reifydb-sdk 0.4.1

SDK for building ReifyDB operators
Documentation
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
// SPDX-License-Identifier: Apache-2.0
// Copyright (c) 2025 ReifyDB

//! WASM flat binary marshalling and unmarshalling for columnar data
//!
//! Provides `marshal_columns_to_bytes` and `unmarshal_columns_from_bytes` which
//! convert between `Columns` and a flat `Vec<u8>` using u32 offsets (no pointers),
//! suitable for passing through WASM linear memory.

use std::{mem::size_of, ptr, slice, str};

use postcard::{from_bytes, to_allocvec};
use reifydb_abi::data::{
	column::ColumnTypeCode,
	wasm::{COLUMN_WASM_SIZE, COLUMNS_WASM_HEADER_SIZE, ColumnWasm, ColumnsWasm},
};
use reifydb_core::value::column::{Column, columns::Columns, data::ColumnData};
use reifydb_type::{
	fragment::Fragment,
	util::bitvec::BitVec,
	value::{
		Value,
		blob::Blob,
		constraint::{bytes::MaxBytes, precision::Precision, scale::Scale},
		container::{
			any::AnyContainer, blob::BlobContainer, bool::BoolContainer, dictionary::DictionaryContainer,
			identity_id::IdentityIdContainer, number::NumberContainer, temporal::TemporalContainer,
			utf8::Utf8Container, uuid::UuidContainer,
		},
		date::Date,
		datetime::DateTime,
		decimal::Decimal,
		dictionary::DictionaryEntryId,
		duration::Duration,
		identity::IdentityId,
		int::Int,
		is::IsNumber,
		row_number::RowNumber,
		time::Time,
		r#type::Type,
		uint::Uint,
		uuid::{Uuid4, Uuid7},
	},
};
use serde::{Serialize, de::DeserializeOwned};
use uuid::Uuid;

use super::util::column_data_to_type_code;

/// Marshal `Columns` into a flat binary buffer suitable for WASM linear memory.
pub fn marshal_columns_to_bytes(columns: &Columns) -> Vec<u8> {
	let row_count = columns.row_count();
	let column_count = columns.len();

	// Pre-allocate with header + column descriptors
	let header_total = COLUMNS_WASM_HEADER_SIZE + column_count * COLUMN_WASM_SIZE;
	let mut buf: Vec<u8> = vec![0u8; header_total];

	// Marshal row numbers
	let (rn_offset, rn_len) = if !columns.row_numbers.is_empty() {
		let offset = header_total as u32;
		for rn in columns.row_numbers.iter() {
			let val: u64 = (*rn).into();
			buf.extend_from_slice(&val.to_le_bytes());
		}
		let len = (buf.len() - header_total) as u32;
		(offset, len)
	} else {
		(0u32, 0u32)
	};

	// Marshal each column
	let mut col_descriptors: Vec<ColumnWasm> = Vec::with_capacity(column_count);

	for col in columns.iter() {
		// Name
		let name_bytes = col.name.text().as_bytes();
		let name_offset = buf.len() as u32;
		buf.extend_from_slice(name_bytes);
		let name_len = name_bytes.len() as u32;

		let data = col.data();
		let data_row_count = data.len() as u32;
		let type_code = column_data_to_type_code(data) as u32;

		// Unwrap Option to get inner data + bitvec
		let (inner_data, opt_bitvec) = data.unwrap_option();

		// Bitvec
		let (bitvec_offset, bitvec_len) = if let Some(bv) = opt_bitvec {
			marshal_bitvec_to_buf(&mut buf, bv)
		} else if data_row_count > 0 {
			// All defined — write all-ones bitvec
			let all_ones = BitVec::repeat(data_row_count as usize, true);
			marshal_bitvec_to_buf(&mut buf, &all_ones)
		} else {
			(0u32, 0u32)
		};

		// Data + offsets
		let (data_offset, data_len, offsets_offset, offsets_len) =
			marshal_column_data_bytes_to_buf(&mut buf, inner_data);

		col_descriptors.push(ColumnWasm {
			name_offset,
			name_len,
			type_code,
			data_row_count,
			data_offset,
			data_len,
			bitvec_offset,
			bitvec_len,
			offsets_offset,
			offsets_len,
		});
	}

	// Write ColumnsWasm header at position 0
	let header = ColumnsWasm {
		row_count: row_count as u32,
		column_count: column_count as u32,
		row_numbers_offset: rn_offset,
		row_numbers_len: rn_len,
	};
	// Overwrite bytes 0..16
	let mut hdr_buf = Vec::with_capacity(COLUMNS_WASM_HEADER_SIZE);
	header.write_to_bytes(&mut hdr_buf);
	buf[..COLUMNS_WASM_HEADER_SIZE].copy_from_slice(&hdr_buf);

	// Write column descriptors at positions 16..16+N*40
	for (i, desc) in col_descriptors.iter().enumerate() {
		let offset = COLUMNS_WASM_HEADER_SIZE + i * COLUMN_WASM_SIZE;
		desc.write_at(&mut buf, offset);
	}

	buf
}

/// Unmarshal `Columns` from a flat binary buffer.
pub fn unmarshal_columns_from_bytes(bytes: &[u8]) -> Columns {
	if bytes.len() < COLUMNS_WASM_HEADER_SIZE {
		return Columns::empty();
	}

	let header = ColumnsWasm::read_from_bytes(bytes);
	let row_count = header.row_count as usize;
	let column_count = header.column_count as usize;

	if row_count == 0 && column_count == 0 {
		return Columns::empty();
	}

	// Unmarshal row numbers
	let row_numbers: Vec<RowNumber> = if header.row_numbers_offset > 0 && header.row_numbers_len > 0 {
		let start = header.row_numbers_offset as usize;
		let end = start + header.row_numbers_len as usize;
		let rn_bytes = &bytes[start..end];
		rn_bytes.chunks_exact(8)
			.map(|chunk| {
				let val = u64::from_le_bytes([
					chunk[0], chunk[1], chunk[2], chunk[3], chunk[4], chunk[5], chunk[6], chunk[7],
				]);
				RowNumber(val)
			})
			.collect()
	} else {
		Vec::new()
	};

	// Unmarshal columns
	let mut columns: Vec<Column> = Vec::with_capacity(column_count);
	for i in 0..column_count {
		let desc_start = COLUMNS_WASM_HEADER_SIZE + i * COLUMN_WASM_SIZE;
		let desc = ColumnWasm::read_from_bytes(&bytes[desc_start..]);

		// Name
		let name = if desc.name_len > 0 {
			let start = desc.name_offset as usize;
			let end = start + desc.name_len as usize;
			let s = str::from_utf8(&bytes[start..end]).unwrap_or("");
			Fragment::internal(s)
		} else {
			Fragment::internal("")
		};

		let data_row_count = desc.data_row_count as usize;
		let type_code = type_code_from_u32(desc.type_code);

		// Bitvec
		let bitvec = if desc.bitvec_len > 0 {
			let start = desc.bitvec_offset as usize;
			let end = start + desc.bitvec_len as usize;
			unmarshal_bitvec_from_bytes(&bytes[start..end], data_row_count)
		} else {
			BitVec::repeat(data_row_count, true)
		};

		// Data slice
		let data_slice = if desc.data_len > 0 {
			let start = desc.data_offset as usize;
			let end = start + desc.data_len as usize;
			&bytes[start..end]
		} else {
			&[]
		};

		// Offsets slice
		let offsets_slice = if desc.offsets_len > 0 {
			let start = desc.offsets_offset as usize;
			let end = start + desc.offsets_len as usize;
			&bytes[start..end]
		} else {
			&[]
		};

		let data = unmarshal_column_data(type_code, data_row_count, data_slice, bitvec, offsets_slice);

		columns.push(Column {
			name,
			data,
		});
	}

	if row_numbers.is_empty() {
		Columns::new(columns)
	} else {
		Columns::with_row_numbers(columns, row_numbers)
	}
}

fn marshal_bitvec_to_buf(buf: &mut Vec<u8>, bitvec: &BitVec) -> (u32, u32) {
	let len = bitvec.len();
	if len == 0 {
		return (0, 0);
	}

	let byte_count = (len + 7) / 8;
	let offset = buf.len() as u32;

	// Zero-initialize
	buf.resize(buf.len() + byte_count, 0);
	let start = offset as usize;

	for (i, bit) in bitvec.iter().enumerate() {
		if bit {
			buf[start + i / 8] |= 1 << (i % 8);
		}
	}

	(offset, byte_count as u32)
}

fn unmarshal_bitvec_from_bytes(bytes: &[u8], len: usize) -> BitVec {
	let mut bits = Vec::with_capacity(len);
	for i in 0..len {
		let byte_idx = i / 8;
		let bit_idx = i % 8;
		let bit = if byte_idx < bytes.len() {
			(bytes[byte_idx] & (1 << bit_idx)) != 0
		} else {
			true
		};
		bits.push(bit);
	}
	BitVec::from_slice(&bits)
}

/// Marshal column data bytes + offsets into buf, returning (data_offset, data_len, offsets_offset, offsets_len).
fn marshal_column_data_bytes_to_buf(buf: &mut Vec<u8>, data: &ColumnData) -> (u32, u32, u32, u32) {
	match data {
		ColumnData::Bool(container) => {
			let len = container.len();
			if len == 0 {
				return (0, 0, 0, 0);
			}
			let byte_count = (len + 7) / 8;
			let offset = buf.len() as u32;
			buf.resize(buf.len() + byte_count, 0);
			let start = offset as usize;
			for i in 0..len {
				if let Some(val) = container.get(i) {
					if val {
						buf[start + i / 8] |= 1 << (i % 8);
					}
				}
			}
			(offset, byte_count as u32, 0, 0)
		}

		ColumnData::Float4(container) => marshal_numeric_to_buf(buf, &**container),
		ColumnData::Float8(container) => marshal_numeric_to_buf(buf, &**container),
		ColumnData::Int1(container) => marshal_numeric_to_buf(buf, &**container),
		ColumnData::Int2(container) => marshal_numeric_to_buf(buf, &**container),
		ColumnData::Int4(container) => marshal_numeric_to_buf(buf, &**container),
		ColumnData::Int8(container) => marshal_numeric_to_buf(buf, &**container),
		ColumnData::Int16(container) => marshal_numeric_to_buf(buf, &**container),
		ColumnData::Uint1(container) => marshal_numeric_to_buf(buf, &**container),
		ColumnData::Uint2(container) => marshal_numeric_to_buf(buf, &**container),
		ColumnData::Uint4(container) => marshal_numeric_to_buf(buf, &**container),
		ColumnData::Uint8(container) => marshal_numeric_to_buf(buf, &**container),
		ColumnData::Uint16(container) => marshal_numeric_to_buf(buf, &**container),

		ColumnData::Date(container) => {
			let dates: &[Date] = &**container;
			let encoded: Vec<i32> = dates.iter().map(|d| d.to_days_since_epoch()).collect();
			marshal_numeric_to_buf(buf, &encoded)
		}
		ColumnData::DateTime(container) => {
			let datetimes: &[DateTime] = &**container;
			let encoded: Vec<i64> = datetimes.iter().map(|dt| dt.timestamp()).collect();
			marshal_numeric_to_buf(buf, &encoded)
		}
		ColumnData::Time(container) => {
			let times: &[Time] = &**container;
			let encoded: Vec<u64> = times.iter().map(|t| t.to_nanos_since_midnight()).collect();
			marshal_numeric_to_buf(buf, &encoded)
		}
		ColumnData::Duration(container) => {
			let durations: &[Duration] = &**container;
			marshal_serialized_to_buf(buf, durations)
		}

		ColumnData::IdentityId(container) => {
			let ids: &[IdentityId] = &**container;
			let bytes: Vec<u8> = ids.iter().flat_map(|id| id.0.as_bytes().iter().copied()).collect();
			marshal_raw_bytes_to_buf(buf, &bytes)
		}
		ColumnData::Uuid4(container) => {
			let uuids: &[Uuid4] = &**container;
			let bytes: Vec<u8> = uuids.iter().flat_map(|u| u.0.as_bytes().iter().copied()).collect();
			marshal_raw_bytes_to_buf(buf, &bytes)
		}
		ColumnData::Uuid7(container) => {
			let uuids: &[Uuid7] = &**container;
			let bytes: Vec<u8> = uuids.iter().flat_map(|u| u.0.as_bytes().iter().copied()).collect();
			marshal_raw_bytes_to_buf(buf, &bytes)
		}

		ColumnData::Utf8 {
			container,
			..
		} => {
			let strings: &[String] = &**container;
			marshal_strings_to_buf(buf, strings)
		}
		ColumnData::Blob {
			container,
			..
		} => {
			let blobs: &[Blob] = &**container;
			marshal_blobs_to_buf(buf, blobs)
		}

		ColumnData::Int {
			container,
			..
		} => {
			let values: &[Int] = &**container;
			marshal_serialized_to_buf(buf, values)
		}
		ColumnData::Uint {
			container,
			..
		} => {
			let values: &[Uint] = &**container;
			marshal_serialized_to_buf(buf, values)
		}
		ColumnData::Decimal {
			container,
			..
		} => {
			let values: &[Decimal] = &**container;
			marshal_serialized_to_buf(buf, values)
		}
		ColumnData::Any(container) => {
			let mut offsets: Vec<u64> = Vec::with_capacity(container.len() + 1);
			let mut data_bytes: Vec<u8> = Vec::new();
			offsets.push(0);
			for i in 0..container.len() {
				let value = container.get(i);
				let serialized = to_allocvec(&value).unwrap_or_default();
				data_bytes.extend_from_slice(&serialized);
				offsets.push(data_bytes.len() as u64);
			}
			marshal_data_with_offsets_to_buf(buf, &data_bytes, &offsets)
		}

		ColumnData::DictionaryId(container) => {
			let encoded: Vec<u128> = container.data().iter().map(|id| id.to_u128()).collect();
			marshal_numeric_to_buf(buf, &encoded)
		}

		ColumnData::Option {
			inner,
			..
		} => marshal_column_data_bytes_to_buf(buf, inner),
	}
}

/// Marshal a numeric slice into buf. Returns (data_offset, data_len, 0, 0).
fn marshal_numeric_to_buf<T: Copy>(buf: &mut Vec<u8>, slice: &[T]) -> (u32, u32, u32, u32) {
	let byte_len = slice.len() * size_of::<T>();
	if byte_len == 0 {
		return (0, 0, 0, 0);
	}
	let offset = buf.len() as u32;
	let src = slice.as_ptr() as *const u8;
	buf.extend_from_slice(unsafe { slice::from_raw_parts(src, byte_len) });
	(offset, byte_len as u32, 0, 0)
}

/// Marshal raw bytes into buf. Returns (data_offset, data_len, 0, 0).
fn marshal_raw_bytes_to_buf(buf: &mut Vec<u8>, data: &[u8]) -> (u32, u32, u32, u32) {
	if data.is_empty() {
		return (0, 0, 0, 0);
	}
	let offset = buf.len() as u32;
	buf.extend_from_slice(data);
	(offset, data.len() as u32, 0, 0)
}

/// Marshal strings with offsets into buf.
fn marshal_strings_to_buf(buf: &mut Vec<u8>, strings: &[String]) -> (u32, u32, u32, u32) {
	let mut offsets: Vec<u64> = Vec::with_capacity(strings.len() + 1);
	let mut data: Vec<u8> = Vec::new();
	offsets.push(0);
	for s in strings {
		data.extend_from_slice(s.as_bytes());
		offsets.push(data.len() as u64);
	}
	marshal_data_with_offsets_to_buf(buf, &data, &offsets)
}

/// Marshal blobs with offsets into buf.
fn marshal_blobs_to_buf(buf: &mut Vec<u8>, blobs: &[Blob]) -> (u32, u32, u32, u32) {
	let mut offsets: Vec<u64> = Vec::with_capacity(blobs.len() + 1);
	let mut data: Vec<u8> = Vec::new();
	offsets.push(0);
	for blob in blobs {
		data.extend_from_slice(blob.as_bytes());
		offsets.push(data.len() as u64);
	}
	marshal_data_with_offsets_to_buf(buf, &data, &offsets)
}

/// Marshal serialized values with offsets into buf.
fn marshal_serialized_to_buf<T: Serialize>(buf: &mut Vec<u8>, values: &[T]) -> (u32, u32, u32, u32) {
	let mut offsets: Vec<u64> = Vec::with_capacity(values.len() + 1);
	let mut data: Vec<u8> = Vec::new();
	offsets.push(0);
	for value in values {
		let serialized = to_allocvec(value).unwrap_or_default();
		data.extend_from_slice(&serialized);
		offsets.push(data.len() as u64);
	}
	marshal_data_with_offsets_to_buf(buf, &data, &offsets)
}

/// Append data bytes and offset array to buf.
/// Returns (data_offset, data_len, offsets_offset, offsets_len).
fn marshal_data_with_offsets_to_buf(buf: &mut Vec<u8>, data: &[u8], offsets: &[u64]) -> (u32, u32, u32, u32) {
	let data_offset = buf.len() as u32;
	buf.extend_from_slice(data);
	let data_len = data.len() as u32;

	let offsets_offset = buf.len() as u32;
	let offsets_byte_len = offsets.len() * size_of::<u64>();
	let src = offsets.as_ptr() as *const u8;
	buf.extend_from_slice(unsafe { slice::from_raw_parts(src, offsets_byte_len) });
	let offsets_len = offsets_byte_len as u32;

	(data_offset, data_len, offsets_offset, offsets_len)
}

fn type_code_from_u32(v: u32) -> ColumnTypeCode {
	match v {
		0 => ColumnTypeCode::Bool,
		1 => ColumnTypeCode::Float4,
		2 => ColumnTypeCode::Float8,
		3 => ColumnTypeCode::Int1,
		4 => ColumnTypeCode::Int2,
		5 => ColumnTypeCode::Int4,
		6 => ColumnTypeCode::Int8,
		7 => ColumnTypeCode::Int16,
		8 => ColumnTypeCode::Uint1,
		9 => ColumnTypeCode::Uint2,
		10 => ColumnTypeCode::Uint4,
		11 => ColumnTypeCode::Uint8,
		12 => ColumnTypeCode::Uint16,
		13 => ColumnTypeCode::Utf8,
		14 => ColumnTypeCode::Date,
		15 => ColumnTypeCode::DateTime,
		16 => ColumnTypeCode::Time,
		17 => ColumnTypeCode::Duration,
		18 => ColumnTypeCode::IdentityId,
		19 => ColumnTypeCode::Uuid4,
		20 => ColumnTypeCode::Uuid7,
		21 => ColumnTypeCode::Blob,
		22 => ColumnTypeCode::Int,
		23 => ColumnTypeCode::Uint,
		24 => ColumnTypeCode::Decimal,
		25 => ColumnTypeCode::Any,
		26 => ColumnTypeCode::DictionaryId,
		_ => ColumnTypeCode::Undefined,
	}
}

fn unmarshal_column_data(
	type_code: ColumnTypeCode,
	row_count: usize,
	data: &[u8],
	bitvec: BitVec,
	offsets_bytes: &[u8],
) -> ColumnData {
	if row_count == 0 {
		return ColumnData::none_typed(Type::Any, 0);
	}

	let inner = match type_code {
		ColumnTypeCode::Bool => {
			let mut values = Vec::with_capacity(row_count);
			for i in 0..row_count {
				let byte_idx = i / 8;
				let bit_idx = i % 8;
				let val = if byte_idx < data.len() {
					(data[byte_idx] & (1 << bit_idx)) != 0
				} else {
					false
				};
				values.push(val);
			}
			ColumnData::Bool(BoolContainer::new(values))
		}
		ColumnTypeCode::Float4 => ColumnData::Float4(unmarshal_numeric::<f32>(data, row_count)),
		ColumnTypeCode::Float8 => ColumnData::Float8(unmarshal_numeric::<f64>(data, row_count)),
		ColumnTypeCode::Int1 => ColumnData::Int1(unmarshal_numeric::<i8>(data, row_count)),
		ColumnTypeCode::Int2 => ColumnData::Int2(unmarshal_numeric::<i16>(data, row_count)),
		ColumnTypeCode::Int4 => ColumnData::Int4(unmarshal_numeric::<i32>(data, row_count)),
		ColumnTypeCode::Int8 => ColumnData::Int8(unmarshal_numeric::<i64>(data, row_count)),
		ColumnTypeCode::Int16 => ColumnData::Int16(unmarshal_numeric::<i128>(data, row_count)),
		ColumnTypeCode::Uint1 => ColumnData::Uint1(unmarshal_numeric::<u8>(data, row_count)),
		ColumnTypeCode::Uint2 => ColumnData::Uint2(unmarshal_numeric::<u16>(data, row_count)),
		ColumnTypeCode::Uint4 => ColumnData::Uint4(unmarshal_numeric::<u32>(data, row_count)),
		ColumnTypeCode::Uint8 => ColumnData::Uint8(unmarshal_numeric::<u64>(data, row_count)),
		ColumnTypeCode::Uint16 => ColumnData::Uint16(unmarshal_numeric::<u128>(data, row_count)),
		ColumnTypeCode::Utf8 => {
			let container = unmarshal_utf8(data, row_count, offsets_bytes);
			ColumnData::Utf8 {
				container,
				max_bytes: MaxBytes::MAX,
			}
		}
		ColumnTypeCode::Date => ColumnData::Date(unmarshal_date(data, row_count)),
		ColumnTypeCode::DateTime => ColumnData::DateTime(unmarshal_datetime(data, row_count)),
		ColumnTypeCode::Time => ColumnData::Time(unmarshal_time(data, row_count)),
		ColumnTypeCode::Duration => ColumnData::Duration(unmarshal_duration(data, row_count, offsets_bytes)),
		ColumnTypeCode::IdentityId => ColumnData::IdentityId(unmarshal_identity_id(data, row_count)),
		ColumnTypeCode::Uuid4 => ColumnData::Uuid4(unmarshal_uuid4(data, row_count)),
		ColumnTypeCode::Uuid7 => ColumnData::Uuid7(unmarshal_uuid7(data, row_count)),
		ColumnTypeCode::Blob => {
			let container = unmarshal_blob(data, row_count, offsets_bytes);
			ColumnData::Blob {
				container,
				max_bytes: MaxBytes::MAX,
			}
		}
		ColumnTypeCode::Int => {
			let container = unmarshal_serialized::<Int>(data, row_count, offsets_bytes);
			ColumnData::Int {
				container,
				max_bytes: MaxBytes::MAX,
			}
		}
		ColumnTypeCode::Uint => {
			let container = unmarshal_serialized::<Uint>(data, row_count, offsets_bytes);
			ColumnData::Uint {
				container,
				max_bytes: MaxBytes::MAX,
			}
		}
		ColumnTypeCode::Decimal => {
			let container = unmarshal_serialized::<Decimal>(data, row_count, offsets_bytes);
			ColumnData::Decimal {
				container,
				precision: Precision::MAX,
				scale: Scale::MIN,
			}
		}
		ColumnTypeCode::Any => ColumnData::Any(unmarshal_any(data, row_count, offsets_bytes)),
		ColumnTypeCode::DictionaryId => {
			let u128_container = unmarshal_numeric::<u128>(data, row_count);
			let entries: Vec<DictionaryEntryId> =
				u128_container.iter().map(|v| DictionaryEntryId::U16(v.unwrap_or_default())).collect();
			ColumnData::DictionaryId(DictionaryContainer::new(entries))
		}
		ColumnTypeCode::Undefined => return ColumnData::none_typed(Type::Any, row_count),
	};

	// Wrap in Option if bitvec has any false (null) values
	maybe_wrap_option(inner, bitvec)
}

fn read_offsets(bytes: &[u8]) -> Vec<u64> {
	bytes.chunks_exact(size_of::<u64>()).map(|chunk| u64::from_le_bytes(chunk.try_into().unwrap())).collect()
}

/// Wrap ColumnData in Option if bitvec has any false (null) entries.
fn maybe_wrap_option(inner: ColumnData, bitvec: BitVec) -> ColumnData {
	let has_nulls = bitvec.iter().any(|b| !b);
	if has_nulls {
		ColumnData::Option {
			inner: Box::new(inner),
			bitvec,
		}
	} else {
		inner
	}
}

fn unmarshal_numeric<T: Copy + Default + IsNumber>(data: &[u8], row_count: usize) -> NumberContainer<T> {
	if data.is_empty() {
		return NumberContainer::new(vec![T::default(); row_count]);
	}
	let count = data.len() / size_of::<T>();
	let mut values = vec![T::default(); count];
	unsafe {
		ptr::copy_nonoverlapping(data.as_ptr(), values.as_mut_ptr() as *mut u8, count * size_of::<T>());
	}
	NumberContainer::new(values)
}

fn unmarshal_utf8(data: &[u8], row_count: usize, offsets_bytes: &[u8]) -> Utf8Container {
	if data.is_empty() || offsets_bytes.is_empty() {
		return Utf8Container::new(vec![String::new(); row_count]);
	}
	let offsets = read_offsets(offsets_bytes);
	let mut strings = Vec::with_capacity(row_count);
	for i in 0..row_count {
		let start = offsets[i] as usize;
		let end = offsets[i + 1] as usize;
		let s = str::from_utf8(&data[start..end]).unwrap_or("").to_string();
		strings.push(s);
	}
	Utf8Container::new(strings)
}

fn unmarshal_date(data: &[u8], row_count: usize) -> TemporalContainer<Date> {
	if data.is_empty() {
		return TemporalContainer::new(vec![Date::default(); row_count]);
	}
	let count = data.len() / size_of::<i32>();
	let mut raw = vec![0i32; count];
	unsafe {
		ptr::copy_nonoverlapping(data.as_ptr(), raw.as_mut_ptr() as *mut u8, count * size_of::<i32>());
	}
	let dates: Vec<Date> = raw.iter().map(|&days| Date::from_days_since_epoch(days).unwrap_or_default()).collect();
	TemporalContainer::new(dates)
}

fn unmarshal_datetime(data: &[u8], row_count: usize) -> TemporalContainer<DateTime> {
	if data.is_empty() {
		return TemporalContainer::new(vec![DateTime::default(); row_count]);
	}
	let count = data.len() / size_of::<i64>();
	let mut raw = vec![0i64; count];
	unsafe {
		ptr::copy_nonoverlapping(data.as_ptr(), raw.as_mut_ptr() as *mut u8, count * size_of::<i64>());
	}
	let datetimes: Vec<DateTime> = raw.iter().map(|&ts| DateTime::from_timestamp(ts).unwrap_or_default()).collect();
	TemporalContainer::new(datetimes)
}

fn unmarshal_time(data: &[u8], row_count: usize) -> TemporalContainer<Time> {
	if data.is_empty() {
		return TemporalContainer::new(vec![Time::default(); row_count]);
	}
	let count = data.len() / size_of::<u64>();
	let mut raw = vec![0u64; count];
	unsafe {
		ptr::copy_nonoverlapping(data.as_ptr(), raw.as_mut_ptr() as *mut u8, count * size_of::<u64>());
	}
	let times: Vec<Time> = raw.iter().map(|&ns| Time::from_nanos_since_midnight(ns).unwrap_or_default()).collect();
	TemporalContainer::new(times)
}

fn unmarshal_duration(data: &[u8], row_count: usize, offsets_bytes: &[u8]) -> TemporalContainer<Duration> {
	if data.is_empty() || offsets_bytes.is_empty() {
		return TemporalContainer::new(vec![Duration::default(); row_count]);
	}
	let offsets = read_offsets(offsets_bytes);
	let mut durations = Vec::with_capacity(row_count);
	for i in 0..row_count {
		let start = offsets[i] as usize;
		let end = offsets[i + 1] as usize;
		let duration: Duration = from_bytes(&data[start..end]).unwrap_or_default();
		durations.push(duration);
	}
	TemporalContainer::new(durations)
}

fn unmarshal_identity_id(data: &[u8], row_count: usize) -> IdentityIdContainer {
	if data.is_empty() {
		return IdentityIdContainer::new(vec![IdentityId::default(); row_count]);
	}
	let ids: Vec<IdentityId> = data
		.chunks(16)
		.map(|chunk| {
			let mut arr = [0u8; 16];
			arr.copy_from_slice(chunk);
			IdentityId(Uuid7(Uuid::from_bytes(arr)))
		})
		.collect();
	IdentityIdContainer::new(ids)
}

fn unmarshal_uuid4(data: &[u8], row_count: usize) -> UuidContainer<Uuid4> {
	if data.is_empty() {
		return UuidContainer::new(vec![Uuid4::default(); row_count]);
	}
	let uuids: Vec<Uuid4> = data
		.chunks(16)
		.map(|chunk| {
			let mut arr = [0u8; 16];
			arr.copy_from_slice(chunk);
			Uuid4(Uuid::from_bytes(arr))
		})
		.collect();
	UuidContainer::new(uuids)
}

fn unmarshal_uuid7(data: &[u8], row_count: usize) -> UuidContainer<Uuid7> {
	if data.is_empty() {
		return UuidContainer::new(vec![Uuid7::default(); row_count]);
	}
	let uuids: Vec<Uuid7> = data
		.chunks(16)
		.map(|chunk| {
			let mut arr = [0u8; 16];
			arr.copy_from_slice(chunk);
			Uuid7(Uuid::from_bytes(arr))
		})
		.collect();
	UuidContainer::new(uuids)
}

fn unmarshal_blob(data: &[u8], row_count: usize, offsets_bytes: &[u8]) -> BlobContainer {
	if data.is_empty() || offsets_bytes.is_empty() {
		return BlobContainer::new(vec![Blob::empty(); row_count]);
	}
	let offsets = read_offsets(offsets_bytes);
	let mut blobs = Vec::with_capacity(row_count);
	for i in 0..row_count {
		let start = offsets[i] as usize;
		let end = offsets[i + 1] as usize;
		blobs.push(Blob::new(data[start..end].to_vec()));
	}
	BlobContainer::new(blobs)
}

fn unmarshal_serialized<T: Default + Clone + DeserializeOwned + IsNumber>(
	data: &[u8],
	row_count: usize,
	offsets_bytes: &[u8],
) -> NumberContainer<T> {
	if data.is_empty() || offsets_bytes.is_empty() {
		return NumberContainer::new(vec![T::default(); row_count]);
	}
	let offsets = read_offsets(offsets_bytes);
	let mut values = Vec::with_capacity(row_count);
	for i in 0..row_count {
		let start = offsets[i] as usize;
		let end = offsets[i + 1] as usize;
		let value: T = from_bytes(&data[start..end]).unwrap_or_default();
		values.push(value);
	}
	NumberContainer::new(values)
}

fn unmarshal_any(data: &[u8], row_count: usize, offsets_bytes: &[u8]) -> AnyContainer {
	if data.is_empty() || offsets_bytes.is_empty() {
		return AnyContainer::new(vec![Box::new(Value::none()); row_count]);
	}
	let offsets = read_offsets(offsets_bytes);
	let mut values = Vec::with_capacity(row_count);
	for i in 0..row_count {
		let start = offsets[i] as usize;
		let end = offsets[i + 1] as usize;
		let value: Value = from_bytes(&data[start..end]).unwrap_or_else(|_| Value::none());
		values.push(Box::new(value));
	}
	AnyContainer::new(values)
}