else {
5226 Self::should_dictionary_encode(&data_block, &field, version)
5227 .and_then(|budget| {
5228 log::debug!(
5229 "Encoding column {} with {} items using dictionary encoding (mini-block layout)",
5230 column_idx,
5231 num_values
5232 );
5233 dict::dictionary_encode(
5234 &data_block,
5235 budget.max_dict_entries,
5236 budget.max_encoded_size,
5237 )
5238 })
5239 };
5240
5241 if let Some((indices_data_block, dictionary_data_block)) = dict_result {
5242 Self::encode_miniblock(
5243 column_idx,
5244 &field,
5245 compression_strategy.as_ref(),
5246 indices_data_block,
5247 repdef,
5248 row_number,
5249 Some(dictionary_data_block),
5250 num_rows,
5251 support_large_chunk,
5252 )
5253 } else if !too_sparse && Self::prefers_miniblock(&data_block, encoding_metadata.as_ref()) {
5254 log::debug!(
5255 "Encoding column {} with {} items using mini-block layout",
5256 column_idx,
5257 num_values
5258 );
5259 Self::encode_miniblock(
5260 column_idx,
5261 &field,
5262 compression_strategy.as_ref(),
5263 data_block,
5264 repdef,
5265 row_number,
5266 None,
5267 num_rows,
5268 support_large_chunk,
5269 )
5270 } else if too_sparse || Self::prefers_fullzip(encoding_metadata.as_ref()) {
5271 log::debug!(
5272 "Encoding column {} with {} items using full-zip layout",
5273 column_idx,
5274 num_values
5275 );
5276 Self::encode_full_zip(
5277 column_idx,
5278 &field,
5279 compression_strategy.as_ref(),
5280 data_block,
5281 repdef,
5282 row_number,
5283 num_rows,
5284 )
5285 } else {
5286 Err(Error::invalid_input_source(format!("Cannot determine structural encoding for field {}. This typically indicates an invalid value of the field metadata key {}", field.name, STRUCTURAL_ENCODING_META_KEY).into()))
5287 }
5288 }
5289 })
5290 .boxed();
5291 Ok(vec![task])
5292 }
5293
5294 fn extract_validity_buf(
5295 array: Arc<dyn Array>,
5296 repdef: &mut RepDefBuilder,
5297 keep_original_array: bool,
5298 ) -> Result<Arc<dyn Array>> {
5299 if let Some(validity) = array.nulls() {
5300 if keep_original_array {
5301 repdef.add_validity_bitmap(validity.clone());
5302 } else {
5303 repdef.add_validity_bitmap(deep_copy_nulls(Some(validity)).unwrap());
5304 }
5305 let data_no_nulls = array.to_data().into_builder().nulls(None).build()?;
5306 Ok(make_array(data_no_nulls))
5307 } else {
5308 repdef.add_no_null(array.len());
5309 Ok(array)
5310 }
5311 }
5312
5313 fn extract_validity(
5314 mut array: Arc<dyn Array>,
5315 repdef: &mut RepDefBuilder,
5316 keep_original_array: bool,
5317 ) -> Result<Arc<dyn Array>> {
5318 match array.data_type() {
5319 DataType::Null => {
5320 repdef.add_validity_bitmap(NullBuffer::new(BooleanBuffer::new_unset(array.len())));
5321 Ok(array)
5322 }
5323 DataType::Dictionary(_, _) => {
5324 array = dict::normalize_dict_nulls(array)?;
5325 Self::extract_validity_buf(array, repdef, keep_original_array)
5326 }
5327 _ => Self::extract_validity_buf(array, repdef, keep_original_array),
5336 }
5337 }
5338}
5339
5340impl FieldEncoder for PrimitiveStructuralEncoder {
5341 fn maybe_encode(
5343 &mut self,
5344 array: ArrayRef,
5345 _external_buffers: &mut OutOfLineBuffers,
5346 mut repdef: RepDefBuilder,
5347 row_number: u64,
5348 num_rows: u64,
5349 ) -> Result<Vec<EncodeTask>> {
5350 let array = Self::extract_validity(array, &mut repdef, self.keep_original_array)?;
5351 self.accumulated_repdefs.push(repdef);
5352
5353 if let Some((arrays, row_number, num_rows)) =
5354 self.accumulation_queue.insert(array, row_number, num_rows)
5355 {
5356 let accumulated_repdefs = std::mem::take(&mut self.accumulated_repdefs);
5357 Ok(self.do_flush(arrays, accumulated_repdefs, row_number, num_rows)?)
5358 } else {
5359 Ok(vec![])
5360 }
5361 }
5362
5363 fn flush(&mut self, _external_buffers: &mut OutOfLineBuffers) -> Result<Vec<EncodeTask>> {
5365 if let Some((arrays, row_number, num_rows)) = self.accumulation_queue.flush() {
5366 let accumulated_repdefs = std::mem::take(&mut self.accumulated_repdefs);
5367 Ok(self.do_flush(arrays, accumulated_repdefs, row_number, num_rows)?)
5368 } else {
5369 Ok(vec![])
5370 }
5371 }
5372
5373 fn num_columns(&self) -> u32 {
5374 1
5375 }
5376
5377 fn finish(
5378 &mut self,
5379 _external_buffers: &mut OutOfLineBuffers,
5380 ) -> BoxFuture<'_, Result<Vec<crate::encoder::EncodedColumn>>> {
5381 std::future::ready(Ok(vec![EncodedColumn::default()])).boxed()
5382 }
5383}
5384
5385#[cfg(test)]
5386#[allow(clippy::single_range_in_vec_init)]
5387mod tests {
5388 use super::{
5389 ChunkInstructions, DataBlock, DecodeMiniBlockTask, FixedPerValueDecompressor,
5390 FixedWidthDataBlock, FullZipCacheableState, FullZipDecodeDetails, FullZipReadSource,
5391 FullZipRepIndexDetails, FullZipScheduler, MiniBlockRepIndex, PerValueDecompressor,
5392 PreambleAction, StructuralPageScheduler, VariableFullZipDecoder,
5393 };
5394 use crate::buffer::LanceBuffer;
5395 use crate::compression::DefaultDecompressionStrategy;
5396 use crate::constants::{
5397 COMPRESSION_LEVEL_META_KEY, COMPRESSION_META_KEY, DICT_VALUES_COMPRESSION_LEVEL_META_KEY,
5398 DICT_VALUES_COMPRESSION_META_KEY, STRUCTURAL_ENCODING_META_KEY,
5399 STRUCTURAL_ENCODING_MINIBLOCK,
5400 };
5401 use crate::data::BlockInfo;
5402 use crate::decoder::PageEncoding;
5403 use crate::encodings::logical::primitive::{
5404 ChunkDrainInstructions, PrimitiveStructuralEncoder,
5405 };
5406 use crate::format::ProtobufUtils21;
5407 use crate::format::pb21;
5408 use crate::format::pb21::compressive_encoding::Compression;
5409 use crate::testing::{TestCases, check_round_trip_encoding_of_data};
5410 use crate::version::LanceFileVersion;
5411 use arrow_array::{ArrayRef, Int8Array, StringArray};
5412 use arrow_schema::DataType;
5413 use std::collections::HashMap;
5414 use std::{collections::VecDeque, sync::Arc};
5415
5416 #[test]
5417 fn test_is_narrow() {
5418 let int8_array = Int8Array::from(vec![1, 2, 3]);
5419 let array_ref: ArrayRef = Arc::new(int8_array);
5420 let block = DataBlock::from_array(array_ref);
5421
5422 assert!(PrimitiveStructuralEncoder::is_narrow(&block));
5423
5424 let string_array = StringArray::from(vec![Some("hello"), Some("world")]);
5425 let block = DataBlock::from_array(string_array);
5426 assert!(PrimitiveStructuralEncoder::is_narrow(&block));
5427
5428 let string_array = StringArray::from(vec![
5429 Some("hello world".repeat(100)),
5430 Some("world".to_string()),
5431 ]);
5432 let block = DataBlock::from_array(string_array);
5433 assert!((!PrimitiveStructuralEncoder::is_narrow(&block)));
5434 }
5435
5436 #[test]
5437 fn test_map_range() {
5438 let rep = Some(vec![1, 0, 0, 1, 0, 1, 1, 0, 0]);
5441 let def = Some(vec![0, 0, 0, 0, 0, 1, 0, 0, 0]);
5442 let max_visible_def = 0;
5443 let total_items = 8;
5444 let max_rep = 1;
5445
5446 let check = |range, expected_item_range, expected_level_range| {
5447 let (item_range, level_range) = DecodeMiniBlockTask::map_range(
5448 range,
5449 rep.as_ref(),
5450 def.as_ref(),
5451 max_rep,
5452 max_visible_def,
5453 total_items,
5454 PreambleAction::Absent,
5455 );
5456 assert_eq!(item_range, expected_item_range);
5457 assert_eq!(level_range, expected_level_range);
5458 };
5459
5460 check(0..1, 0..3, 0..3);
5461 check(1..2, 3..5, 3..5);
5462 check(2..3, 5..5, 5..6);
5463 check(3..4, 5..8, 6..9);
5464 check(0..2, 0..5, 0..5);
5465 check(1..3, 3..5, 3..6);
5466 check(2..4, 5..8, 5..9);
5467 check(0..3, 0..5, 0..6);
5468 check(1..4, 3..8, 3..9);
5469 check(0..4, 0..8, 0..9);
5470
5471 let rep = Some(vec![1, 1, 0, 1]);
5474 let def = Some(vec![1, 0, 0, 0]);
5475 let max_visible_def = 0;
5476 let total_items = 3;
5477
5478 let check = |range, expected_item_range, expected_level_range| {
5479 let (item_range, level_range) = DecodeMiniBlockTask::map_range(
5480 range,
5481 rep.as_ref(),
5482 def.as_ref(),
5483 max_rep,
5484 max_visible_def,
5485 total_items,
5486 PreambleAction::Absent,
5487 );
5488 assert_eq!(item_range, expected_item_range);
5489 assert_eq!(level_range, expected_level_range);
5490 };
5491
5492 check(0..1, 0..0, 0..1);
5493 check(1..2, 0..2, 1..3);
5494 check(2..3, 2..3, 3..4);
5495 check(0..2, 0..2, 0..3);
5496 check(1..3, 0..3, 1..4);
5497 check(0..3, 0..3, 0..4);
5498
5499 let rep = Some(vec![1, 1, 0, 1]);
5502 let def = Some(vec![0, 0, 0, 1]);
5503 let max_visible_def = 0;
5504 let total_items = 3;
5505
5506 let check = |range, expected_item_range, expected_level_range| {
5507 let (item_range, level_range) = DecodeMiniBlockTask::map_range(
5508 range,
5509 rep.as_ref(),
5510 def.as_ref(),
5511 max_rep,
5512 max_visible_def,
5513 total_items,
5514 PreambleAction::Absent,
5515 );
5516 assert_eq!(item_range, expected_item_range);
5517 assert_eq!(level_range, expected_level_range);
5518 };
5519
5520 check(0..1, 0..1, 0..1);
5521 check(1..2, 1..3, 1..3);
5522 check(2..3, 3..3, 3..4);
5523 check(0..2, 0..3, 0..3);
5524 check(1..3, 1..3, 1..4);
5525 check(0..3, 0..3, 0..4);
5526
5527 let rep = Some(vec![1, 0, 1, 0, 1, 0]);
5530 let def: Option<&[u16]> = None;
5531 let max_visible_def = 0;
5532 let total_items = 6;
5533
5534 let check = |range, expected_item_range, expected_level_range| {
5535 let (item_range, level_range) = DecodeMiniBlockTask::map_range(
5536 range,
5537 rep.as_ref(),
5538 def.as_ref(),
5539 max_rep,
5540 max_visible_def,
5541 total_items,
5542 PreambleAction::Absent,
5543 );
5544 assert_eq!(item_range, expected_item_range);
5545 assert_eq!(level_range, expected_level_range);
5546 };
5547
5548 check(0..1, 0..2, 0..2);
5549 check(1..2, 2..4, 2..4);
5550 check(2..3, 4..6, 4..6);
5551 check(0..2, 0..4, 0..4);
5552 check(1..3, 2..6, 2..6);
5553 check(0..3, 0..6, 0..6);
5554
5555 let rep: Option<&[u16]> = None;
5558 let def = Some(vec![0, 0, 1, 0]);
5559 let max_visible_def = 1;
5560 let total_items = 4;
5561
5562 let check = |range, expected_item_range, expected_level_range| {
5563 let (item_range, level_range) = DecodeMiniBlockTask::map_range(
5564 range,
5565 rep.as_ref(),
5566 def.as_ref(),
5567 max_rep,
5568 max_visible_def,
5569 total_items,
5570 PreambleAction::Absent,
5571 );
5572 assert_eq!(item_range, expected_item_range);
5573 assert_eq!(level_range, expected_level_range);
5574 };
5575
5576 check(0..1, 0..1, 0..1);
5577 check(1..2, 1..2, 1..2);
5578 check(2..3, 2..3, 2..3);
5579 check(0..2, 0..2, 0..2);
5580 check(1..3, 1..3, 1..3);
5581 check(0..3, 0..3, 0..3);
5582
5583 let rep = Some(vec![0, 1, 0, 1]);
5588 let def = Some(vec![0, 0, 0, 1]);
5589 let max_visible_def = 0;
5590 let total_items = 3;
5591
5592 let check = |range, expected_item_range, expected_level_range| {
5593 let (item_range, level_range) = DecodeMiniBlockTask::map_range(
5594 range,
5595 rep.as_ref(),
5596 def.as_ref(),
5597 max_rep,
5598 max_visible_def,
5599 total_items,
5600 PreambleAction::Take,
5601 );
5602 assert_eq!(item_range, expected_item_range);
5603 assert_eq!(level_range, expected_level_range);
5604 };
5605
5606 check(0..1, 0..3, 0..3);
5608 check(0..2, 0..3, 0..4);
5609
5610 let check = |range, expected_item_range, expected_level_range| {
5611 let (item_range, level_range) = DecodeMiniBlockTask::map_range(
5612 range,
5613 rep.as_ref(),
5614 def.as_ref(),
5615 max_rep,
5616 max_visible_def,
5617 total_items,
5618 PreambleAction::Skip,
5619 );
5620 assert_eq!(item_range, expected_item_range);
5621 assert_eq!(level_range, expected_level_range);
5622 };
5623
5624 check(0..1, 1..3, 1..3);
5625 check(1..2, 3..3, 3..4);
5626 check(0..2, 1..3, 1..4);
5627
5628 let rep = Some(vec![0, 1, 1, 0]);
5633 let def = Some(vec![0, 1, 0, 0]);
5634 let max_visible_def = 0;
5635 let total_items = 4;
5636
5637 let check = |range, expected_item_range, expected_level_range| {
5638 let (item_range, level_range) = DecodeMiniBlockTask::map_range(
5639 range,
5640 rep.as_ref(),
5641 def.as_ref(),
5642 max_rep,
5643 max_visible_def,
5644 total_items,
5645 PreambleAction::Take,
5646 );
5647 assert_eq!(item_range, expected_item_range);
5648 assert_eq!(level_range, expected_level_range);
5649 };
5650
5651 check(0..1, 0..1, 0..2);
5653 check(0..2, 0..3, 0..4);
5654
5655 let check = |range, expected_item_range, expected_level_range| {
5656 let (item_range, level_range) = DecodeMiniBlockTask::map_range(
5657 range,
5658 rep.as_ref(),
5659 def.as_ref(),
5660 max_rep,
5661 max_visible_def,
5662 total_items,
5663 PreambleAction::Skip,
5664 );
5665 assert_eq!(item_range, expected_item_range);
5666 assert_eq!(level_range, expected_level_range);
5667 };
5668
5669 check(0..1, 1..1, 1..2);
5671 check(1..2, 1..3, 2..4);
5672 check(0..2, 1..3, 1..4);
5673
5674 let rep = Some(vec![0, 1, 0, 1]);
5677 let def: Option<Vec<u16>> = None;
5678 let max_visible_def = 0;
5679 let total_items = 4;
5680
5681 let check = |range, expected_item_range, expected_level_range| {
5682 let (item_range, level_range) = DecodeMiniBlockTask::map_range(
5683 range,
5684 rep.as_ref(),
5685 def.as_ref(),
5686 max_rep,
5687 max_visible_def,
5688 total_items,
5689 PreambleAction::Take,
5690 );
5691 assert_eq!(item_range, expected_item_range);
5692 assert_eq!(level_range, expected_level_range);
5693 };
5694
5695 check(0..1, 0..3, 0..3);
5697 check(0..2, 0..4, 0..4);
5698
5699 let check = |range, expected_item_range, expected_level_range| {
5700 let (item_range, level_range) = DecodeMiniBlockTask::map_range(
5701 range,
5702 rep.as_ref(),
5703 def.as_ref(),
5704 max_rep,
5705 max_visible_def,
5706 total_items,
5707 PreambleAction::Skip,
5708 );
5709 assert_eq!(item_range, expected_item_range);
5710 assert_eq!(level_range, expected_level_range);
5711 };
5712
5713 check(0..1, 1..3, 1..3);
5714 check(1..2, 3..4, 3..4);
5715 check(0..2, 1..4, 1..4);
5716
5717 let rep = Some(vec![2, 1, 2, 0, 1, 2]);
5721 let def = Some(vec![0, 1, 2, 0, 0, 0]);
5722 let max_rep = 2;
5723 let max_visible_def = 0;
5724 let total_items = 4;
5725
5726 let check = |range, expected_item_range, expected_level_range| {
5727 let (item_range, level_range) = DecodeMiniBlockTask::map_range(
5728 range,
5729 rep.as_ref(),
5730 def.as_ref(),
5731 max_rep,
5732 max_visible_def,
5733 total_items,
5734 PreambleAction::Absent,
5735 );
5736 assert_eq!(item_range, expected_item_range);
5737 assert_eq!(level_range, expected_level_range);
5738 };
5739
5740 check(0..3, 0..4, 0..6);
5741 check(0..1, 0..1, 0..2);
5742 check(1..2, 1..3, 2..5);
5743 check(2..3, 3..4, 5..6);
5744
5745 let rep = Some(vec![0, 0, 1, 0, 1, 1]);
5747 let def = Some(vec![0, 1, 0, 0, 0, 0]);
5748 let max_rep = 1;
5749 let max_visible_def = 0;
5750 let total_items = 5;
5751
5752 let check = |range, expected_item_range, expected_level_range| {
5753 let (item_range, level_range) = DecodeMiniBlockTask::map_range(
5754 range,
5755 rep.as_ref(),
5756 def.as_ref(),
5757 max_rep,
5758 max_visible_def,
5759 total_items,
5760 PreambleAction::Take,
5761 );
5762 assert_eq!(item_range, expected_item_range);
5763 assert_eq!(level_range, expected_level_range);
5764 };
5765
5766 check(0..0, 0..1, 0..2);
5767 check(0..1, 0..3, 0..4);
5768 check(0..2, 0..4, 0..5);
5769
5770 let rep = Some(vec![0, 1, 0, 1, 0, 1, 0, 1]);
5773 let def = Some(vec![1, 0, 1, 1, 0, 0, 0, 0]);
5774 let max_rep = 1;
5775 let max_visible_def = 0;
5776 let total_items = 5;
5777
5778 let check = |range, expected_item_range, expected_level_range| {
5779 let (item_range, level_range) = DecodeMiniBlockTask::map_range(
5780 range,
5781 rep.as_ref(),
5782 def.as_ref(),
5783 max_rep,
5784 max_visible_def,
5785 total_items,
5786 PreambleAction::Skip,
5787 );
5788 assert_eq!(item_range, expected_item_range);
5789 assert_eq!(level_range, expected_level_range);
5790 };
5791
5792 check(2..3, 2..4, 5..7);
5793 }
5794
5795 #[test]
5796 fn test_slice_batch_data_and_rebase_offsets_u32() {
5797 let data = LanceBuffer::copy_slice(b"0123456789abcdefghij");
5798 let offsets = LanceBuffer::reinterpret_vec(vec![6_u32, 8_u32, 8_u32, 12_u32]);
5799
5800 let (sliced_data, normalized_offsets) =
5801 VariableFullZipDecoder::slice_batch_data_and_rebase_offsets(&data, &offsets, 32)
5802 .unwrap();
5803
5804 assert_eq!(sliced_data.as_ref(), b"6789ab");
5805 let normalized = normalized_offsets.borrow_to_typed_slice::<u32>();
5806 assert_eq!(normalized.as_ref(), &[0, 2, 2, 6]);
5807 }
5808
5809 #[test]
5810 fn test_slice_batch_data_and_rebase_offsets_u64() {
5811 let data = LanceBuffer::copy_slice(b"abcdefghijklmnopqrstuvwxyz");
5812 let offsets = LanceBuffer::reinterpret_vec(vec![10_u64, 12_u64, 16_u64, 20_u64]);
5813
5814 let (sliced_data, normalized_offsets) =
5815 VariableFullZipDecoder::slice_batch_data_and_rebase_offsets(&data, &offsets, 64)
5816 .unwrap();
5817
5818 assert_eq!(sliced_data.as_ref(), b"klmnopqrst");
5819 let normalized = normalized_offsets.borrow_to_typed_slice::<u64>();
5820 assert_eq!(normalized.as_ref(), &[0, 2, 6, 10]);
5821 }
5822
5823 #[test]
5824 fn test_slice_batch_data_and_rebase_offsets_rejects_invalid_offsets() {
5825 let data = LanceBuffer::copy_slice(b"abcd");
5826 let offsets = LanceBuffer::reinterpret_vec(vec![3_u32, 2_u32]);
5827
5828 let err = VariableFullZipDecoder::slice_batch_data_and_rebase_offsets(&data, &offsets, 32)
5829 .expect_err("offset end before start should error");
5830 assert!(err.to_string().contains("less than base"));
5831 }
5832
5833 #[test]
5834 fn test_schedule_instructions() {
5835 let rep_data: Vec<u64> = vec![5, 2, 3, 0, 4, 7, 2, 0];
5837 let rep_bytes: Vec<u8> = rep_data.iter().flat_map(|v| v.to_le_bytes()).collect();
5838 let repetition_index = MiniBlockRepIndex::decode_from_bytes(&rep_bytes, 2);
5839
5840 let check = |user_ranges, expected_instructions| {
5841 let instructions =
5842 ChunkInstructions::schedule_instructions(&repetition_index, user_ranges);
5843 assert_eq!(instructions, expected_instructions);
5844 };
5845
5846 let expected_take_all = vec![
5848 ChunkInstructions {
5849 chunk_idx: 0,
5850 preamble: PreambleAction::Absent,
5851 rows_to_skip: 0,
5852 rows_to_take: 6,
5853 take_trailer: true,
5854 },
5855 ChunkInstructions {
5856 chunk_idx: 1,
5857 preamble: PreambleAction::Take,
5858 rows_to_skip: 0,
5859 rows_to_take: 2,
5860 take_trailer: false,
5861 },
5862 ChunkInstructions {
5863 chunk_idx: 2,
5864 preamble: PreambleAction::Absent,
5865 rows_to_skip: 0,
5866 rows_to_take: 5,
5867 take_trailer: true,
5868 },
5869 ChunkInstructions {
5870 chunk_idx: 3,
5871 preamble: PreambleAction::Take,
5872 rows_to_skip: 0,
5873 rows_to_take: 1,
5874 take_trailer: false,
5875 },
5876 ];
5877
5878 check(&[0..14], expected_take_all.clone());
5880
5881 check(
5883 &[
5884 0..1,
5885 1..2,
5886 2..3,
5887 3..4,
5888 4..5,
5889 5..6,
5890 6..7,
5891 7..8,
5892 8..9,
5893 9..10,
5894 10..11,
5895 11..12,
5896 12..13,
5897 13..14,
5898 ],
5899 expected_take_all,
5900 );
5901
5902 check(
5906 &[0..1, 3..4],
5907 vec![
5908 ChunkInstructions {
5909 chunk_idx: 0,
5910 preamble: PreambleAction::Absent,
5911 rows_to_skip: 0,
5912 rows_to_take: 1,
5913 take_trailer: false,
5914 },
5915 ChunkInstructions {
5916 chunk_idx: 0,
5917 preamble: PreambleAction::Absent,
5918 rows_to_skip: 3,
5919 rows_to_take: 1,
5920 take_trailer: false,
5921 },
5922 ],
5923 );
5924
5925 check(
5927 &[5..6],
5928 vec![
5929 ChunkInstructions {
5930 chunk_idx: 0,
5931 preamble: PreambleAction::Absent,
5932 rows_to_skip: 5,
5933 rows_to_take: 1,
5934 take_trailer: true,
5935 },
5936 ChunkInstructions {
5937 chunk_idx: 1,
5938 preamble: PreambleAction::Take,
5939 rows_to_skip: 0,
5940 rows_to_take: 0,
5941 take_trailer: false,
5942 },
5943 ],
5944 );
5945
5946 check(
5948 &[7..10],
5949 vec![
5950 ChunkInstructions {
5951 chunk_idx: 1,
5952 preamble: PreambleAction::Skip,
5953 rows_to_skip: 1,
5954 rows_to_take: 1,
5955 take_trailer: false,
5956 },
5957 ChunkInstructions {
5958 chunk_idx: 2,
5959 preamble: PreambleAction::Absent,
5960 rows_to_skip: 0,
5961 rows_to_take: 2,
5962 take_trailer: false,
5963 },
5964 ],
5965 );
5966 }
5967
5968 #[test]
5969 fn test_drain_instructions() {
5970 fn drain_from_instructions(
5971 instructions: &mut VecDeque<ChunkInstructions>,
5972 mut rows_desired: u64,
5973 need_preamble: &mut bool,
5974 skip_in_chunk: &mut u64,
5975 ) -> Vec<ChunkDrainInstructions> {
5976 let mut drain_instructions = Vec::with_capacity(instructions.len());
5978 while rows_desired > 0 || *need_preamble {
5979 let (next_instructions, consumed_chunk) = instructions
5980 .front()
5981 .unwrap()
5982 .drain_from_instruction(&mut rows_desired, need_preamble, skip_in_chunk);
5983 if consumed_chunk {
5984 instructions.pop_front();
5985 }
5986 drain_instructions.push(next_instructions);
5987 }
5988 drain_instructions
5989 }
5990
5991 let rep_data: Vec<u64> = vec![5, 2, 3, 0, 4, 7, 2, 0];
5993 let rep_bytes: Vec<u8> = rep_data.iter().flat_map(|v| v.to_le_bytes()).collect();
5994 let repetition_index = MiniBlockRepIndex::decode_from_bytes(&rep_bytes, 2);
5995 let user_ranges = vec![1..7, 10..14];
5996
5997 let scheduled = ChunkInstructions::schedule_instructions(&repetition_index, &user_ranges);
5999
6000 let mut to_drain = VecDeque::from(scheduled.clone());
6001
6002 let mut need_preamble = false;
6005 let mut skip_in_chunk = 0;
6006
6007 let next_batch =
6008 drain_from_instructions(&mut to_drain, 4, &mut need_preamble, &mut skip_in_chunk);
6009
6010 assert!(!need_preamble);
6011 assert_eq!(skip_in_chunk, 4);
6012 assert_eq!(
6013 next_batch,
6014 vec![ChunkDrainInstructions {
6015 chunk_instructions: scheduled[0].clone(),
6016 rows_to_take: 4,
6017 rows_to_skip: 0,
6018 preamble_action: PreambleAction::Absent,
6019 }]
6020 );
6021
6022 let next_batch =
6023 drain_from_instructions(&mut to_drain, 4, &mut need_preamble, &mut skip_in_chunk);
6024
6025 assert!(!need_preamble);
6026 assert_eq!(skip_in_chunk, 2);
6027
6028 assert_eq!(
6029 next_batch,
6030 vec![
6031 ChunkDrainInstructions {
6032 chunk_instructions: scheduled[0].clone(),
6033 rows_to_take: 1,
6034 rows_to_skip: 4,
6035 preamble_action: PreambleAction::Absent,
6036 },
6037 ChunkDrainInstructions {
6038 chunk_instructions: scheduled[1].clone(),
6039 rows_to_take: 1,
6040 rows_to_skip: 0,
6041 preamble_action: PreambleAction::Take,
6042 },
6043 ChunkDrainInstructions {
6044 chunk_instructions: scheduled[2].clone(),
6045 rows_to_take: 2,
6046 rows_to_skip: 0,
6047 preamble_action: PreambleAction::Absent,
6048 }
6049 ]
6050 );
6051
6052 let next_batch =
6053 drain_from_instructions(&mut to_drain, 2, &mut need_preamble, &mut skip_in_chunk);
6054
6055 assert!(!need_preamble);
6056 assert_eq!(skip_in_chunk, 0);
6057
6058 assert_eq!(
6059 next_batch,
6060 vec![
6061 ChunkDrainInstructions {
6062 chunk_instructions: scheduled[2].clone(),
6063 rows_to_take: 1,
6064 rows_to_skip: 2,
6065 preamble_action: PreambleAction::Absent,
6066 },
6067 ChunkDrainInstructions {
6068 chunk_instructions: scheduled[3].clone(),
6069 rows_to_take: 1,
6070 rows_to_skip: 0,
6071 preamble_action: PreambleAction::Take,
6072 },
6073 ]
6074 );
6075
6076 let rep_data: Vec<u64> = vec![5, 2, 3, 3, 20, 0];
6078 let rep_bytes: Vec<u8> = rep_data.iter().flat_map(|v| v.to_le_bytes()).collect();
6079 let repetition_index = MiniBlockRepIndex::decode_from_bytes(&rep_bytes, 2);
6080 let user_ranges = vec![0..28];
6081
6082 let scheduled = ChunkInstructions::schedule_instructions(&repetition_index, &user_ranges);
6084
6085 let mut to_drain = VecDeque::from(scheduled.clone());
6086
6087 let mut need_preamble = false;
6090 let mut skip_in_chunk = 0;
6091
6092 let next_batch =
6093 drain_from_instructions(&mut to_drain, 7, &mut need_preamble, &mut skip_in_chunk);
6094
6095 assert_eq!(
6096 next_batch,
6097 vec![
6098 ChunkDrainInstructions {
6099 chunk_instructions: scheduled[0].clone(),
6100 rows_to_take: 6,
6101 rows_to_skip: 0,
6102 preamble_action: PreambleAction::Absent,
6103 },
6104 ChunkDrainInstructions {
6105 chunk_instructions: scheduled[1].clone(),
6106 rows_to_take: 1,
6107 rows_to_skip: 0,
6108 preamble_action: PreambleAction::Take,
6109 },
6110 ]
6111 );
6112
6113 assert!(!need_preamble);
6114 assert_eq!(skip_in_chunk, 1);
6115
6116 let next_batch =
6119 drain_from_instructions(&mut to_drain, 2, &mut need_preamble, &mut skip_in_chunk);
6120
6121 assert_eq!(
6122 next_batch,
6123 vec![
6124 ChunkDrainInstructions {
6125 chunk_instructions: scheduled[1].clone(),
6126 rows_to_take: 2,
6127 rows_to_skip: 1,
6128 preamble_action: PreambleAction::Skip,
6129 },
6130 ChunkDrainInstructions {
6131 chunk_instructions: scheduled[2].clone(),
6132 rows_to_take: 0,
6133 rows_to_skip: 0,
6134 preamble_action: PreambleAction::Take,
6135 },
6136 ]
6137 );
6138
6139 assert!(!need_preamble);
6140 assert_eq!(skip_in_chunk, 0);
6141 }
6142
6143 #[tokio::test]
6144 async fn test_fullzip_initialize_is_lazy() {
6145 use futures::{FutureExt, future::BoxFuture};
6146 use std::ops::Range;
6147 use std::sync::Mutex;
6148
6149 #[derive(Debug, Clone)]
6150 struct RecordingScheduler {
6151 data: bytes::Bytes,
6152 requests: Arc<Mutex<Vec<Vec<Range<u64>>>>>,
6153 }
6154
6155 impl RecordingScheduler {
6156 fn new(data: bytes::Bytes) -> Self {
6157 Self {
6158 data,
6159 requests: Arc::new(Mutex::new(Vec::new())),
6160 }
6161 }
6162
6163 fn requests(&self) -> Vec<Vec<Range<u64>>> {
6164 self.requests.lock().unwrap().clone()
6165 }
6166 }
6167
6168 impl crate::EncodingsIo for RecordingScheduler {
6169 fn submit_request(
6170 &self,
6171 ranges: Vec<Range<u64>>,
6172 _priority: u64,
6173 ) -> BoxFuture<'static, crate::Result<Vec<bytes::Bytes>>> {
6174 self.requests.lock().unwrap().push(ranges.clone());
6175 let data = ranges
6176 .into_iter()
6177 .map(|range| self.data.slice(range.start as usize..range.end as usize))
6178 .collect::<Vec<_>>();
6179 std::future::ready(Ok(data)).boxed()
6180 }
6181 }
6182
6183 #[derive(Debug)]
6184 struct TestFixedDecompressor;
6185
6186 impl FixedPerValueDecompressor for TestFixedDecompressor {
6187 fn decompress(
6188 &self,
6189 _data: FixedWidthDataBlock,
6190 _num_rows: u64,
6191 ) -> crate::Result<DataBlock> {
6192 unimplemented!("Test decompressor")
6193 }
6194
6195 fn bits_per_value(&self) -> u64 {
6196 32
6197 }
6198 }
6199
6200 let io = Arc::new(RecordingScheduler::new(bytes::Bytes::from(vec![
6201 0;
6202 16 * 1024
6203 ])));
6204 let mut scheduler = FullZipScheduler {
6205 data_buf_position: 0,
6206 data_buf_size: 4096,
6207 rep_index: Some(FullZipRepIndexDetails {
6208 buf_position: 1000,
6209 bytes_per_value: 4,
6210 }),
6211 priority: 0,
6212 rows_in_page: 100,
6213 bits_per_offset: 32,
6214 details: Arc::new(FullZipDecodeDetails {
6215 value_decompressor: PerValueDecompressor::Fixed(Arc::new(TestFixedDecompressor)),
6216 def_meaning: Arc::new([crate::repdef::DefinitionInterpretation::NullableItem]),
6217 ctrl_word_parser: crate::repdef::ControlWordParser::new(0, 1),
6218 max_rep: 0,
6219 max_visible_def: 0,
6220 }),
6221 cached_state: None,
6222 enable_cache: false,
6223 };
6224
6225 let io_dyn: Arc<dyn crate::EncodingsIo> = io.clone();
6226 let cached_data = scheduler.initialize(&io_dyn).await.unwrap();
6227
6228 assert!(
6229 cached_data
6230 .as_arc_any()
6231 .downcast_ref::<super::NoCachedPageData>()
6232 .is_some(),
6233 "FullZip initialize should not eagerly load repetition index data"
6234 );
6235 assert!(scheduler.cached_state.is_none());
6236 assert!(
6237 io.requests().is_empty(),
6238 "FullZip initialize should not issue any I/O"
6239 );
6240 }
6241
6242 #[tokio::test]
6243 async fn test_fullzip_read_source_slices_prefetched_page() {
6244 let page_start = 200_u64;
6245 let page_data = LanceBuffer::copy_slice(&[0, 1, 2, 3, 4, 5, 6, 7]);
6246 let source = FullZipReadSource::PrefetchedPage {
6247 base_offset: page_start,
6248 data: page_data,
6249 };
6250 let ranges = vec![
6251 page_start..(page_start + 3),
6252 (page_start + 4)..(page_start + 8),
6253 ];
6254 let mut data = source.fetch(&ranges, 0).await.unwrap();
6255 assert_eq!(data.pop_front().unwrap().as_ref(), &[0, 1, 2]);
6256 assert_eq!(data.pop_front().unwrap().as_ref(), &[4, 5, 6, 7]);
6257 }
6258
6259 #[tokio::test]
6260 async fn test_fullzip_initialize_caches_rep_index_when_enabled() {
6261 use futures::{FutureExt, future::BoxFuture};
6262 use std::ops::Range;
6263 use std::sync::Mutex;
6264
6265 #[derive(Debug, Clone)]
6266 struct RecordingScheduler {
6267 data: bytes::Bytes,
6268 requests: Arc<Mutex<Vec<Vec<Range<u64>>>>>,
6269 }
6270
6271 impl RecordingScheduler {
6272 fn new(data: bytes::Bytes) -> Self {
6273 Self {
6274 data,
6275 requests: Arc::new(Mutex::new(Vec::new())),
6276 }
6277 }
6278
6279 fn requests(&self) -> Vec<Vec<Range<u64>>> {
6280 self.requests.lock().unwrap().clone()
6281 }
6282 }
6283
6284 impl crate::EncodingsIo for RecordingScheduler {
6285 fn submit_request(
6286 &self,
6287 ranges: Vec<Range<u64>>,
6288 _priority: u64,
6289 ) -> BoxFuture<'static, crate::Result<Vec<bytes::Bytes>>> {
6290 self.requests.lock().unwrap().push(ranges.clone());
6291 let data = ranges
6292 .into_iter()
6293 .map(|range| self.data.slice(range.start as usize..range.end as usize))
6294 .collect::<Vec<_>>();
6295 std::future::ready(Ok(data)).boxed()
6296 }
6297 }
6298
6299 #[derive(Debug)]
6300 struct TestFixedDecompressor;
6301
6302 impl FixedPerValueDecompressor for TestFixedDecompressor {
6303 fn decompress(
6304 &self,
6305 _data: FixedWidthDataBlock,
6306 _num_rows: u64,
6307 ) -> crate::Result<DataBlock> {
6308 unimplemented!("Test decompressor")
6309 }
6310
6311 fn bits_per_value(&self) -> u64 {
6312 32
6313 }
6314 }
6315
6316 let rows_in_page = 100_u64;
6317 let bytes_per_value = 4_u64;
6318 let rep_start = 1000_u64;
6319 let rep_size = ((rows_in_page + 1) * bytes_per_value) as usize;
6320 let mut data = vec![0_u8; 16 * 1024];
6321 data[rep_start as usize..rep_start as usize + rep_size].fill(7);
6322 let io = Arc::new(RecordingScheduler::new(bytes::Bytes::from(data)));
6323
6324 let mut scheduler = FullZipScheduler {
6325 data_buf_position: 0,
6326 data_buf_size: 4096,
6327 rep_index: Some(FullZipRepIndexDetails {
6328 buf_position: rep_start,
6329 bytes_per_value,
6330 }),
6331 priority: 0,
6332 rows_in_page,
6333 bits_per_offset: 32,
6334 details: Arc::new(FullZipDecodeDetails {
6335 value_decompressor: PerValueDecompressor::Fixed(Arc::new(TestFixedDecompressor)),
6336 def_meaning: Arc::new([crate::repdef::DefinitionInterpretation::NullableItem]),
6337 ctrl_word_parser: crate::repdef::ControlWordParser::new(0, 1),
6338 max_rep: 0,
6339 max_visible_def: 0,
6340 }),
6341 cached_state: None,
6342 enable_cache: true,
6343 };
6344
6345 let io_dyn: Arc<dyn crate::EncodingsIo> = io.clone();
6346 let cached_data = scheduler.initialize(&io_dyn).await.unwrap();
6347 assert!(
6348 cached_data
6349 .as_arc_any()
6350 .downcast_ref::<FullZipCacheableState>()
6351 .is_some()
6352 );
6353 assert!(scheduler.cached_state.is_some());
6354 assert_eq!(
6355 io.requests(),
6356 vec![vec![
6357 rep_start..(rep_start + (rows_in_page + 1) * bytes_per_value)
6358 ]]
6359 );
6360 }
6361
6362 #[tokio::test]
6363 async fn test_fullzip_full_page_bypasses_rep_index_io() {
6364 use futures::{FutureExt, future::BoxFuture};
6365 use std::ops::Range;
6366 use std::sync::Mutex;
6367
6368 #[derive(Debug, Clone)]
6369 struct RecordingScheduler {
6370 data: bytes::Bytes,
6371 requests: Arc<Mutex<Vec<Vec<Range<u64>>>>>,
6372 }
6373
6374 impl RecordingScheduler {
6375 fn new(data: bytes::Bytes) -> Self {
6376 Self {
6377 data,
6378 requests: Arc::new(Mutex::new(Vec::new())),
6379 }
6380 }
6381
6382 fn requests(&self) -> Vec<Vec<Range<u64>>> {
6383 self.requests.lock().unwrap().clone()
6384 }
6385 }
6386
6387 impl crate::EncodingsIo for RecordingScheduler {
6388 fn submit_request(
6389 &self,
6390 ranges: Vec<Range<u64>>,
6391 _priority: u64,
6392 ) -> BoxFuture<'static, crate::Result<Vec<bytes::Bytes>>> {
6393 self.requests.lock().unwrap().push(ranges.clone());
6394 let data = ranges
6395 .into_iter()
6396 .map(|range| self.data.slice(range.start as usize..range.end as usize))
6397 .collect::<Vec<_>>();
6398 std::future::ready(Ok(data)).boxed()
6399 }
6400 }
6401
6402 #[derive(Debug)]
6403 struct TestFixedDecompressor;
6404
6405 impl FixedPerValueDecompressor for TestFixedDecompressor {
6406 fn decompress(
6407 &self,
6408 _data: FixedWidthDataBlock,
6409 _num_rows: u64,
6410 ) -> crate::Result<DataBlock> {
6411 unimplemented!("Test decompressor")
6412 }
6413
6414 fn bits_per_value(&self) -> u64 {
6415 32
6416 }
6417 }
6418
6419 let rows_in_page = 100_u64;
6420 let data_start = 256_u64;
6421 let data_size = 500_u64;
6422 let rep_start = 4096_u64;
6423 let bytes_per_value = 4_u64;
6424
6425 let mut bytes = vec![0_u8; 16 * 1024];
6426 for i in 0..=rows_in_page {
6427 let offset = (i * 5) as u32;
6428 let pos = rep_start as usize + (i * bytes_per_value) as usize;
6429 bytes[pos..pos + 4].copy_from_slice(&offset.to_le_bytes());
6430 }
6431 let io = Arc::new(RecordingScheduler::new(bytes::Bytes::from(bytes)));
6432
6433 let scheduler = FullZipScheduler {
6434 data_buf_position: data_start,
6435 data_buf_size: data_size,
6436 rep_index: Some(FullZipRepIndexDetails {
6437 buf_position: rep_start,
6438 bytes_per_value,
6439 }),
6440 priority: 0,
6441 rows_in_page,
6442 bits_per_offset: 32,
6443 details: Arc::new(FullZipDecodeDetails {
6444 value_decompressor: PerValueDecompressor::Fixed(Arc::new(TestFixedDecompressor)),
6445 def_meaning: Arc::new([crate::repdef::DefinitionInterpretation::NullableItem]),
6446 ctrl_word_parser: crate::repdef::ControlWordParser::new(0, 1),
6447 max_rep: 0,
6448 max_visible_def: 0,
6449 }),
6450 cached_state: None,
6451 enable_cache: false,
6452 };
6453
6454 let io_dyn: Arc<dyn crate::EncodingsIo> = io.clone();
6455 let tasks = scheduler
6456 .schedule_ranges_rep(
6457 &[0..rows_in_page],
6458 &io_dyn,
6459 FullZipRepIndexDetails {
6460 buf_position: rep_start,
6461 bytes_per_value,
6462 },
6463 )
6464 .unwrap();
6465
6466 let requests = io.requests();
6467 assert_eq!(requests.len(), 1);
6468 assert_eq!(requests[0], vec![data_start..(data_start + data_size)]);
6469
6470 let _ = tasks.into_iter().next().unwrap().decoder_fut.await.unwrap();
6471 let requests_after_await = io.requests();
6472 assert_eq!(
6473 requests_after_await.len(),
6474 1,
6475 "full page path should not issue rep-index I/O"
6476 );
6477 }
6478
6479 #[tokio::test]
6481 async fn test_fuzz_issue_4492_empty_rep_values() {
6482 use lance_datagen::{RowCount, Seed, array, gen_batch};
6483
6484 let seed = 1823859942947654717u64;
6485 let num_rows = 2741usize;
6486
6487 let batch_gen = gen_batch().with_seed(Seed::from(seed));
6489 let base_generator = array::rand_type(&DataType::FixedSizeBinary(32));
6490 let list_generator = array::rand_list_any(base_generator, false);
6491
6492 let batch = batch_gen
6493 .anon_col(list_generator)
6494 .into_batch_rows(RowCount::from(num_rows as u64))
6495 .unwrap();
6496
6497 let list_array = batch.column(0).clone();
6498
6499 let mut metadata = HashMap::new();
6501 metadata.insert(
6502 STRUCTURAL_ENCODING_META_KEY.to_string(),
6503 STRUCTURAL_ENCODING_MINIBLOCK.to_string(),
6504 );
6505
6506 let test_cases = TestCases::default()
6507 .with_min_file_version(LanceFileVersion::V2_1)
6508 .with_batch_size(100)
6509 .with_range(0..num_rows.min(500) as u64)
6510 .with_indices(vec![0, num_rows as u64 / 2, (num_rows - 1) as u64]);
6511
6512 check_round_trip_encoding_of_data(vec![list_array], &test_cases, metadata).await
6513 }
6514
6515 async fn test_minichunk_size_helper(
6516 string_data: Vec<Option<String>>,
6517 minichunk_size: u64,
6518 file_version: LanceFileVersion,
6519 ) {
6520 use crate::constants::MINICHUNK_SIZE_META_KEY;
6521 use crate::testing::{TestCases, check_round_trip_encoding_of_data};
6522 use arrow_array::{ArrayRef, StringArray};
6523 use std::sync::Arc;
6524
6525 let string_array: ArrayRef = Arc::new(StringArray::from(string_data));
6526
6527 let mut metadata = HashMap::new();
6528 metadata.insert(
6529 MINICHUNK_SIZE_META_KEY.to_string(),
6530 minichunk_size.to_string(),
6531 );
6532 metadata.insert(
6533 STRUCTURAL_ENCODING_META_KEY.to_string(),
6534 STRUCTURAL_ENCODING_MINIBLOCK.to_string(),
6535 );
6536
6537 let test_cases = TestCases::default()
6538 .with_min_file_version(file_version)
6539 .with_batch_size(1000);
6540
6541 check_round_trip_encoding_of_data(vec![string_array], &test_cases, metadata).await;
6542 }
6543
6544 #[tokio::test]
6545 async fn test_minichunk_size_roundtrip() {
6546 let mut string_data = Vec::new();
6548 for i in 0..100 {
6549 string_data.push(Some(format!("test_string_{}", i).repeat(50)));
6550 }
6551 test_minichunk_size_helper(string_data, 64, LanceFileVersion::V2_1).await;
6553 }
6554
6555 #[tokio::test]
6556 async fn test_minichunk_size_128kb_v2_2() {
6557 let mut string_data = Vec::new();
6559 for i in 0..10000 {
6561 string_data.push(Some(format!("test_string_{}", i).repeat(50)));
6562 }
6563 test_minichunk_size_helper(string_data, 128 * 1024, LanceFileVersion::V2_2).await;
6564 }
6565
6566 #[tokio::test]
6567 async fn test_binary_large_minichunk_size_over_max_miniblock_values() {
6568 let mut string_data = Vec::new();
6569 for i in 0..10000 {
6571 string_data.push(Some(format!("t_{}", i)));
6572 }
6573 test_minichunk_size_helper(string_data, 128 * 1024, LanceFileVersion::V2_2).await;
6574 }
6575
6576 #[tokio::test]
6577 async fn test_large_dictionary_general_compression() {
6578 use arrow_array::{ArrayRef, StringArray};
6579 use std::collections::HashMap;
6580 use std::sync::Arc;
6581
6582 let unique_values: Vec<String> = (0..100)
6585 .map(|i| format!("value_{:04}_{}", i, "x".repeat(500)))
6586 .collect();
6587
6588 let repeated_strings: Vec<_> = unique_values
6590 .iter()
6591 .cycle()
6592 .take(100_000)
6593 .map(|s| Some(s.as_str()))
6594 .collect();
6595
6596 let string_array = Arc::new(StringArray::from(repeated_strings)) as ArrayRef;
6597
6598 let test_cases = TestCases::default()
6600 .with_min_file_version(LanceFileVersion::V2_2)
6601 .with_verify_encoding(Arc::new(|cols: &[crate::encoder::EncodedColumn], _| {
6602 assert_eq!(cols.len(), 1);
6603 let col = &cols[0];
6604
6605 if let Some(PageEncoding::Structural(page_layout)) =
6607 &col.final_pages.first().map(|p| &p.description)
6608 && let Some(pb21::page_layout::Layout::MiniBlockLayout(mini_block)) =
6609 &page_layout.layout
6610 && let Some(dictionary_encoding) = &mini_block.dictionary
6611 {
6612 match dictionary_encoding.compression.as_ref() {
6613 Some(Compression::General(general)) => {
6614 let compression = general.compression.as_ref().unwrap();
6616 assert!(
6617 compression.scheme()
6618 == pb21::CompressionScheme::CompressionAlgorithmLz4
6619 || compression.scheme()
6620 == pb21::CompressionScheme::CompressionAlgorithmZstd,
6621 "Expected LZ4 or Zstd compression for large dictionary"
6622 );
6623 }
6624 _ => panic!("Expected General compression for large dictionary"),
6625 }
6626 }
6627 }));
6628
6629 check_round_trip_encoding_of_data(vec![string_array], &test_cases, HashMap::new()).await;
6630 }
6631
6632 fn dictionary_encoding_from_page(
6633 page: &crate::encoder::EncodedPage,
6634 ) -> &crate::format::pb21::CompressiveEncoding {
6635 let PageEncoding::Structural(layout) = &page.description else {
6636 panic!("Expected structural page encoding");
6637 };
6638 let pb21::page_layout::Layout::MiniBlockLayout(layout) = layout.layout.as_ref().unwrap()
6639 else {
6640 panic!("Expected mini-block layout");
6641 };
6642 layout
6643 .dictionary
6644 .as_ref()
6645 .unwrap_or_else(|| panic!("Expected dictionary encoding"))
6646 }
6647
6648 async fn encode_variable_dict_page(
6649 metadata: HashMap<String, String>,
6650 ) -> crate::encoder::EncodedPage {
6651 use arrow_array::types::Int32Type;
6652 use arrow_array::{ArrayRef, DictionaryArray, Int32Array, StringArray};
6653
6654 let values = Arc::new(StringArray::from(
6655 (0..128)
6656 .map(|i| format!("value_{i:04}_{}", "x".repeat(256)))
6657 .collect::<Vec<_>>(),
6658 )) as ArrayRef;
6659 let keys = Int32Array::from_iter_values((0..20_000).map(|i| i % 128));
6660 let dict_array =
6661 Arc::new(DictionaryArray::<Int32Type>::try_new(keys, values).unwrap()) as ArrayRef;
6662
6663 let field = arrow_schema::Field::new(
6664 "dict_col",
6665 DataType::Dictionary(Box::new(DataType::Int32), Box::new(DataType::Utf8)),
6666 false,
6667 )
6668 .with_metadata(metadata);
6669
6670 encode_first_page(field, dict_array, LanceFileVersion::V2_2).await
6671 }
6672
6673 async fn encode_auto_fixed_dict_page(
6674 metadata: HashMap<String, String>,
6675 ) -> crate::encoder::EncodedPage {
6676 use arrow_array::{ArrayRef, Decimal128Array};
6677
6678 let values = (0..20_000)
6680 .map(|i| match i % 3 {
6681 0 => 10_i128,
6682 1 => 20_i128,
6683 _ => 30_i128,
6684 })
6685 .collect::<Vec<_>>();
6686 let decimal = Decimal128Array::from_iter_values(values)
6687 .with_precision_and_scale(38, 0)
6688 .unwrap();
6689 let decimal = Arc::new(decimal) as ArrayRef;
6690
6691 let mut field_metadata = metadata;
6692 field_metadata.insert(
6694 "lance-encoding:dict-size-ratio".to_string(),
6695 "0.99".to_string(),
6696 );
6697 let field = arrow_schema::Field::new("fixed_col", DataType::Decimal128(38, 0), false)
6698 .with_metadata(field_metadata);
6699
6700 encode_first_page(field, decimal, LanceFileVersion::V2_2).await
6701 }
6702
6703 #[tokio::test]
6704 async fn test_dict_values_general_compression_default_lz4_for_variable_dict_values() {
6705 let page = encode_variable_dict_page(HashMap::new()).await;
6706 let dictionary_encoding = dictionary_encoding_from_page(&page);
6707 let Some(Compression::General(general)) = dictionary_encoding.compression.as_ref() else {
6708 panic!("Expected General compression for dictionary values");
6709 };
6710 let compression = general.compression.as_ref().unwrap();
6711 assert_eq!(
6712 compression.scheme(),
6713 pb21::CompressionScheme::CompressionAlgorithmLz4
6714 );
6715 }
6716
6717 #[tokio::test]
6718 async fn test_dict_values_general_compression_default_lz4_for_fixed_dict_values() {
6719 let page = encode_auto_fixed_dict_page(HashMap::new()).await;
6720 let dictionary_encoding = dictionary_encoding_from_page(&page);
6721 let Some(Compression::General(general)) = dictionary_encoding.compression.as_ref() else {
6722 panic!("Expected General compression for dictionary values");
6723 };
6724 let compression = general.compression.as_ref().unwrap();
6725 assert_eq!(
6726 compression.scheme(),
6727 pb21::CompressionScheme::CompressionAlgorithmLz4
6728 );
6729 }
6730
6731 #[tokio::test]
6732 async fn test_dict_values_general_compression_zstd() {
6733 let mut metadata = HashMap::new();
6734 metadata.insert(
6735 DICT_VALUES_COMPRESSION_META_KEY.to_string(),
6736 "zstd".to_string(),
6737 );
6738 let page = encode_variable_dict_page(metadata).await;
6739 let dictionary_encoding = dictionary_encoding_from_page(&page);
6740 let Some(Compression::General(general)) = dictionary_encoding.compression.as_ref() else {
6741 panic!("Expected General compression for dictionary values");
6742 };
6743 let compression = general.compression.as_ref().unwrap();
6744 assert_eq!(
6745 compression.scheme(),
6746 pb21::CompressionScheme::CompressionAlgorithmZstd
6747 );
6748 }
6749
6750 #[tokio::test]
6751 async fn test_dict_values_general_compression_none() {
6752 let mut metadata = HashMap::new();
6753 metadata.insert(
6754 DICT_VALUES_COMPRESSION_META_KEY.to_string(),
6755 "none".to_string(),
6756 );
6757 let page = encode_variable_dict_page(metadata).await;
6758 let dictionary_encoding = dictionary_encoding_from_page(&page);
6759 assert!(
6760 !matches!(
6761 dictionary_encoding.compression.as_ref(),
6762 Some(Compression::General(_))
6763 ),
6764 "Expected dictionary values to avoid General compression"
6765 );
6766 }
6767
6768 #[test]
6769 fn test_resolve_dict_values_compression_metadata_defaults_to_lz4() {
6770 let metadata = PrimitiveStructuralEncoder::resolve_dict_values_compression_metadata(
6771 &HashMap::new(),
6772 None,
6773 None,
6774 );
6775 assert_eq!(metadata.get(COMPRESSION_META_KEY), Some(&"lz4".to_string()),);
6776 assert!(!metadata.contains_key(COMPRESSION_LEVEL_META_KEY));
6777 }
6778
6779 #[test]
6780 fn test_resolve_dict_values_compression_metadata_metadata_overrides_env() {
6781 let field_metadata = HashMap::from([
6782 (
6783 DICT_VALUES_COMPRESSION_META_KEY.to_string(),
6784 "none".to_string(),
6785 ),
6786 (
6787 DICT_VALUES_COMPRESSION_LEVEL_META_KEY.to_string(),
6788 "7".to_string(),
6789 ),
6790 ]);
6791 let metadata = PrimitiveStructuralEncoder::resolve_dict_values_compression_metadata(
6792 &field_metadata,
6793 Some("zstd".to_string()),
6794 Some("3".to_string()),
6795 );
6796 assert_eq!(
6797 metadata.get(COMPRESSION_META_KEY),
6798 Some(&"none".to_string()),
6799 );
6800 assert_eq!(
6801 metadata.get(COMPRESSION_LEVEL_META_KEY),
6802 Some(&"7".to_string()),
6803 );
6804 }
6805
6806 #[test]
6807 fn test_resolve_dict_values_compression_metadata_env_fallback() {
6808 let metadata = PrimitiveStructuralEncoder::resolve_dict_values_compression_metadata(
6809 &HashMap::new(),
6810 Some("zstd".to_string()),
6811 Some("9".to_string()),
6812 );
6813 assert_eq!(
6814 metadata.get(COMPRESSION_META_KEY),
6815 Some(&"zstd".to_string()),
6816 );
6817 assert_eq!(
6818 metadata.get(COMPRESSION_LEVEL_META_KEY),
6819 Some(&"9".to_string()),
6820 );
6821 }
6822
6823 #[tokio::test]
6824 async fn test_dictionary_encode_int64() {
6825 use crate::constants::{DICT_SIZE_RATIO_META_KEY, STRUCTURAL_ENCODING_META_KEY};
6826 use crate::testing::{TestCases, check_round_trip_encoding_of_data};
6827 use crate::version::LanceFileVersion;
6828 use arrow_array::{ArrayRef, Int64Array};
6829 use std::collections::HashMap;
6830 use std::sync::Arc;
6831
6832 let values = (0..1000)
6834 .map(|i| match i % 3 {
6835 0 => 10i64,
6836 1 => 20i64,
6837 _ => 30i64,
6838 })
6839 .collect::<Vec<_>>();
6840 let array = Arc::new(Int64Array::from(values)) as ArrayRef;
6841
6842 let mut metadata = HashMap::new();
6843 metadata.insert(
6844 STRUCTURAL_ENCODING_META_KEY.to_string(),
6845 STRUCTURAL_ENCODING_MINIBLOCK.to_string(),
6846 );
6847 metadata.insert(DICT_SIZE_RATIO_META_KEY.to_string(), "0.99".to_string());
6848
6849 let test_cases = TestCases::default()
6850 .with_min_file_version(LanceFileVersion::V2_2)
6851 .with_batch_size(1000)
6852 .with_range(0..1000)
6853 .with_indices(vec![0, 1, 10, 999])
6854 .with_expected_encoding("dictionary");
6855
6856 check_round_trip_encoding_of_data(vec![array], &test_cases, metadata).await;
6857 }
6858
6859 #[tokio::test]
6860 async fn test_dictionary_encode_float64() {
6861 use crate::constants::{DICT_SIZE_RATIO_META_KEY, STRUCTURAL_ENCODING_META_KEY};
6862 use crate::testing::{TestCases, check_round_trip_encoding_of_data};
6863 use crate::version::LanceFileVersion;
6864 use arrow_array::{ArrayRef, Float64Array};
6865 use std::collections::HashMap;
6866 use std::sync::Arc;
6867
6868 let values = (0..1000)
6870 .map(|i| match i % 3 {
6871 0 => 0.1f64,
6872 1 => 0.2f64,
6873 _ => 0.3f64,
6874 })
6875 .collect::<Vec<_>>();
6876 let array = Arc::new(Float64Array::from(values)) as ArrayRef;
6877
6878 let mut metadata = HashMap::new();
6879 metadata.insert(
6880 STRUCTURAL_ENCODING_META_KEY.to_string(),
6881 STRUCTURAL_ENCODING_MINIBLOCK.to_string(),
6882 );
6883 metadata.insert(DICT_SIZE_RATIO_META_KEY.to_string(), "0.99".to_string());
6884
6885 let test_cases = TestCases::default()
6886 .with_min_file_version(LanceFileVersion::V2_2)
6887 .with_batch_size(1000)
6888 .with_range(0..1000)
6889 .with_indices(vec![0, 1, 10, 999])
6890 .with_expected_encoding("dictionary");
6891
6892 check_round_trip_encoding_of_data(vec![array], &test_cases, metadata).await;
6893 }
6894
6895 #[test]
6896 fn test_miniblock_dictionary_out_of_line_bitpacking_decode() {
6897 let rows = 10_000;
6898 let unique_values = 2_000;
6899
6900 let dictionary_encoding =
6901 ProtobufUtils21::out_of_line_bitpacking(64, ProtobufUtils21::flat(11, None));
6902 let layout = pb21::MiniBlockLayout {
6903 rep_compression: None,
6904 def_compression: None,
6905 value_compression: Some(ProtobufUtils21::flat(64, None)),
6906 dictionary: Some(dictionary_encoding),
6907 num_dictionary_items: unique_values,
6908 layers: vec![pb21::RepDefLayer::RepdefAllValidItem as i32],
6909 num_buffers: 1,
6910 repetition_index_depth: 0,
6911 num_items: rows,
6912 has_large_chunk: false,
6913 };
6914
6915 let buffer_offsets_and_sizes = vec![(0, 0), (0, 0), (0, 0)];
6916 let scheduler = super::MiniBlockScheduler::try_new(
6917 &buffer_offsets_and_sizes,
6918 0,
6919 rows,
6920 &layout,
6921 &DefaultDecompressionStrategy::default(),
6922 )
6923 .unwrap();
6924
6925 let dictionary = scheduler.dictionary.unwrap();
6926 assert_eq!(dictionary.num_dictionary_items, unique_values);
6927 assert_eq!(
6928 dictionary.dictionary_data_alignment,
6929 crate::encoder::MIN_PAGE_BUFFER_ALIGNMENT
6930 );
6931 }
6932
6933 fn create_test_fixed_data_block(
6935 num_values: u64,
6936 cardinality: u64,
6937 bits_per_value: u64,
6938 ) -> DataBlock {
6939 assert!(cardinality > 0);
6940 assert!(cardinality <= num_values);
6941 let block_info = BlockInfo::default();
6942
6943 assert_eq!(bits_per_value % 8, 0);
6944 let data = match bits_per_value {
6945 32 => {
6946 let values = (0..num_values)
6947 .map(|i| (i % cardinality) as u32)
6948 .collect::<Vec<_>>();
6949 crate::buffer::LanceBuffer::reinterpret_vec(values)
6950 }
6951 64 => {
6952 let values = (0..num_values).map(|i| i % cardinality).collect::<Vec<_>>();
6953 crate::buffer::LanceBuffer::reinterpret_vec(values)
6954 }
6955 128 => {
6956 let values = (0..num_values)
6957 .map(|i| (i % cardinality) as u128)
6958 .collect::<Vec<_>>();
6959 crate::buffer::LanceBuffer::reinterpret_vec(values)
6960 }
6961 _ => unreachable!(),
6962 };
6963 DataBlock::FixedWidth(FixedWidthDataBlock {
6964 bits_per_value,
6965 data,
6966 num_values,
6967 block_info,
6968 })
6969 }
6970
6971 fn create_test_variable_width_block(num_values: u64, cardinality: u64) -> DataBlock {
6973 use arrow_array::StringArray;
6974
6975 assert!(cardinality <= num_values && cardinality > 0);
6976
6977 let mut values = Vec::with_capacity(num_values as usize);
6978 for i in 0..num_values {
6979 values.push(format!("value_{:016}", i % cardinality));
6980 }
6981
6982 let array = StringArray::from(values);
6983 DataBlock::from_array(Arc::new(array) as ArrayRef)
6984 }
6985
6986 #[test]
6987 fn test_should_dictionary_encode() {
6988 use crate::constants::DICT_SIZE_RATIO_META_KEY;
6989 use lance_core::datatypes::Field as LanceField;
6990
6991 let block = create_test_variable_width_block(1000, 10);
6993
6994 let mut metadata = HashMap::new();
6995 metadata.insert(DICT_SIZE_RATIO_META_KEY.to_string(), "0.8".to_string());
6996 let arrow_field =
6997 arrow_schema::Field::new("test", DataType::Utf8, false).with_metadata(metadata);
6998 let field = LanceField::try_from(&arrow_field).unwrap();
6999
7000 let result = PrimitiveStructuralEncoder::should_dictionary_encode(
7001 &block,
7002 &field,
7003 LanceFileVersion::V2_1,
7004 );
7005
7006 assert!(
7007 result.is_some(),
7008 "Should use dictionary encode based on size"
7009 );
7010 }
7011
7012 #[test]
7013 fn test_should_not_dictionary_encode_unsupported_bits() {
7014 use crate::constants::DICT_SIZE_RATIO_META_KEY;
7015 use lance_core::datatypes::Field as LanceField;
7016
7017 let block = create_test_fixed_data_block(1000, 1000, 32);
7018
7019 let mut metadata = HashMap::new();
7020 metadata.insert(DICT_SIZE_RATIO_META_KEY.to_string(), "0.8".to_string());
7021 let arrow_field =
7022 arrow_schema::Field::new("test", DataType::Int32, false).with_metadata(metadata);
7023 let field = LanceField::try_from(&arrow_field).unwrap();
7024
7025 let result = PrimitiveStructuralEncoder::should_dictionary_encode(
7026 &block,
7027 &field,
7028 LanceFileVersion::V2_1,
7029 );
7030
7031 assert!(
7032 result.is_none(),
7033 "Should not use dictionary encode for unsupported bit width"
7034 );
7035 }
7036
7037 #[test]
7038 fn test_should_not_dictionary_encode_near_unique_sample() {
7039 use crate::constants::DICT_SIZE_RATIO_META_KEY;
7040 use lance_core::datatypes::Field as LanceField;
7041
7042 let num_values = 5000;
7043 let block = create_test_variable_width_block(num_values, num_values);
7044
7045 let mut metadata = HashMap::new();
7046 metadata.insert(DICT_SIZE_RATIO_META_KEY.to_string(), "1.0".to_string());
7047 let arrow_field =
7048 arrow_schema::Field::new("test", DataType::Utf8, false).with_metadata(metadata);
7049 let field = LanceField::try_from(&arrow_field).unwrap();
7050
7051 let result = PrimitiveStructuralEncoder::should_dictionary_encode(
7052 &block,
7053 &field,
7054 LanceFileVersion::V2_1,
7055 );
7056
7057 assert!(
7058 result.is_none(),
7059 "Should not probe dictionary encoding for near-unique data"
7060 );
7061 }
7062
7063 async fn encode_first_page(
7064 field: arrow_schema::Field,
7065 array: ArrayRef,
7066 version: LanceFileVersion,
7067 ) -> crate::encoder::EncodedPage {
7068 use crate::encoder::{
7069 ColumnIndexSequence, EncodingOptions, MIN_PAGE_BUFFER_ALIGNMENT, OutOfLineBuffers,
7070 default_encoding_strategy,
7071 };
7072 use crate::repdef::RepDefBuilder;
7073
7074 let lance_field = lance_core::datatypes::Field::try_from(&field).unwrap();
7075 let encoding_strategy = default_encoding_strategy(version);
7076 let mut column_index_seq = ColumnIndexSequence::default();
7077 let encoding_options = EncodingOptions {
7078 cache_bytes_per_column: 1,
7079 max_page_bytes: 32 * 1024 * 1024,
7080 keep_original_array: true,
7081 buffer_alignment: MIN_PAGE_BUFFER_ALIGNMENT,
7082 version,
7083 };
7084
7085 let mut encoder = encoding_strategy
7086 .create_field_encoder(
7087 encoding_strategy.as_ref(),
7088 &lance_field,
7089 &mut column_index_seq,
7090 &encoding_options,
7091 )
7092 .unwrap();
7093
7094 let mut external_buffers = OutOfLineBuffers::new(0, MIN_PAGE_BUFFER_ALIGNMENT);
7095 let repdef = RepDefBuilder::default();
7096 let num_rows = array.len() as u64;
7097 let mut pages = Vec::new();
7098 for task in encoder
7099 .maybe_encode(array, &mut external_buffers, repdef, 0, num_rows)
7100 .unwrap()
7101 {
7102 pages.push(task.await.unwrap());
7103 }
7104 for task in encoder.flush(&mut external_buffers).unwrap() {
7105 pages.push(task.await.unwrap());
7106 }
7107 pages.into_iter().next().unwrap()
7108 }
7109
7110 #[tokio::test]
7111 async fn test_constant_layout_out_of_line_fixed_size_binary_v2_2() {
7112 use crate::format::pb21::page_layout::Layout;
7113
7114 let val = vec![0xABu8; 33];
7115 let arr: ArrayRef = Arc::new(
7116 arrow_array::FixedSizeBinaryArray::try_from_sparse_iter_with_size(
7117 std::iter::repeat_n(Some(val.as_slice()), 256),
7118 33,
7119 )
7120 .unwrap(),
7121 );
7122 let field = arrow_schema::Field::new("c", DataType::FixedSizeBinary(33), true);
7123 let page = encode_first_page(field, arr.clone(), LanceFileVersion::V2_2).await;
7124
7125 let PageEncoding::Structural(layout) = &page.description else {
7126 panic!("Expected structural encoding");
7127 };
7128 let Layout::ConstantLayout(layout) = layout.layout.as_ref().unwrap() else {
7129 panic!("Expected constant layout in slot 2");
7130 };
7131 assert!(layout.inline_value.is_none());
7132 assert_eq!(page.data.len(), 1);
7133
7134 let test_cases = TestCases::default()
7135 .with_min_file_version(LanceFileVersion::V2_2)
7136 .with_max_file_version(LanceFileVersion::V2_2)
7137 .with_page_sizes(vec![4096]);
7138 check_round_trip_encoding_of_data(vec![arr], &test_cases, HashMap::new()).await;
7139 }
7140
7141 #[tokio::test]
7142 async fn test_constant_layout_out_of_line_utf8_v2_2() {
7143 use crate::format::pb21::page_layout::Layout;
7144
7145 let arr: ArrayRef = Arc::new(arrow_array::StringArray::from_iter_values(
7146 std::iter::repeat_n("hello", 512),
7147 ));
7148 let field = arrow_schema::Field::new("c", DataType::Utf8, true);
7149 let page = encode_first_page(field, arr.clone(), LanceFileVersion::V2_2).await;
7150
7151 let PageEncoding::Structural(layout) = &page.description else {
7152 panic!("Expected structural encoding");
7153 };
7154 let Layout::ConstantLayout(layout) = layout.layout.as_ref().unwrap() else {
7155 panic!("Expected constant layout in slot 2");
7156 };
7157 assert!(layout.inline_value.is_none());
7158 assert_eq!(page.data.len(), 1);
7159
7160 let test_cases = TestCases::default()
7161 .with_min_file_version(LanceFileVersion::V2_2)
7162 .with_max_file_version(LanceFileVersion::V2_2)
7163 .with_page_sizes(vec![4096]);
7164 check_round_trip_encoding_of_data(vec![arr], &test_cases, HashMap::new()).await;
7165 }
7166
7167 #[tokio::test]
7168 async fn test_constant_layout_nullable_item_v2_2() {
7169 use crate::format::pb21::page_layout::Layout;
7170
7171 let arr: ArrayRef = Arc::new(arrow_array::Int32Array::from(vec![
7172 Some(7),
7173 None,
7174 Some(7),
7175 None,
7176 Some(7),
7177 ]));
7178 let field = arrow_schema::Field::new("c", DataType::Int32, true);
7179 let page = encode_first_page(field, arr.clone(), LanceFileVersion::V2_2).await;
7180
7181 let PageEncoding::Structural(layout) = &page.description else {
7182 panic!("Expected structural encoding");
7183 };
7184 let Layout::ConstantLayout(layout) = layout.layout.as_ref().unwrap() else {
7185 panic!("Expected constant layout in slot 2");
7186 };
7187 assert!(layout.inline_value.is_some());
7188 assert_eq!(page.data.len(), 2);
7189
7190 let test_cases = TestCases::default()
7191 .with_min_file_version(LanceFileVersion::V2_2)
7192 .with_max_file_version(LanceFileVersion::V2_2)
7193 .with_page_sizes(vec![4096]);
7194 check_round_trip_encoding_of_data(vec![arr], &test_cases, HashMap::new()).await;
7195 }
7196
7197 #[tokio::test]
7198 async fn test_constant_layout_list_repdef_v2_2() {
7199 use crate::format::pb21::page_layout::Layout;
7200 use arrow_array::builder::{Int32Builder, ListBuilder};
7201
7202 let mut builder = ListBuilder::new(Int32Builder::new());
7203 builder.values().append_value(7);
7204 builder.values().append_null();
7205 builder.values().append_value(7);
7206 builder.append(true);
7207
7208 builder.append(true);
7209
7210 builder.values().append_value(7);
7211 builder.append(true);
7212
7213 builder.append_null();
7214
7215 let arr: ArrayRef = Arc::new(builder.finish());
7216 let field = arrow_schema::Field::new(
7217 "c",
7218 DataType::List(Arc::new(arrow_schema::Field::new(
7219 "item",
7220 DataType::Int32,
7221 true,
7222 ))),
7223 true,
7224 );
7225 let page = encode_first_page(field, arr.clone(), LanceFileVersion::V2_2).await;
7226
7227 let PageEncoding::Structural(layout) = &page.description else {
7228 panic!("Expected structural encoding");
7229 };
7230 let Layout::ConstantLayout(layout) = layout.layout.as_ref().unwrap() else {
7231 panic!("Expected constant layout in slot 2");
7232 };
7233 assert!(layout.inline_value.is_some());
7234 assert_eq!(page.data.len(), 2);
7235
7236 let test_cases = TestCases::default()
7237 .with_min_file_version(LanceFileVersion::V2_2)
7238 .with_max_file_version(LanceFileVersion::V2_2)
7239 .with_page_sizes(vec![4096]);
7240 check_round_trip_encoding_of_data(vec![arr], &test_cases, HashMap::new()).await;
7241 }
7242
7243 #[tokio::test]
7244 async fn test_constant_layout_fixed_size_list_not_used_v2_2() {
7245 use crate::format::pb21::page_layout::Layout;
7246 use arrow_array::builder::{FixedSizeListBuilder, Int32Builder};
7247
7248 let mut builder = FixedSizeListBuilder::new(Int32Builder::new(), 3);
7249 for _ in 0..64 {
7250 builder.values().append_value(1);
7251 builder.values().append_null();
7252 builder.values().append_value(3);
7253 builder.append(true);
7254 }
7255 let arr: ArrayRef = Arc::new(builder.finish());
7256 let field = arrow_schema::Field::new(
7257 "c",
7258 DataType::FixedSizeList(
7259 Arc::new(arrow_schema::Field::new("item", DataType::Int32, true)),
7260 3,
7261 ),
7262 true,
7263 );
7264 let page = encode_first_page(field, arr.clone(), LanceFileVersion::V2_2).await;
7265
7266 if let PageEncoding::Structural(layout) = &page.description {
7267 assert!(
7268 !matches!(layout.layout.as_ref().unwrap(), Layout::ConstantLayout(_)),
7269 "FixedSizeList should not use constant layout yet"
7270 );
7271 }
7272
7273 let test_cases = TestCases::default()
7274 .with_min_file_version(LanceFileVersion::V2_2)
7275 .with_max_file_version(LanceFileVersion::V2_2)
7276 .with_page_sizes(vec![4096]);
7277 check_round_trip_encoding_of_data(vec![arr], &test_cases, HashMap::new()).await;
7278 }
7279
7280 #[tokio::test]
7281 async fn test_constant_layout_not_written_before_v2_2() {
7282 use crate::format::pb21::page_layout::Layout;
7283
7284 let arr: ArrayRef = Arc::new(arrow_array::Int32Array::from(vec![7; 1024]));
7285 let field = arrow_schema::Field::new("c", DataType::Int32, true);
7286 let page = encode_first_page(field, arr.clone(), LanceFileVersion::V2_1).await;
7287
7288 let PageEncoding::Structural(layout) = &page.description else {
7289 return;
7290 };
7291 assert!(
7292 !matches!(layout.layout.as_ref().unwrap(), Layout::ConstantLayout(_)),
7293 "Should not emit constant layout before v2.2"
7294 );
7295
7296 let test_cases = TestCases::default()
7297 .with_min_file_version(LanceFileVersion::V2_1)
7298 .with_max_file_version(LanceFileVersion::V2_1)
7299 .with_page_sizes(vec![4096]);
7300 check_round_trip_encoding_of_data(vec![arr], &test_cases, HashMap::new()).await;
7301 }
7302
7303 #[tokio::test]
7304 async fn test_all_null_constant_layout_still_works_v2_2() {
7305 use crate::format::pb21::page_layout::Layout;
7306
7307 let arr: ArrayRef = Arc::new(arrow_array::Int32Array::from(vec![None, None, None]));
7308 let field = arrow_schema::Field::new("c", DataType::Int32, true);
7309 let page = encode_first_page(field, arr.clone(), LanceFileVersion::V2_2).await;
7310
7311 let PageEncoding::Structural(layout) = &page.description else {
7312 panic!("Expected structural encoding");
7313 };
7314 let Layout::ConstantLayout(layout) = layout.layout.as_ref().unwrap() else {
7315 panic!("Expected layout in slot 2");
7316 };
7317 assert!(layout.inline_value.is_none());
7318 assert_eq!(page.data.len(), 0);
7319
7320 let test_cases = TestCases::default()
7321 .with_min_file_version(LanceFileVersion::V2_2)
7322 .with_max_file_version(LanceFileVersion::V2_2)
7323 .with_page_sizes(vec![4096]);
7324 check_round_trip_encoding_of_data(vec![arr], &test_cases, HashMap::new()).await;
7325 }
7326
7327 #[test]
7328 fn test_encode_decode_complex_all_null_vals_roundtrip() {
7329 use crate::compression::{
7330 DecompressionStrategy, DefaultCompressionStrategy, DefaultDecompressionStrategy,
7331 };
7332
7333 let values: Arc<[u16]> = Arc::from((0..2048).map(|i| (i % 5) as u16).collect::<Vec<u16>>());
7334
7335 let compression_strategy = DefaultCompressionStrategy::default();
7336 let decompression_strategy = DefaultDecompressionStrategy::default();
7337
7338 let (compressed_buf, encoding) = PrimitiveStructuralEncoder::encode_complex_all_null_vals(
7339 &values,
7340 &compression_strategy,
7341 )
7342 .unwrap();
7343
7344 let decompressor = decompression_strategy
7345 .create_block_decompressor(&encoding)
7346 .unwrap();
7347 let decompressed = decompressor
7348 .decompress(compressed_buf, values.len() as u64)
7349 .unwrap();
7350 let decompressed_fixed_width = decompressed.as_fixed_width().unwrap();
7351 assert_eq!(decompressed_fixed_width.num_values, values.len() as u64);
7352 assert_eq!(decompressed_fixed_width.bits_per_value, 16);
7353 let rep_result = decompressed_fixed_width.data.borrow_to_typed_slice::<u16>();
7354 assert_eq!(rep_result.as_ref(), values.as_ref());
7355 }
7356
7357 #[tokio::test]
7358 async fn test_complex_all_null_compression_gated_by_version() {
7359 use crate::format::pb21::page_layout::Layout;
7360 use arrow_array::ListArray;
7361
7362 let list_array = ListArray::from_iter_primitive::<arrow_array::types::Int32Type, _, _>(
7363 (0..1000).map(|i| if i % 2 == 0 { None } else { Some(vec![]) }),
7364 );
7365 let arr: ArrayRef = Arc::new(list_array);
7366 let field = arrow_schema::Field::new(
7367 "c",
7368 DataType::List(Arc::new(arrow_schema::Field::new(
7369 "item",
7370 DataType::Int32,
7371 true,
7372 ))),
7373 true,
7374 );
7375
7376 let page_v21 = encode_first_page(field.clone(), arr.clone(), LanceFileVersion::V2_1).await;
7377 let PageEncoding::Structural(layout_v21) = &page_v21.description else {
7378 panic!("Expected structural encoding");
7379 };
7380 let Layout::ConstantLayout(layout_v21) = layout_v21.layout.as_ref().unwrap() else {
7381 panic!("Expected constant layout");
7382 };
7383 assert!(layout_v21.rep_compression.is_none());
7384 assert!(layout_v21.def_compression.is_none());
7385 assert_eq!(layout_v21.num_rep_values, 0);
7386 assert_eq!(layout_v21.num_def_values, 0);
7387
7388 let page_v22 = encode_first_page(field, arr, LanceFileVersion::V2_2).await;
7389 let PageEncoding::Structural(layout_v22) = &page_v22.description else {
7390 panic!("Expected structural encoding");
7391 };
7392 let Layout::ConstantLayout(layout_v22) = layout_v22.layout.as_ref().unwrap() else {
7393 panic!("Expected constant layout");
7394 };
7395 assert!(layout_v22.def_compression.is_some());
7396 assert!(layout_v22.num_def_values > 0);
7397 }
7398
7399 #[tokio::test]
7400 async fn test_complex_all_null_round_trip() {
7401 use arrow_array::ListArray;
7402
7403 let list_array = ListArray::from_iter_primitive::<arrow_array::types::Int32Type, _, _>(
7404 (0..1000).map(|i| if i % 2 == 0 { None } else { Some(vec![]) }),
7405 );
7406
7407 let test_cases = TestCases::default().with_min_file_version(LanceFileVersion::V2_2);
7408 check_round_trip_encoding_of_data(vec![Arc::new(list_array)], &test_cases, HashMap::new())
7409 .await;
7410 }
7411}