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
2629fn corrupt_file_named(name: &str, message: impl Into<String>) -> Error {
2630 Error::corrupt_file(name.into(), message)
2631}
2632
2633impl VariableFullZipDecoder {
2634 fn new(
2635 details: Arc<FullZipDecodeDetails>,
2636 data: VecDeque<LanceBuffer>,
2637 num_rows: u64,
2638 in_bits_per_length: u8,
2639 out_bits_per_offset: u8,
2640 ) -> Result<Self> {
2641 let decompressor = match details.value_decompressor {
2642 PerValueDecompressor::Variable(ref d) => d.clone(),
2643 _ => unreachable!(),
2644 };
2645
2646 assert_eq!(in_bits_per_length % 8, 0);
2647 assert!(out_bits_per_offset == 32 || out_bits_per_offset == 64);
2648
2649 let mut decoder = Self {
2650 details,
2651 decompressor,
2652 data: LanceBuffer::empty(),
2653 offsets: LanceBuffer::empty(),
2654 rep: LanceBuffer::empty().borrow_to_typed_slice(),
2655 def: LanceBuffer::empty().borrow_to_typed_slice(),
2656 bits_per_offset: out_bits_per_offset,
2657 repdef_starts: Vec::with_capacity(num_rows as usize + 1),
2658 data_starts: Vec::with_capacity(num_rows as usize + 1),
2659 offset_starts: Vec::with_capacity(num_rows as usize + 1),
2660 visible_item_counts: Vec::with_capacity(num_rows as usize + 1),
2661 current_idx: 0,
2662 num_rows,
2663 };
2664
2665 decoder.unzip(data, in_bits_per_length, out_bits_per_offset, num_rows)?;
2686
2687 Ok(decoder)
2688 }
2689
2690 fn slice_batch_data_and_rebase_offsets_typed<T>(
2691 data: &LanceBuffer,
2692 offsets: &LanceBuffer,
2693 ) -> Result<(LanceBuffer, LanceBuffer)>
2694 where
2695 T: arrow_buffer::ArrowNativeType
2696 + Copy
2697 + PartialOrd
2698 + std::ops::Sub<Output = T>
2699 + std::fmt::Display
2700 + TryInto<usize>,
2701 {
2702 let offsets_slice = offsets.borrow_to_typed_slice::<T>();
2703 let offsets_slice = offsets_slice.as_ref();
2704 if offsets_slice.is_empty() {
2705 return Err(Error::internal(
2706 "Variable offsets cannot be empty".to_string(),
2707 ));
2708 }
2709
2710 let base = offsets_slice[0];
2711 let end = *offsets_slice.last().unwrap();
2712 if end < base {
2713 return Err(Error::internal(format!(
2714 "Invalid variable offsets: end ({end}) is less than base ({base})"
2715 )));
2716 }
2717
2718 let data_start = base.try_into().map_err(|_| {
2719 Error::internal(format!("Variable offset ({base}) does not fit into usize"))
2720 })?;
2721 let data_end = end.try_into().map_err(|_| {
2722 Error::internal(format!("Variable offset ({end}) does not fit into usize"))
2723 })?;
2724 if data_end > data.len() {
2725 return Err(Error::internal(format!(
2726 "Invalid variable offsets: end ({data_end}) exceeds data len ({})",
2727 data.len()
2728 )));
2729 }
2730
2731 let mut rebased_offsets = Vec::with_capacity(offsets_slice.len());
2732 for &offset in offsets_slice {
2733 if offset < base {
2734 return Err(Error::internal(format!(
2735 "Invalid variable offsets: offset ({offset}) is less than base ({base})"
2736 )));
2737 }
2738 rebased_offsets.push(offset - base);
2739 }
2740
2741 let sliced_data = data.slice_with_length(data_start, data_end - data_start);
2742 let sliced_data = LanceBuffer::copy_slice(&sliced_data);
2744 let rebased_offsets = LanceBuffer::reinterpret_vec(rebased_offsets);
2745 Ok((sliced_data, rebased_offsets))
2746 }
2747
2748 fn slice_batch_data_and_rebase_offsets(
2749 data: &LanceBuffer,
2750 offsets: &LanceBuffer,
2751 bits_per_offset: u8,
2752 ) -> Result<(LanceBuffer, LanceBuffer)> {
2753 match bits_per_offset {
2754 32 => Self::slice_batch_data_and_rebase_offsets_typed::<u32>(data, offsets),
2755 64 => Self::slice_batch_data_and_rebase_offsets_typed::<u64>(data, offsets),
2756 _ => Err(Error::internal(format!(
2757 "Unsupported bits_per_offset={bits_per_offset}"
2758 ))),
2759 }
2760 }
2761
2762 fn parse_length(data: &[u8], bits_per_offset: u8) -> Result<u64> {
2769 let width = bits_per_offset as usize / 8;
2770 if data.len() < width {
2771 return Err(corrupt_file_named(
2772 "variable_full_zip",
2773 format!(
2774 "truncated length prefix: {} byte(s) remain in the page buffer but a \
2775 {}-bit length prefix requires {}",
2776 data.len(),
2777 bits_per_offset,
2778 width
2779 ),
2780 ));
2781 }
2782 Ok(match bits_per_offset {
2783 8 => data[0] as u64,
2784 16 => u16::from_le_bytes(data[..2].try_into().unwrap()) as u64,
2785 32 => u32::from_le_bytes(data[..4].try_into().unwrap()) as u64,
2786 64 => u64::from_le_bytes(data[..8].try_into().unwrap()),
2787 _ => unreachable!(),
2788 })
2789 }
2790
2791 fn unzip(
2792 &mut self,
2793 data: VecDeque<LanceBuffer>,
2794 in_bits_per_length: u8,
2795 out_bits_per_offset: u8,
2796 num_rows: u64,
2797 ) -> Result<()> {
2798 let mut rep = Vec::with_capacity(num_rows as usize);
2800 let mut def = Vec::with_capacity(num_rows as usize);
2801 let bytes_cw = self.details.ctrl_word_parser.bytes_per_word() * num_rows as usize;
2802
2803 let bytes_per_offset = out_bits_per_offset as usize / 8;
2806 let bytes_offsets = bytes_per_offset * (num_rows as usize + 1);
2807 let mut offsets_data = Vec::with_capacity(bytes_offsets);
2808
2809 let bytes_per_length = in_bits_per_length as usize / 8;
2810 let bytes_lengths = bytes_per_length * num_rows as usize;
2811
2812 let bytes_data = data.iter().map(|d| d.len()).sum::<usize>();
2813 let mut unzipped_data =
2816 Vec::with_capacity((bytes_data - bytes_cw).saturating_sub(bytes_lengths));
2817
2818 let mut current_offset = 0_u64;
2819 let mut visible_item_count = 0_u64;
2820 for databuf in data.into_iter() {
2821 let mut databuf = databuf.as_ref();
2822 while !databuf.is_empty() {
2823 let data_start = unzipped_data.len();
2824 let offset_start = offsets_data.len();
2825 let repdef_start = rep.len().max(def.len());
2828 let ctrl_desc = self.details.ctrl_word_parser.parse_desc(
2830 databuf,
2831 self.details.max_rep,
2832 self.details.max_visible_def,
2833 );
2834 self.details
2835 .ctrl_word_parser
2836 .parse(databuf, &mut rep, &mut def);
2837 databuf = &databuf[self.details.ctrl_word_parser.bytes_per_word()..];
2838
2839 if ctrl_desc.is_new_row {
2840 self.repdef_starts.push(repdef_start);
2841 self.data_starts.push(data_start);
2842 self.offset_starts.push(offset_start);
2843 self.visible_item_counts.push(visible_item_count);
2844 }
2845 if ctrl_desc.is_visible {
2846 visible_item_count += 1;
2847 if ctrl_desc.is_valid_item {
2848 let length = Self::parse_length(databuf, in_bits_per_length)?;
2849 match out_bits_per_offset {
2850 32 => offsets_data
2851 .extend_from_slice(&(current_offset as u32).to_le_bytes()),
2852 64 => offsets_data.extend_from_slice(¤t_offset.to_le_bytes()),
2853 _ => unreachable!(),
2854 };
2855 databuf = &databuf[bytes_per_offset..];
2856 unzipped_data.extend_from_slice(&databuf[..length as usize]);
2857 databuf = &databuf[length as usize..];
2858 current_offset += length;
2859 } else {
2860 match out_bits_per_offset {
2862 32 => offsets_data
2863 .extend_from_slice(&(current_offset as u32).to_le_bytes()),
2864 64 => offsets_data.extend_from_slice(¤t_offset.to_le_bytes()),
2865 _ => unreachable!(),
2866 }
2867 }
2868 }
2869 }
2870 }
2871 self.repdef_starts.push(rep.len().max(def.len()));
2872 self.data_starts.push(unzipped_data.len());
2873 self.offset_starts.push(offsets_data.len());
2874 self.visible_item_counts.push(visible_item_count);
2875 match out_bits_per_offset {
2876 32 => offsets_data.extend_from_slice(&(current_offset as u32).to_le_bytes()),
2877 64 => offsets_data.extend_from_slice(¤t_offset.to_le_bytes()),
2878 _ => unreachable!(),
2879 };
2880 self.rep = ScalarBuffer::from(rep);
2881 self.def = ScalarBuffer::from(def);
2882 self.data = LanceBuffer::from(unzipped_data);
2883 self.offsets = LanceBuffer::from(offsets_data);
2884 Ok(())
2885 }
2886}
2887
2888impl StructuralPageDecoder for VariableFullZipDecoder {
2889 fn drain(&mut self, num_rows: u64) -> Result<Box<dyn DecodePageTask>> {
2890 let start = self.current_idx;
2891 let end = start + num_rows as usize;
2892
2893 let offset_start = self.offset_starts[start];
2894 let offset_end = self.offset_starts[end] + (self.bits_per_offset as usize / 8);
2895 let offsets = self
2896 .offsets
2897 .slice_with_length(offset_start, offset_end - offset_start);
2898 let (data, offsets) =
2900 Self::slice_batch_data_and_rebase_offsets(&self.data, &offsets, self.bits_per_offset)?;
2901
2902 let repdef_start = self.repdef_starts[start];
2903 let repdef_end = self.repdef_starts[end];
2904 let rep = if self.rep.is_empty() {
2905 self.rep.clone()
2906 } else {
2907 self.rep.slice(repdef_start, repdef_end - repdef_start)
2908 };
2909 let def = if self.def.is_empty() {
2910 self.def.clone()
2911 } else {
2912 self.def.slice(repdef_start, repdef_end - repdef_start)
2913 };
2914
2915 let visible_item_counts_start = self.visible_item_counts[start];
2916 let visible_item_counts_end = self.visible_item_counts[end];
2917 let num_visible_items = visible_item_counts_end - visible_item_counts_start;
2918
2919 self.current_idx += num_rows as usize;
2920
2921 Ok(Box::new(VariableFullZipDecodeTask {
2922 details: self.details.clone(),
2923 decompressor: self.decompressor.clone(),
2924 data,
2925 offsets,
2926 bits_per_offset: self.bits_per_offset,
2927 num_visible_items,
2928 rep,
2929 def,
2930 }))
2931 }
2932
2933 fn num_rows(&self) -> u64 {
2934 self.num_rows
2935 }
2936}
2937
2938#[derive(Debug)]
2939struct VariableFullZipDecodeTask {
2940 details: Arc<FullZipDecodeDetails>,
2941 decompressor: Arc<dyn VariablePerValueDecompressor>,
2942 data: LanceBuffer,
2943 offsets: LanceBuffer,
2944 bits_per_offset: u8,
2945 num_visible_items: u64,
2946 rep: ScalarBuffer<u16>,
2947 def: ScalarBuffer<u16>,
2948}
2949
2950impl DecodePageTask for VariableFullZipDecodeTask {
2951 fn decode(self: Box<Self>) -> Result<DecodedPage> {
2952 let block = VariableWidthBlock {
2953 data: self.data,
2954 offsets: self.offsets,
2955 bits_per_offset: self.bits_per_offset,
2956 num_values: self.num_visible_items,
2957 block_info: BlockInfo::new(),
2958 };
2959 let decomopressed = self.decompressor.decompress(block)?;
2960 let rep = if self.rep.is_empty() {
2961 None
2962 } else {
2963 Some(self.rep.to_vec())
2964 };
2965 let def = if self.def.is_empty() {
2966 None
2967 } else {
2968 Some(self.def.to_vec())
2969 };
2970 let unraveler = RepDefUnraveler::new(
2971 rep,
2972 def,
2973 self.details.def_meaning.clone(),
2974 self.num_visible_items,
2975 );
2976 Ok(DecodedPage {
2977 data: decomopressed,
2978 repdef: unraveler,
2979 })
2980 }
2981}
2982
2983#[derive(Debug)]
2984struct FullZipDecodeTaskItem {
2985 data: PerValueDataBlock,
2986 rows_in_buf: u64,
2987}
2988
2989#[derive(Debug)]
2992struct FixedFullZipDecodeTask {
2993 details: Arc<FullZipDecodeDetails>,
2994 data: Vec<FullZipDecodeTaskItem>,
2995 num_rows: usize,
2996 bytes_per_value: usize,
2997}
2998
2999impl DecodePageTask for FixedFullZipDecodeTask {
3000 fn decode(self: Box<Self>) -> Result<DecodedPage> {
3001 let estimated_size_bytes = self
3003 .data
3004 .iter()
3005 .map(|task_item| task_item.data.data_size() as usize)
3006 .sum::<usize>()
3007 * 2;
3008 let mut data_builder =
3009 DataBlockBuilder::with_capacity_estimate(estimated_size_bytes as u64);
3010
3011 if self.details.ctrl_word_parser.bytes_per_word() == 0 {
3012 for task_item in self.data.into_iter() {
3016 let PerValueDataBlock::Fixed(fixed_data) = task_item.data else {
3017 unreachable!()
3018 };
3019 let PerValueDecompressor::Fixed(decompressor) = &self.details.value_decompressor
3020 else {
3021 unreachable!()
3022 };
3023 debug_assert_eq!(fixed_data.num_values, task_item.rows_in_buf);
3024 let decompressed = decompressor.decompress(fixed_data, task_item.rows_in_buf)?;
3025 data_builder.append(&decompressed, 0..task_item.rows_in_buf);
3026 }
3027
3028 let unraveler = RepDefUnraveler::new(
3029 None,
3030 None,
3031 self.details.def_meaning.clone(),
3032 self.num_rows as u64,
3033 );
3034
3035 Ok(DecodedPage {
3036 data: data_builder.finish(),
3037 repdef: unraveler,
3038 })
3039 } else {
3040 let mut rep = Vec::with_capacity(self.num_rows);
3042 let mut def = Vec::with_capacity(self.num_rows);
3043
3044 for task_item in self.data.into_iter() {
3045 let PerValueDataBlock::Fixed(fixed_data) = task_item.data else {
3046 unreachable!()
3047 };
3048 let mut buf_slice = fixed_data.data.as_ref();
3049 let num_values = fixed_data.num_values as usize;
3050 let mut values = Vec::with_capacity(
3053 fixed_data.data.len()
3054 - (self.details.ctrl_word_parser.bytes_per_word() * num_values),
3055 );
3056 let mut visible_items = 0;
3057 for _ in 0..num_values {
3058 self.details
3060 .ctrl_word_parser
3061 .parse(buf_slice, &mut rep, &mut def);
3062 buf_slice = &buf_slice[self.details.ctrl_word_parser.bytes_per_word()..];
3063
3064 let is_visible = def
3065 .last()
3066 .map(|d| *d <= self.details.max_visible_def)
3067 .unwrap_or(true);
3068 if is_visible {
3069 values.extend_from_slice(buf_slice[..self.bytes_per_value].as_ref());
3071 buf_slice = &buf_slice[self.bytes_per_value..];
3072 visible_items += 1;
3073 }
3074 }
3075
3076 let values_buf = LanceBuffer::from(values);
3078 let fixed_data = FixedWidthDataBlock {
3079 bits_per_value: self.bytes_per_value as u64 * 8,
3080 block_info: BlockInfo::new(),
3081 data: values_buf,
3082 num_values: visible_items,
3083 };
3084 let PerValueDecompressor::Fixed(decompressor) = &self.details.value_decompressor
3085 else {
3086 unreachable!()
3087 };
3088 let decompressed = decompressor.decompress(fixed_data, visible_items)?;
3089 data_builder.append(&decompressed, 0..visible_items);
3090 }
3091
3092 let repetition = if rep.is_empty() { None } else { Some(rep) };
3093 let definition = if def.is_empty() { None } else { Some(def) };
3094
3095 let unraveler = RepDefUnraveler::new(
3096 repetition,
3097 definition,
3098 self.details.def_meaning.clone(),
3099 self.num_rows as u64,
3100 );
3101 let data = data_builder.finish();
3102
3103 Ok(DecodedPage {
3104 data,
3105 repdef: unraveler,
3106 })
3107 }
3108 }
3109}
3110
3111#[derive(Debug)]
3112struct StructuralPrimitiveFieldSchedulingJob<'a> {
3113 scheduler: &'a StructuralPrimitiveFieldScheduler,
3114 ranges: Vec<Range<u64>>,
3115 page_idx: usize,
3116 range_idx: usize,
3117 global_row_offset: u64,
3118}
3119
3120impl<'a> StructuralPrimitiveFieldSchedulingJob<'a> {
3121 pub fn new(scheduler: &'a StructuralPrimitiveFieldScheduler, ranges: Vec<Range<u64>>) -> Self {
3122 Self {
3123 scheduler,
3124 ranges,
3125 page_idx: 0,
3126 range_idx: 0,
3127 global_row_offset: 0,
3128 }
3129 }
3130}
3131
3132impl StructuralSchedulingJob for StructuralPrimitiveFieldSchedulingJob<'_> {
3133 fn schedule_next(&mut self, context: &mut SchedulerContext) -> Result<Vec<ScheduledScanLine>> {
3134 if self.range_idx >= self.ranges.len() {
3135 return Ok(Vec::new());
3136 }
3137 let mut range = self.ranges[self.range_idx].clone();
3139 let priority = range.start;
3140
3141 let mut cur_page = &self.scheduler.page_schedulers[self.page_idx];
3142 trace!(
3143 "Current range is {:?} and current page has {} rows",
3144 range, cur_page.num_rows
3145 );
3146 while cur_page.num_rows + self.global_row_offset <= range.start {
3148 self.global_row_offset += cur_page.num_rows;
3149 self.page_idx += 1;
3150 trace!("Skipping entire page of {} rows", cur_page.num_rows);
3151 cur_page = &self.scheduler.page_schedulers[self.page_idx];
3152 }
3153
3154 let mut ranges_in_page = Vec::new();
3158 while cur_page.num_rows + self.global_row_offset > range.start {
3159 range.start = range.start.max(self.global_row_offset);
3160 let start_in_page = range.start - self.global_row_offset;
3161 let end_in_page = start_in_page + (range.end - range.start);
3162 let end_in_page = end_in_page.min(cur_page.num_rows);
3163 let last_in_range = (end_in_page + self.global_row_offset) >= range.end;
3164
3165 ranges_in_page.push(start_in_page..end_in_page);
3166 if last_in_range {
3167 self.range_idx += 1;
3168 if self.range_idx == self.ranges.len() {
3169 break;
3170 }
3171 range = self.ranges[self.range_idx].clone();
3172 } else {
3173 break;
3174 }
3175 }
3176
3177 trace!(
3178 "Scheduling {} rows across {} ranges from page with {} rows (priority={}, column_index={}, page_index={})",
3179 ranges_in_page.iter().map(|r| r.end - r.start).sum::<u64>(),
3180 ranges_in_page.len(),
3181 cur_page.num_rows,
3182 priority,
3183 self.scheduler.column_index,
3184 cur_page.page_index,
3185 );
3186
3187 self.global_row_offset += cur_page.num_rows;
3188 self.page_idx += 1;
3189
3190 let page_decoders = cur_page
3191 .scheduler
3192 .schedule_ranges(&ranges_in_page, context.io())?;
3193
3194 let cur_path = context.current_path();
3195 page_decoders
3196 .into_iter()
3197 .map(|page_load_task| {
3198 let cur_path = cur_path.clone();
3199 let page_decoder = page_load_task.decoder_fut;
3200 let unloaded_page = async move {
3201 let page_decoder = page_decoder.await?;
3202 Ok(LoadedPageShard {
3203 decoder: page_decoder,
3204 path: cur_path,
3205 })
3206 }
3207 .boxed();
3208 Ok(ScheduledScanLine {
3209 decoders: vec![MessageType::UnloadedPage(UnloadedPageShard(unloaded_page))],
3210 rows_scheduled: page_load_task.num_rows,
3211 })
3212 })
3213 .collect::<Result<Vec<_>>>()
3214 }
3215}
3216
3217#[derive(Debug)]
3218struct PageInfoAndScheduler {
3219 page_index: usize,
3220 num_rows: u64,
3221 scheduler: Box<dyn StructuralPageScheduler>,
3222}
3223
3224#[derive(Debug)]
3229pub struct StructuralPrimitiveFieldScheduler {
3230 page_schedulers: Vec<PageInfoAndScheduler>,
3231 column_index: u32,
3232}
3233
3234impl StructuralPrimitiveFieldScheduler {
3235 pub fn try_new(
3236 column_info: &ColumnInfo,
3237 decompressors: &dyn DecompressionStrategy,
3238 cache_repetition_index: bool,
3239 target_field: &Field,
3240 ) -> Result<Self> {
3241 let page_schedulers = column_info
3242 .page_infos
3243 .iter()
3244 .enumerate()
3245 .map(|(page_index, page_info)| {
3246 Self::page_info_to_scheduler(
3247 page_info,
3248 page_index,
3249 decompressors,
3250 cache_repetition_index,
3251 target_field,
3252 )
3253 })
3254 .collect::<Result<Vec<_>>>()?;
3255 Ok(Self {
3256 page_schedulers,
3257 column_index: column_info.index,
3258 })
3259 }
3260
3261 fn page_layout_to_scheduler(
3262 page_info: &PageInfo,
3263 page_layout: &PageLayout,
3264 decompressors: &dyn DecompressionStrategy,
3265 cache_repetition_index: bool,
3266 target_field: &Field,
3267 ) -> Result<Box<dyn StructuralPageScheduler>> {
3268 use pb21::page_layout::Layout;
3269 Ok(match page_layout.layout.as_ref().expect_ok()? {
3270 Layout::MiniBlockLayout(mini_block) => Box::new(MiniBlockScheduler::try_new(
3271 &page_info.buffer_offsets_and_sizes,
3272 page_info.priority,
3273 mini_block.num_items,
3274 mini_block,
3275 decompressors,
3276 )?),
3277 Layout::FullZipLayout(full_zip) => {
3278 let mut scheduler = FullZipScheduler::try_new(
3279 &page_info.buffer_offsets_and_sizes,
3280 page_info.priority,
3281 page_info.num_rows,
3282 full_zip,
3283 decompressors,
3284 )?;
3285 scheduler.enable_cache = cache_repetition_index;
3286 Box::new(scheduler)
3287 }
3288 Layout::ConstantLayout(constant_layout) => {
3289 let def_meaning = constant_layout
3290 .layers
3291 .iter()
3292 .map(|l| ProtobufUtils21::repdef_layer_to_def_interp(*l))
3293 .collect::<Vec<_>>();
3294 let has_scalar_value = constant_layout.inline_value.is_some()
3295 || page_info.buffer_offsets_and_sizes.len() == 1
3296 || page_info.buffer_offsets_and_sizes.len() == 3;
3297 if has_scalar_value {
3298 Box::new(constant::ConstantPageScheduler::try_new(
3299 page_info.buffer_offsets_and_sizes.clone(),
3300 constant_layout.inline_value.clone(),
3301 target_field.data_type(),
3302 def_meaning.into(),
3303 )?) as Box<dyn StructuralPageScheduler>
3304 } else if def_meaning.len() == 1
3305 && def_meaning[0] == DefinitionInterpretation::NullableItem
3306 {
3307 Box::new(SimpleAllNullScheduler::default()) as Box<dyn StructuralPageScheduler>
3308 } else {
3309 let rep_decompressor = constant_layout
3310 .rep_compression
3311 .as_ref()
3312 .map(|encoding| decompressors.create_block_decompressor(encoding))
3313 .transpose()?
3314 .map(Arc::from);
3315
3316 let def_decompressor = constant_layout
3317 .def_compression
3318 .as_ref()
3319 .map(|encoding| decompressors.create_block_decompressor(encoding))
3320 .transpose()?
3321 .map(Arc::from);
3322
3323 Box::new(ComplexAllNullScheduler::new(
3324 page_info.buffer_offsets_and_sizes.clone(),
3325 def_meaning.into(),
3326 rep_decompressor,
3327 def_decompressor,
3328 constant_layout.num_rep_values,
3329 constant_layout.num_def_values,
3330 )) as Box<dyn StructuralPageScheduler>
3331 }
3332 }
3333 Layout::BlobLayout(blob) => {
3334 let inner_scheduler = Self::page_layout_to_scheduler(
3335 page_info,
3336 blob.inner_layout.as_ref().expect_ok()?.as_ref(),
3337 decompressors,
3338 cache_repetition_index,
3339 target_field,
3340 )?;
3341 let def_meaning = blob
3342 .layers
3343 .iter()
3344 .map(|l| ProtobufUtils21::repdef_layer_to_def_interp(*l))
3345 .collect::<Vec<_>>();
3346 if matches!(target_field.data_type(), DataType::Struct(_)) {
3347 Box::new(BlobDescriptionPageScheduler::new(
3349 inner_scheduler,
3350 def_meaning.into(),
3351 ))
3352 } else {
3353 Box::new(BlobPageScheduler::new(
3355 inner_scheduler,
3356 page_info.priority,
3357 page_info.num_rows,
3358 def_meaning.into(),
3359 ))
3360 }
3361 }
3362 })
3363 }
3364
3365 fn page_info_to_scheduler(
3366 page_info: &PageInfo,
3367 page_index: usize,
3368 decompressors: &dyn DecompressionStrategy,
3369 cache_repetition_index: bool,
3370 target_field: &Field,
3371 ) -> Result<PageInfoAndScheduler> {
3372 let page_layout = page_info.encoding.as_structural();
3373 let scheduler = Self::page_layout_to_scheduler(
3374 page_info,
3375 page_layout,
3376 decompressors,
3377 cache_repetition_index,
3378 target_field,
3379 )?;
3380 Ok(PageInfoAndScheduler {
3381 page_index,
3382 num_rows: page_info.num_rows,
3383 scheduler,
3384 })
3385 }
3386}
3387
3388pub trait CachedPageData: Any + Send + Sync + DeepSizeOf + 'static {
3389 fn as_arc_any(self: Arc<Self>) -> Arc<dyn Any + Send + Sync + 'static>;
3390}
3391
3392pub struct NoCachedPageData;
3393
3394impl DeepSizeOf for NoCachedPageData {
3395 fn deep_size_of_children(&self, _ctx: &mut Context) -> usize {
3396 0
3397 }
3398}
3399impl CachedPageData for NoCachedPageData {
3400 fn as_arc_any(self: Arc<Self>) -> Arc<dyn Any + Send + Sync + 'static> {
3401 self
3402 }
3403}
3404
3405pub struct CachedFieldData {
3406 pages: Vec<Arc<dyn CachedPageData>>,
3407}
3408
3409impl DeepSizeOf for CachedFieldData {
3410 fn deep_size_of_children(&self, ctx: &mut Context) -> usize {
3411 self.pages.deep_size_of_children(ctx)
3412 }
3413}
3414
3415#[derive(Debug, Clone)]
3417pub struct FieldDataCacheKey {
3418 pub column_index: u32,
3419}
3420
3421impl CacheKey for FieldDataCacheKey {
3422 type ValueType = CachedFieldData;
3423
3424 fn key(&self) -> std::borrow::Cow<'_, str> {
3425 self.column_index.to_string().into()
3426 }
3427}
3428
3429impl StructuralFieldScheduler for StructuralPrimitiveFieldScheduler {
3430 fn initialize<'a>(
3431 &'a mut self,
3432 _filter: &'a FilterExpression,
3433 context: &'a SchedulerContext,
3434 ) -> BoxFuture<'a, Result<()>> {
3435 let cache_key = FieldDataCacheKey {
3436 column_index: self.column_index,
3437 };
3438 let cache = context.cache().clone();
3439
3440 async move {
3441 if let Some(cached_data) = cache.get_with_key(&cache_key).await {
3442 self.page_schedulers
3443 .iter_mut()
3444 .zip(cached_data.pages.iter())
3445 .for_each(|(page_scheduler, cached_data)| {
3446 page_scheduler.scheduler.load(cached_data);
3447 });
3448 return Ok(());
3449 }
3450
3451 let page_data = self
3452 .page_schedulers
3453 .iter_mut()
3454 .map(|s| s.scheduler.initialize(context.io()))
3455 .collect::<FuturesOrdered<_>>();
3456
3457 let page_data = page_data.try_collect::<Vec<_>>().await?;
3458 let cached_data = Arc::new(CachedFieldData { pages: page_data });
3459 cache.insert_with_key(&cache_key, cached_data).await;
3460 Ok(())
3461 }
3462 .boxed()
3463 }
3464
3465 fn schedule_ranges<'a>(
3466 &'a self,
3467 ranges: &[Range<u64>],
3468 _filter: &FilterExpression,
3469 ) -> Result<Box<dyn StructuralSchedulingJob + 'a>> {
3470 let ranges = ranges.to_vec();
3471 Ok(Box::new(StructuralPrimitiveFieldSchedulingJob::new(
3472 self, ranges,
3473 )))
3474 }
3475}
3476
3477#[derive(Debug)]
3480pub struct StructuralCompositeDecodeArrayTask {
3481 tasks: Vec<Box<dyn DecodePageTask>>,
3482 should_validate: bool,
3483 data_type: DataType,
3484}
3485
3486impl StructuralCompositeDecodeArrayTask {
3487 fn restore_validity(
3488 array: Arc<dyn Array>,
3489 unraveler: &mut CompositeRepDefUnraveler,
3490 ) -> Arc<dyn Array> {
3491 let validity = unraveler.unravel_validity(array.len());
3492 let Some(validity) = validity else {
3493 return array;
3494 };
3495 if array.data_type() == &DataType::Null {
3496 return array;
3498 }
3499 assert_eq!(validity.len(), array.len());
3500 make_array(unsafe {
3503 array
3504 .to_data()
3505 .into_builder()
3506 .nulls(Some(validity))
3507 .build_unchecked()
3508 })
3509 }
3510}
3511
3512impl StructuralDecodeArrayTask for StructuralCompositeDecodeArrayTask {
3513 fn decode(self: Box<Self>) -> Result<DecodedArray> {
3514 let mut arrays = Vec::with_capacity(self.tasks.len());
3515 let mut unravelers = Vec::with_capacity(self.tasks.len());
3516 for task in self.tasks {
3517 let decoded = task.decode()?;
3518 unravelers.push(decoded.repdef);
3519
3520 let array = make_array(
3521 decoded
3522 .data
3523 .into_arrow(self.data_type.clone(), self.should_validate)?,
3524 );
3525
3526 arrays.push(array);
3527 }
3528 let array_refs = arrays.iter().map(|arr| arr.as_ref()).collect::<Vec<_>>();
3529 let array = arrow_select::concat::concat(&array_refs)?;
3530 let mut repdef = CompositeRepDefUnraveler::new(unravelers);
3531
3532 let array = Self::restore_validity(array, &mut repdef);
3533
3534 Ok(DecodedArray { array, repdef })
3535 }
3536}
3537
3538#[derive(Debug)]
3539pub struct StructuralPrimitiveFieldDecoder {
3540 field: Arc<ArrowField>,
3541 page_decoders: VecDeque<Box<dyn StructuralPageDecoder>>,
3542 should_validate: bool,
3543 rows_drained_in_current: u64,
3544}
3545
3546impl StructuralPrimitiveFieldDecoder {
3547 pub fn new(field: &Arc<ArrowField>, should_validate: bool) -> Self {
3548 Self {
3549 field: field.clone(),
3550 page_decoders: VecDeque::new(),
3551 should_validate,
3552 rows_drained_in_current: 0,
3553 }
3554 }
3555}
3556
3557impl StructuralFieldDecoder for StructuralPrimitiveFieldDecoder {
3558 fn accept_page(&mut self, child: LoadedPageShard) -> Result<()> {
3559 assert!(child.path.is_empty());
3560 self.page_decoders.push_back(child.decoder);
3561 Ok(())
3562 }
3563
3564 fn drain(&mut self, num_rows: u64) -> Result<Box<dyn StructuralDecodeArrayTask>> {
3565 let mut remaining = num_rows;
3566 let mut tasks = Vec::new();
3567 while remaining > 0 {
3568 let cur_page = self.page_decoders.front_mut().unwrap();
3569 let num_in_page = cur_page.num_rows() - self.rows_drained_in_current;
3570 let to_take = num_in_page.min(remaining);
3571
3572 let task = cur_page.drain(to_take)?;
3573 tasks.push(task);
3574
3575 if to_take == num_in_page {
3576 self.page_decoders.pop_front();
3577 self.rows_drained_in_current = 0;
3578 } else {
3579 self.rows_drained_in_current += to_take;
3580 }
3581
3582 remaining -= to_take;
3583 }
3584 Ok(Box::new(StructuralCompositeDecodeArrayTask {
3585 tasks,
3586 should_validate: self.should_validate,
3587 data_type: self.field.data_type().clone(),
3588 }))
3589 }
3590
3591 fn data_type(&self) -> &DataType {
3592 self.field.data_type()
3593 }
3594}
3595
3596struct SerializedFullZip {
3598 values: LanceBuffer,
3600 repetition_index: Option<LanceBuffer>,
3602}
3603
3604const MINIBLOCK_ALIGNMENT: usize = 8;
3624
3625pub struct PrimitiveStructuralEncoder {
3652 accumulation_queue: AccumulationQueue,
3654
3655 keep_original_array: bool,
3656 support_large_chunk: bool,
3657 accumulated_repdefs: Vec<RepDefBuilder>,
3658 compression_strategy: Arc<dyn CompressionStrategy>,
3660 column_index: u32,
3661 field: Field,
3662 encoding_metadata: Arc<HashMap<String, String>>,
3663 version: LanceFileVersion,
3664}
3665
3666struct CompressedLevelsChunk {
3667 data: LanceBuffer,
3668 num_levels: u16,
3669}
3670
3671struct CompressedLevels {
3672 data: Vec<CompressedLevelsChunk>,
3673 compression: CompressiveEncoding,
3674 rep_index: Option<LanceBuffer>,
3675}
3676
3677struct SerializedMiniBlockPage {
3678 num_buffers: u64,
3679 data: LanceBuffer,
3680 metadata: LanceBuffer,
3681}
3682
3683#[derive(Debug, Clone, Copy)]
3684struct DictEncodingBudget {
3685 max_dict_entries: u32,
3686 max_encoded_size: usize,
3687}
3688
3689impl PrimitiveStructuralEncoder {
3690 pub fn try_new(
3691 options: &EncodingOptions,
3692 compression_strategy: Arc<dyn CompressionStrategy>,
3693 column_index: u32,
3694 field: Field,
3695 encoding_metadata: Arc<HashMap<String, String>>,
3696 ) -> Result<Self> {
3697 Ok(Self {
3698 accumulation_queue: AccumulationQueue::new(
3699 options.cache_bytes_per_column,
3700 column_index,
3701 options.keep_original_array,
3702 ),
3703 support_large_chunk: options.support_large_chunk(),
3704 keep_original_array: options.keep_original_array,
3705 accumulated_repdefs: Vec::new(),
3706 column_index,
3707 compression_strategy,
3708 field,
3709 encoding_metadata,
3710 version: options.version,
3711 })
3712 }
3713
3714 fn is_narrow(data_block: &DataBlock) -> bool {
3722 const MINIBLOCK_MAX_BYTE_LENGTH_PER_VALUE: u64 = 256;
3723
3724 if let Some(max_len_array) = data_block.get_stat(Stat::MaxLength) {
3725 let max_len_array = max_len_array
3726 .as_any()
3727 .downcast_ref::<PrimitiveArray<UInt64Type>>()
3728 .unwrap();
3729 if max_len_array.value(0) < MINIBLOCK_MAX_BYTE_LENGTH_PER_VALUE {
3730 return true;
3731 }
3732 }
3733 false
3734 }
3735
3736 fn prefers_miniblock(
3737 data_block: &DataBlock,
3738 encoding_metadata: &HashMap<String, String>,
3739 ) -> bool {
3740 if let Some(user_requested) = encoding_metadata.get(STRUCTURAL_ENCODING_META_KEY) {
3742 return user_requested.to_lowercase() == STRUCTURAL_ENCODING_MINIBLOCK;
3743 }
3744 Self::is_narrow(data_block)
3746 }
3747
3748 fn prefers_fullzip(encoding_metadata: &HashMap<String, String>) -> bool {
3749 if let Some(user_requested) = encoding_metadata.get(STRUCTURAL_ENCODING_META_KEY) {
3753 return user_requested.to_lowercase() == STRUCTURAL_ENCODING_FULLZIP;
3754 }
3755 true
3756 }
3757
3758 fn serialize_miniblocks(
3805 miniblocks: MiniBlockCompressed,
3806 rep: Option<Vec<CompressedLevelsChunk>>,
3807 def: Option<Vec<CompressedLevelsChunk>>,
3808 support_large_chunk: bool,
3809 ) -> SerializedMiniBlockPage {
3810 let bytes_rep = rep
3811 .as_ref()
3812 .map(|rep| rep.iter().map(|r| r.data.len()).sum::<usize>())
3813 .unwrap_or(0);
3814 let bytes_def = def
3815 .as_ref()
3816 .map(|def| def.iter().map(|d| d.data.len()).sum::<usize>())
3817 .unwrap_or(0);
3818 let bytes_data = miniblocks.data.iter().map(|d| d.len()).sum::<usize>();
3819 let mut num_buffers = miniblocks.data.len();
3820 if rep.is_some() {
3821 num_buffers += 1;
3822 }
3823 if def.is_some() {
3824 num_buffers += 1;
3825 }
3826 let max_extra = 9 * num_buffers;
3828 let mut data_buffer = Vec::with_capacity(bytes_rep + bytes_def + bytes_data + max_extra);
3829 let chunk_size_bytes = if support_large_chunk { 4 } else { 2 };
3830 let mut meta_buffer = Vec::with_capacity(miniblocks.chunks.len() * chunk_size_bytes);
3831
3832 let mut rep_iter = rep.map(|r| r.into_iter());
3833 let mut def_iter = def.map(|d| d.into_iter());
3834
3835 let mut buffer_offsets = vec![0; miniblocks.data.len()];
3836 for chunk in miniblocks.chunks {
3837 let start_pos = data_buffer.len();
3838 debug_assert_eq!(start_pos % MINIBLOCK_ALIGNMENT, 0);
3840
3841 let rep = rep_iter.as_mut().map(|r| r.next().unwrap());
3842 let def = def_iter.as_mut().map(|d| d.next().unwrap());
3843
3844 let num_levels = rep
3846 .as_ref()
3847 .map(|r| r.num_levels)
3848 .unwrap_or(def.as_ref().map(|d| d.num_levels).unwrap_or(0));
3849 data_buffer.extend_from_slice(&num_levels.to_le_bytes());
3850
3851 if let Some(rep) = rep.as_ref() {
3853 let bytes_rep = u16::try_from(rep.data.len()).unwrap();
3854 data_buffer.extend_from_slice(&bytes_rep.to_le_bytes());
3855 }
3856 if let Some(def) = def.as_ref() {
3857 let bytes_def = u16::try_from(def.data.len()).unwrap();
3858 data_buffer.extend_from_slice(&bytes_def.to_le_bytes());
3859 }
3860
3861 if support_large_chunk {
3862 for &buffer_size in &chunk.buffer_sizes {
3863 data_buffer.extend_from_slice(&buffer_size.to_le_bytes());
3864 }
3865 } else {
3866 for &buffer_size in &chunk.buffer_sizes {
3867 data_buffer.extend_from_slice(&(buffer_size as u16).to_le_bytes());
3868 }
3869 }
3870
3871 let add_padding = |data_buffer: &mut Vec<u8>| {
3873 let pad = pad_bytes::<MINIBLOCK_ALIGNMENT>(data_buffer.len());
3874 data_buffer.extend(iter::repeat_n(FILL_BYTE, pad));
3875 };
3876 add_padding(&mut data_buffer);
3877
3878 if let Some(rep) = rep.as_ref() {
3880 data_buffer.extend_from_slice(&rep.data);
3881 add_padding(&mut data_buffer);
3882 }
3883 if let Some(def) = def.as_ref() {
3884 data_buffer.extend_from_slice(&def.data);
3885 add_padding(&mut data_buffer);
3886 }
3887 for (buffer_size, (buffer, buffer_offset)) in chunk
3888 .buffer_sizes
3889 .iter()
3890 .zip(miniblocks.data.iter().zip(buffer_offsets.iter_mut()))
3891 {
3892 let start = *buffer_offset;
3893 let end = start + *buffer_size as usize;
3894 *buffer_offset += *buffer_size as usize;
3895 data_buffer.extend_from_slice(&buffer[start..end]);
3896 add_padding(&mut data_buffer);
3897 }
3898
3899 let chunk_bytes = data_buffer.len() - start_pos;
3900 let max_chunk_size = if support_large_chunk {
3901 4 * 1024 * 1024 * 1024 } else {
3903 32 * 1024 };
3905 assert!(chunk_bytes <= max_chunk_size);
3906 assert!(chunk_bytes > 0);
3907 assert_eq!(chunk_bytes % 8, 0);
3908 assert!(chunk.log_num_values <= 12);
3910 let divided_bytes = chunk_bytes / MINIBLOCK_ALIGNMENT;
3914 let divided_bytes_minus_one = (divided_bytes - 1) as u64;
3915
3916 let metadata = (divided_bytes_minus_one << 4) | chunk.log_num_values as u64;
3917 if support_large_chunk {
3918 meta_buffer.extend_from_slice(&(metadata as u32).to_le_bytes());
3919 } else {
3920 meta_buffer.extend_from_slice(&(metadata as u16).to_le_bytes());
3921 }
3922 }
3923
3924 let data_buffer = LanceBuffer::from(data_buffer);
3925 let metadata_buffer = LanceBuffer::from(meta_buffer);
3926
3927 SerializedMiniBlockPage {
3928 num_buffers: miniblocks.data.len() as u64,
3929 data: data_buffer,
3930 metadata: metadata_buffer,
3931 }
3932 }
3933
3934 fn compress_levels(
3939 mut levels: RepDefSlicer<'_>,
3940 num_elements: u64,
3941 compression_strategy: &dyn CompressionStrategy,
3942 chunks: &[MiniBlockChunk],
3943 max_rep: u16,
3945 ) -> Result<CompressedLevels> {
3946 let mut rep_index = if max_rep > 0 {
3947 Vec::with_capacity(chunks.len())
3948 } else {
3949 vec![]
3950 };
3951 let num_levels = levels.num_levels() as u64;
3953 let levels_buf = levels.all_levels().clone();
3954
3955 let mut fixed_width_block = FixedWidthDataBlock {
3956 data: levels_buf,
3957 bits_per_value: 16,
3958 num_values: num_levels,
3959 block_info: BlockInfo::new(),
3960 };
3961 fixed_width_block.compute_stat();
3963
3964 let levels_block = DataBlock::FixedWidth(fixed_width_block);
3965 let levels_field = Field::new_arrow("", DataType::UInt16, false)?;
3966 let (compressor, compressor_desc) =
3968 compression_strategy.create_block_compressor(&levels_field, &levels_block)?;
3969 let mut level_chunks = Vec::with_capacity(chunks.len());
3971 let mut values_counter = 0;
3972 for (chunk_idx, chunk) in chunks.iter().enumerate() {
3973 let chunk_num_values = chunk.num_values(values_counter, num_elements);
3974 debug_assert!(chunk_num_values > 0);
3975 values_counter += chunk_num_values;
3976 let chunk_levels = if chunk_idx < chunks.len() - 1 {
3977 levels.slice_next(chunk_num_values as usize)
3978 } else {
3979 levels.slice_rest()
3980 };
3981 let num_chunk_levels = (chunk_levels.len() / 2) as u64;
3982 if max_rep > 0 {
3983 let rep_values = chunk_levels.borrow_to_typed_slice::<u16>();
3993 let rep_values = rep_values.as_ref();
3994
3995 let mut num_rows = rep_values.iter().skip(1).filter(|v| **v == max_rep).count();
3998 let num_leftovers = if chunk_idx < chunks.len() - 1 {
3999 rep_values
4000 .iter()
4001 .rev()
4002 .position(|v| *v == max_rep)
4003 .map(|pos| pos + 1)
4005 .unwrap_or(rep_values.len())
4006 } else {
4007 0
4009 };
4010
4011 if chunk_idx != 0 && rep_values.first() == Some(&max_rep) {
4012 let rep_len = rep_index.len();
4016 if rep_index[rep_len - 1] != 0 {
4017 rep_index[rep_len - 2] += 1;
4019 rep_index[rep_len - 1] = 0;
4020 }
4021 }
4022
4023 if chunk_idx == chunks.len() - 1 {
4024 num_rows += 1;
4026 }
4027 rep_index.push(num_rows as u64);
4028 rep_index.push(num_leftovers as u64);
4029 }
4030 let mut chunk_fixed_width = FixedWidthDataBlock {
4031 data: chunk_levels,
4032 bits_per_value: 16,
4033 num_values: num_chunk_levels,
4034 block_info: BlockInfo::new(),
4035 };
4036 chunk_fixed_width.compute_stat();
4037 let chunk_levels_block = DataBlock::FixedWidth(chunk_fixed_width);
4038 let compressed_levels = compressor.compress(chunk_levels_block)?;
4039 level_chunks.push(CompressedLevelsChunk {
4040 data: compressed_levels,
4041 num_levels: num_chunk_levels as u16,
4042 });
4043 }
4044 debug_assert_eq!(levels.num_levels_remaining(), 0);
4045 let rep_index = if rep_index.is_empty() {
4046 None
4047 } else {
4048 Some(LanceBuffer::reinterpret_vec(rep_index))
4049 };
4050 Ok(CompressedLevels {
4051 data: level_chunks,
4052 compression: compressor_desc,
4053 rep_index,
4054 })
4055 }
4056
4057 fn encode_simple_all_null(
4058 column_idx: u32,
4059 num_rows: u64,
4060 row_number: u64,
4061 ) -> Result<EncodedPage> {
4062 let description =
4063 ProtobufUtils21::constant_layout(&[DefinitionInterpretation::NullableItem], None);
4064 Ok(EncodedPage {
4065 column_idx,
4066 data: vec![],
4067 description: PageEncoding::Structural(description),
4068 num_rows,
4069 row_number,
4070 })
4071 }
4072
4073 fn encode_complex_all_null_vals(
4074 data: &Arc<[u16]>,
4075 compression_strategy: &dyn CompressionStrategy,
4076 ) -> Result<(LanceBuffer, pb21::CompressiveEncoding)> {
4077 let buffer = LanceBuffer::reinterpret_slice(data.clone());
4078 let mut fixed_width_block = FixedWidthDataBlock {
4079 data: buffer,
4080 bits_per_value: 16,
4081 num_values: data.len() as u64,
4082 block_info: BlockInfo::new(),
4083 };
4084 fixed_width_block.compute_stat();
4085
4086 let levels_block = DataBlock::FixedWidth(fixed_width_block);
4087 let levels_field = Field::new_arrow("", DataType::UInt16, false)?;
4088 let (compressor, encoding) =
4089 compression_strategy.create_block_compressor(&levels_field, &levels_block)?;
4090 let compressed_buffer = compressor.compress(levels_block)?;
4091 Ok((compressed_buffer, encoding))
4092 }
4093
4094 fn encode_complex_all_null(
4098 column_idx: u32,
4099 repdef: crate::repdef::SerializedRepDefs,
4100 row_number: u64,
4101 num_rows: u64,
4102 version: LanceFileVersion,
4103 compression_strategy: &dyn CompressionStrategy,
4104 ) -> Result<EncodedPage> {
4105 if version.resolve() < LanceFileVersion::V2_2 {
4106 let rep_bytes = if let Some(rep) = repdef.repetition_levels.as_ref() {
4107 LanceBuffer::reinterpret_slice(rep.clone())
4108 } else {
4109 LanceBuffer::empty()
4110 };
4111
4112 let def_bytes = if let Some(def) = repdef.definition_levels.as_ref() {
4113 LanceBuffer::reinterpret_slice(def.clone())
4114 } else {
4115 LanceBuffer::empty()
4116 };
4117
4118 let description = ProtobufUtils21::constant_layout(&repdef.def_meaning, None);
4119 return Ok(EncodedPage {
4120 column_idx,
4121 data: vec![rep_bytes, def_bytes],
4122 description: PageEncoding::Structural(description),
4123 num_rows,
4124 row_number,
4125 });
4126 }
4127
4128 let (rep_bytes, rep_encoding, num_rep_values) = if let Some(rep) =
4129 repdef.repetition_levels.as_ref()
4130 {
4131 let num_values = rep.len() as u64;
4132 let (buffer, encoding) = Self::encode_complex_all_null_vals(rep, compression_strategy)?;
4133 (buffer, Some(encoding), num_values)
4134 } else {
4135 (LanceBuffer::empty(), None, 0)
4136 };
4137
4138 let (def_bytes, def_encoding, num_def_values) = if let Some(def) =
4139 repdef.definition_levels.as_ref()
4140 {
4141 let num_values = def.len() as u64;
4142 let (buffer, encoding) = Self::encode_complex_all_null_vals(def, compression_strategy)?;
4143 (buffer, Some(encoding), num_values)
4144 } else {
4145 (LanceBuffer::empty(), None, 0)
4146 };
4147
4148 let description = ProtobufUtils21::compressed_all_null_constant_layout(
4149 &repdef.def_meaning,
4150 rep_encoding,
4151 def_encoding,
4152 num_rep_values,
4153 num_def_values,
4154 );
4155 Ok(EncodedPage {
4156 column_idx,
4157 data: vec![rep_bytes, def_bytes],
4158 description: PageEncoding::Structural(description),
4159 num_rows,
4160 row_number,
4161 })
4162 }
4163
4164 fn leaf_validity(
4165 repdef: &crate::repdef::SerializedRepDefs,
4166 num_values: usize,
4167 ) -> Result<Option<BooleanBuffer>> {
4168 let rep = repdef
4169 .repetition_levels
4170 .as_ref()
4171 .map(|rep| rep.as_ref().to_vec());
4172 let def = repdef
4173 .definition_levels
4174 .as_ref()
4175 .map(|def| def.as_ref().to_vec());
4176 let mut unraveler = RepDefUnraveler::new(
4177 rep,
4178 def,
4179 repdef.def_meaning.clone().into(),
4180 num_values as u64,
4181 );
4182 if unraveler.is_all_valid() {
4183 return Ok(None);
4184 }
4185 let mut validity = BooleanBufferBuilder::new(num_values);
4186 unraveler.unravel_validity(&mut validity);
4187 Ok(Some(validity.finish()))
4188 }
4189
4190 fn is_constant_values(
4191 arrays: &[ArrayRef],
4192 scalar: &ArrayRef,
4193 validity: Option<&BooleanBuffer>,
4194 ) -> Result<bool> {
4195 debug_assert_eq!(scalar.len(), 1);
4196 debug_assert_eq!(scalar.null_count(), 0);
4197
4198 match scalar.data_type() {
4199 DataType::Boolean => {
4200 let mut global_idx = 0usize;
4201 let scalar_val = scalar.as_boolean().value(0);
4202 for arr in arrays {
4203 let bool_arr = arr.as_boolean();
4204 for i in 0..arr.len() {
4205 let is_valid = validity.map(|v| v.value(global_idx)).unwrap_or(true);
4206 global_idx += 1;
4207 if !is_valid {
4208 continue;
4209 }
4210 if bool_arr.value(i) != scalar_val {
4211 return Ok(false);
4212 }
4213 }
4214 }
4215 Ok(true)
4216 }
4217 DataType::Utf8 => Self::is_constant_utf8::<i32>(arrays, scalar, validity),
4218 DataType::LargeUtf8 => Self::is_constant_utf8::<i64>(arrays, scalar, validity),
4219 DataType::Binary => Self::is_constant_binary::<i32>(arrays, scalar, validity),
4220 DataType::LargeBinary => Self::is_constant_binary::<i64>(arrays, scalar, validity),
4221 data_type => {
4222 let mut global_idx = 0usize;
4223 let Some(byte_width) = data_type.byte_width_opt() else {
4224 return Ok(false);
4225 };
4226 let scalar_data = scalar.to_data();
4227 if scalar_data.buffers().len() != 1 || !scalar_data.child_data().is_empty() {
4228 return Ok(false);
4229 }
4230 let scalar_bytes = scalar_data.buffers()[0].as_slice();
4231 if scalar_bytes.len() != byte_width {
4232 return Ok(false);
4233 }
4234
4235 for arr in arrays {
4236 let data = arr.to_data();
4237 if data.buffers().is_empty() {
4238 return Ok(false);
4239 }
4240 let buf = data.buffers()[0].as_slice();
4241 let base = data.offset();
4242 for i in 0..arr.len() {
4243 let is_valid = validity.map(|v| v.value(global_idx)).unwrap_or(true);
4244 global_idx += 1;
4245 if !is_valid {
4246 continue;
4247 }
4248 let start = (base + i) * byte_width;
4249 if buf[start..start + byte_width] != scalar_bytes[..] {
4250 return Ok(false);
4251 }
4252 }
4253 }
4254 Ok(true)
4255 }
4256 }
4257 }
4258
4259 fn is_constant_utf8<O: arrow_array::OffsetSizeTrait>(
4260 arrays: &[ArrayRef],
4261 scalar: &ArrayRef,
4262 validity: Option<&BooleanBuffer>,
4263 ) -> Result<bool> {
4264 debug_assert_eq!(scalar.len(), 1);
4265 let scalar_val = scalar.as_string::<O>().value(0).as_bytes();
4266 let mut global_idx = 0usize;
4267 for arr in arrays {
4268 let str_arr = arr.as_string::<O>();
4269 for i in 0..arr.len() {
4270 let is_valid = validity.map(|v| v.value(global_idx)).unwrap_or(true);
4271 global_idx += 1;
4272 if !is_valid {
4273 continue;
4274 }
4275 if str_arr.value(i).as_bytes() != scalar_val {
4276 return Ok(false);
4277 }
4278 }
4279 }
4280 Ok(true)
4281 }
4282
4283 fn is_constant_binary<O: arrow_array::OffsetSizeTrait>(
4284 arrays: &[ArrayRef],
4285 scalar: &ArrayRef,
4286 validity: Option<&BooleanBuffer>,
4287 ) -> Result<bool> {
4288 debug_assert_eq!(scalar.len(), 1);
4289 let scalar_val = scalar.as_binary::<O>().value(0);
4290 let mut global_idx = 0usize;
4291 for arr in arrays {
4292 let bin_arr = arr.as_binary::<O>();
4293 for i in 0..arr.len() {
4294 let is_valid = validity.map(|v| v.value(global_idx)).unwrap_or(true);
4295 global_idx += 1;
4296 if !is_valid {
4297 continue;
4298 }
4299 if bin_arr.value(i) != scalar_val {
4300 return Ok(false);
4301 }
4302 }
4303 }
4304 Ok(true)
4305 }
4306
4307 fn find_constant_scalar(
4308 arrays: &[ArrayRef],
4309 validity: Option<&BooleanBuffer>,
4310 ) -> Result<Option<ArrayRef>> {
4311 if arrays.is_empty() {
4312 return Ok(None);
4313 }
4314
4315 let global_scalar_idx = if let Some(validity) = validity {
4316 let Some(idx) = (0..validity.len()).find(|&i| validity.value(i)) else {
4317 return Ok(None);
4318 };
4319 idx
4320 } else {
4321 0
4322 };
4323
4324 let mut idx_remaining = global_scalar_idx;
4325 let mut scalar_arr_idx = 0usize;
4326 while scalar_arr_idx < arrays.len() {
4327 let len = arrays[scalar_arr_idx].len();
4328 if idx_remaining < len {
4329 break;
4330 }
4331 idx_remaining -= len;
4332 scalar_arr_idx += 1;
4333 }
4334
4335 if scalar_arr_idx >= arrays.len() {
4336 return Ok(None);
4337 }
4338
4339 let scalar =
4340 lance_arrow::scalar::extract_scalar_value(&arrays[scalar_arr_idx], idx_remaining)?;
4341 if scalar.null_count() != 0 {
4342 return Ok(None);
4343 }
4344 if !Self::is_constant_values(arrays, &scalar, validity)? {
4345 return Ok(None);
4346 }
4347 Ok(Some(scalar))
4348 }
4349
4350 fn resolve_dict_values_compression_metadata(
4351 field_metadata: &HashMap<String, String>,
4352 env_compression: Option<String>,
4353 env_compression_level: Option<String>,
4354 ) -> HashMap<String, String> {
4355 let mut metadata = HashMap::new();
4356
4357 let compression = field_metadata
4358 .get(DICT_VALUES_COMPRESSION_META_KEY)
4359 .cloned()
4360 .or(env_compression)
4361 .unwrap_or_else(|| DEFAULT_DICT_VALUES_COMPRESSION.to_string());
4362 metadata.insert(COMPRESSION_META_KEY.to_string(), compression);
4363
4364 if let Some(compression_level) = field_metadata
4365 .get(DICT_VALUES_COMPRESSION_LEVEL_META_KEY)
4366 .cloned()
4367 .or(env_compression_level)
4368 {
4369 metadata.insert(COMPRESSION_LEVEL_META_KEY.to_string(), compression_level);
4370 }
4371
4372 metadata
4373 }
4374
4375 fn build_dict_values_compressor_field(field: &Field) -> Result<Field> {
4376 let mut dict_values_field = Field::new_arrow("", DataType::UInt16, false)?;
4381 dict_values_field.metadata = Self::resolve_dict_values_compression_metadata(
4382 &field.metadata,
4383 env::var(DICT_VALUES_COMPRESSION_ENV_VAR).ok(),
4384 env::var(DICT_VALUES_COMPRESSION_LEVEL_ENV_VAR).ok(),
4385 );
4386 Ok(dict_values_field)
4387 }
4388
4389 #[allow(clippy::too_many_arguments)]
4390 fn encode_miniblock(
4391 column_idx: u32,
4392 field: &Field,
4393 compression_strategy: &dyn CompressionStrategy,
4394 data: DataBlock,
4395 repdef: crate::repdef::SerializedRepDefs,
4396 row_number: u64,
4397 dictionary_data: Option<DataBlock>,
4398 num_rows: u64,
4399 support_large_chunk: bool,
4400 ) -> Result<EncodedPage> {
4401 if let DataBlock::AllNull(_null_block) = data {
4402 unreachable!()
4405 }
4406
4407 let num_items = data.num_values();
4408
4409 let compressor = compression_strategy.create_miniblock_compressor(field, &data)?;
4410 let (compressed_data, value_encoding) = compressor.compress(data)?;
4411
4412 let max_rep = repdef.def_meaning.iter().filter(|l| l.is_list()).count() as u16;
4413
4414 let mut compressed_rep = repdef
4415 .rep_slicer()
4416 .map(|rep_slicer| {
4417 Self::compress_levels(
4418 rep_slicer,
4419 num_items,
4420 compression_strategy,
4421 &compressed_data.chunks,
4422 max_rep,
4423 )
4424 })
4425 .transpose()?;
4426
4427 let (rep_index, rep_index_depth) =
4428 match compressed_rep.as_mut().and_then(|cr| cr.rep_index.as_mut()) {
4429 Some(rep_index) => (Some(rep_index.clone()), 1),
4430 None => (None, 0),
4431 };
4432
4433 let mut compressed_def = repdef
4434 .def_slicer()
4435 .map(|def_slicer| {
4436 Self::compress_levels(
4437 def_slicer,
4438 num_items,
4439 compression_strategy,
4440 &compressed_data.chunks,
4441 0,
4442 )
4443 })
4444 .transpose()?;
4445
4446 let rep_data = compressed_rep
4452 .as_mut()
4453 .map(|cr| std::mem::take(&mut cr.data));
4454 let def_data = compressed_def
4455 .as_mut()
4456 .map(|cd| std::mem::take(&mut cd.data));
4457
4458 let serialized =
4459 Self::serialize_miniblocks(compressed_data, rep_data, def_data, support_large_chunk);
4460
4461 let mut data = Vec::with_capacity(4);
4463 data.push(serialized.metadata);
4464 data.push(serialized.data);
4465
4466 if let Some(dictionary_data) = dictionary_data {
4467 let num_dictionary_items = dictionary_data.num_values();
4468 let dict_values_field = Self::build_dict_values_compressor_field(field)?;
4469
4470 let (compressor, dictionary_encoding) = compression_strategy
4471 .create_block_compressor(&dict_values_field, &dictionary_data)?;
4472 let dictionary_buffer = compressor.compress(dictionary_data)?;
4473
4474 data.push(dictionary_buffer);
4475 if let Some(rep_index) = rep_index {
4476 data.push(rep_index);
4477 }
4478
4479 let description = ProtobufUtils21::miniblock_layout(
4480 compressed_rep.map(|cr| cr.compression),
4481 compressed_def.map(|cd| cd.compression),
4482 value_encoding,
4483 rep_index_depth,
4484 serialized.num_buffers,
4485 Some((dictionary_encoding, num_dictionary_items)),
4486 &repdef.def_meaning,
4487 num_items,
4488 support_large_chunk,
4489 );
4490 Ok(EncodedPage {
4491 num_rows,
4492 column_idx,
4493 data,
4494 description: PageEncoding::Structural(description),
4495 row_number,
4496 })
4497 } else {
4498 let description = ProtobufUtils21::miniblock_layout(
4499 compressed_rep.map(|cr| cr.compression),
4500 compressed_def.map(|cd| cd.compression),
4501 value_encoding,
4502 rep_index_depth,
4503 serialized.num_buffers,
4504 None,
4505 &repdef.def_meaning,
4506 num_items,
4507 support_large_chunk,
4508 );
4509
4510 if let Some(rep_index) = rep_index {
4511 let view = rep_index.borrow_to_typed_slice::<u64>();
4512 let total = view.chunks_exact(2).map(|c| c[0]).sum::<u64>();
4513 debug_assert_eq!(total, num_rows);
4514
4515 data.push(rep_index);
4516 }
4517
4518 Ok(EncodedPage {
4519 num_rows,
4520 column_idx,
4521 data,
4522 description: PageEncoding::Structural(description),
4523 row_number,
4524 })
4525 }
4526 }
4527
4528 fn serialize_full_zip_fixed(
4530 fixed: FixedWidthDataBlock,
4531 mut repdef: ControlWordIterator,
4532 num_values: u64,
4533 ) -> SerializedFullZip {
4534 let len = fixed.data.len() + repdef.bytes_per_word() * num_values as usize;
4535 let mut zipped_data = Vec::with_capacity(len);
4536
4537 let max_rep_index_val = if repdef.has_repetition() {
4538 len as u64
4539 } else {
4540 0
4542 };
4543 let mut rep_index_builder =
4544 BytepackedIntegerEncoder::with_capacity(num_values as usize + 1, max_rep_index_val);
4545
4546 assert_eq!(
4549 fixed.bits_per_value % 8,
4550 0,
4551 "Non-byte aligned full-zip compression not yet supported"
4552 );
4553
4554 let bytes_per_value = fixed.bits_per_value as usize / 8;
4555 let mut offset = 0;
4556
4557 if bytes_per_value == 0 {
4558 while let Some(control) = repdef.append_next(&mut zipped_data) {
4560 if control.is_new_row {
4561 debug_assert!(offset <= len);
4563 unsafe { rep_index_builder.append(offset as u64) };
4565 }
4566 offset = zipped_data.len();
4567 }
4568 } else {
4569 let mut data_iter = fixed.data.chunks_exact(bytes_per_value);
4571 while let Some(control) = repdef.append_next(&mut zipped_data) {
4572 if control.is_new_row {
4573 debug_assert!(offset <= len);
4575 unsafe { rep_index_builder.append(offset as u64) };
4577 }
4578 if control.is_visible {
4579 let value = data_iter.next().unwrap();
4580 zipped_data.extend_from_slice(value);
4581 }
4582 offset = zipped_data.len();
4583 }
4584 }
4585
4586 debug_assert_eq!(zipped_data.len(), len);
4587 unsafe {
4590 rep_index_builder.append(zipped_data.len() as u64);
4591 }
4592
4593 let zipped_data = LanceBuffer::from(zipped_data);
4594 let rep_index = rep_index_builder.into_data();
4595 let rep_index = if rep_index.is_empty() {
4596 None
4597 } else {
4598 Some(LanceBuffer::from(rep_index))
4599 };
4600 SerializedFullZip {
4601 values: zipped_data,
4602 repetition_index: rep_index,
4603 }
4604 }
4605
4606 fn serialize_full_zip_variable(
4610 variable: VariableWidthBlock,
4611 mut repdef: ControlWordIterator,
4612 num_items: u64,
4613 ) -> SerializedFullZip {
4614 let bytes_per_offset = variable.bits_per_offset as usize / 8;
4615 assert_eq!(
4616 variable.bits_per_offset % 8,
4617 0,
4618 "Only byte-aligned offsets supported"
4619 );
4620 let len = variable.data.len()
4621 + repdef.bytes_per_word() * num_items as usize
4622 + bytes_per_offset * variable.num_values as usize;
4623 let mut buf = Vec::with_capacity(len);
4624
4625 let max_rep_index_val = len as u64;
4626 let mut rep_index_builder =
4627 BytepackedIntegerEncoder::with_capacity(num_items as usize + 1, max_rep_index_val);
4628
4629 match bytes_per_offset {
4631 4 => {
4632 let offs = variable.offsets.borrow_to_typed_slice::<u32>();
4633 let mut rep_offset = 0;
4634 let mut windows_iter = offs.as_ref().windows(2);
4635 while let Some(control) = repdef.append_next(&mut buf) {
4636 if control.is_new_row {
4637 debug_assert!(rep_offset <= len);
4639 unsafe { rep_index_builder.append(rep_offset as u64) };
4641 }
4642 if control.is_visible {
4643 let window = windows_iter.next().unwrap();
4644 if control.is_valid_item {
4645 buf.extend_from_slice(&(window[1] - window[0]).to_le_bytes());
4646 buf.extend_from_slice(
4647 &variable.data[window[0] as usize..window[1] as usize],
4648 );
4649 }
4650 }
4651 rep_offset = buf.len();
4652 }
4653 }
4654 8 => {
4655 let offs = variable.offsets.borrow_to_typed_slice::<u64>();
4656 let mut rep_offset = 0;
4657 let mut windows_iter = offs.as_ref().windows(2);
4658 while let Some(control) = repdef.append_next(&mut buf) {
4659 if control.is_new_row {
4660 debug_assert!(rep_offset <= len);
4662 unsafe { rep_index_builder.append(rep_offset as u64) };
4664 }
4665 if control.is_visible {
4666 let window = windows_iter.next().unwrap();
4667 if control.is_valid_item {
4668 buf.extend_from_slice(&(window[1] - window[0]).to_le_bytes());
4669 buf.extend_from_slice(
4670 &variable.data[window[0] as usize..window[1] as usize],
4671 );
4672 }
4673 }
4674 rep_offset = buf.len();
4675 }
4676 }
4677 _ => panic!("Unsupported offset size"),
4678 }
4679
4680 debug_assert!(buf.len() <= len);
4683 unsafe {
4686 rep_index_builder.append(buf.len() as u64);
4687 }
4688
4689 let zipped_data = LanceBuffer::from(buf);
4690 let rep_index = rep_index_builder.into_data();
4691 debug_assert!(!rep_index.is_empty());
4692 let rep_index = Some(LanceBuffer::from(rep_index));
4693 SerializedFullZip {
4694 values: zipped_data,
4695 repetition_index: rep_index,
4696 }
4697 }
4698
4699 fn serialize_full_zip(
4702 compressed_data: PerValueDataBlock,
4703 repdef: ControlWordIterator,
4704 num_items: u64,
4705 ) -> SerializedFullZip {
4706 match compressed_data {
4707 PerValueDataBlock::Fixed(fixed) => {
4708 Self::serialize_full_zip_fixed(fixed, repdef, num_items)
4709 }
4710 PerValueDataBlock::Variable(var) => {
4711 Self::serialize_full_zip_variable(var, repdef, num_items)
4712 }
4713 }
4714 }
4715
4716 fn encode_full_zip(
4717 column_idx: u32,
4718 field: &Field,
4719 compression_strategy: &dyn CompressionStrategy,
4720 data: DataBlock,
4721 repdef: crate::repdef::SerializedRepDefs,
4722 row_number: u64,
4723 num_lists: u64,
4724 ) -> Result<EncodedPage> {
4725 let max_rep = repdef
4726 .repetition_levels
4727 .as_ref()
4728 .map_or(0, |r| r.iter().max().copied().unwrap_or(0));
4729 let max_def = repdef
4730 .definition_levels
4731 .as_ref()
4732 .map_or(0, |d| d.iter().max().copied().unwrap_or(0));
4733
4734 let (num_items, num_visible_items) =
4738 if let Some(rep_levels) = repdef.repetition_levels.as_ref() {
4739 (rep_levels.len() as u64, data.num_values())
4742 } else {
4743 (data.num_values(), data.num_values())
4745 };
4746
4747 let max_visible_def = repdef.max_visible_level.unwrap_or(u16::MAX);
4748
4749 let repdef_iter = build_control_word_iterator(
4750 repdef.repetition_levels.as_deref(),
4751 max_rep,
4752 repdef.definition_levels.as_deref(),
4753 max_def,
4754 max_visible_def,
4755 num_items as usize,
4756 );
4757 let bits_rep = repdef_iter.bits_rep();
4758 let bits_def = repdef_iter.bits_def();
4759
4760 let compressor = compression_strategy.create_per_value(field, &data)?;
4761 let (compressed_data, value_encoding) = compressor.compress(data)?;
4762
4763 let description = match &compressed_data {
4764 PerValueDataBlock::Fixed(fixed) => ProtobufUtils21::fixed_full_zip_layout(
4765 bits_rep,
4766 bits_def,
4767 fixed.bits_per_value as u32,
4768 value_encoding,
4769 &repdef.def_meaning,
4770 num_items as u32,
4771 num_visible_items as u32,
4772 ),
4773 PerValueDataBlock::Variable(variable) => ProtobufUtils21::variable_full_zip_layout(
4774 bits_rep,
4775 bits_def,
4776 variable.bits_per_offset as u32,
4777 value_encoding,
4778 &repdef.def_meaning,
4779 num_items as u32,
4780 num_visible_items as u32,
4781 ),
4782 };
4783
4784 let zipped = Self::serialize_full_zip(compressed_data, repdef_iter, num_items);
4785
4786 let data = if let Some(repindex) = zipped.repetition_index {
4787 vec![zipped.values, repindex]
4788 } else {
4789 vec![zipped.values]
4790 };
4791
4792 Ok(EncodedPage {
4793 num_rows: num_lists,
4794 column_idx,
4795 data,
4796 description: PageEncoding::Structural(description),
4797 row_number,
4798 })
4799 }
4800
4801 fn should_dictionary_encode(
4802 data_block: &DataBlock,
4803 field: &Field,
4804 version: LanceFileVersion,
4805 ) -> Option<DictEncodingBudget> {
4806 const DEFAULT_SAMPLE_SIZE: usize = 4096;
4807 const DEFAULT_SAMPLE_UNIQUE_RATIO: f64 = 0.98;
4808
4809 match data_block {
4812 DataBlock::FixedWidth(fixed) => {
4813 if fixed.bits_per_value == 64 && version < LanceFileVersion::V2_2 {
4814 return None;
4815 }
4816 if fixed.bits_per_value != 64 && fixed.bits_per_value != 128 {
4817 return None;
4818 }
4819 if fixed.bits_per_value % 8 != 0 {
4820 return None;
4821 }
4822 }
4823 DataBlock::VariableWidth(var) => {
4824 if var.bits_per_offset != 32 && var.bits_per_offset != 64 {
4825 return None;
4826 }
4827 }
4828 _ => return None,
4829 }
4830
4831 let too_small = env::var("LANCE_ENCODING_DICT_TOO_SMALL")
4833 .ok()
4834 .and_then(|val| val.parse().ok())
4835 .unwrap_or(100);
4836 if data_block.num_values() < too_small {
4837 return None;
4838 }
4839
4840 let num_values = data_block.num_values();
4841
4842 let divisor: u64 = field
4845 .metadata
4846 .get(DICT_DIVISOR_META_KEY)
4847 .and_then(|val| val.parse().ok())
4848 .or_else(|| {
4849 env::var("LANCE_ENCODING_DICT_DIVISOR")
4850 .ok()
4851 .and_then(|val| val.parse().ok())
4852 })
4853 .unwrap_or(DEFAULT_DICT_DIVISOR);
4854
4855 let max_cardinality: u64 = env::var("LANCE_ENCODING_DICT_MAX_CARDINALITY")
4856 .ok()
4857 .and_then(|val| val.parse().ok())
4858 .unwrap_or(DEFAULT_DICT_MAX_CARDINALITY);
4859
4860 let threshold_cardinality = num_values
4861 .checked_div(divisor.max(1))
4862 .unwrap_or(0)
4863 .min(max_cardinality);
4864 if threshold_cardinality == 0 {
4865 return None;
4866 }
4867
4868 let threshold_ratio = field
4870 .metadata
4871 .get(DICT_SIZE_RATIO_META_KEY)
4872 .and_then(|val| val.parse::<f64>().ok())
4873 .or_else(|| {
4874 env::var("LANCE_ENCODING_DICT_SIZE_RATIO")
4875 .ok()
4876 .and_then(|val| val.parse().ok())
4877 })
4878 .unwrap_or(DEFAULT_DICT_SIZE_RATIO);
4879
4880 if threshold_ratio <= 0.0 || threshold_ratio > 1.0 {
4881 panic!(
4882 "Invalid parameter: dict-size-ratio is {} which is not in the range (0, 1].",
4883 threshold_ratio
4884 );
4885 }
4886
4887 let data_size = data_block.data_size();
4888 if data_size == 0 {
4889 return None;
4890 }
4891
4892 let max_encoded_size = (data_size as f64 * threshold_ratio) as u64;
4893 let max_encoded_size = usize::try_from(max_encoded_size).ok()?;
4894
4895 if Self::sample_is_near_unique(
4897 data_block,
4898 DEFAULT_SAMPLE_SIZE,
4899 DEFAULT_SAMPLE_UNIQUE_RATIO,
4900 )? {
4901 return None;
4902 }
4903
4904 let max_dict_entries = u32::try_from(threshold_cardinality.min(i32::MAX as u64)).ok()?;
4905 Some(DictEncodingBudget {
4906 max_dict_entries,
4907 max_encoded_size,
4908 })
4909 }
4910
4911 fn sample_is_near_unique(
4917 data_block: &DataBlock,
4918 max_samples: usize,
4919 unique_ratio_threshold: f64,
4920 ) -> Option<bool> {
4921 use std::collections::HashSet;
4922
4923 if unique_ratio_threshold <= 0.0 || unique_ratio_threshold > 1.0 {
4924 return None;
4925 }
4926
4927 let num_values = usize::try_from(data_block.num_values()).ok()?;
4928 if num_values == 0 {
4929 return Some(false);
4930 }
4931
4932 let sample_count = num_values.min(max_samples).max(1);
4933 let step = (num_values / sample_count).max(1);
4935
4936 match data_block {
4937 DataBlock::FixedWidth(fixed) => match fixed.bits_per_value {
4938 64 => {
4939 let values = fixed.data.borrow_to_typed_slice::<u64>();
4940 let values = values.as_ref();
4941 let mut unique: HashSet<u64> = HashSet::with_capacity(sample_count.min(1024));
4942 for idx in (0..num_values).step_by(step).take(sample_count) {
4943 unique.insert(values.get(idx).copied()?);
4944 }
4945 let ratio = unique.len() as f64 / sample_count as f64;
4946 Some(sample_count >= 1024 && ratio >= unique_ratio_threshold)
4948 }
4949 128 => {
4950 let values = fixed.data.borrow_to_typed_slice::<u128>();
4951 let values = values.as_ref();
4952 let mut unique: HashSet<u128> = HashSet::with_capacity(sample_count.min(1024));
4953 for idx in (0..num_values).step_by(step).take(sample_count) {
4954 unique.insert(values.get(idx).copied()?);
4955 }
4956 let ratio = unique.len() as f64 / sample_count as f64;
4957 Some(sample_count >= 1024 && ratio >= unique_ratio_threshold)
4958 }
4959 _ => Some(false),
4960 },
4961 DataBlock::VariableWidth(var) => {
4962 use xxhash_rust::xxh3::xxh3_64;
4963
4964 let mut unique: HashSet<u64> = HashSet::with_capacity(sample_count.min(1024));
4966 match var.bits_per_offset {
4967 32 => {
4968 let offsets_ref = var.offsets.borrow_to_typed_slice::<u32>();
4969 let offsets: &[u32] = offsets_ref.as_ref();
4970 for i in (0..num_values).step_by(step).take(sample_count) {
4971 let start = usize::try_from(*offsets.get(i)?).ok()?;
4972 let end = usize::try_from(*offsets.get(i + 1)?).ok()?;
4973 if start > end || end > var.data.len() {
4974 return None;
4975 }
4976 unique.insert(xxh3_64(&var.data[start..end]));
4977 }
4978 }
4979 64 => {
4980 let offsets_ref = var.offsets.borrow_to_typed_slice::<u64>();
4981 let offsets: &[u64] = offsets_ref.as_ref();
4982 for i in (0..num_values).step_by(step).take(sample_count) {
4983 let start = usize::try_from(*offsets.get(i)?).ok()?;
4984 let end = usize::try_from(*offsets.get(i + 1)?).ok()?;
4985 if start > end || end > var.data.len() {
4986 return None;
4987 }
4988 unique.insert(xxh3_64(&var.data[start..end]));
4989 }
4990 }
4991 _ => return Some(false),
4992 }
4993 let ratio = unique.len() as f64 / sample_count as f64;
4994 Some(sample_count >= 1024 && ratio >= unique_ratio_threshold)
4995 }
4996 _ => Some(false),
4997 }
4998 }
4999
5000 fn do_flush(
5002 &mut self,
5003 arrays: Vec<ArrayRef>,
5004 repdefs: Vec<RepDefBuilder>,
5005 row_number: u64,
5006 num_rows: u64,
5007 ) -> Result<Vec<EncodeTask>> {
5008 let column_idx = self.column_index;
5009 let compression_strategy = self.compression_strategy.clone();
5010 let field = self.field.clone();
5011 let encoding_metadata = self.encoding_metadata.clone();
5012 let support_large_chunk = self.support_large_chunk;
5013 let version = self.version;
5014 let task = spawn_cpu(move || {
5015 let num_values = arrays.iter().map(|arr| arr.len() as u64).sum();
5016 let is_simple_validity = repdefs.iter().all(|rd| rd.is_simple_validity());
5017 let has_repdef_info = repdefs.iter().any(|rd| !rd.is_empty());
5018 let repdef = RepDefBuilder::serialize(repdefs);
5019
5020 if num_values == 0 {
5021 log::debug!("Encoding column {} with {} items ({} rows) using complex-null layout", column_idx, num_values, num_rows);
5025 return Self::encode_complex_all_null(
5026 column_idx,
5027 repdef,
5028 row_number,
5029 num_rows,
5030 version,
5031 compression_strategy.as_ref(),
5032 );
5033 }
5034
5035 let leaf_validity = Self::leaf_validity(&repdef, num_values as usize)?;
5036 let all_null = leaf_validity
5037 .as_ref()
5038 .map(|validity| validity.count_set_bits() == 0)
5039 .unwrap_or(false);
5040
5041 if all_null {
5042 return if is_simple_validity {
5043 log::debug!(
5044 "Encoding column {} with {} items ({} rows) using simple-null layout",
5045 column_idx,
5046 num_values,
5047 num_rows
5048 );
5049 Self::encode_simple_all_null(column_idx, num_values, row_number)
5050 } else {
5051 log::debug!(
5052 "Encoding column {} with {} items ({} rows) using complex-null layout",
5053 column_idx,
5054 num_values,
5055 num_rows
5056 );
5057 Self::encode_complex_all_null(
5058 column_idx,
5059 repdef,
5060 row_number,
5061 num_rows,
5062 version,
5063 compression_strategy.as_ref(),
5064 )
5065 };
5066 }
5067
5068 if let DataType::Struct(fields) = &field.data_type()
5069 && fields.is_empty()
5070 {
5071 if has_repdef_info {
5072 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()));
5073 }
5074 return Self::encode_simple_all_null(column_idx, num_values, row_number);
5077 }
5078
5079 let data_block = DataBlock::from_arrays(&arrays, num_values);
5080
5081 if version.resolve() >= LanceFileVersion::V2_2
5082 && let Some(scalar) = Self::find_constant_scalar(&arrays, leaf_validity.as_ref())?
5083 {
5084 log::debug!(
5085 "Encoding column {} with {} items ({} rows) using constant layout",
5086 column_idx,
5087 num_values,
5088 num_rows
5089 );
5090 return constant::encode_constant_page(
5091 column_idx,
5092 scalar,
5093 repdef,
5094 row_number,
5095 num_rows,
5096 );
5097 }
5098
5099 let requires_full_zip_packed_struct =
5100 if let DataBlock::Struct(ref struct_data_block) = data_block {
5101 struct_data_block.has_variable_width_child()
5102 } else {
5103 false
5104 };
5105
5106 if requires_full_zip_packed_struct {
5107 log::debug!(
5108 "Encoding column {} with {} items using full-zip packed struct layout",
5109 column_idx,
5110 num_values
5111 );
5112 return Self::encode_full_zip(
5113 column_idx,
5114 &field,
5115 compression_strategy.as_ref(),
5116 data_block,
5117 repdef,
5118 row_number,
5119 num_rows,
5120 );
5121 }
5122
5123 if let DataBlock::Dictionary(dict) = data_block {
5124 log::debug!("Encoding column {} with {} items using dictionary encoding (already dictionary encoded)", column_idx, num_values);
5125 let (mut indices_data_block, dictionary_data_block) = dict.into_parts();
5126 indices_data_block.compute_stat();
5131 Self::encode_miniblock(
5132 column_idx,
5133 &field,
5134 compression_strategy.as_ref(),
5135 indices_data_block,
5136 repdef,
5137 row_number,
5138 Some(dictionary_data_block),
5139 num_rows,
5140 support_large_chunk,
5141 )
5142 } else {
5143 let dict_result = Self::should_dictionary_encode(&data_block, &field, version)
5146 .and_then(|budget| {
5147 log::debug!(
5148 "Encoding column {} with {} items using dictionary encoding (mini-block layout)",
5149 column_idx,
5150 num_values
5151 );
5152 dict::dictionary_encode(
5153 &data_block,
5154 budget.max_dict_entries,
5155 budget.max_encoded_size,
5156 )
5157 });
5158
5159 if let Some((indices_data_block, dictionary_data_block)) = dict_result {
5160 Self::encode_miniblock(
5161 column_idx,
5162 &field,
5163 compression_strategy.as_ref(),
5164 indices_data_block,
5165 repdef,
5166 row_number,
5167 Some(dictionary_data_block),
5168 num_rows,
5169 support_large_chunk,
5170 )
5171 } else if Self::prefers_miniblock(&data_block, encoding_metadata.as_ref()) {
5172 log::debug!(
5173 "Encoding column {} with {} items using mini-block layout",
5174 column_idx,
5175 num_values
5176 );
5177 Self::encode_miniblock(
5178 column_idx,
5179 &field,
5180 compression_strategy.as_ref(),
5181 data_block,
5182 repdef,
5183 row_number,
5184 None,
5185 num_rows,
5186 support_large_chunk,
5187 )
5188 } else if Self::prefers_fullzip(encoding_metadata.as_ref()) {
5189 log::debug!(
5190 "Encoding column {} with {} items using full-zip layout",
5191 column_idx,
5192 num_values
5193 );
5194 Self::encode_full_zip(
5195 column_idx,
5196 &field,
5197 compression_strategy.as_ref(),
5198 data_block,
5199 repdef,
5200 row_number,
5201 num_rows,
5202 )
5203 } else {
5204 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()))
5205 }
5206 }
5207 })
5208 .boxed();
5209 Ok(vec![task])
5210 }
5211
5212 fn extract_validity_buf(
5213 array: Arc<dyn Array>,
5214 repdef: &mut RepDefBuilder,
5215 keep_original_array: bool,
5216 ) -> Result<Arc<dyn Array>> {
5217 if let Some(validity) = array.nulls() {
5218 if keep_original_array {
5219 repdef.add_validity_bitmap(validity.clone());
5220 } else {
5221 repdef.add_validity_bitmap(deep_copy_nulls(Some(validity)).unwrap());
5222 }
5223 let data_no_nulls = array.to_data().into_builder().nulls(None).build()?;
5224 Ok(make_array(data_no_nulls))
5225 } else {
5226 repdef.add_no_null(array.len());
5227 Ok(array)
5228 }
5229 }
5230
5231 fn extract_validity(
5232 mut array: Arc<dyn Array>,
5233 repdef: &mut RepDefBuilder,
5234 keep_original_array: bool,
5235 ) -> Result<Arc<dyn Array>> {
5236 match array.data_type() {
5237 DataType::Null => {
5238 repdef.add_validity_bitmap(NullBuffer::new(BooleanBuffer::new_unset(array.len())));
5239 Ok(array)
5240 }
5241 DataType::Dictionary(_, _) => {
5242 array = dict::normalize_dict_nulls(array)?;
5243 Self::extract_validity_buf(array, repdef, keep_original_array)
5244 }
5245 _ => Self::extract_validity_buf(array, repdef, keep_original_array),
5254 }
5255 }
5256}
5257
5258impl FieldEncoder for PrimitiveStructuralEncoder {
5259 fn maybe_encode(
5261 &mut self,
5262 array: ArrayRef,
5263 _external_buffers: &mut OutOfLineBuffers,
5264 mut repdef: RepDefBuilder,
5265 row_number: u64,
5266 num_rows: u64,
5267 ) -> Result<Vec<EncodeTask>> {
5268 let array = Self::extract_validity(array, &mut repdef, self.keep_original_array)?;
5269 self.accumulated_repdefs.push(repdef);
5270
5271 if let Some((arrays, row_number, num_rows)) =
5272 self.accumulation_queue.insert(array, row_number, num_rows)
5273 {
5274 let accumulated_repdefs = std::mem::take(&mut self.accumulated_repdefs);
5275 Ok(self.do_flush(arrays, accumulated_repdefs, row_number, num_rows)?)
5276 } else {
5277 Ok(vec![])
5278 }
5279 }
5280
5281 fn flush(&mut self, _external_buffers: &mut OutOfLineBuffers) -> Result<Vec<EncodeTask>> {
5283 if let Some((arrays, row_number, num_rows)) = self.accumulation_queue.flush() {
5284 let accumulated_repdefs = std::mem::take(&mut self.accumulated_repdefs);
5285 Ok(self.do_flush(arrays, accumulated_repdefs, row_number, num_rows)?)
5286 } else {
5287 Ok(vec![])
5288 }
5289 }
5290
5291 fn num_columns(&self) -> u32 {
5292 1
5293 }
5294
5295 fn finish(
5296 &mut self,
5297 _external_buffers: &mut OutOfLineBuffers,
5298 ) -> BoxFuture<'_, Result<Vec<crate::encoder::EncodedColumn>>> {
5299 std::future::ready(Ok(vec![EncodedColumn::default()])).boxed()
5300 }
5301}
5302
5303#[cfg(test)]
5304#[allow(clippy::single_range_in_vec_init)]
5305mod tests {
5306 use super::{
5307 ChunkInstructions, DataBlock, DecodeMiniBlockTask, FixedPerValueDecompressor,
5308 FixedWidthDataBlock, FullZipCacheableState, FullZipDecodeDetails, FullZipReadSource,
5309 FullZipRepIndexDetails, FullZipScheduler, MiniBlockRepIndex, PerValueDecompressor,
5310 PreambleAction, StructuralPageScheduler, VariableFullZipDecoder,
5311 };
5312 use crate::buffer::LanceBuffer;
5313 use crate::compression::DefaultDecompressionStrategy;
5314 use crate::constants::{
5315 COMPRESSION_LEVEL_META_KEY, COMPRESSION_META_KEY, DICT_VALUES_COMPRESSION_LEVEL_META_KEY,
5316 DICT_VALUES_COMPRESSION_META_KEY, STRUCTURAL_ENCODING_META_KEY,
5317 STRUCTURAL_ENCODING_MINIBLOCK,
5318 };
5319 use crate::data::BlockInfo;
5320 use crate::decoder::PageEncoding;
5321 use crate::encodings::logical::primitive::{
5322 ChunkDrainInstructions, PrimitiveStructuralEncoder,
5323 };
5324 use crate::format::ProtobufUtils21;
5325 use crate::format::pb21;
5326 use crate::format::pb21::compressive_encoding::Compression;
5327 use crate::testing::{TestCases, check_round_trip_encoding_of_data};
5328 use crate::version::LanceFileVersion;
5329 use arrow_array::{ArrayRef, Int8Array, StringArray};
5330 use arrow_schema::DataType;
5331 use std::collections::HashMap;
5332 use std::{collections::VecDeque, sync::Arc};
5333
5334 #[test]
5335 fn test_is_narrow() {
5336 let int8_array = Int8Array::from(vec![1, 2, 3]);
5337 let array_ref: ArrayRef = Arc::new(int8_array);
5338 let block = DataBlock::from_array(array_ref);
5339
5340 assert!(PrimitiveStructuralEncoder::is_narrow(&block));
5341
5342 let string_array = StringArray::from(vec![Some("hello"), Some("world")]);
5343 let block = DataBlock::from_array(string_array);
5344 assert!(PrimitiveStructuralEncoder::is_narrow(&block));
5345
5346 let string_array = StringArray::from(vec![
5347 Some("hello world".repeat(100)),
5348 Some("world".to_string()),
5349 ]);
5350 let block = DataBlock::from_array(string_array);
5351 assert!((!PrimitiveStructuralEncoder::is_narrow(&block)));
5352 }
5353
5354 #[test]
5355 fn test_map_range() {
5356 let rep = Some(vec![1, 0, 0, 1, 0, 1, 1, 0, 0]);
5359 let def = Some(vec![0, 0, 0, 0, 0, 1, 0, 0, 0]);
5360 let max_visible_def = 0;
5361 let total_items = 8;
5362 let max_rep = 1;
5363
5364 let check = |range, expected_item_range, expected_level_range| {
5365 let (item_range, level_range) = DecodeMiniBlockTask::map_range(
5366 range,
5367 rep.as_ref(),
5368 def.as_ref(),
5369 max_rep,
5370 max_visible_def,
5371 total_items,
5372 PreambleAction::Absent,
5373 );
5374 assert_eq!(item_range, expected_item_range);
5375 assert_eq!(level_range, expected_level_range);
5376 };
5377
5378 check(0..1, 0..3, 0..3);
5379 check(1..2, 3..5, 3..5);
5380 check(2..3, 5..5, 5..6);
5381 check(3..4, 5..8, 6..9);
5382 check(0..2, 0..5, 0..5);
5383 check(1..3, 3..5, 3..6);
5384 check(2..4, 5..8, 5..9);
5385 check(0..3, 0..5, 0..6);
5386 check(1..4, 3..8, 3..9);
5387 check(0..4, 0..8, 0..9);
5388
5389 let rep = Some(vec![1, 1, 0, 1]);
5392 let def = Some(vec![1, 0, 0, 0]);
5393 let max_visible_def = 0;
5394 let total_items = 3;
5395
5396 let check = |range, expected_item_range, expected_level_range| {
5397 let (item_range, level_range) = DecodeMiniBlockTask::map_range(
5398 range,
5399 rep.as_ref(),
5400 def.as_ref(),
5401 max_rep,
5402 max_visible_def,
5403 total_items,
5404 PreambleAction::Absent,
5405 );
5406 assert_eq!(item_range, expected_item_range);
5407 assert_eq!(level_range, expected_level_range);
5408 };
5409
5410 check(0..1, 0..0, 0..1);
5411 check(1..2, 0..2, 1..3);
5412 check(2..3, 2..3, 3..4);
5413 check(0..2, 0..2, 0..3);
5414 check(1..3, 0..3, 1..4);
5415 check(0..3, 0..3, 0..4);
5416
5417 let rep = Some(vec![1, 1, 0, 1]);
5420 let def = Some(vec![0, 0, 0, 1]);
5421 let max_visible_def = 0;
5422 let total_items = 3;
5423
5424 let check = |range, expected_item_range, expected_level_range| {
5425 let (item_range, level_range) = DecodeMiniBlockTask::map_range(
5426 range,
5427 rep.as_ref(),
5428 def.as_ref(),
5429 max_rep,
5430 max_visible_def,
5431 total_items,
5432 PreambleAction::Absent,
5433 );
5434 assert_eq!(item_range, expected_item_range);
5435 assert_eq!(level_range, expected_level_range);
5436 };
5437
5438 check(0..1, 0..1, 0..1);
5439 check(1..2, 1..3, 1..3);
5440 check(2..3, 3..3, 3..4);
5441 check(0..2, 0..3, 0..3);
5442 check(1..3, 1..3, 1..4);
5443 check(0..3, 0..3, 0..4);
5444
5445 let rep = Some(vec![1, 0, 1, 0, 1, 0]);
5448 let def: Option<&[u16]> = None;
5449 let max_visible_def = 0;
5450 let total_items = 6;
5451
5452 let check = |range, expected_item_range, expected_level_range| {
5453 let (item_range, level_range) = DecodeMiniBlockTask::map_range(
5454 range,
5455 rep.as_ref(),
5456 def.as_ref(),
5457 max_rep,
5458 max_visible_def,
5459 total_items,
5460 PreambleAction::Absent,
5461 );
5462 assert_eq!(item_range, expected_item_range);
5463 assert_eq!(level_range, expected_level_range);
5464 };
5465
5466 check(0..1, 0..2, 0..2);
5467 check(1..2, 2..4, 2..4);
5468 check(2..3, 4..6, 4..6);
5469 check(0..2, 0..4, 0..4);
5470 check(1..3, 2..6, 2..6);
5471 check(0..3, 0..6, 0..6);
5472
5473 let rep: Option<&[u16]> = None;
5476 let def = Some(vec![0, 0, 1, 0]);
5477 let max_visible_def = 1;
5478 let total_items = 4;
5479
5480 let check = |range, expected_item_range, expected_level_range| {
5481 let (item_range, level_range) = DecodeMiniBlockTask::map_range(
5482 range,
5483 rep.as_ref(),
5484 def.as_ref(),
5485 max_rep,
5486 max_visible_def,
5487 total_items,
5488 PreambleAction::Absent,
5489 );
5490 assert_eq!(item_range, expected_item_range);
5491 assert_eq!(level_range, expected_level_range);
5492 };
5493
5494 check(0..1, 0..1, 0..1);
5495 check(1..2, 1..2, 1..2);
5496 check(2..3, 2..3, 2..3);
5497 check(0..2, 0..2, 0..2);
5498 check(1..3, 1..3, 1..3);
5499 check(0..3, 0..3, 0..3);
5500
5501 let rep = Some(vec![0, 1, 0, 1]);
5506 let def = Some(vec![0, 0, 0, 1]);
5507 let max_visible_def = 0;
5508 let total_items = 3;
5509
5510 let check = |range, expected_item_range, expected_level_range| {
5511 let (item_range, level_range) = DecodeMiniBlockTask::map_range(
5512 range,
5513 rep.as_ref(),
5514 def.as_ref(),
5515 max_rep,
5516 max_visible_def,
5517 total_items,
5518 PreambleAction::Take,
5519 );
5520 assert_eq!(item_range, expected_item_range);
5521 assert_eq!(level_range, expected_level_range);
5522 };
5523
5524 check(0..1, 0..3, 0..3);
5526 check(0..2, 0..3, 0..4);
5527
5528 let check = |range, expected_item_range, expected_level_range| {
5529 let (item_range, level_range) = DecodeMiniBlockTask::map_range(
5530 range,
5531 rep.as_ref(),
5532 def.as_ref(),
5533 max_rep,
5534 max_visible_def,
5535 total_items,
5536 PreambleAction::Skip,
5537 );
5538 assert_eq!(item_range, expected_item_range);
5539 assert_eq!(level_range, expected_level_range);
5540 };
5541
5542 check(0..1, 1..3, 1..3);
5543 check(1..2, 3..3, 3..4);
5544 check(0..2, 1..3, 1..4);
5545
5546 let rep = Some(vec![0, 1, 1, 0]);
5551 let def = Some(vec![0, 1, 0, 0]);
5552 let max_visible_def = 0;
5553 let total_items = 4;
5554
5555 let check = |range, expected_item_range, expected_level_range| {
5556 let (item_range, level_range) = DecodeMiniBlockTask::map_range(
5557 range,
5558 rep.as_ref(),
5559 def.as_ref(),
5560 max_rep,
5561 max_visible_def,
5562 total_items,
5563 PreambleAction::Take,
5564 );
5565 assert_eq!(item_range, expected_item_range);
5566 assert_eq!(level_range, expected_level_range);
5567 };
5568
5569 check(0..1, 0..1, 0..2);
5571 check(0..2, 0..3, 0..4);
5572
5573 let check = |range, expected_item_range, expected_level_range| {
5574 let (item_range, level_range) = DecodeMiniBlockTask::map_range(
5575 range,
5576 rep.as_ref(),
5577 def.as_ref(),
5578 max_rep,
5579 max_visible_def,
5580 total_items,
5581 PreambleAction::Skip,
5582 );
5583 assert_eq!(item_range, expected_item_range);
5584 assert_eq!(level_range, expected_level_range);
5585 };
5586
5587 check(0..1, 1..1, 1..2);
5589 check(1..2, 1..3, 2..4);
5590 check(0..2, 1..3, 1..4);
5591
5592 let rep = Some(vec![0, 1, 0, 1]);
5595 let def: Option<Vec<u16>> = None;
5596 let max_visible_def = 0;
5597 let total_items = 4;
5598
5599 let check = |range, expected_item_range, expected_level_range| {
5600 let (item_range, level_range) = DecodeMiniBlockTask::map_range(
5601 range,
5602 rep.as_ref(),
5603 def.as_ref(),
5604 max_rep,
5605 max_visible_def,
5606 total_items,
5607 PreambleAction::Take,
5608 );
5609 assert_eq!(item_range, expected_item_range);
5610 assert_eq!(level_range, expected_level_range);
5611 };
5612
5613 check(0..1, 0..3, 0..3);
5615 check(0..2, 0..4, 0..4);
5616
5617 let check = |range, expected_item_range, expected_level_range| {
5618 let (item_range, level_range) = DecodeMiniBlockTask::map_range(
5619 range,
5620 rep.as_ref(),
5621 def.as_ref(),
5622 max_rep,
5623 max_visible_def,
5624 total_items,
5625 PreambleAction::Skip,
5626 );
5627 assert_eq!(item_range, expected_item_range);
5628 assert_eq!(level_range, expected_level_range);
5629 };
5630
5631 check(0..1, 1..3, 1..3);
5632 check(1..2, 3..4, 3..4);
5633 check(0..2, 1..4, 1..4);
5634
5635 let rep = Some(vec![2, 1, 2, 0, 1, 2]);
5639 let def = Some(vec![0, 1, 2, 0, 0, 0]);
5640 let max_rep = 2;
5641 let max_visible_def = 0;
5642 let total_items = 4;
5643
5644 let check = |range, expected_item_range, expected_level_range| {
5645 let (item_range, level_range) = DecodeMiniBlockTask::map_range(
5646 range,
5647 rep.as_ref(),
5648 def.as_ref(),
5649 max_rep,
5650 max_visible_def,
5651 total_items,
5652 PreambleAction::Absent,
5653 );
5654 assert_eq!(item_range, expected_item_range);
5655 assert_eq!(level_range, expected_level_range);
5656 };
5657
5658 check(0..3, 0..4, 0..6);
5659 check(0..1, 0..1, 0..2);
5660 check(1..2, 1..3, 2..5);
5661 check(2..3, 3..4, 5..6);
5662
5663 let rep = Some(vec![0, 0, 1, 0, 1, 1]);
5665 let def = Some(vec![0, 1, 0, 0, 0, 0]);
5666 let max_rep = 1;
5667 let max_visible_def = 0;
5668 let total_items = 5;
5669
5670 let check = |range, expected_item_range, expected_level_range| {
5671 let (item_range, level_range) = DecodeMiniBlockTask::map_range(
5672 range,
5673 rep.as_ref(),
5674 def.as_ref(),
5675 max_rep,
5676 max_visible_def,
5677 total_items,
5678 PreambleAction::Take,
5679 );
5680 assert_eq!(item_range, expected_item_range);
5681 assert_eq!(level_range, expected_level_range);
5682 };
5683
5684 check(0..0, 0..1, 0..2);
5685 check(0..1, 0..3, 0..4);
5686 check(0..2, 0..4, 0..5);
5687
5688 let rep = Some(vec![0, 1, 0, 1, 0, 1, 0, 1]);
5691 let def = Some(vec![1, 0, 1, 1, 0, 0, 0, 0]);
5692 let max_rep = 1;
5693 let max_visible_def = 0;
5694 let total_items = 5;
5695
5696 let check = |range, expected_item_range, expected_level_range| {
5697 let (item_range, level_range) = DecodeMiniBlockTask::map_range(
5698 range,
5699 rep.as_ref(),
5700 def.as_ref(),
5701 max_rep,
5702 max_visible_def,
5703 total_items,
5704 PreambleAction::Skip,
5705 );
5706 assert_eq!(item_range, expected_item_range);
5707 assert_eq!(level_range, expected_level_range);
5708 };
5709
5710 check(2..3, 2..4, 5..7);
5711 }
5712
5713 #[test]
5714 fn test_slice_batch_data_and_rebase_offsets_u32() {
5715 let data = LanceBuffer::copy_slice(b"0123456789abcdefghij");
5716 let offsets = LanceBuffer::reinterpret_vec(vec![6_u32, 8_u32, 8_u32, 12_u32]);
5717
5718 let (sliced_data, normalized_offsets) =
5719 VariableFullZipDecoder::slice_batch_data_and_rebase_offsets(&data, &offsets, 32)
5720 .unwrap();
5721
5722 assert_eq!(sliced_data.as_ref(), b"6789ab");
5723 let normalized = normalized_offsets.borrow_to_typed_slice::<u32>();
5724 assert_eq!(normalized.as_ref(), &[0, 2, 2, 6]);
5725 }
5726
5727 #[test]
5728 fn test_slice_batch_data_and_rebase_offsets_u64() {
5729 let data = LanceBuffer::copy_slice(b"abcdefghijklmnopqrstuvwxyz");
5730 let offsets = LanceBuffer::reinterpret_vec(vec![10_u64, 12_u64, 16_u64, 20_u64]);
5731
5732 let (sliced_data, normalized_offsets) =
5733 VariableFullZipDecoder::slice_batch_data_and_rebase_offsets(&data, &offsets, 64)
5734 .unwrap();
5735
5736 assert_eq!(sliced_data.as_ref(), b"klmnopqrst");
5737 let normalized = normalized_offsets.borrow_to_typed_slice::<u64>();
5738 assert_eq!(normalized.as_ref(), &[0, 2, 6, 10]);
5739 }
5740
5741 #[test]
5742 fn test_slice_batch_data_and_rebase_offsets_rejects_invalid_offsets() {
5743 let data = LanceBuffer::copy_slice(b"abcd");
5744 let offsets = LanceBuffer::reinterpret_vec(vec![3_u32, 2_u32]);
5745
5746 let err = VariableFullZipDecoder::slice_batch_data_and_rebase_offsets(&data, &offsets, 32)
5747 .expect_err("offset end before start should error");
5748 assert!(err.to_string().contains("less than base"));
5749 }
5750
5751 #[test]
5752 fn test_schedule_instructions() {
5753 let rep_data: Vec<u64> = vec![5, 2, 3, 0, 4, 7, 2, 0];
5755 let rep_bytes: Vec<u8> = rep_data.iter().flat_map(|v| v.to_le_bytes()).collect();
5756 let repetition_index = MiniBlockRepIndex::decode_from_bytes(&rep_bytes, 2);
5757
5758 let check = |user_ranges, expected_instructions| {
5759 let instructions =
5760 ChunkInstructions::schedule_instructions(&repetition_index, user_ranges);
5761 assert_eq!(instructions, expected_instructions);
5762 };
5763
5764 let expected_take_all = vec![
5766 ChunkInstructions {
5767 chunk_idx: 0,
5768 preamble: PreambleAction::Absent,
5769 rows_to_skip: 0,
5770 rows_to_take: 6,
5771 take_trailer: true,
5772 },
5773 ChunkInstructions {
5774 chunk_idx: 1,
5775 preamble: PreambleAction::Take,
5776 rows_to_skip: 0,
5777 rows_to_take: 2,
5778 take_trailer: false,
5779 },
5780 ChunkInstructions {
5781 chunk_idx: 2,
5782 preamble: PreambleAction::Absent,
5783 rows_to_skip: 0,
5784 rows_to_take: 5,
5785 take_trailer: true,
5786 },
5787 ChunkInstructions {
5788 chunk_idx: 3,
5789 preamble: PreambleAction::Take,
5790 rows_to_skip: 0,
5791 rows_to_take: 1,
5792 take_trailer: false,
5793 },
5794 ];
5795
5796 check(&[0..14], expected_take_all.clone());
5798
5799 check(
5801 &[
5802 0..1,
5803 1..2,
5804 2..3,
5805 3..4,
5806 4..5,
5807 5..6,
5808 6..7,
5809 7..8,
5810 8..9,
5811 9..10,
5812 10..11,
5813 11..12,
5814 12..13,
5815 13..14,
5816 ],
5817 expected_take_all,
5818 );
5819
5820 check(
5824 &[0..1, 3..4],
5825 vec![
5826 ChunkInstructions {
5827 chunk_idx: 0,
5828 preamble: PreambleAction::Absent,
5829 rows_to_skip: 0,
5830 rows_to_take: 1,
5831 take_trailer: false,
5832 },
5833 ChunkInstructions {
5834 chunk_idx: 0,
5835 preamble: PreambleAction::Absent,
5836 rows_to_skip: 3,
5837 rows_to_take: 1,
5838 take_trailer: false,
5839 },
5840 ],
5841 );
5842
5843 check(
5845 &[5..6],
5846 vec![
5847 ChunkInstructions {
5848 chunk_idx: 0,
5849 preamble: PreambleAction::Absent,
5850 rows_to_skip: 5,
5851 rows_to_take: 1,
5852 take_trailer: true,
5853 },
5854 ChunkInstructions {
5855 chunk_idx: 1,
5856 preamble: PreambleAction::Take,
5857 rows_to_skip: 0,
5858 rows_to_take: 0,
5859 take_trailer: false,
5860 },
5861 ],
5862 );
5863
5864 check(
5866 &[7..10],
5867 vec![
5868 ChunkInstructions {
5869 chunk_idx: 1,
5870 preamble: PreambleAction::Skip,
5871 rows_to_skip: 1,
5872 rows_to_take: 1,
5873 take_trailer: false,
5874 },
5875 ChunkInstructions {
5876 chunk_idx: 2,
5877 preamble: PreambleAction::Absent,
5878 rows_to_skip: 0,
5879 rows_to_take: 2,
5880 take_trailer: false,
5881 },
5882 ],
5883 );
5884 }
5885
5886 #[test]
5887 fn test_drain_instructions() {
5888 fn drain_from_instructions(
5889 instructions: &mut VecDeque<ChunkInstructions>,
5890 mut rows_desired: u64,
5891 need_preamble: &mut bool,
5892 skip_in_chunk: &mut u64,
5893 ) -> Vec<ChunkDrainInstructions> {
5894 let mut drain_instructions = Vec::with_capacity(instructions.len());
5896 while rows_desired > 0 || *need_preamble {
5897 let (next_instructions, consumed_chunk) = instructions
5898 .front()
5899 .unwrap()
5900 .drain_from_instruction(&mut rows_desired, need_preamble, skip_in_chunk);
5901 if consumed_chunk {
5902 instructions.pop_front();
5903 }
5904 drain_instructions.push(next_instructions);
5905 }
5906 drain_instructions
5907 }
5908
5909 let rep_data: Vec<u64> = vec![5, 2, 3, 0, 4, 7, 2, 0];
5911 let rep_bytes: Vec<u8> = rep_data.iter().flat_map(|v| v.to_le_bytes()).collect();
5912 let repetition_index = MiniBlockRepIndex::decode_from_bytes(&rep_bytes, 2);
5913 let user_ranges = vec![1..7, 10..14];
5914
5915 let scheduled = ChunkInstructions::schedule_instructions(&repetition_index, &user_ranges);
5917
5918 let mut to_drain = VecDeque::from(scheduled.clone());
5919
5920 let mut need_preamble = false;
5923 let mut skip_in_chunk = 0;
5924
5925 let next_batch =
5926 drain_from_instructions(&mut to_drain, 4, &mut need_preamble, &mut skip_in_chunk);
5927
5928 assert!(!need_preamble);
5929 assert_eq!(skip_in_chunk, 4);
5930 assert_eq!(
5931 next_batch,
5932 vec![ChunkDrainInstructions {
5933 chunk_instructions: scheduled[0].clone(),
5934 rows_to_take: 4,
5935 rows_to_skip: 0,
5936 preamble_action: PreambleAction::Absent,
5937 }]
5938 );
5939
5940 let next_batch =
5941 drain_from_instructions(&mut to_drain, 4, &mut need_preamble, &mut skip_in_chunk);
5942
5943 assert!(!need_preamble);
5944 assert_eq!(skip_in_chunk, 2);
5945
5946 assert_eq!(
5947 next_batch,
5948 vec![
5949 ChunkDrainInstructions {
5950 chunk_instructions: scheduled[0].clone(),
5951 rows_to_take: 1,
5952 rows_to_skip: 4,
5953 preamble_action: PreambleAction::Absent,
5954 },
5955 ChunkDrainInstructions {
5956 chunk_instructions: scheduled[1].clone(),
5957 rows_to_take: 1,
5958 rows_to_skip: 0,
5959 preamble_action: PreambleAction::Take,
5960 },
5961 ChunkDrainInstructions {
5962 chunk_instructions: scheduled[2].clone(),
5963 rows_to_take: 2,
5964 rows_to_skip: 0,
5965 preamble_action: PreambleAction::Absent,
5966 }
5967 ]
5968 );
5969
5970 let next_batch =
5971 drain_from_instructions(&mut to_drain, 2, &mut need_preamble, &mut skip_in_chunk);
5972
5973 assert!(!need_preamble);
5974 assert_eq!(skip_in_chunk, 0);
5975
5976 assert_eq!(
5977 next_batch,
5978 vec![
5979 ChunkDrainInstructions {
5980 chunk_instructions: scheduled[2].clone(),
5981 rows_to_take: 1,
5982 rows_to_skip: 2,
5983 preamble_action: PreambleAction::Absent,
5984 },
5985 ChunkDrainInstructions {
5986 chunk_instructions: scheduled[3].clone(),
5987 rows_to_take: 1,
5988 rows_to_skip: 0,
5989 preamble_action: PreambleAction::Take,
5990 },
5991 ]
5992 );
5993
5994 let rep_data: Vec<u64> = vec![5, 2, 3, 3, 20, 0];
5996 let rep_bytes: Vec<u8> = rep_data.iter().flat_map(|v| v.to_le_bytes()).collect();
5997 let repetition_index = MiniBlockRepIndex::decode_from_bytes(&rep_bytes, 2);
5998 let user_ranges = vec![0..28];
5999
6000 let scheduled = ChunkInstructions::schedule_instructions(&repetition_index, &user_ranges);
6002
6003 let mut to_drain = VecDeque::from(scheduled.clone());
6004
6005 let mut need_preamble = false;
6008 let mut skip_in_chunk = 0;
6009
6010 let next_batch =
6011 drain_from_instructions(&mut to_drain, 7, &mut need_preamble, &mut skip_in_chunk);
6012
6013 assert_eq!(
6014 next_batch,
6015 vec![
6016 ChunkDrainInstructions {
6017 chunk_instructions: scheduled[0].clone(),
6018 rows_to_take: 6,
6019 rows_to_skip: 0,
6020 preamble_action: PreambleAction::Absent,
6021 },
6022 ChunkDrainInstructions {
6023 chunk_instructions: scheduled[1].clone(),
6024 rows_to_take: 1,
6025 rows_to_skip: 0,
6026 preamble_action: PreambleAction::Take,
6027 },
6028 ]
6029 );
6030
6031 assert!(!need_preamble);
6032 assert_eq!(skip_in_chunk, 1);
6033
6034 let next_batch =
6037 drain_from_instructions(&mut to_drain, 2, &mut need_preamble, &mut skip_in_chunk);
6038
6039 assert_eq!(
6040 next_batch,
6041 vec![
6042 ChunkDrainInstructions {
6043 chunk_instructions: scheduled[1].clone(),
6044 rows_to_take: 2,
6045 rows_to_skip: 1,
6046 preamble_action: PreambleAction::Skip,
6047 },
6048 ChunkDrainInstructions {
6049 chunk_instructions: scheduled[2].clone(),
6050 rows_to_take: 0,
6051 rows_to_skip: 0,
6052 preamble_action: PreambleAction::Take,
6053 },
6054 ]
6055 );
6056
6057 assert!(!need_preamble);
6058 assert_eq!(skip_in_chunk, 0);
6059 }
6060
6061 #[tokio::test]
6062 async fn test_fullzip_initialize_is_lazy() {
6063 use futures::{FutureExt, future::BoxFuture};
6064 use std::ops::Range;
6065 use std::sync::Mutex;
6066
6067 #[derive(Debug, Clone)]
6068 struct RecordingScheduler {
6069 data: bytes::Bytes,
6070 requests: Arc<Mutex<Vec<Vec<Range<u64>>>>>,
6071 }
6072
6073 impl RecordingScheduler {
6074 fn new(data: bytes::Bytes) -> Self {
6075 Self {
6076 data,
6077 requests: Arc::new(Mutex::new(Vec::new())),
6078 }
6079 }
6080
6081 fn requests(&self) -> Vec<Vec<Range<u64>>> {
6082 self.requests.lock().unwrap().clone()
6083 }
6084 }
6085
6086 impl crate::EncodingsIo for RecordingScheduler {
6087 fn submit_request(
6088 &self,
6089 ranges: Vec<Range<u64>>,
6090 _priority: u64,
6091 ) -> BoxFuture<'static, crate::Result<Vec<bytes::Bytes>>> {
6092 self.requests.lock().unwrap().push(ranges.clone());
6093 let data = ranges
6094 .into_iter()
6095 .map(|range| self.data.slice(range.start as usize..range.end as usize))
6096 .collect::<Vec<_>>();
6097 std::future::ready(Ok(data)).boxed()
6098 }
6099 }
6100
6101 #[derive(Debug)]
6102 struct TestFixedDecompressor;
6103
6104 impl FixedPerValueDecompressor for TestFixedDecompressor {
6105 fn decompress(
6106 &self,
6107 _data: FixedWidthDataBlock,
6108 _num_rows: u64,
6109 ) -> crate::Result<DataBlock> {
6110 unimplemented!("Test decompressor")
6111 }
6112
6113 fn bits_per_value(&self) -> u64 {
6114 32
6115 }
6116 }
6117
6118 let io = Arc::new(RecordingScheduler::new(bytes::Bytes::from(vec![
6119 0;
6120 16 * 1024
6121 ])));
6122 let mut scheduler = FullZipScheduler {
6123 data_buf_position: 0,
6124 data_buf_size: 4096,
6125 rep_index: Some(FullZipRepIndexDetails {
6126 buf_position: 1000,
6127 bytes_per_value: 4,
6128 }),
6129 priority: 0,
6130 rows_in_page: 100,
6131 bits_per_offset: 32,
6132 details: Arc::new(FullZipDecodeDetails {
6133 value_decompressor: PerValueDecompressor::Fixed(Arc::new(TestFixedDecompressor)),
6134 def_meaning: Arc::new([crate::repdef::DefinitionInterpretation::NullableItem]),
6135 ctrl_word_parser: crate::repdef::ControlWordParser::new(0, 1),
6136 max_rep: 0,
6137 max_visible_def: 0,
6138 }),
6139 cached_state: None,
6140 enable_cache: false,
6141 };
6142
6143 let io_dyn: Arc<dyn crate::EncodingsIo> = io.clone();
6144 let cached_data = scheduler.initialize(&io_dyn).await.unwrap();
6145
6146 assert!(
6147 cached_data
6148 .as_arc_any()
6149 .downcast_ref::<super::NoCachedPageData>()
6150 .is_some(),
6151 "FullZip initialize should not eagerly load repetition index data"
6152 );
6153 assert!(scheduler.cached_state.is_none());
6154 assert!(
6155 io.requests().is_empty(),
6156 "FullZip initialize should not issue any I/O"
6157 );
6158 }
6159
6160 #[tokio::test]
6161 async fn test_fullzip_read_source_slices_prefetched_page() {
6162 let page_start = 200_u64;
6163 let page_data = LanceBuffer::copy_slice(&[0, 1, 2, 3, 4, 5, 6, 7]);
6164 let source = FullZipReadSource::PrefetchedPage {
6165 base_offset: page_start,
6166 data: page_data,
6167 };
6168 let ranges = vec![
6169 page_start..(page_start + 3),
6170 (page_start + 4)..(page_start + 8),
6171 ];
6172 let mut data = source.fetch(&ranges, 0).await.unwrap();
6173 assert_eq!(data.pop_front().unwrap().as_ref(), &[0, 1, 2]);
6174 assert_eq!(data.pop_front().unwrap().as_ref(), &[4, 5, 6, 7]);
6175 }
6176
6177 #[tokio::test]
6178 async fn test_fullzip_initialize_caches_rep_index_when_enabled() {
6179 use futures::{FutureExt, future::BoxFuture};
6180 use std::ops::Range;
6181 use std::sync::Mutex;
6182
6183 #[derive(Debug, Clone)]
6184 struct RecordingScheduler {
6185 data: bytes::Bytes,
6186 requests: Arc<Mutex<Vec<Vec<Range<u64>>>>>,
6187 }
6188
6189 impl RecordingScheduler {
6190 fn new(data: bytes::Bytes) -> Self {
6191 Self {
6192 data,
6193 requests: Arc::new(Mutex::new(Vec::new())),
6194 }
6195 }
6196
6197 fn requests(&self) -> Vec<Vec<Range<u64>>> {
6198 self.requests.lock().unwrap().clone()
6199 }
6200 }
6201
6202 impl crate::EncodingsIo for RecordingScheduler {
6203 fn submit_request(
6204 &self,
6205 ranges: Vec<Range<u64>>,
6206 _priority: u64,
6207 ) -> BoxFuture<'static, crate::Result<Vec<bytes::Bytes>>> {
6208 self.requests.lock().unwrap().push(ranges.clone());
6209 let data = ranges
6210 .into_iter()
6211 .map(|range| self.data.slice(range.start as usize..range.end as usize))
6212 .collect::<Vec<_>>();
6213 std::future::ready(Ok(data)).boxed()
6214 }
6215 }
6216
6217 #[derive(Debug)]
6218 struct TestFixedDecompressor;
6219
6220 impl FixedPerValueDecompressor for TestFixedDecompressor {
6221 fn decompress(
6222 &self,
6223 _data: FixedWidthDataBlock,
6224 _num_rows: u64,
6225 ) -> crate::Result<DataBlock> {
6226 unimplemented!("Test decompressor")
6227 }
6228
6229 fn bits_per_value(&self) -> u64 {
6230 32
6231 }
6232 }
6233
6234 let rows_in_page = 100_u64;
6235 let bytes_per_value = 4_u64;
6236 let rep_start = 1000_u64;
6237 let rep_size = ((rows_in_page + 1) * bytes_per_value) as usize;
6238 let mut data = vec![0_u8; 16 * 1024];
6239 data[rep_start as usize..rep_start as usize + rep_size].fill(7);
6240 let io = Arc::new(RecordingScheduler::new(bytes::Bytes::from(data)));
6241
6242 let mut scheduler = FullZipScheduler {
6243 data_buf_position: 0,
6244 data_buf_size: 4096,
6245 rep_index: Some(FullZipRepIndexDetails {
6246 buf_position: rep_start,
6247 bytes_per_value,
6248 }),
6249 priority: 0,
6250 rows_in_page,
6251 bits_per_offset: 32,
6252 details: Arc::new(FullZipDecodeDetails {
6253 value_decompressor: PerValueDecompressor::Fixed(Arc::new(TestFixedDecompressor)),
6254 def_meaning: Arc::new([crate::repdef::DefinitionInterpretation::NullableItem]),
6255 ctrl_word_parser: crate::repdef::ControlWordParser::new(0, 1),
6256 max_rep: 0,
6257 max_visible_def: 0,
6258 }),
6259 cached_state: None,
6260 enable_cache: true,
6261 };
6262
6263 let io_dyn: Arc<dyn crate::EncodingsIo> = io.clone();
6264 let cached_data = scheduler.initialize(&io_dyn).await.unwrap();
6265 assert!(
6266 cached_data
6267 .as_arc_any()
6268 .downcast_ref::<FullZipCacheableState>()
6269 .is_some()
6270 );
6271 assert!(scheduler.cached_state.is_some());
6272 assert_eq!(
6273 io.requests(),
6274 vec![vec![
6275 rep_start..(rep_start + (rows_in_page + 1) * bytes_per_value)
6276 ]]
6277 );
6278 }
6279
6280 #[tokio::test]
6281 async fn test_fullzip_full_page_bypasses_rep_index_io() {
6282 use futures::{FutureExt, future::BoxFuture};
6283 use std::ops::Range;
6284 use std::sync::Mutex;
6285
6286 #[derive(Debug, Clone)]
6287 struct RecordingScheduler {
6288 data: bytes::Bytes,
6289 requests: Arc<Mutex<Vec<Vec<Range<u64>>>>>,
6290 }
6291
6292 impl RecordingScheduler {
6293 fn new(data: bytes::Bytes) -> Self {
6294 Self {
6295 data,
6296 requests: Arc::new(Mutex::new(Vec::new())),
6297 }
6298 }
6299
6300 fn requests(&self) -> Vec<Vec<Range<u64>>> {
6301 self.requests.lock().unwrap().clone()
6302 }
6303 }
6304
6305 impl crate::EncodingsIo for RecordingScheduler {
6306 fn submit_request(
6307 &self,
6308 ranges: Vec<Range<u64>>,
6309 _priority: u64,
6310 ) -> BoxFuture<'static, crate::Result<Vec<bytes::Bytes>>> {
6311 self.requests.lock().unwrap().push(ranges.clone());
6312 let data = ranges
6313 .into_iter()
6314 .map(|range| self.data.slice(range.start as usize..range.end as usize))
6315 .collect::<Vec<_>>();
6316 std::future::ready(Ok(data)).boxed()
6317 }
6318 }
6319
6320 #[derive(Debug)]
6321 struct TestFixedDecompressor;
6322
6323 impl FixedPerValueDecompressor for TestFixedDecompressor {
6324 fn decompress(
6325 &self,
6326 _data: FixedWidthDataBlock,
6327 _num_rows: u64,
6328 ) -> crate::Result<DataBlock> {
6329 unimplemented!("Test decompressor")
6330 }
6331
6332 fn bits_per_value(&self) -> u64 {
6333 32
6334 }
6335 }
6336
6337 let rows_in_page = 100_u64;
6338 let data_start = 256_u64;
6339 let data_size = 500_u64;
6340 let rep_start = 4096_u64;
6341 let bytes_per_value = 4_u64;
6342
6343 let mut bytes = vec![0_u8; 16 * 1024];
6344 for i in 0..=rows_in_page {
6345 let offset = (i * 5) as u32;
6346 let pos = rep_start as usize + (i * bytes_per_value) as usize;
6347 bytes[pos..pos + 4].copy_from_slice(&offset.to_le_bytes());
6348 }
6349 let io = Arc::new(RecordingScheduler::new(bytes::Bytes::from(bytes)));
6350
6351 let scheduler = FullZipScheduler {
6352 data_buf_position: data_start,
6353 data_buf_size: data_size,
6354 rep_index: Some(FullZipRepIndexDetails {
6355 buf_position: rep_start,
6356 bytes_per_value,
6357 }),
6358 priority: 0,
6359 rows_in_page,
6360 bits_per_offset: 32,
6361 details: Arc::new(FullZipDecodeDetails {
6362 value_decompressor: PerValueDecompressor::Fixed(Arc::new(TestFixedDecompressor)),
6363 def_meaning: Arc::new([crate::repdef::DefinitionInterpretation::NullableItem]),
6364 ctrl_word_parser: crate::repdef::ControlWordParser::new(0, 1),
6365 max_rep: 0,
6366 max_visible_def: 0,
6367 }),
6368 cached_state: None,
6369 enable_cache: false,
6370 };
6371
6372 let io_dyn: Arc<dyn crate::EncodingsIo> = io.clone();
6373 let tasks = scheduler
6374 .schedule_ranges_rep(
6375 &[0..rows_in_page],
6376 &io_dyn,
6377 FullZipRepIndexDetails {
6378 buf_position: rep_start,
6379 bytes_per_value,
6380 },
6381 )
6382 .unwrap();
6383
6384 let requests = io.requests();
6385 assert_eq!(requests.len(), 1);
6386 assert_eq!(requests[0], vec![data_start..(data_start + data_size)]);
6387
6388 let _ = tasks.into_iter().next().unwrap().decoder_fut.await.unwrap();
6389 let requests_after_await = io.requests();
6390 assert_eq!(
6391 requests_after_await.len(),
6392 1,
6393 "full page path should not issue rep-index I/O"
6394 );
6395 }
6396
6397 #[tokio::test]
6399 async fn test_fuzz_issue_4492_empty_rep_values() {
6400 use lance_datagen::{RowCount, Seed, array, gen_batch};
6401
6402 let seed = 1823859942947654717u64;
6403 let num_rows = 2741usize;
6404
6405 let batch_gen = gen_batch().with_seed(Seed::from(seed));
6407 let base_generator = array::rand_type(&DataType::FixedSizeBinary(32));
6408 let list_generator = array::rand_list_any(base_generator, false);
6409
6410 let batch = batch_gen
6411 .anon_col(list_generator)
6412 .into_batch_rows(RowCount::from(num_rows as u64))
6413 .unwrap();
6414
6415 let list_array = batch.column(0).clone();
6416
6417 let mut metadata = HashMap::new();
6419 metadata.insert(
6420 STRUCTURAL_ENCODING_META_KEY.to_string(),
6421 STRUCTURAL_ENCODING_MINIBLOCK.to_string(),
6422 );
6423
6424 let test_cases = TestCases::default()
6425 .with_min_file_version(LanceFileVersion::V2_1)
6426 .with_batch_size(100)
6427 .with_range(0..num_rows.min(500) as u64)
6428 .with_indices(vec![0, num_rows as u64 / 2, (num_rows - 1) as u64]);
6429
6430 check_round_trip_encoding_of_data(vec![list_array], &test_cases, metadata).await
6431 }
6432
6433 async fn test_minichunk_size_helper(
6434 string_data: Vec<Option<String>>,
6435 minichunk_size: u64,
6436 file_version: LanceFileVersion,
6437 ) {
6438 use crate::constants::MINICHUNK_SIZE_META_KEY;
6439 use crate::testing::{TestCases, check_round_trip_encoding_of_data};
6440 use arrow_array::{ArrayRef, StringArray};
6441 use std::sync::Arc;
6442
6443 let string_array: ArrayRef = Arc::new(StringArray::from(string_data));
6444
6445 let mut metadata = HashMap::new();
6446 metadata.insert(
6447 MINICHUNK_SIZE_META_KEY.to_string(),
6448 minichunk_size.to_string(),
6449 );
6450 metadata.insert(
6451 STRUCTURAL_ENCODING_META_KEY.to_string(),
6452 STRUCTURAL_ENCODING_MINIBLOCK.to_string(),
6453 );
6454
6455 let test_cases = TestCases::default()
6456 .with_min_file_version(file_version)
6457 .with_batch_size(1000);
6458
6459 check_round_trip_encoding_of_data(vec![string_array], &test_cases, metadata).await;
6460 }
6461
6462 #[tokio::test]
6463 async fn test_minichunk_size_roundtrip() {
6464 let mut string_data = Vec::new();
6466 for i in 0..100 {
6467 string_data.push(Some(format!("test_string_{}", i).repeat(50)));
6468 }
6469 test_minichunk_size_helper(string_data, 64, LanceFileVersion::V2_1).await;
6471 }
6472
6473 #[tokio::test]
6474 async fn test_minichunk_size_128kb_v2_2() {
6475 let mut string_data = Vec::new();
6477 for i in 0..10000 {
6479 string_data.push(Some(format!("test_string_{}", i).repeat(50)));
6480 }
6481 test_minichunk_size_helper(string_data, 128 * 1024, LanceFileVersion::V2_2).await;
6482 }
6483
6484 #[tokio::test]
6485 async fn test_binary_large_minichunk_size_over_max_miniblock_values() {
6486 let mut string_data = Vec::new();
6487 for i in 0..10000 {
6489 string_data.push(Some(format!("t_{}", i)));
6490 }
6491 test_minichunk_size_helper(string_data, 128 * 1024, LanceFileVersion::V2_2).await;
6492 }
6493
6494 #[tokio::test]
6495 async fn test_large_dictionary_general_compression() {
6496 use arrow_array::{ArrayRef, StringArray};
6497 use std::collections::HashMap;
6498 use std::sync::Arc;
6499
6500 let unique_values: Vec<String> = (0..100)
6503 .map(|i| format!("value_{:04}_{}", i, "x".repeat(500)))
6504 .collect();
6505
6506 let repeated_strings: Vec<_> = unique_values
6508 .iter()
6509 .cycle()
6510 .take(100_000)
6511 .map(|s| Some(s.as_str()))
6512 .collect();
6513
6514 let string_array = Arc::new(StringArray::from(repeated_strings)) as ArrayRef;
6515
6516 let test_cases = TestCases::default()
6518 .with_min_file_version(LanceFileVersion::V2_2)
6519 .with_verify_encoding(Arc::new(|cols: &[crate::encoder::EncodedColumn], _| {
6520 assert_eq!(cols.len(), 1);
6521 let col = &cols[0];
6522
6523 if let Some(PageEncoding::Structural(page_layout)) =
6525 &col.final_pages.first().map(|p| &p.description)
6526 && let Some(pb21::page_layout::Layout::MiniBlockLayout(mini_block)) =
6527 &page_layout.layout
6528 && let Some(dictionary_encoding) = &mini_block.dictionary
6529 {
6530 match dictionary_encoding.compression.as_ref() {
6531 Some(Compression::General(general)) => {
6532 let compression = general.compression.as_ref().unwrap();
6534 assert!(
6535 compression.scheme()
6536 == pb21::CompressionScheme::CompressionAlgorithmLz4
6537 || compression.scheme()
6538 == pb21::CompressionScheme::CompressionAlgorithmZstd,
6539 "Expected LZ4 or Zstd compression for large dictionary"
6540 );
6541 }
6542 _ => panic!("Expected General compression for large dictionary"),
6543 }
6544 }
6545 }));
6546
6547 check_round_trip_encoding_of_data(vec![string_array], &test_cases, HashMap::new()).await;
6548 }
6549
6550 fn dictionary_encoding_from_page(
6551 page: &crate::encoder::EncodedPage,
6552 ) -> &crate::format::pb21::CompressiveEncoding {
6553 let PageEncoding::Structural(layout) = &page.description else {
6554 panic!("Expected structural page encoding");
6555 };
6556 let pb21::page_layout::Layout::MiniBlockLayout(layout) = layout.layout.as_ref().unwrap()
6557 else {
6558 panic!("Expected mini-block layout");
6559 };
6560 layout
6561 .dictionary
6562 .as_ref()
6563 .unwrap_or_else(|| panic!("Expected dictionary encoding"))
6564 }
6565
6566 async fn encode_variable_dict_page(
6567 metadata: HashMap<String, String>,
6568 ) -> crate::encoder::EncodedPage {
6569 use arrow_array::types::Int32Type;
6570 use arrow_array::{ArrayRef, DictionaryArray, Int32Array, StringArray};
6571
6572 let values = Arc::new(StringArray::from(
6573 (0..128)
6574 .map(|i| format!("value_{i:04}_{}", "x".repeat(256)))
6575 .collect::<Vec<_>>(),
6576 )) as ArrayRef;
6577 let keys = Int32Array::from_iter_values((0..20_000).map(|i| i % 128));
6578 let dict_array =
6579 Arc::new(DictionaryArray::<Int32Type>::try_new(keys, values).unwrap()) as ArrayRef;
6580
6581 let field = arrow_schema::Field::new(
6582 "dict_col",
6583 DataType::Dictionary(Box::new(DataType::Int32), Box::new(DataType::Utf8)),
6584 false,
6585 )
6586 .with_metadata(metadata);
6587
6588 encode_first_page(field, dict_array, LanceFileVersion::V2_2).await
6589 }
6590
6591 async fn encode_auto_fixed_dict_page(
6592 metadata: HashMap<String, String>,
6593 ) -> crate::encoder::EncodedPage {
6594 use arrow_array::{ArrayRef, Decimal128Array};
6595
6596 let values = (0..20_000)
6598 .map(|i| match i % 3 {
6599 0 => 10_i128,
6600 1 => 20_i128,
6601 _ => 30_i128,
6602 })
6603 .collect::<Vec<_>>();
6604 let decimal = Decimal128Array::from_iter_values(values)
6605 .with_precision_and_scale(38, 0)
6606 .unwrap();
6607 let decimal = Arc::new(decimal) as ArrayRef;
6608
6609 let mut field_metadata = metadata;
6610 field_metadata.insert(
6612 "lance-encoding:dict-size-ratio".to_string(),
6613 "0.99".to_string(),
6614 );
6615 let field = arrow_schema::Field::new("fixed_col", DataType::Decimal128(38, 0), false)
6616 .with_metadata(field_metadata);
6617
6618 encode_first_page(field, decimal, LanceFileVersion::V2_2).await
6619 }
6620
6621 #[tokio::test]
6622 async fn test_dict_values_general_compression_default_lz4_for_variable_dict_values() {
6623 let page = encode_variable_dict_page(HashMap::new()).await;
6624 let dictionary_encoding = dictionary_encoding_from_page(&page);
6625 let Some(Compression::General(general)) = dictionary_encoding.compression.as_ref() else {
6626 panic!("Expected General compression for dictionary values");
6627 };
6628 let compression = general.compression.as_ref().unwrap();
6629 assert_eq!(
6630 compression.scheme(),
6631 pb21::CompressionScheme::CompressionAlgorithmLz4
6632 );
6633 }
6634
6635 #[tokio::test]
6636 async fn test_dict_values_general_compression_default_lz4_for_fixed_dict_values() {
6637 let page = encode_auto_fixed_dict_page(HashMap::new()).await;
6638 let dictionary_encoding = dictionary_encoding_from_page(&page);
6639 let Some(Compression::General(general)) = dictionary_encoding.compression.as_ref() else {
6640 panic!("Expected General compression for dictionary values");
6641 };
6642 let compression = general.compression.as_ref().unwrap();
6643 assert_eq!(
6644 compression.scheme(),
6645 pb21::CompressionScheme::CompressionAlgorithmLz4
6646 );
6647 }
6648
6649 #[tokio::test]
6650 async fn test_dict_values_general_compression_zstd() {
6651 let mut metadata = HashMap::new();
6652 metadata.insert(
6653 DICT_VALUES_COMPRESSION_META_KEY.to_string(),
6654 "zstd".to_string(),
6655 );
6656 let page = encode_variable_dict_page(metadata).await;
6657 let dictionary_encoding = dictionary_encoding_from_page(&page);
6658 let Some(Compression::General(general)) = dictionary_encoding.compression.as_ref() else {
6659 panic!("Expected General compression for dictionary values");
6660 };
6661 let compression = general.compression.as_ref().unwrap();
6662 assert_eq!(
6663 compression.scheme(),
6664 pb21::CompressionScheme::CompressionAlgorithmZstd
6665 );
6666 }
6667
6668 #[tokio::test]
6669 async fn test_dict_values_general_compression_none() {
6670 let mut metadata = HashMap::new();
6671 metadata.insert(
6672 DICT_VALUES_COMPRESSION_META_KEY.to_string(),
6673 "none".to_string(),
6674 );
6675 let page = encode_variable_dict_page(metadata).await;
6676 let dictionary_encoding = dictionary_encoding_from_page(&page);
6677 assert!(
6678 !matches!(
6679 dictionary_encoding.compression.as_ref(),
6680 Some(Compression::General(_))
6681 ),
6682 "Expected dictionary values to avoid General compression"
6683 );
6684 }
6685
6686 #[test]
6687 fn test_resolve_dict_values_compression_metadata_defaults_to_lz4() {
6688 let metadata = PrimitiveStructuralEncoder::resolve_dict_values_compression_metadata(
6689 &HashMap::new(),
6690 None,
6691 None,
6692 );
6693 assert_eq!(metadata.get(COMPRESSION_META_KEY), Some(&"lz4".to_string()),);
6694 assert!(!metadata.contains_key(COMPRESSION_LEVEL_META_KEY));
6695 }
6696
6697 #[test]
6698 fn test_resolve_dict_values_compression_metadata_metadata_overrides_env() {
6699 let field_metadata = HashMap::from([
6700 (
6701 DICT_VALUES_COMPRESSION_META_KEY.to_string(),
6702 "none".to_string(),
6703 ),
6704 (
6705 DICT_VALUES_COMPRESSION_LEVEL_META_KEY.to_string(),
6706 "7".to_string(),
6707 ),
6708 ]);
6709 let metadata = PrimitiveStructuralEncoder::resolve_dict_values_compression_metadata(
6710 &field_metadata,
6711 Some("zstd".to_string()),
6712 Some("3".to_string()),
6713 );
6714 assert_eq!(
6715 metadata.get(COMPRESSION_META_KEY),
6716 Some(&"none".to_string()),
6717 );
6718 assert_eq!(
6719 metadata.get(COMPRESSION_LEVEL_META_KEY),
6720 Some(&"7".to_string()),
6721 );
6722 }
6723
6724 #[test]
6725 fn test_resolve_dict_values_compression_metadata_env_fallback() {
6726 let metadata = PrimitiveStructuralEncoder::resolve_dict_values_compression_metadata(
6727 &HashMap::new(),
6728 Some("zstd".to_string()),
6729 Some("9".to_string()),
6730 );
6731 assert_eq!(
6732 metadata.get(COMPRESSION_META_KEY),
6733 Some(&"zstd".to_string()),
6734 );
6735 assert_eq!(
6736 metadata.get(COMPRESSION_LEVEL_META_KEY),
6737 Some(&"9".to_string()),
6738 );
6739 }
6740
6741 #[tokio::test]
6742 async fn test_dictionary_encode_int64() {
6743 use crate::constants::{DICT_SIZE_RATIO_META_KEY, STRUCTURAL_ENCODING_META_KEY};
6744 use crate::testing::{TestCases, check_round_trip_encoding_of_data};
6745 use crate::version::LanceFileVersion;
6746 use arrow_array::{ArrayRef, Int64Array};
6747 use std::collections::HashMap;
6748 use std::sync::Arc;
6749
6750 let values = (0..1000)
6752 .map(|i| match i % 3 {
6753 0 => 10i64,
6754 1 => 20i64,
6755 _ => 30i64,
6756 })
6757 .collect::<Vec<_>>();
6758 let array = Arc::new(Int64Array::from(values)) as ArrayRef;
6759
6760 let mut metadata = HashMap::new();
6761 metadata.insert(
6762 STRUCTURAL_ENCODING_META_KEY.to_string(),
6763 STRUCTURAL_ENCODING_MINIBLOCK.to_string(),
6764 );
6765 metadata.insert(DICT_SIZE_RATIO_META_KEY.to_string(), "0.99".to_string());
6766
6767 let test_cases = TestCases::default()
6768 .with_min_file_version(LanceFileVersion::V2_2)
6769 .with_batch_size(1000)
6770 .with_range(0..1000)
6771 .with_indices(vec![0, 1, 10, 999])
6772 .with_expected_encoding("dictionary");
6773
6774 check_round_trip_encoding_of_data(vec![array], &test_cases, metadata).await;
6775 }
6776
6777 #[tokio::test]
6778 async fn test_dictionary_encode_float64() {
6779 use crate::constants::{DICT_SIZE_RATIO_META_KEY, STRUCTURAL_ENCODING_META_KEY};
6780 use crate::testing::{TestCases, check_round_trip_encoding_of_data};
6781 use crate::version::LanceFileVersion;
6782 use arrow_array::{ArrayRef, Float64Array};
6783 use std::collections::HashMap;
6784 use std::sync::Arc;
6785
6786 let values = (0..1000)
6788 .map(|i| match i % 3 {
6789 0 => 0.1f64,
6790 1 => 0.2f64,
6791 _ => 0.3f64,
6792 })
6793 .collect::<Vec<_>>();
6794 let array = Arc::new(Float64Array::from(values)) as ArrayRef;
6795
6796 let mut metadata = HashMap::new();
6797 metadata.insert(
6798 STRUCTURAL_ENCODING_META_KEY.to_string(),
6799 STRUCTURAL_ENCODING_MINIBLOCK.to_string(),
6800 );
6801 metadata.insert(DICT_SIZE_RATIO_META_KEY.to_string(), "0.99".to_string());
6802
6803 let test_cases = TestCases::default()
6804 .with_min_file_version(LanceFileVersion::V2_2)
6805 .with_batch_size(1000)
6806 .with_range(0..1000)
6807 .with_indices(vec![0, 1, 10, 999])
6808 .with_expected_encoding("dictionary");
6809
6810 check_round_trip_encoding_of_data(vec![array], &test_cases, metadata).await;
6811 }
6812
6813 #[test]
6814 fn test_miniblock_dictionary_out_of_line_bitpacking_decode() {
6815 let rows = 10_000;
6816 let unique_values = 2_000;
6817
6818 let dictionary_encoding =
6819 ProtobufUtils21::out_of_line_bitpacking(64, ProtobufUtils21::flat(11, None));
6820 let layout = pb21::MiniBlockLayout {
6821 rep_compression: None,
6822 def_compression: None,
6823 value_compression: Some(ProtobufUtils21::flat(64, None)),
6824 dictionary: Some(dictionary_encoding),
6825 num_dictionary_items: unique_values,
6826 layers: vec![pb21::RepDefLayer::RepdefAllValidItem as i32],
6827 num_buffers: 1,
6828 repetition_index_depth: 0,
6829 num_items: rows,
6830 has_large_chunk: false,
6831 };
6832
6833 let buffer_offsets_and_sizes = vec![(0, 0), (0, 0), (0, 0)];
6834 let scheduler = super::MiniBlockScheduler::try_new(
6835 &buffer_offsets_and_sizes,
6836 0,
6837 rows,
6838 &layout,
6839 &DefaultDecompressionStrategy::default(),
6840 )
6841 .unwrap();
6842
6843 let dictionary = scheduler.dictionary.unwrap();
6844 assert_eq!(dictionary.num_dictionary_items, unique_values);
6845 assert_eq!(
6846 dictionary.dictionary_data_alignment,
6847 crate::encoder::MIN_PAGE_BUFFER_ALIGNMENT
6848 );
6849 }
6850
6851 fn create_test_fixed_data_block(
6853 num_values: u64,
6854 cardinality: u64,
6855 bits_per_value: u64,
6856 ) -> DataBlock {
6857 assert!(cardinality > 0);
6858 assert!(cardinality <= num_values);
6859 let block_info = BlockInfo::default();
6860
6861 assert_eq!(bits_per_value % 8, 0);
6862 let data = match bits_per_value {
6863 32 => {
6864 let values = (0..num_values)
6865 .map(|i| (i % cardinality) as u32)
6866 .collect::<Vec<_>>();
6867 crate::buffer::LanceBuffer::reinterpret_vec(values)
6868 }
6869 64 => {
6870 let values = (0..num_values).map(|i| i % cardinality).collect::<Vec<_>>();
6871 crate::buffer::LanceBuffer::reinterpret_vec(values)
6872 }
6873 128 => {
6874 let values = (0..num_values)
6875 .map(|i| (i % cardinality) as u128)
6876 .collect::<Vec<_>>();
6877 crate::buffer::LanceBuffer::reinterpret_vec(values)
6878 }
6879 _ => unreachable!(),
6880 };
6881 DataBlock::FixedWidth(FixedWidthDataBlock {
6882 bits_per_value,
6883 data,
6884 num_values,
6885 block_info,
6886 })
6887 }
6888
6889 fn create_test_variable_width_block(num_values: u64, cardinality: u64) -> DataBlock {
6891 use arrow_array::StringArray;
6892
6893 assert!(cardinality <= num_values && cardinality > 0);
6894
6895 let mut values = Vec::with_capacity(num_values as usize);
6896 for i in 0..num_values {
6897 values.push(format!("value_{:016}", i % cardinality));
6898 }
6899
6900 let array = StringArray::from(values);
6901 DataBlock::from_array(Arc::new(array) as ArrayRef)
6902 }
6903
6904 #[test]
6905 fn test_should_dictionary_encode() {
6906 use crate::constants::DICT_SIZE_RATIO_META_KEY;
6907 use lance_core::datatypes::Field as LanceField;
6908
6909 let block = create_test_variable_width_block(1000, 10);
6911
6912 let mut metadata = HashMap::new();
6913 metadata.insert(DICT_SIZE_RATIO_META_KEY.to_string(), "0.8".to_string());
6914 let arrow_field =
6915 arrow_schema::Field::new("test", DataType::Utf8, false).with_metadata(metadata);
6916 let field = LanceField::try_from(&arrow_field).unwrap();
6917
6918 let result = PrimitiveStructuralEncoder::should_dictionary_encode(
6919 &block,
6920 &field,
6921 LanceFileVersion::V2_1,
6922 );
6923
6924 assert!(
6925 result.is_some(),
6926 "Should use dictionary encode based on size"
6927 );
6928 }
6929
6930 #[test]
6931 fn test_should_not_dictionary_encode_unsupported_bits() {
6932 use crate::constants::DICT_SIZE_RATIO_META_KEY;
6933 use lance_core::datatypes::Field as LanceField;
6934
6935 let block = create_test_fixed_data_block(1000, 1000, 32);
6936
6937 let mut metadata = HashMap::new();
6938 metadata.insert(DICT_SIZE_RATIO_META_KEY.to_string(), "0.8".to_string());
6939 let arrow_field =
6940 arrow_schema::Field::new("test", DataType::Int32, false).with_metadata(metadata);
6941 let field = LanceField::try_from(&arrow_field).unwrap();
6942
6943 let result = PrimitiveStructuralEncoder::should_dictionary_encode(
6944 &block,
6945 &field,
6946 LanceFileVersion::V2_1,
6947 );
6948
6949 assert!(
6950 result.is_none(),
6951 "Should not use dictionary encode for unsupported bit width"
6952 );
6953 }
6954
6955 #[test]
6956 fn test_should_not_dictionary_encode_near_unique_sample() {
6957 use crate::constants::DICT_SIZE_RATIO_META_KEY;
6958 use lance_core::datatypes::Field as LanceField;
6959
6960 let num_values = 5000;
6961 let block = create_test_variable_width_block(num_values, num_values);
6962
6963 let mut metadata = HashMap::new();
6964 metadata.insert(DICT_SIZE_RATIO_META_KEY.to_string(), "1.0".to_string());
6965 let arrow_field =
6966 arrow_schema::Field::new("test", DataType::Utf8, false).with_metadata(metadata);
6967 let field = LanceField::try_from(&arrow_field).unwrap();
6968
6969 let result = PrimitiveStructuralEncoder::should_dictionary_encode(
6970 &block,
6971 &field,
6972 LanceFileVersion::V2_1,
6973 );
6974
6975 assert!(
6976 result.is_none(),
6977 "Should not probe dictionary encoding for near-unique data"
6978 );
6979 }
6980
6981 async fn encode_first_page(
6982 field: arrow_schema::Field,
6983 array: ArrayRef,
6984 version: LanceFileVersion,
6985 ) -> crate::encoder::EncodedPage {
6986 use crate::encoder::{
6987 ColumnIndexSequence, EncodingOptions, MIN_PAGE_BUFFER_ALIGNMENT, OutOfLineBuffers,
6988 default_encoding_strategy,
6989 };
6990 use crate::repdef::RepDefBuilder;
6991
6992 let lance_field = lance_core::datatypes::Field::try_from(&field).unwrap();
6993 let encoding_strategy = default_encoding_strategy(version);
6994 let mut column_index_seq = ColumnIndexSequence::default();
6995 let encoding_options = EncodingOptions {
6996 cache_bytes_per_column: 1,
6997 max_page_bytes: 32 * 1024 * 1024,
6998 keep_original_array: true,
6999 buffer_alignment: MIN_PAGE_BUFFER_ALIGNMENT,
7000 version,
7001 };
7002
7003 let mut encoder = encoding_strategy
7004 .create_field_encoder(
7005 encoding_strategy.as_ref(),
7006 &lance_field,
7007 &mut column_index_seq,
7008 &encoding_options,
7009 )
7010 .unwrap();
7011
7012 let mut external_buffers = OutOfLineBuffers::new(0, MIN_PAGE_BUFFER_ALIGNMENT);
7013 let repdef = RepDefBuilder::default();
7014 let num_rows = array.len() as u64;
7015 let mut pages = Vec::new();
7016 for task in encoder
7017 .maybe_encode(array, &mut external_buffers, repdef, 0, num_rows)
7018 .unwrap()
7019 {
7020 pages.push(task.await.unwrap());
7021 }
7022 for task in encoder.flush(&mut external_buffers).unwrap() {
7023 pages.push(task.await.unwrap());
7024 }
7025 pages.into_iter().next().unwrap()
7026 }
7027
7028 #[tokio::test]
7029 async fn test_constant_layout_out_of_line_fixed_size_binary_v2_2() {
7030 use crate::format::pb21::page_layout::Layout;
7031
7032 let val = vec![0xABu8; 33];
7033 let arr: ArrayRef = Arc::new(
7034 arrow_array::FixedSizeBinaryArray::try_from_sparse_iter_with_size(
7035 std::iter::repeat_n(Some(val.as_slice()), 256),
7036 33,
7037 )
7038 .unwrap(),
7039 );
7040 let field = arrow_schema::Field::new("c", DataType::FixedSizeBinary(33), true);
7041 let page = encode_first_page(field, arr.clone(), LanceFileVersion::V2_2).await;
7042
7043 let PageEncoding::Structural(layout) = &page.description else {
7044 panic!("Expected structural encoding");
7045 };
7046 let Layout::ConstantLayout(layout) = layout.layout.as_ref().unwrap() else {
7047 panic!("Expected constant layout in slot 2");
7048 };
7049 assert!(layout.inline_value.is_none());
7050 assert_eq!(page.data.len(), 1);
7051
7052 let test_cases = TestCases::default()
7053 .with_min_file_version(LanceFileVersion::V2_2)
7054 .with_max_file_version(LanceFileVersion::V2_2)
7055 .with_page_sizes(vec![4096]);
7056 check_round_trip_encoding_of_data(vec![arr], &test_cases, HashMap::new()).await;
7057 }
7058
7059 #[tokio::test]
7060 async fn test_constant_layout_out_of_line_utf8_v2_2() {
7061 use crate::format::pb21::page_layout::Layout;
7062
7063 let arr: ArrayRef = Arc::new(arrow_array::StringArray::from_iter_values(
7064 std::iter::repeat_n("hello", 512),
7065 ));
7066 let field = arrow_schema::Field::new("c", DataType::Utf8, true);
7067 let page = encode_first_page(field, arr.clone(), LanceFileVersion::V2_2).await;
7068
7069 let PageEncoding::Structural(layout) = &page.description else {
7070 panic!("Expected structural encoding");
7071 };
7072 let Layout::ConstantLayout(layout) = layout.layout.as_ref().unwrap() else {
7073 panic!("Expected constant layout in slot 2");
7074 };
7075 assert!(layout.inline_value.is_none());
7076 assert_eq!(page.data.len(), 1);
7077
7078 let test_cases = TestCases::default()
7079 .with_min_file_version(LanceFileVersion::V2_2)
7080 .with_max_file_version(LanceFileVersion::V2_2)
7081 .with_page_sizes(vec![4096]);
7082 check_round_trip_encoding_of_data(vec![arr], &test_cases, HashMap::new()).await;
7083 }
7084
7085 #[tokio::test]
7086 async fn test_constant_layout_nullable_item_v2_2() {
7087 use crate::format::pb21::page_layout::Layout;
7088
7089 let arr: ArrayRef = Arc::new(arrow_array::Int32Array::from(vec![
7090 Some(7),
7091 None,
7092 Some(7),
7093 None,
7094 Some(7),
7095 ]));
7096 let field = arrow_schema::Field::new("c", DataType::Int32, true);
7097 let page = encode_first_page(field, arr.clone(), LanceFileVersion::V2_2).await;
7098
7099 let PageEncoding::Structural(layout) = &page.description else {
7100 panic!("Expected structural encoding");
7101 };
7102 let Layout::ConstantLayout(layout) = layout.layout.as_ref().unwrap() else {
7103 panic!("Expected constant layout in slot 2");
7104 };
7105 assert!(layout.inline_value.is_some());
7106 assert_eq!(page.data.len(), 2);
7107
7108 let test_cases = TestCases::default()
7109 .with_min_file_version(LanceFileVersion::V2_2)
7110 .with_max_file_version(LanceFileVersion::V2_2)
7111 .with_page_sizes(vec![4096]);
7112 check_round_trip_encoding_of_data(vec![arr], &test_cases, HashMap::new()).await;
7113 }
7114
7115 #[tokio::test]
7116 async fn test_constant_layout_list_repdef_v2_2() {
7117 use crate::format::pb21::page_layout::Layout;
7118 use arrow_array::builder::{Int32Builder, ListBuilder};
7119
7120 let mut builder = ListBuilder::new(Int32Builder::new());
7121 builder.values().append_value(7);
7122 builder.values().append_null();
7123 builder.values().append_value(7);
7124 builder.append(true);
7125
7126 builder.append(true);
7127
7128 builder.values().append_value(7);
7129 builder.append(true);
7130
7131 builder.append_null();
7132
7133 let arr: ArrayRef = Arc::new(builder.finish());
7134 let field = arrow_schema::Field::new(
7135 "c",
7136 DataType::List(Arc::new(arrow_schema::Field::new(
7137 "item",
7138 DataType::Int32,
7139 true,
7140 ))),
7141 true,
7142 );
7143 let page = encode_first_page(field, arr.clone(), LanceFileVersion::V2_2).await;
7144
7145 let PageEncoding::Structural(layout) = &page.description else {
7146 panic!("Expected structural encoding");
7147 };
7148 let Layout::ConstantLayout(layout) = layout.layout.as_ref().unwrap() else {
7149 panic!("Expected constant layout in slot 2");
7150 };
7151 assert!(layout.inline_value.is_some());
7152 assert_eq!(page.data.len(), 2);
7153
7154 let test_cases = TestCases::default()
7155 .with_min_file_version(LanceFileVersion::V2_2)
7156 .with_max_file_version(LanceFileVersion::V2_2)
7157 .with_page_sizes(vec![4096]);
7158 check_round_trip_encoding_of_data(vec![arr], &test_cases, HashMap::new()).await;
7159 }
7160
7161 #[tokio::test]
7162 async fn test_constant_layout_fixed_size_list_not_used_v2_2() {
7163 use crate::format::pb21::page_layout::Layout;
7164 use arrow_array::builder::{FixedSizeListBuilder, Int32Builder};
7165
7166 let mut builder = FixedSizeListBuilder::new(Int32Builder::new(), 3);
7167 for _ in 0..64 {
7168 builder.values().append_value(1);
7169 builder.values().append_null();
7170 builder.values().append_value(3);
7171 builder.append(true);
7172 }
7173 let arr: ArrayRef = Arc::new(builder.finish());
7174 let field = arrow_schema::Field::new(
7175 "c",
7176 DataType::FixedSizeList(
7177 Arc::new(arrow_schema::Field::new("item", DataType::Int32, true)),
7178 3,
7179 ),
7180 true,
7181 );
7182 let page = encode_first_page(field, arr.clone(), LanceFileVersion::V2_2).await;
7183
7184 if let PageEncoding::Structural(layout) = &page.description {
7185 assert!(
7186 !matches!(layout.layout.as_ref().unwrap(), Layout::ConstantLayout(_)),
7187 "FixedSizeList should not use constant layout yet"
7188 );
7189 }
7190
7191 let test_cases = TestCases::default()
7192 .with_min_file_version(LanceFileVersion::V2_2)
7193 .with_max_file_version(LanceFileVersion::V2_2)
7194 .with_page_sizes(vec![4096]);
7195 check_round_trip_encoding_of_data(vec![arr], &test_cases, HashMap::new()).await;
7196 }
7197
7198 #[tokio::test]
7199 async fn test_constant_layout_not_written_before_v2_2() {
7200 use crate::format::pb21::page_layout::Layout;
7201
7202 let arr: ArrayRef = Arc::new(arrow_array::Int32Array::from(vec![7; 1024]));
7203 let field = arrow_schema::Field::new("c", DataType::Int32, true);
7204 let page = encode_first_page(field, arr.clone(), LanceFileVersion::V2_1).await;
7205
7206 let PageEncoding::Structural(layout) = &page.description else {
7207 return;
7208 };
7209 assert!(
7210 !matches!(layout.layout.as_ref().unwrap(), Layout::ConstantLayout(_)),
7211 "Should not emit constant layout before v2.2"
7212 );
7213
7214 let test_cases = TestCases::default()
7215 .with_min_file_version(LanceFileVersion::V2_1)
7216 .with_max_file_version(LanceFileVersion::V2_1)
7217 .with_page_sizes(vec![4096]);
7218 check_round_trip_encoding_of_data(vec![arr], &test_cases, HashMap::new()).await;
7219 }
7220
7221 #[tokio::test]
7222 async fn test_all_null_constant_layout_still_works_v2_2() {
7223 use crate::format::pb21::page_layout::Layout;
7224
7225 let arr: ArrayRef = Arc::new(arrow_array::Int32Array::from(vec![None, None, None]));
7226 let field = arrow_schema::Field::new("c", DataType::Int32, true);
7227 let page = encode_first_page(field, arr.clone(), LanceFileVersion::V2_2).await;
7228
7229 let PageEncoding::Structural(layout) = &page.description else {
7230 panic!("Expected structural encoding");
7231 };
7232 let Layout::ConstantLayout(layout) = layout.layout.as_ref().unwrap() else {
7233 panic!("Expected layout in slot 2");
7234 };
7235 assert!(layout.inline_value.is_none());
7236 assert_eq!(page.data.len(), 0);
7237
7238 let test_cases = TestCases::default()
7239 .with_min_file_version(LanceFileVersion::V2_2)
7240 .with_max_file_version(LanceFileVersion::V2_2)
7241 .with_page_sizes(vec![4096]);
7242 check_round_trip_encoding_of_data(vec![arr], &test_cases, HashMap::new()).await;
7243 }
7244
7245 #[test]
7246 fn test_encode_decode_complex_all_null_vals_roundtrip() {
7247 use crate::compression::{
7248 DecompressionStrategy, DefaultCompressionStrategy, DefaultDecompressionStrategy,
7249 };
7250
7251 let values: Arc<[u16]> = Arc::from((0..2048).map(|i| (i % 5) as u16).collect::<Vec<u16>>());
7252
7253 let compression_strategy = DefaultCompressionStrategy::default();
7254 let decompression_strategy = DefaultDecompressionStrategy::default();
7255
7256 let (compressed_buf, encoding) = PrimitiveStructuralEncoder::encode_complex_all_null_vals(
7257 &values,
7258 &compression_strategy,
7259 )
7260 .unwrap();
7261
7262 let decompressor = decompression_strategy
7263 .create_block_decompressor(&encoding)
7264 .unwrap();
7265 let decompressed = decompressor
7266 .decompress(compressed_buf, values.len() as u64)
7267 .unwrap();
7268 let decompressed_fixed_width = decompressed.as_fixed_width().unwrap();
7269 assert_eq!(decompressed_fixed_width.num_values, values.len() as u64);
7270 assert_eq!(decompressed_fixed_width.bits_per_value, 16);
7271 let rep_result = decompressed_fixed_width.data.borrow_to_typed_slice::<u16>();
7272 assert_eq!(rep_result.as_ref(), values.as_ref());
7273 }
7274
7275 #[tokio::test]
7276 async fn test_complex_all_null_compression_gated_by_version() {
7277 use crate::format::pb21::page_layout::Layout;
7278 use arrow_array::ListArray;
7279
7280 let list_array = ListArray::from_iter_primitive::<arrow_array::types::Int32Type, _, _>(
7281 (0..1000).map(|i| if i % 2 == 0 { None } else { Some(vec![]) }),
7282 );
7283 let arr: ArrayRef = Arc::new(list_array);
7284 let field = arrow_schema::Field::new(
7285 "c",
7286 DataType::List(Arc::new(arrow_schema::Field::new(
7287 "item",
7288 DataType::Int32,
7289 true,
7290 ))),
7291 true,
7292 );
7293
7294 let page_v21 = encode_first_page(field.clone(), arr.clone(), LanceFileVersion::V2_1).await;
7295 let PageEncoding::Structural(layout_v21) = &page_v21.description else {
7296 panic!("Expected structural encoding");
7297 };
7298 let Layout::ConstantLayout(layout_v21) = layout_v21.layout.as_ref().unwrap() else {
7299 panic!("Expected constant layout");
7300 };
7301 assert!(layout_v21.rep_compression.is_none());
7302 assert!(layout_v21.def_compression.is_none());
7303 assert_eq!(layout_v21.num_rep_values, 0);
7304 assert_eq!(layout_v21.num_def_values, 0);
7305
7306 let page_v22 = encode_first_page(field, arr, LanceFileVersion::V2_2).await;
7307 let PageEncoding::Structural(layout_v22) = &page_v22.description else {
7308 panic!("Expected structural encoding");
7309 };
7310 let Layout::ConstantLayout(layout_v22) = layout_v22.layout.as_ref().unwrap() else {
7311 panic!("Expected constant layout");
7312 };
7313 assert!(layout_v22.def_compression.is_some());
7314 assert!(layout_v22.num_def_values > 0);
7315 }
7316
7317 #[tokio::test]
7318 async fn test_complex_all_null_round_trip() {
7319 use arrow_array::ListArray;
7320
7321 let list_array = ListArray::from_iter_primitive::<arrow_array::types::Int32Type, _, _>(
7322 (0..1000).map(|i| if i % 2 == 0 { None } else { Some(vec![]) }),
7323 );
7324
7325 let test_cases = TestCases::default().with_min_file_version(LanceFileVersion::V2_2);
7326 check_round_trip_encoding_of_data(vec![Arc::new(list_array)], &test_cases, HashMap::new())
7327 .await;
7328 }
7329 fn truncated_tail_details() -> std::sync::Arc<super::FullZipDecodeDetails> {
7330 use crate::compression::VariablePerValueDecompressor;
7331 use crate::encodings::physical::binary::VariableDecoder;
7332 use crate::repdef::{ControlWordParser, DefinitionInterpretation};
7333 use std::sync::Arc;
7334 Arc::new(super::FullZipDecodeDetails {
7335 value_decompressor: super::PerValueDecompressor::Variable(Arc::new(
7336 VariableDecoder::default(),
7337 )
7338 as Arc<dyn VariablePerValueDecompressor>),
7339 def_meaning: vec![DefinitionInterpretation::NullableItem].into(),
7340 ctrl_word_parser: ControlWordParser::new(0, 0),
7341 max_rep: 0,
7342 max_visible_def: 0,
7343 })
7344 }
7345
7346 fn decode_variable_full_zip(
7347 buf: Vec<u8>,
7348 bits_per_offset: u8,
7349 ) -> lance_core::Result<super::VariableFullZipDecoder> {
7350 use std::collections::VecDeque;
7351 let mut data = VecDeque::new();
7352 data.push_back(crate::buffer::LanceBuffer::from(buf));
7353 super::VariableFullZipDecoder::new(
7354 truncated_tail_details(),
7355 data,
7356 1,
7357 bits_per_offset,
7358 bits_per_offset,
7359 )
7360 }
7361
7362 #[test]
7371 fn variable_full_zip_truncated_length_prefix_is_corrupt_file() {
7372 use lance_core::Error;
7373
7374 for (bits, buf_len) in [(32u8, 3usize), (64u8, 4usize)] {
7375 let err = decode_variable_full_zip(vec![0xAA; buf_len], bits)
7376 .expect_err("a truncated length prefix must not decode");
7377 assert!(
7378 matches!(err, Error::CorruptFile { .. }),
7379 "expected CorruptFile for a {}-bit prefix with {} byte(s), got: {:?}",
7380 bits,
7381 buf_len,
7382 err
7383 );
7384 let msg = err.to_string();
7385 assert!(
7386 msg.contains("truncated length prefix"),
7387 "error should say what is wrong, got: {msg}"
7388 );
7389 }
7390 }
7391}