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vortex-data / vortex / 16577360936

28 Jul 2025 06:38PM UTC coverage: 81.792% (+0.01%) from 81.782%
16577360936

Pull #4039

github

web-flow
Merge f08faad54 into 1ae560509
Pull Request #4039: docs: Document all canonical array types

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85.71
/vortex-array/src/arrays/struct_/mod.rs
1
// SPDX-License-Identifier: Apache-2.0
2
// SPDX-FileCopyrightText: Copyright the Vortex contributors
3

4
use std::fmt::Debug;
5
use std::iter::once;
6

7
use itertools::Itertools;
8
use vortex_dtype::{DType, FieldName, FieldNames, StructFields};
9
use vortex_error::{VortexExpect, VortexResult, vortex_bail, vortex_err};
10
use vortex_scalar::Scalar;
11

12
use crate::stats::{ArrayStats, StatsSetRef};
13
use crate::validity::Validity;
14
use crate::vtable::{
15
    ArrayVTable, CanonicalVTable, NotSupported, OperationsVTable, VTable, ValidityHelper,
16
    ValidityVTableFromValidityHelper,
17
};
18
use crate::{Array, ArrayRef, Canonical, EncodingId, EncodingRef, IntoArray, vtable};
19

20
mod compute;
21
mod serde;
22

23
vtable!(Struct);
24

25
impl VTable for StructVTable {
26
    type Array = StructArray;
27
    type Encoding = StructEncoding;
28

29
    type ArrayVTable = Self;
30
    type CanonicalVTable = Self;
31
    type OperationsVTable = Self;
32
    type ValidityVTable = ValidityVTableFromValidityHelper;
33
    type VisitorVTable = Self;
34
    type ComputeVTable = NotSupported;
35
    type EncodeVTable = NotSupported;
36
    type SerdeVTable = Self;
37

38
    fn id(_encoding: &Self::Encoding) -> EncodingId {
75,301✔
39
        EncodingId::new_ref("vortex.struct")
75,301✔
40
    }
75,301✔
41

42
    fn encoding(_array: &Self::Array) -> EncodingRef {
9,830✔
43
        EncodingRef::new_ref(StructEncoding.as_ref())
9,830✔
44
    }
9,830✔
45
}
46

47
/// A struct array that stores multiple named fields as columns, similar to a database row.
48
///
49
/// This mirrors the Apache Arrow Struct array encoding and provides a columnar representation
50
/// of structured data where each row contains multiple named fields of potentially different types.
51
///
52
/// ## Data Layout
53
///
54
/// The struct array uses a columnar layout where:
55
/// - Each field is stored as a separate child array
56
/// - All fields must have the same length (number of rows)
57
/// - Field names and types are defined in the struct's dtype
58
/// - An optional validity mask indicates which entire rows are null
59
///
60
/// ## Row-level nulls
61
///
62
/// The StructArray contains its own top-level nulls, which are superimposed on top of the
63
/// field-level validity values. This can be the case even if the fields themselves are non-nullable,
64
/// accessing a particular row can yield nulls even if all children are valid at that position.
65
///
66
/// ```
67
/// use vortex_array::arrays::{StructArray, BoolArray};
68
/// use vortex_array::validity::Validity;
69
/// use vortex_array::IntoArray;
70
/// use vortex_dtype::FieldNames;
71
/// use vortex_buffer::buffer;
72
///
73
/// // Create struct with all non-null fields but struct-level nulls
74
/// let struct_array = StructArray::try_new(
75
///     FieldNames::from(["a", "b", "c"]),
76
///     vec![
77
///         buffer![1i32, 2i32].into_array(),  // non-null field a
78
///         buffer![10i32, 20i32].into_array(), // non-null field b  
79
///         buffer![100i32, 200i32].into_array(), // non-null field c
80
///     ],
81
///     2,
82
///     Validity::Array(BoolArray::from_iter([true, false]).into_array()), // row 1 is null
83
/// ).unwrap();
84
///
85
/// // Row 0 is valid - returns a struct scalar with field values
86
/// let row0 = struct_array.scalar_at(0).unwrap();
87
/// assert!(!row0.is_null());
88
///
89
/// // Row 1 is null at struct level - returns null even though fields have values
90
/// let row1 = struct_array.scalar_at(1).unwrap();
91
/// assert!(row1.is_null());
92
/// ```
93
///
94
/// ## Name uniqueness
95
///
96
/// It is valid for a StructArray to have multiple child columns that have the same name. In this
97
/// case, any accessors that use column names will find the first column in sequence with the name.
98
///
99
/// ```
100
/// use vortex_array::arrays::StructArray;
101
/// use vortex_array::validity::Validity;
102
/// use vortex_array::IntoArray;
103
/// use vortex_dtype::FieldNames;
104
/// use vortex_buffer::buffer;
105
///
106
/// // Create struct with duplicate "data" field names
107
/// let struct_array = StructArray::try_new(
108
///     FieldNames::from(["data", "data"]),
109
///     vec![
110
///         buffer![1i32, 2i32].into_array(),   // first "data"
111
///         buffer![3i32, 4i32].into_array(),   // second "data"
112
///     ],
113
///     2,
114
///     Validity::NonNullable,
115
/// ).unwrap();
116
///
117
/// // field_by_name returns the FIRST "data" field
118
/// let first_data = struct_array.field_by_name("data").unwrap();
119
/// assert_eq!(first_data.scalar_at(0).unwrap(), 1i32.into());
120
/// ```
121
///
122
/// ## Field Operations
123
///
124
/// Struct arrays support efficient column operations:
125
/// - **Projection**: Select/reorder fields without copying data
126
/// - **Field access**: Get columns by name or index
127
/// - **Column addition**: Add new fields to create extended structs
128
/// - **Column removal**: Remove fields to create narrower structs
129
///
130
/// ## Validity Semantics
131
///
132
/// - Row-level nulls are tracked in the struct's validity child
133
/// - Individual field nulls are tracked in each field's own validity
134
/// - A null struct row means all fields in that row are conceptually null
135
/// - Field-level nulls can exist independently of struct-level nulls
136
///
137
/// # Examples
138
///
139
/// ```
140
/// use vortex_array::arrays::{StructArray, PrimitiveArray};
141
/// use vortex_array::validity::Validity;
142
/// use vortex_array::IntoArray;
143
/// use vortex_dtype::FieldNames;
144
/// use vortex_buffer::buffer;
145
///
146
/// // Create arrays for each field
147
/// let ids = PrimitiveArray::new(buffer![1i32, 2, 3], Validity::NonNullable);
148
/// let names = PrimitiveArray::new(buffer![100u64, 200, 300], Validity::NonNullable);
149
///
150
/// // Create struct array with named fields
151
/// let struct_array = StructArray::try_new(
152
///     FieldNames::from(["id", "score"]),
153
///     vec![ids.into_array(), names.into_array()],
154
///     3,
155
///     Validity::NonNullable,
156
/// ).unwrap();
157
///
158
/// assert_eq!(struct_array.len(), 3);
159
/// assert_eq!(struct_array.names().len(), 2);
160
///
161
/// // Access field by name
162
/// let id_field = struct_array.field_by_name("id").unwrap();
163
/// assert_eq!(id_field.len(), 3);
164
/// ```
165
#[derive(Clone, Debug)]
166
pub struct StructArray {
167
    len: usize,
168
    dtype: DType,
169
    fields: Vec<ArrayRef>,
170
    validity: Validity,
171
    stats_set: ArrayStats,
172
}
173

174
#[derive(Clone, Debug)]
175
pub struct StructEncoding;
176

177
impl StructArray {
178
    pub fn fields(&self) -> &[ArrayRef] {
69,134✔
179
        &self.fields
69,134✔
180
    }
69,134✔
181

182
    pub fn field_by_name(&self, name: impl AsRef<str>) -> VortexResult<&ArrayRef> {
15,346✔
183
        let name = name.as_ref();
15,346✔
184
        self.field_by_name_opt(name).ok_or_else(|| {
15,346✔
185
            vortex_err!(
21✔
186
                "Field {name} not found in struct array with names {:?}",
21✔
187
                self.names()
21✔
188
            )
189
        })
21✔
190
    }
15,346✔
191

192
    pub fn field_by_name_opt(&self, name: impl AsRef<str>) -> Option<&ArrayRef> {
23,097✔
193
        let name = name.as_ref();
23,097✔
194
        self.names()
23,097✔
195
            .iter()
23,097✔
196
            .position(|field_name| field_name.as_ref() == name)
55,896✔
197
            .map(|idx| &self.fields[idx])
23,097✔
198
    }
23,097✔
199

200
    pub fn names(&self) -> &FieldNames {
46,562✔
201
        self.struct_fields().names()
46,562✔
202
    }
46,562✔
203

204
    pub fn struct_fields(&self) -> &StructFields {
48,184✔
205
        let Some(struct_dtype) = &self.dtype.as_struct() else {
48,184✔
206
            unreachable!(
×
207
                "struct arrays must have be a DType::Struct, this is likely an internal bug."
208
            )
209
        };
210
        struct_dtype
48,184✔
211
    }
48,184✔
212

213
    /// Create a new `StructArray` with the given length, but without any fields.
214
    pub fn new_with_len(len: usize) -> Self {
38✔
215
        Self::try_new(
38✔
216
            FieldNames::default(),
38✔
217
            Vec::new(),
38✔
218
            len,
38✔
219
            Validity::NonNullable,
38✔
220
        )
221
        .vortex_expect("StructArray::new_with_len should not fail")
38✔
222
    }
38✔
223

224
    pub fn try_new(
23,021✔
225
        names: FieldNames,
23,021✔
226
        fields: Vec<ArrayRef>,
23,021✔
227
        length: usize,
23,021✔
228
        validity: Validity,
23,021✔
229
    ) -> VortexResult<Self> {
23,021✔
230
        let nullability = validity.nullability();
23,021✔
231

232
        if names.len() != fields.len() {
23,021✔
233
            vortex_bail!("Got {} names and {} fields", names.len(), fields.len());
×
234
        }
23,021✔
235

236
        for field in fields.iter() {
68,637✔
237
            if field.len() != length {
68,637✔
238
                vortex_bail!(
×
239
                    "Expected all struct fields to have length {length}, found {}",
×
240
                    fields.iter().map(|f| f.len()).format(","),
×
241
                );
242
            }
68,637✔
243
        }
244

245
        let field_dtypes: Vec<_> = fields.iter().map(|d| d.dtype()).cloned().collect();
68,637✔
246
        let dtype = DType::Struct(StructFields::new(names, field_dtypes), nullability);
23,021✔
247

248
        if length != validity.maybe_len().unwrap_or(length) {
23,021✔
249
            vortex_bail!(
×
250
                "array length {} and validity length must match {}",
×
251
                length,
252
                validity
×
253
                    .maybe_len()
×
254
                    .vortex_expect("can only fail if maybe is some")
×
255
            )
256
        }
23,021✔
257

258
        Ok(Self {
23,021✔
259
            len: length,
23,021✔
260
            dtype,
23,021✔
261
            fields,
23,021✔
262
            validity,
23,021✔
263
            stats_set: Default::default(),
23,021✔
264
        })
23,021✔
265
    }
23,021✔
266

267
    pub fn try_new_with_dtype(
1,257✔
268
        fields: Vec<ArrayRef>,
1,257✔
269
        dtype: StructFields,
1,257✔
270
        length: usize,
1,257✔
271
        validity: Validity,
1,257✔
272
    ) -> VortexResult<Self> {
1,257✔
273
        for (field, struct_dt) in fields.iter().zip(dtype.fields()) {
4,799✔
274
            if field.len() != length {
4,799✔
275
                vortex_bail!(
×
276
                    "Expected all struct fields to have length {length}, found {}",
×
277
                    field.len()
×
278
                );
279
            }
4,799✔
280

281
            if &struct_dt != field.dtype() {
4,799✔
282
                vortex_bail!(
×
283
                    "Expected all struct fields to have dtype {}, found {}",
×
284
                    struct_dt,
285
                    field.dtype()
×
286
                );
287
            }
4,799✔
288
        }
289

290
        Ok(Self {
1,257✔
291
            len: length,
1,257✔
292
            dtype: DType::Struct(dtype, validity.nullability()),
1,257✔
293
            fields,
1,257✔
294
            validity,
1,257✔
295
            stats_set: Default::default(),
1,257✔
296
        })
1,257✔
297
    }
1,257✔
298

299
    pub fn from_fields<N: AsRef<str>>(items: &[(N, ArrayRef)]) -> VortexResult<Self> {
257✔
300
        Self::try_from_iter(items.iter().map(|(a, b)| (a, b.to_array())))
611✔
301
    }
257✔
302

303
    pub fn try_from_iter_with_validity<
270✔
304
        N: AsRef<str>,
270✔
305
        A: IntoArray,
270✔
306
        T: IntoIterator<Item = (N, A)>,
270✔
307
    >(
270✔
308
        iter: T,
270✔
309
        validity: Validity,
270✔
310
    ) -> VortexResult<Self> {
270✔
311
        let (names, fields): (Vec<FieldName>, Vec<ArrayRef>) = iter
270✔
312
            .into_iter()
270✔
313
            .map(|(name, fields)| (FieldName::from(name.as_ref()), fields.into_array()))
629✔
314
            .unzip();
270✔
315
        let len = fields
270✔
316
            .first()
270✔
317
            .map(|f| f.len())
270✔
318
            .ok_or_else(|| vortex_err!("StructArray cannot be constructed from an empty slice of arrays because the length is unspecified"))?;
270✔
319

320
        Self::try_new(FieldNames::from_iter(names), fields, len, validity)
270✔
321
    }
270✔
322

323
    pub fn try_from_iter<N: AsRef<str>, A: IntoArray, T: IntoIterator<Item = (N, A)>>(
267✔
324
        iter: T,
267✔
325
    ) -> VortexResult<Self> {
267✔
326
        Self::try_from_iter_with_validity(iter, Validity::NonNullable)
267✔
327
    }
267✔
328

329
    // TODO(aduffy): Add equivalent function to support field masks for nested column access.
330
    /// Return a new StructArray with the given projection applied.
331
    ///
332
    /// Projection does not copy data arrays. Projection is defined by an ordinal array slice
333
    /// which specifies the new ordering of columns in the struct. The projection can be used to
334
    /// perform column re-ordering, deletion, or duplication at a logical level, without any data
335
    /// copying.
336
    #[allow(clippy::same_name_method)]
337
    pub fn project(&self, projection: &[FieldName]) -> VortexResult<Self> {
75✔
338
        let mut children = Vec::with_capacity(projection.len());
75✔
339
        let mut names = Vec::with_capacity(projection.len());
75✔
340

341
        for f_name in projection.iter() {
76✔
342
            let idx = self
76✔
343
                .names()
76✔
344
                .iter()
76✔
345
                .position(|name| name == f_name)
115✔
346
                .ok_or_else(|| vortex_err!("Unknown field {f_name}"))?;
76✔
347

348
            names.push(self.names()[idx].clone());
76✔
349
            children.push(self.fields()[idx].clone());
76✔
350
        }
351

352
        StructArray::try_new(
75✔
353
            FieldNames::from(names.as_slice()),
75✔
354
            children,
75✔
355
            self.len(),
75✔
356
            self.validity().clone(),
75✔
357
        )
358
    }
75✔
359

360
    /// Removes and returns a column from the struct array by name.
361
    /// If the column does not exist, returns `None`.
362
    pub fn remove_column(&mut self, name: impl Into<FieldName>) -> Option<ArrayRef> {
2✔
363
        let name = name.into();
2✔
364

365
        let struct_dtype = self.struct_fields().clone();
2✔
366

367
        let position = struct_dtype
2✔
368
            .names()
2✔
369
            .iter()
2✔
370
            .position(|field_name| field_name.as_ref() == name.as_ref())?;
2✔
371

372
        let field = self.fields.remove(position);
1✔
373

374
        let new_dtype = struct_dtype.without_field(position);
1✔
375
        self.dtype = DType::Struct(new_dtype, self.dtype.nullability());
1✔
376

377
        Some(field)
1✔
378
    }
2✔
379

380
    /// Create a new StructArray by appending a new column onto the existing array.
381
    pub fn with_column(&self, name: impl Into<FieldName>, array: ArrayRef) -> VortexResult<Self> {
×
382
        let name = name.into();
×
383
        let struct_dtype = self.struct_fields().clone();
×
384

385
        let names = struct_dtype.names().iter().cloned().chain(once(name));
×
386
        let types = struct_dtype.fields().chain(once(array.dtype().clone()));
×
387
        let new_fields = StructFields::new(names.collect(), types.collect());
×
388

389
        let mut children = self.fields.clone();
×
390
        children.push(array);
×
391

392
        Self::try_new_with_dtype(children, new_fields, self.len, self.validity.clone())
×
393
    }
×
394
}
395

396
impl ValidityHelper for StructArray {
397
    fn validity(&self) -> &Validity {
20,058✔
398
        &self.validity
20,058✔
399
    }
20,058✔
400
}
401

402
impl ArrayVTable<StructVTable> for StructVTable {
403
    fn len(array: &StructArray) -> usize {
132,550✔
404
        array.len
132,550✔
405
    }
132,550✔
406

407
    fn dtype(array: &StructArray) -> &DType {
165,955✔
408
        &array.dtype
165,955✔
409
    }
165,955✔
410

411
    fn stats(array: &StructArray) -> StatsSetRef<'_> {
93,130✔
412
        array.stats_set.to_ref(array.as_ref())
93,130✔
413
    }
93,130✔
414
}
415

416
impl CanonicalVTable<StructVTable> for StructVTable {
417
    fn canonicalize(array: &StructArray) -> VortexResult<Canonical> {
32,214✔
418
        Ok(Canonical::Struct(array.clone()))
32,214✔
419
    }
32,214✔
420
}
421

422
impl OperationsVTable<StructVTable> for StructVTable {
423
    fn slice(array: &StructArray, start: usize, stop: usize) -> VortexResult<ArrayRef> {
×
424
        let fields = array
×
425
            .fields()
×
426
            .iter()
×
427
            .map(|field| field.slice(start, stop))
×
428
            .try_collect()?;
×
429
        StructArray::try_new_with_dtype(
×
430
            fields,
×
431
            array.struct_fields().clone(),
×
432
            stop - start,
×
433
            array.validity().slice(start, stop)?,
×
434
        )
435
        .map(|a| a.into_array())
×
436
    }
×
437

438
    fn scalar_at(array: &StructArray, index: usize) -> VortexResult<Scalar> {
654✔
439
        match array.validity {
654✔
440
            Validity::AllValid | Validity::NonNullable => Ok(Scalar::struct_(
641✔
441
                array.dtype().clone(),
641✔
442
                array
641✔
443
                    .fields()
641✔
444
                    .iter()
641✔
445
                    .map(|field| field.scalar_at(index))
1,263✔
446
                    .try_collect()?,
641✔
447
            )),
NEW
448
            Validity::AllInvalid => Ok(Scalar::null(array.dtype().clone())),
×
449
            Validity::Array(_) => {
450
                if array.is_valid(index)? {
13✔
451
                    Ok(Scalar::struct_(
13✔
452
                        array.dtype().clone(),
13✔
453
                        array
13✔
454
                            .fields()
13✔
455
                            .iter()
13✔
456
                            .map(|field| field.scalar_at(index))
13✔
457
                            .try_collect()?,
13✔
458
                    ))
459
                } else {
NEW
UNCOV
460
                    Ok(Scalar::null(array.dtype().clone()))
×
461
                }
462
            }
463
        }
464
    }
654✔
465
}
466

467
#[cfg(test)]
468
mod test {
469
    use vortex_buffer::buffer;
470
    use vortex_dtype::{DType, FieldName, FieldNames, Nullability, PType};
471

472
    use crate::IntoArray;
473
    use crate::arrays::primitive::PrimitiveArray;
474
    use crate::arrays::struct_::StructArray;
475
    use crate::arrays::varbin::VarBinArray;
476
    use crate::arrays::{BoolArray, BoolVTable, PrimitiveVTable};
477
    use crate::validity::Validity;
478

479
    #[test]
480
    fn test_project() {
1✔
481
        let xs = PrimitiveArray::new(buffer![0i64, 1, 2, 3, 4], Validity::NonNullable);
1✔
482
        let ys = VarBinArray::from_vec(
1✔
483
            vec!["a", "b", "c", "d", "e"],
1✔
484
            DType::Utf8(Nullability::NonNullable),
1✔
485
        );
486
        let zs = BoolArray::from_iter([true, true, true, false, false]);
1✔
487

488
        let struct_a = StructArray::try_new(
1✔
489
            FieldNames::from(["xs", "ys", "zs"]),
1✔
490
            vec![xs.into_array(), ys.into_array(), zs.into_array()],
1✔
491
            5,
492
            Validity::NonNullable,
1✔
493
        )
494
        .unwrap();
1✔
495

496
        let struct_b = struct_a
1✔
497
            .project(&[FieldName::from("zs"), FieldName::from("xs")])
1✔
498
            .unwrap();
1✔
499
        assert_eq!(
1✔
500
            struct_b.names().as_ref(),
1✔
501
            [FieldName::from("zs"), FieldName::from("xs")],
1✔
502
        );
503

504
        assert_eq!(struct_b.len(), 5);
1✔
505

506
        let bools = &struct_b.fields[0];
1✔
507
        assert_eq!(
1✔
508
            bools
1✔
509
                .as_::<BoolVTable>()
1✔
510
                .boolean_buffer()
1✔
511
                .iter()
1✔
512
                .collect::<Vec<_>>(),
1✔
513
            vec![true, true, true, false, false]
1✔
514
        );
515

516
        let prims = &struct_b.fields[1];
1✔
517
        assert_eq!(
1✔
518
            prims.as_::<PrimitiveVTable>().as_slice::<i64>(),
1✔
519
            [0i64, 1, 2, 3, 4]
520
        );
521
    }
1✔
522

523
    #[test]
524
    fn test_remove_column() {
1✔
525
        let xs = PrimitiveArray::new(buffer![0i64, 1, 2, 3, 4], Validity::NonNullable);
1✔
526
        let ys = PrimitiveArray::new(buffer![4u64, 5, 6, 7, 8], Validity::NonNullable);
1✔
527

528
        let mut struct_a = StructArray::try_new(
1✔
529
            FieldNames::from(["xs", "ys"]),
1✔
530
            vec![xs.into_array(), ys.into_array()],
1✔
531
            5,
532
            Validity::NonNullable,
1✔
533
        )
534
        .unwrap();
1✔
535

536
        let removed = struct_a.remove_column("xs").unwrap();
1✔
537
        assert_eq!(
1✔
538
            removed.dtype(),
1✔
539
            &DType::Primitive(PType::I64, Nullability::NonNullable)
540
        );
541
        assert_eq!(
1✔
542
            removed.as_::<PrimitiveVTable>().as_slice::<i64>(),
1✔
543
            [0i64, 1, 2, 3, 4]
544
        );
545

546
        assert_eq!(struct_a.names(), &[FieldName::from("ys")].into());
1✔
547
        assert_eq!(struct_a.fields.len(), 1);
1✔
548
        assert_eq!(struct_a.len(), 5);
1✔
549
        assert_eq!(
1✔
550
            struct_a.fields[0].dtype(),
1✔
551
            &DType::Primitive(PType::U64, Nullability::NonNullable)
552
        );
553
        assert_eq!(
1✔
554
            struct_a.fields[0]
1✔
555
                .as_::<PrimitiveVTable>()
1✔
556
                .as_slice::<u64>(),
1✔
557
            [4u64, 5, 6, 7, 8]
558
        );
559

560
        let empty = struct_a.remove_column("non_existent");
1✔
561
        assert!(
1✔
562
            empty.is_none(),
1✔
563
            "Expected None when removing non-existent column"
564
        );
565
        assert_eq!(struct_a.names(), &[FieldName::from("ys")].into());
1✔
566
    }
1✔
567

568
    #[test]
569
    fn test_duplicate_field_names() {
1✔
570
        // Test that StructArray allows duplicate field names and returns the first match
571
        let field1 = buffer![1i32, 2, 3].into_array();
1✔
572
        let field2 = buffer![10i32, 20, 30].into_array();
1✔
573
        let field3 = buffer![100i32, 200, 300].into_array();
1✔
574

575
        // Create struct with duplicate field names - "value" appears twice
576
        let struct_array = StructArray::try_new(
1✔
577
            FieldNames::from(["value", "other", "value"]),
1✔
578
            vec![field1, field2, field3],
1✔
579
            3,
580
            Validity::NonNullable,
1✔
581
        )
582
        .unwrap();
1✔
583

584
        // field_by_name should return the first field with the matching name
585
        let first_value_field = struct_array.field_by_name("value").unwrap();
1✔
586
        assert_eq!(
1✔
587
            first_value_field.as_::<PrimitiveVTable>().as_slice::<i32>(),
1✔
588
            [1i32, 2, 3] // This is field1, not field3
589
        );
590

591
        // Verify field_by_name_opt also returns the first match
592
        let opt_field = struct_array.field_by_name_opt("value").unwrap();
1✔
593
        assert_eq!(
1✔
594
            opt_field.as_::<PrimitiveVTable>().as_slice::<i32>(),
1✔
595
            [1i32, 2, 3] // First "value" field
596
        );
597

598
        // Verify the third field (second "value") can be accessed by index
599
        let third_field = &struct_array.fields()[2];
1✔
600
        assert_eq!(
1✔
601
            third_field.as_::<PrimitiveVTable>().as_slice::<i32>(),
1✔
602
            [100i32, 200, 300]
603
        );
604
    }
1✔
605
}
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