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
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
1001
1002
1003
1004
1005
1006
1007
1008
1009
1010
1011
1012
// Licensed to the Apache Software Foundation (ASF) under one
// or more contributor license agreements.  See the NOTICE file
// distributed with this work for additional information
// regarding copyright ownership.  The ASF licenses this file
// to you under the Apache License, Version 2.0 (the
// "License"); you may not use this file except in compliance
// with the License.  You may obtain a copy of the License at
//
//   http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing,
// software distributed under the License is distributed on an
// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
// KIND, either express or implied.  See the License for the
// specific language governing permissions and limitations
// under the License.

use std::collections::HashMap;
use std::fmt;
use std::hash::Hash;
use std::sync::Arc;

use crate::error::ArrowError;
use crate::field::Field;
use crate::{FieldRef, Fields};

/// A builder to facilitate building a [`Schema`] from iteratively from [`FieldRef`]
#[derive(Debug, Default)]
pub struct SchemaBuilder {
    fields: Vec<FieldRef>,
    metadata: HashMap<String, String>,
}

impl SchemaBuilder {
    /// Creates a new empty [`SchemaBuilder`]
    pub fn new() -> Self {
        Self::default()
    }

    /// Creates a new empty [`SchemaBuilder`] with space for `capacity` fields
    pub fn with_capacity(capacity: usize) -> Self {
        Self {
            fields: Vec::with_capacity(capacity),
            metadata: Default::default(),
        }
    }

    /// Appends a [`FieldRef`] to this [`SchemaBuilder`] without checking for collision
    pub fn push(&mut self, field: impl Into<FieldRef>) {
        self.fields.push(field.into())
    }

    /// Removes and returns the [`FieldRef`] as index `idx`
    ///
    /// # Panics
    ///
    /// Panics if index out of bounds
    pub fn remove(&mut self, idx: usize) -> FieldRef {
        self.fields.remove(idx)
    }

    /// Returns an immutable reference to the [`FieldRef`] at index `idx`
    ///
    /// # Panics
    ///
    /// Panics if index out of bounds
    pub fn field(&mut self, idx: usize) -> &FieldRef {
        &mut self.fields[idx]
    }

    /// Returns a mutable reference to the [`FieldRef`] at index `idx`
    ///
    /// # Panics
    ///
    /// Panics if index out of bounds
    pub fn field_mut(&mut self, idx: usize) -> &mut FieldRef {
        &mut self.fields[idx]
    }

    /// Returns an immutable reference to the Map of custom metadata key-value pairs.
    pub fn metadata(&mut self) -> &HashMap<String, String> {
        &self.metadata
    }

    /// Returns a mutable reference to the Map of custom metadata key-value pairs.
    pub fn metadata_mut(&mut self) -> &mut HashMap<String, String> {
        &mut self.metadata
    }

    /// Reverse the fileds
    pub fn reverse(&mut self) {
        self.fields.reverse();
    }

    /// Appends a [`FieldRef`] to this [`SchemaBuilder`] checking for collision
    ///
    /// If an existing field exists with the same name, calls [`Field::try_merge`]
    pub fn try_merge(&mut self, field: &FieldRef) -> Result<(), ArrowError> {
        // This could potentially be sped up with a HashMap or similar
        let existing = self.fields.iter_mut().find(|f| f.name() == field.name());
        match existing {
            Some(e) if Arc::ptr_eq(e, field) => {} // Nothing to do
            Some(e) => match Arc::get_mut(e) {
                Some(e) => e.try_merge(field.as_ref())?,
                None => {
                    let mut t = e.as_ref().clone();
                    t.try_merge(field)?;
                    *e = Arc::new(t)
                }
            },
            None => self.fields.push(field.clone()),
        }
        Ok(())
    }

    /// Consume this [`SchemaBuilder`] yielding the final [`Schema`]
    pub fn finish(self) -> Schema {
        Schema {
            fields: self.fields.into(),
            metadata: self.metadata,
        }
    }
}

impl From<&Fields> for SchemaBuilder {
    fn from(value: &Fields) -> Self {
        Self {
            fields: value.to_vec(),
            metadata: Default::default(),
        }
    }
}

impl From<Fields> for SchemaBuilder {
    fn from(value: Fields) -> Self {
        Self {
            fields: value.to_vec(),
            metadata: Default::default(),
        }
    }
}

impl From<&Schema> for SchemaBuilder {
    fn from(value: &Schema) -> Self {
        Self::from(value.clone())
    }
}

impl From<Schema> for SchemaBuilder {
    fn from(value: Schema) -> Self {
        Self {
            fields: value.fields.to_vec(),
            metadata: value.metadata,
        }
    }
}

impl Extend<FieldRef> for SchemaBuilder {
    fn extend<T: IntoIterator<Item = FieldRef>>(&mut self, iter: T) {
        let iter = iter.into_iter();
        self.fields.reserve(iter.size_hint().0);
        for f in iter {
            self.push(f)
        }
    }
}

impl Extend<Field> for SchemaBuilder {
    fn extend<T: IntoIterator<Item = Field>>(&mut self, iter: T) {
        let iter = iter.into_iter();
        self.fields.reserve(iter.size_hint().0);
        for f in iter {
            self.push(f)
        }
    }
}

/// A reference-counted reference to a [`Schema`].
pub type SchemaRef = Arc<Schema>;

/// Describes the meta-data of an ordered sequence of relative types.
///
/// Note that this information is only part of the meta-data and not part of the physical
/// memory layout.
#[derive(Debug, Clone, PartialEq, Eq)]
#[cfg_attr(feature = "serde", derive(serde::Serialize, serde::Deserialize))]
pub struct Schema {
    pub fields: Fields,
    /// A map of key-value pairs containing additional meta data.
    pub metadata: HashMap<String, String>,
}

impl Schema {
    /// Creates an empty `Schema`
    pub fn empty() -> Self {
        Self {
            fields: Default::default(),
            metadata: HashMap::new(),
        }
    }

    /// Creates a new [`Schema`] from a sequence of [`Field`] values.
    ///
    /// # Example
    ///
    /// ```
    /// # use arrow_schema::*;
    /// let field_a = Field::new("a", DataType::Int64, false);
    /// let field_b = Field::new("b", DataType::Boolean, false);
    ///
    /// let schema = Schema::new(vec![field_a, field_b]);
    /// ```
    pub fn new(fields: impl Into<Fields>) -> Self {
        Self::new_with_metadata(fields, HashMap::new())
    }

    /// Creates a new [`Schema`] from a sequence of [`Field`] values
    /// and adds additional metadata in form of key value pairs.
    ///
    /// # Example
    ///
    /// ```
    /// # use arrow_schema::*;
    /// # use std::collections::HashMap;
    ///
    /// let field_a = Field::new("a", DataType::Int64, false);
    /// let field_b = Field::new("b", DataType::Boolean, false);
    ///
    /// let mut metadata: HashMap<String, String> = HashMap::new();
    /// metadata.insert("row_count".to_string(), "100".to_string());
    ///
    /// let schema = Schema::new_with_metadata(vec![field_a, field_b], metadata);
    /// ```
    #[inline]
    pub fn new_with_metadata(fields: impl Into<Fields>, metadata: HashMap<String, String>) -> Self {
        Self {
            fields: fields.into(),
            metadata,
        }
    }

    /// Sets the metadata of this `Schema` to be `metadata` and returns self
    pub fn with_metadata(mut self, metadata: HashMap<String, String>) -> Self {
        self.metadata = metadata;
        self
    }

    /// Returns a new schema with only the specified columns in the new schema
    /// This carries metadata from the parent schema over as well
    pub fn project(&self, indices: &[usize]) -> Result<Schema, ArrowError> {
        let new_fields = indices
            .iter()
            .map(|i| {
                self.fields.get(*i).cloned().ok_or_else(|| {
                    ArrowError::SchemaError(format!(
                        "project index {} out of bounds, max field {}",
                        i,
                        self.fields().len()
                    ))
                })
            })
            .collect::<Result<Vec<_>, _>>()?;
        Ok(Self::new_with_metadata(new_fields, self.metadata.clone()))
    }

    /// Merge schema into self if it is compatible. Struct fields will be merged recursively.
    ///
    /// Example:
    ///
    /// ```
    /// # use arrow_schema::*;
    ///
    /// let merged = Schema::try_merge(vec![
    ///     Schema::new(vec![
    ///         Field::new("c1", DataType::Int64, false),
    ///         Field::new("c2", DataType::Utf8, false),
    ///     ]),
    ///     Schema::new(vec![
    ///         Field::new("c1", DataType::Int64, true),
    ///         Field::new("c2", DataType::Utf8, false),
    ///         Field::new("c3", DataType::Utf8, false),
    ///     ]),
    /// ]).unwrap();
    ///
    /// assert_eq!(
    ///     merged,
    ///     Schema::new(vec![
    ///         Field::new("c1", DataType::Int64, true),
    ///         Field::new("c2", DataType::Utf8, false),
    ///         Field::new("c3", DataType::Utf8, false),
    ///     ]),
    /// );
    /// ```
    pub fn try_merge(schemas: impl IntoIterator<Item = Self>) -> Result<Self, ArrowError> {
        let mut out_meta = HashMap::new();
        let mut out_fields = SchemaBuilder::new();
        for schema in schemas {
            let Schema { metadata, fields } = schema;

            // merge metadata
            for (key, value) in metadata.into_iter() {
                if let Some(old_val) = out_meta.get(&key) {
                    if old_val != &value {
                        return Err(ArrowError::SchemaError(format!(
                            "Fail to merge schema due to conflicting metadata. \
                                         Key '{key}' has different values '{old_val}' and '{value}'"
                        )));
                    }
                }
                out_meta.insert(key, value);
            }

            // merge fields
            fields.iter().try_for_each(|x| out_fields.try_merge(x))?
        }

        Ok(out_fields.finish().with_metadata(out_meta))
    }

    /// Returns an immutable reference of the vector of `Field` instances.
    #[inline]
    pub const fn fields(&self) -> &Fields {
        &self.fields
    }

    /// Returns a vector with references to all fields (including nested fields)
    ///
    /// # Example
    ///
    /// ```
    /// use std::sync::Arc;
    /// use arrow_schema::{DataType, Field, Fields, Schema};
    ///
    /// let f1 = Arc::new(Field::new("a", DataType::Boolean, false));
    ///
    /// let f2_inner = Arc::new(Field::new("b_inner", DataType::Int8, false));
    /// let f2 = Arc::new(Field::new("b", DataType::List(f2_inner.clone()), false));
    ///
    /// let f3_inner1 = Arc::new(Field::new("c_inner1", DataType::Int8, false));
    /// let f3_inner2 = Arc::new(Field::new("c_inner2", DataType::Int8, false));
    /// let f3 = Arc::new(Field::new(
    ///     "c",
    ///     DataType::Struct(vec![f3_inner1.clone(), f3_inner2.clone()].into()),
    ///     false
    /// ));
    ///
    /// let mut schema = Schema::new(vec![
    ///   f1.clone(), f2.clone(), f3.clone()
    /// ]);
    /// assert_eq!(
    ///     schema.flattened_fields(),
    ///     vec![
    ///         f1.as_ref(),
    ///         f2.as_ref(),
    ///         f2_inner.as_ref(),
    ///         f3.as_ref(),
    ///         f3_inner1.as_ref(),
    ///         f3_inner2.as_ref()
    ///    ]
    /// );
    /// ```
    #[inline]
    pub fn flattened_fields(&self) -> Vec<&Field> {
        self.fields.iter().flat_map(|f| f.fields()).collect()
    }

    /// Returns a vector with references to all fields (including nested fields)
    #[deprecated(since = "52.2.0", note = "Use `flattened_fields` instead")]
    #[inline]
    pub fn all_fields(&self) -> Vec<&Field> {
        self.flattened_fields()
    }

    /// Returns an immutable reference of a specific [`Field`] instance selected using an
    /// offset within the internal `fields` vector.
    ///
    /// # Panics
    ///
    /// Panics if index out of bounds
    pub fn field(&self, i: usize) -> &Field {
        &self.fields[i]
    }

    /// Returns an immutable reference of a specific [`Field`] instance selected by name.
    pub fn field_with_name(&self, name: &str) -> Result<&Field, ArrowError> {
        Ok(&self.fields[self.index_of(name)?])
    }

    /// Returns a vector of immutable references to all [`Field`] instances selected by
    /// the dictionary ID they use.
    pub fn fields_with_dict_id(&self, dict_id: i64) -> Vec<&Field> {
        self.fields
            .iter()
            .flat_map(|f| f.fields_with_dict_id(dict_id))
            .collect()
    }

    /// Find the index of the column with the given name.
    pub fn index_of(&self, name: &str) -> Result<usize, ArrowError> {
        let (idx, _) = self.fields().find(name).ok_or_else(|| {
            let valid_fields: Vec<_> = self.fields.iter().map(|f| f.name()).collect();
            ArrowError::SchemaError(format!(
                "Unable to get field named \"{name}\". Valid fields: {valid_fields:?}"
            ))
        })?;
        Ok(idx)
    }

    /// Returns an immutable reference to the Map of custom metadata key-value pairs.
    #[inline]
    pub const fn metadata(&self) -> &HashMap<String, String> {
        &self.metadata
    }

    /// Look up a column by name and return a immutable reference to the column along with
    /// its index.
    pub fn column_with_name(&self, name: &str) -> Option<(usize, &Field)> {
        let (idx, field) = self.fields.find(name)?;
        Some((idx, field.as_ref()))
    }

    /// Check to see if `self` is a superset of `other` schema.
    ///
    /// In particular returns true if `self.metadata` is a superset of `other.metadata`
    /// and [`Fields::contains`] for `self.fields` and `other.fields`
    ///
    /// In other words, any record that conforms to `other` should also conform to `self`.
    pub fn contains(&self, other: &Schema) -> bool {
        // make sure self.metadata is a superset of other.metadata
        self.fields.contains(&other.fields)
            && other
                .metadata
                .iter()
                .all(|(k, v1)| self.metadata.get(k).map(|v2| v1 == v2).unwrap_or_default())
    }

    /// Remove field by index and return it. Recommend to use [`SchemaBuilder`]
    /// if you are looking to remove multiple columns, as this will save allocations.
    ///
    /// # Panic
    ///
    /// Panics if `index` is out of bounds.
    ///
    /// # Example
    ///
    /// ```
    /// use arrow_schema::{DataType, Field, Schema};
    /// let mut schema = Schema::new(vec![
    ///   Field::new("a", DataType::Boolean, false),
    ///   Field::new("b", DataType::Int8, false),
    ///   Field::new("c", DataType::Utf8, false),
    /// ]);
    /// assert_eq!(schema.fields.len(), 3);
    /// assert_eq!(schema.remove(1), Field::new("b", DataType::Int8, false).into());
    /// assert_eq!(schema.fields.len(), 2);
    /// ```
    #[deprecated(note = "Use SchemaBuilder::remove")]
    #[doc(hidden)]
    #[allow(deprecated)]
    pub fn remove(&mut self, index: usize) -> FieldRef {
        self.fields.remove(index)
    }
}

impl fmt::Display for Schema {
    fn fmt(&self, f: &mut fmt::Formatter) -> fmt::Result {
        f.write_str(
            &self
                .fields
                .iter()
                .map(|c| c.to_string())
                .collect::<Vec<String>>()
                .join(", "),
        )
    }
}

// need to implement `Hash` manually because `HashMap` implement Eq but no `Hash`
#[allow(clippy::derived_hash_with_manual_eq)]
impl Hash for Schema {
    fn hash<H: std::hash::Hasher>(&self, state: &mut H) {
        self.fields.hash(state);

        // ensure deterministic key order
        let mut keys: Vec<&String> = self.metadata.keys().collect();
        keys.sort();
        for k in keys {
            k.hash(state);
            self.metadata.get(k).expect("key valid").hash(state);
        }
    }
}

#[cfg(test)]
mod tests {
    use crate::datatype::DataType;
    use crate::{TimeUnit, UnionMode};

    use super::*;

    #[test]
    #[cfg(feature = "serde")]
    fn test_ser_de_metadata() {
        // ser/de with empty metadata
        let schema = Schema::new(vec![
            Field::new("name", DataType::Utf8, false),
            Field::new("address", DataType::Utf8, false),
            Field::new("priority", DataType::UInt8, false),
        ]);

        let json = serde_json::to_string(&schema).unwrap();
        let de_schema = serde_json::from_str(&json).unwrap();

        assert_eq!(schema, de_schema);

        // ser/de with non-empty metadata
        let schema =
            schema.with_metadata([("key".to_owned(), "val".to_owned())].into_iter().collect());
        let json = serde_json::to_string(&schema).unwrap();
        let de_schema = serde_json::from_str(&json).unwrap();

        assert_eq!(schema, de_schema);
    }

    #[test]
    fn test_projection() {
        let mut metadata = HashMap::new();
        metadata.insert("meta".to_string(), "data".to_string());

        let schema = Schema::new(vec![
            Field::new("name", DataType::Utf8, false),
            Field::new("address", DataType::Utf8, false),
            Field::new("priority", DataType::UInt8, false),
        ])
        .with_metadata(metadata);

        let projected: Schema = schema.project(&[0, 2]).unwrap();

        assert_eq!(projected.fields().len(), 2);
        assert_eq!(projected.fields()[0].name(), "name");
        assert_eq!(projected.fields()[1].name(), "priority");
        assert_eq!(projected.metadata.get("meta").unwrap(), "data")
    }

    #[test]
    fn test_oob_projection() {
        let mut metadata = HashMap::new();
        metadata.insert("meta".to_string(), "data".to_string());

        let schema = Schema::new(vec![
            Field::new("name", DataType::Utf8, false),
            Field::new("address", DataType::Utf8, false),
            Field::new("priority", DataType::UInt8, false),
        ])
        .with_metadata(metadata);

        let projected = schema.project(&[0, 3]);

        assert!(projected.is_err());
        if let Err(e) = projected {
            assert_eq!(
                e.to_string(),
                "Schema error: project index 3 out of bounds, max field 3".to_string()
            )
        }
    }

    #[test]
    fn test_schema_contains() {
        let mut metadata1 = HashMap::new();
        metadata1.insert("meta".to_string(), "data".to_string());

        let schema1 = Schema::new(vec![
            Field::new("name", DataType::Utf8, false),
            Field::new("address", DataType::Utf8, false),
            Field::new("priority", DataType::UInt8, false),
        ])
        .with_metadata(metadata1.clone());

        let mut metadata2 = HashMap::new();
        metadata2.insert("meta".to_string(), "data".to_string());
        metadata2.insert("meta2".to_string(), "data".to_string());
        let schema2 = Schema::new(vec![
            Field::new("name", DataType::Utf8, false),
            Field::new("address", DataType::Utf8, false),
            Field::new("priority", DataType::UInt8, false),
        ])
        .with_metadata(metadata2);

        // reflexivity
        assert!(schema1.contains(&schema1));
        assert!(schema2.contains(&schema2));

        assert!(!schema1.contains(&schema2));
        assert!(schema2.contains(&schema1));
    }

    #[test]
    fn schema_equality() {
        let schema1 = Schema::new(vec![
            Field::new("c1", DataType::Utf8, false),
            Field::new("c2", DataType::Float64, true),
            Field::new("c3", DataType::LargeBinary, true),
        ]);
        let schema2 = Schema::new(vec![
            Field::new("c1", DataType::Utf8, false),
            Field::new("c2", DataType::Float64, true),
            Field::new("c3", DataType::LargeBinary, true),
        ]);

        assert_eq!(schema1, schema2);

        let schema3 = Schema::new(vec![
            Field::new("c1", DataType::Utf8, false),
            Field::new("c2", DataType::Float32, true),
        ]);
        let schema4 = Schema::new(vec![
            Field::new("C1", DataType::Utf8, false),
            Field::new("C2", DataType::Float64, true),
        ]);

        assert_ne!(schema1, schema3);
        assert_ne!(schema1, schema4);
        assert_ne!(schema2, schema3);
        assert_ne!(schema2, schema4);
        assert_ne!(schema3, schema4);

        let f = Field::new("c1", DataType::Utf8, false).with_metadata(
            [("foo".to_string(), "bar".to_string())]
                .iter()
                .cloned()
                .collect(),
        );
        let schema5 = Schema::new(vec![
            f,
            Field::new("c2", DataType::Float64, true),
            Field::new("c3", DataType::LargeBinary, true),
        ]);
        assert_ne!(schema1, schema5);
    }

    #[test]
    fn create_schema_string() {
        let schema = person_schema();
        assert_eq!(schema.to_string(),
                   "Field { name: \"first_name\", data_type: Utf8, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {\"k\": \"v\"} }, \
        Field { name: \"last_name\", data_type: Utf8, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {} }, \
        Field { name: \"address\", data_type: Struct([\
            Field { name: \"street\", data_type: Utf8, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {} }, \
            Field { name: \"zip\", data_type: UInt16, nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {} }\
        ]), nullable: false, dict_id: 0, dict_is_ordered: false, metadata: {} }, \
        Field { name: \"interests\", data_type: Dictionary(Int32, Utf8), nullable: true, dict_id: 123, dict_is_ordered: true, metadata: {} }")
    }

    #[test]
    fn schema_field_accessors() {
        let schema = person_schema();

        // test schema accessors
        assert_eq!(schema.fields().len(), 4);

        // test field accessors
        let first_name = &schema.fields()[0];
        assert_eq!(first_name.name(), "first_name");
        assert_eq!(first_name.data_type(), &DataType::Utf8);
        assert!(!first_name.is_nullable());
        assert_eq!(first_name.dict_id(), None);
        assert_eq!(first_name.dict_is_ordered(), None);

        let metadata = first_name.metadata();
        assert!(!metadata.is_empty());
        let md = &metadata;
        assert_eq!(md.len(), 1);
        let key = md.get("k");
        assert!(key.is_some());
        assert_eq!(key.unwrap(), "v");

        let interests = &schema.fields()[3];
        assert_eq!(interests.name(), "interests");
        assert_eq!(
            interests.data_type(),
            &DataType::Dictionary(Box::new(DataType::Int32), Box::new(DataType::Utf8))
        );
        assert_eq!(interests.dict_id(), Some(123));
        assert_eq!(interests.dict_is_ordered(), Some(true));
    }

    #[test]
    #[should_panic(
        expected = "Unable to get field named \\\"nickname\\\". Valid fields: [\\\"first_name\\\", \\\"last_name\\\", \\\"address\\\", \\\"interests\\\"]"
    )]
    fn schema_index_of() {
        let schema = person_schema();
        assert_eq!(schema.index_of("first_name").unwrap(), 0);
        assert_eq!(schema.index_of("last_name").unwrap(), 1);
        schema.index_of("nickname").unwrap();
    }

    #[test]
    #[should_panic(
        expected = "Unable to get field named \\\"nickname\\\". Valid fields: [\\\"first_name\\\", \\\"last_name\\\", \\\"address\\\", \\\"interests\\\"]"
    )]
    fn schema_field_with_name() {
        let schema = person_schema();
        assert_eq!(
            schema.field_with_name("first_name").unwrap().name(),
            "first_name"
        );
        assert_eq!(
            schema.field_with_name("last_name").unwrap().name(),
            "last_name"
        );
        schema.field_with_name("nickname").unwrap();
    }

    #[test]
    fn schema_field_with_dict_id() {
        let schema = person_schema();

        let fields_dict_123: Vec<_> = schema
            .fields_with_dict_id(123)
            .iter()
            .map(|f| f.name())
            .collect();
        assert_eq!(fields_dict_123, vec!["interests"]);

        assert!(schema.fields_with_dict_id(456).is_empty());
    }

    fn person_schema() -> Schema {
        let kv_array = [("k".to_string(), "v".to_string())];
        let field_metadata: HashMap<String, String> = kv_array.iter().cloned().collect();
        let first_name =
            Field::new("first_name", DataType::Utf8, false).with_metadata(field_metadata);

        Schema::new(vec![
            first_name,
            Field::new("last_name", DataType::Utf8, false),
            Field::new(
                "address",
                DataType::Struct(Fields::from(vec![
                    Field::new("street", DataType::Utf8, false),
                    Field::new("zip", DataType::UInt16, false),
                ])),
                false,
            ),
            Field::new_dict(
                "interests",
                DataType::Dictionary(Box::new(DataType::Int32), Box::new(DataType::Utf8)),
                true,
                123,
                true,
            ),
        ])
    }

    #[test]
    fn test_try_merge_field_with_metadata() {
        // 1. Different values for the same key should cause error.
        let metadata1: HashMap<String, String> = [("foo".to_string(), "bar".to_string())]
            .iter()
            .cloned()
            .collect();
        let f1 = Field::new("first_name", DataType::Utf8, false).with_metadata(metadata1);

        let metadata2: HashMap<String, String> = [("foo".to_string(), "baz".to_string())]
            .iter()
            .cloned()
            .collect();
        let f2 = Field::new("first_name", DataType::Utf8, false).with_metadata(metadata2);

        assert!(Schema::try_merge(vec![Schema::new(vec![f1]), Schema::new(vec![f2])]).is_err());

        // 2. None + Some
        let mut f1 = Field::new("first_name", DataType::Utf8, false);
        let metadata2: HashMap<String, String> = [("missing".to_string(), "value".to_string())]
            .iter()
            .cloned()
            .collect();
        let f2 = Field::new("first_name", DataType::Utf8, false).with_metadata(metadata2);

        assert!(f1.try_merge(&f2).is_ok());
        assert!(!f1.metadata().is_empty());
        assert_eq!(f1.metadata(), f2.metadata());

        // 3. Some + Some
        let mut f1 = Field::new("first_name", DataType::Utf8, false).with_metadata(
            [("foo".to_string(), "bar".to_string())]
                .iter()
                .cloned()
                .collect(),
        );
        let f2 = Field::new("first_name", DataType::Utf8, false).with_metadata(
            [("foo2".to_string(), "bar2".to_string())]
                .iter()
                .cloned()
                .collect(),
        );

        assert!(f1.try_merge(&f2).is_ok());
        assert!(!f1.metadata().is_empty());
        assert_eq!(
            f1.metadata().clone(),
            [
                ("foo".to_string(), "bar".to_string()),
                ("foo2".to_string(), "bar2".to_string())
            ]
            .iter()
            .cloned()
            .collect()
        );

        // 4. Some + None.
        let mut f1 = Field::new("first_name", DataType::Utf8, false).with_metadata(
            [("foo".to_string(), "bar".to_string())]
                .iter()
                .cloned()
                .collect(),
        );
        let f2 = Field::new("first_name", DataType::Utf8, false);
        assert!(f1.try_merge(&f2).is_ok());
        assert!(!f1.metadata().is_empty());
        assert_eq!(
            f1.metadata().clone(),
            [("foo".to_string(), "bar".to_string())]
                .iter()
                .cloned()
                .collect()
        );

        // 5. None + None.
        let mut f1 = Field::new("first_name", DataType::Utf8, false);
        let f2 = Field::new("first_name", DataType::Utf8, false);
        assert!(f1.try_merge(&f2).is_ok());
        assert!(f1.metadata().is_empty());
    }

    #[test]
    fn test_schema_merge() {
        let merged = Schema::try_merge(vec![
            Schema::new(vec![
                Field::new("first_name", DataType::Utf8, false),
                Field::new("last_name", DataType::Utf8, false),
                Field::new(
                    "address",
                    DataType::Struct(vec![Field::new("zip", DataType::UInt16, false)].into()),
                    false,
                ),
            ]),
            Schema::new_with_metadata(
                vec![
                    // nullable merge
                    Field::new("last_name", DataType::Utf8, true),
                    Field::new(
                        "address",
                        DataType::Struct(Fields::from(vec![
                            // add new nested field
                            Field::new("street", DataType::Utf8, false),
                            // nullable merge on nested field
                            Field::new("zip", DataType::UInt16, true),
                        ])),
                        false,
                    ),
                    // new field
                    Field::new("number", DataType::Utf8, true),
                ],
                [("foo".to_string(), "bar".to_string())]
                    .iter()
                    .cloned()
                    .collect::<HashMap<String, String>>(),
            ),
        ])
        .unwrap();

        assert_eq!(
            merged,
            Schema::new_with_metadata(
                vec![
                    Field::new("first_name", DataType::Utf8, false),
                    Field::new("last_name", DataType::Utf8, true),
                    Field::new(
                        "address",
                        DataType::Struct(Fields::from(vec![
                            Field::new("zip", DataType::UInt16, true),
                            Field::new("street", DataType::Utf8, false),
                        ])),
                        false,
                    ),
                    Field::new("number", DataType::Utf8, true),
                ],
                [("foo".to_string(), "bar".to_string())]
                    .iter()
                    .cloned()
                    .collect::<HashMap<String, String>>()
            )
        );

        // support merge union fields
        assert_eq!(
            Schema::try_merge(vec![
                Schema::new(vec![Field::new_union(
                    "c1",
                    vec![0, 1],
                    vec![
                        Field::new("c11", DataType::Utf8, true),
                        Field::new("c12", DataType::Utf8, true),
                    ],
                    UnionMode::Dense
                ),]),
                Schema::new(vec![Field::new_union(
                    "c1",
                    vec![1, 2],
                    vec![
                        Field::new("c12", DataType::Utf8, true),
                        Field::new("c13", DataType::Time64(TimeUnit::Second), true),
                    ],
                    UnionMode::Dense
                ),])
            ])
            .unwrap(),
            Schema::new(vec![Field::new_union(
                "c1",
                vec![0, 1, 2],
                vec![
                    Field::new("c11", DataType::Utf8, true),
                    Field::new("c12", DataType::Utf8, true),
                    Field::new("c13", DataType::Time64(TimeUnit::Second), true),
                ],
                UnionMode::Dense
            ),]),
        );

        // incompatible field should throw error
        assert!(Schema::try_merge(vec![
            Schema::new(vec![
                Field::new("first_name", DataType::Utf8, false),
                Field::new("last_name", DataType::Utf8, false),
            ]),
            Schema::new(vec![Field::new("last_name", DataType::Int64, false),])
        ])
        .is_err());

        // incompatible metadata should throw error
        let res = Schema::try_merge(vec![
            Schema::new_with_metadata(
                vec![Field::new("first_name", DataType::Utf8, false)],
                [("foo".to_string(), "bar".to_string())]
                    .iter()
                    .cloned()
                    .collect::<HashMap<String, String>>(),
            ),
            Schema::new_with_metadata(
                vec![Field::new("last_name", DataType::Utf8, false)],
                [("foo".to_string(), "baz".to_string())]
                    .iter()
                    .cloned()
                    .collect::<HashMap<String, String>>(),
            ),
        ])
        .unwrap_err();

        let expected = "Fail to merge schema due to conflicting metadata. Key 'foo' has different values 'bar' and 'baz'";
        assert!(
            res.to_string().contains(expected),
            "Could not find expected string '{expected}' in '{res}'"
        );
    }

    #[test]
    fn test_schema_builder_change_field() {
        let mut builder = SchemaBuilder::new();
        builder.push(Field::new("a", DataType::Int32, false));
        builder.push(Field::new("b", DataType::Utf8, false));
        *builder.field_mut(1) = Arc::new(Field::new("c", DataType::Int32, false));
        assert_eq!(
            builder.fields,
            vec![
                Arc::new(Field::new("a", DataType::Int32, false)),
                Arc::new(Field::new("c", DataType::Int32, false))
            ]
        );
    }

    #[test]
    fn test_schema_builder_reverse() {
        let mut builder = SchemaBuilder::new();
        builder.push(Field::new("a", DataType::Int32, false));
        builder.push(Field::new("b", DataType::Utf8, true));
        builder.reverse();
        assert_eq!(
            builder.fields,
            vec![
                Arc::new(Field::new("b", DataType::Utf8, true)),
                Arc::new(Field::new("a", DataType::Int32, false))
            ]
        );
    }

    #[test]
    fn test_schema_builder_metadata() {
        let mut metadata = HashMap::with_capacity(1);
        metadata.insert("key".to_string(), "value".to_string());

        let fields = vec![Field::new("test", DataType::Int8, true)];
        let mut builder: SchemaBuilder = Schema::new(fields).with_metadata(metadata).into();
        builder.metadata_mut().insert("k".into(), "v".into());
        let out = builder.finish();
        assert_eq!(out.metadata.len(), 2);
        assert_eq!(out.metadata["k"], "v");
        assert_eq!(out.metadata["key"], "value");
    }
}