Deprecated: The each() function is deprecated. This message will be suppressed on further calls in /home/zhenxiangba/zhenxiangba.com/public_html/phproxy-improved-master/index.php on line 456
datafusion-common 48.0.0 - Docs.rs
[go: Go Back, main page]

datafusion-common 48.0.0

Common functionality for DataFusion query engine
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
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
1013
1014
1015
1016
1017
1018
1019
1020
1021
1022
1023
1024
1025
1026
1027
1028
1029
1030
1031
1032
1033
1034
1035
1036
1037
1038
1039
1040
1041
1042
1043
1044
1045
1046
1047
1048
1049
1050
1051
1052
1053
1054
1055
1056
1057
1058
1059
1060
1061
1062
1063
1064
1065
1066
1067
1068
1069
1070
1071
1072
1073
1074
1075
1076
1077
1078
1079
1080
1081
1082
1083
1084
1085
1086
1087
1088
1089
1090
1091
1092
1093
1094
1095
1096
1097
1098
1099
1100
1101
1102
1103
1104
1105
1106
1107
1108
1109
1110
1111
1112
1113
1114
1115
1116
1117
1118
1119
1120
1121
1122
1123
1124
1125
1126
1127
1128
1129
1130
1131
1132
1133
1134
1135
1136
1137
1138
1139
1140
1141
1142
1143
1144
1145
1146
1147
1148
1149
1150
1151
1152
1153
1154
1155
1156
1157
1158
1159
1160
1161
1162
1163
1164
1165
1166
1167
1168
1169
1170
1171
1172
1173
1174
1175
1176
1177
1178
1179
1180
1181
1182
// 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.

//! DataFusion error types
#[cfg(feature = "backtrace")]
use std::backtrace::{Backtrace, BacktraceStatus};

use std::borrow::Cow;
use std::collections::VecDeque;
use std::error::Error;
use std::fmt::{Display, Formatter};
use std::io;
use std::result;
use std::sync::Arc;

use crate::utils::datafusion_strsim::normalized_levenshtein;
use crate::utils::quote_identifier;
use crate::{Column, DFSchema, Diagnostic, TableReference};
#[cfg(feature = "avro")]
use apache_avro::Error as AvroError;
use arrow::error::ArrowError;
#[cfg(feature = "parquet")]
use parquet::errors::ParquetError;
use sqlparser::parser::ParserError;
use tokio::task::JoinError;

/// Result type for operations that could result in an [DataFusionError]
pub type Result<T, E = DataFusionError> = result::Result<T, E>;

/// Result type for operations that could result in an [DataFusionError] and needs to be shared (wrapped into `Arc`).
pub type SharedResult<T> = result::Result<T, Arc<DataFusionError>>;

/// Error type for generic operations that could result in DataFusionError::External
pub type GenericError = Box<dyn Error + Send + Sync>;

/// DataFusion error
#[derive(Debug)]
pub enum DataFusionError {
    /// Error returned by arrow.
    ///
    /// 2nd argument is for optional backtrace
    ArrowError(ArrowError, Option<String>),
    /// Error when reading / writing Parquet data.
    #[cfg(feature = "parquet")]
    ParquetError(ParquetError),
    /// Error when reading Avro data.
    #[cfg(feature = "avro")]
    AvroError(Box<AvroError>),
    /// Error when reading / writing to / from an object_store (e.g. S3 or LocalFile)
    #[cfg(feature = "object_store")]
    ObjectStore(object_store::Error),
    /// Error when an I/O operation fails
    IoError(io::Error),
    /// Error when SQL is syntactically incorrect.
    ///
    /// 2nd argument is for optional backtrace
    SQL(ParserError, Option<String>),
    /// Error when a feature is not yet implemented.
    ///
    /// These errors are sometimes returned for features that are still in
    /// development and are not entirely complete. Often, these errors are
    /// tracked in our issue tracker.
    NotImplemented(String),
    /// Error due to bugs in DataFusion
    ///
    /// This error should not happen in normal usage of DataFusion. It results
    /// from something that wasn't expected/anticipated by the implementation
    /// and that is most likely a bug (the error message even encourages users
    /// to open a bug report). A user should not be able to trigger internal
    /// errors under normal circumstances by feeding in malformed queries, bad
    /// data, etc.
    ///
    /// Note that I/O errors (or any error that happens due to external systems)
    /// do NOT fall under this category. See other variants such as
    /// [`Self::IoError`] and [`Self::External`].
    ///
    /// DataFusions has internal invariants that the compiler is not always able
    /// to check. This error is raised when one of those invariants does not
    /// hold for some reason.
    Internal(String),
    /// Error during planning of the query.
    ///
    /// This error happens when the user provides a bad query or plan, for
    /// example the user attempts to call a function that doesn't exist, or if
    /// the types of a function call are not supported.
    Plan(String),
    /// Error for invalid or unsupported configuration options.
    Configuration(String),
    /// Error when there is a problem with the query related to schema.
    ///
    /// This error can be returned in cases such as when schema inference is not
    /// possible and when column names are not unique.
    ///
    /// 2nd argument is for optional backtrace
    /// Boxing the optional backtrace to prevent <https://rust-lang.github.io/rust-clippy/master/index.html#/result_large_err>
    SchemaError(SchemaError, Box<Option<String>>),
    /// Error during execution of the query.
    ///
    /// This error is returned when an error happens during execution due to a
    /// malformed input. For example, the user passed malformed arguments to a
    /// SQL method, opened a CSV file that is broken, or tried to divide an
    /// integer by zero.
    Execution(String),
    /// [`JoinError`] during execution of the query.
    ///
    /// This error can't occur for unjoined tasks, such as execution shutdown.
    ExecutionJoin(JoinError),
    /// Error when resources (such as memory of scratch disk space) are exhausted.
    ///
    /// This error is thrown when a consumer cannot acquire additional memory
    /// or other resources needed to execute the query from the Memory Manager.
    ResourcesExhausted(String),
    /// Errors originating from outside DataFusion's core codebase.
    ///
    /// For example, a custom S3Error from the crate datafusion-objectstore-s3
    External(GenericError),
    /// Error with additional context
    Context(String, Box<DataFusionError>),
    /// Errors from either mapping LogicalPlans to/from Substrait plans
    /// or serializing/deserializing protobytes to Substrait plans
    Substrait(String),
    /// Error wrapped together with additional contextual information intended
    /// for end users, to help them understand what went wrong by providing
    /// human-readable messages, and locations in the source query that relate
    /// to the error in some way.
    Diagnostic(Box<Diagnostic>, Box<DataFusionError>),
    /// A collection of one or more [`DataFusionError`]. Useful in cases where
    /// DataFusion can recover from an erroneous state, and produce more errors
    /// before terminating. e.g. when planning a SELECT clause, DataFusion can
    /// synchronize to the next `SelectItem` if the previous one had errors. The
    /// end result is that the user can see errors about all `SelectItem`,
    /// instead of just the first one.
    Collection(Vec<DataFusionError>),
    /// A [`DataFusionError`] which shares an underlying [`DataFusionError`].
    ///
    /// This is useful when the same underlying [`DataFusionError`] is passed
    /// to multiple receivers. For example, when the source of a repartition
    /// errors and the error is propagated to multiple consumers.
    Shared(Arc<DataFusionError>),
}

#[macro_export]
macro_rules! context {
    ($desc:expr, $err:expr) => {
        $err.context(format!("{} at {}:{}", $desc, file!(), line!()))
    };
}

/// Schema-related errors
#[derive(Debug)]
pub enum SchemaError {
    /// Schema contains a (possibly) qualified and unqualified field with same unqualified name
    AmbiguousReference { field: Column },
    /// Schema contains duplicate qualified field name
    DuplicateQualifiedField {
        qualifier: Box<TableReference>,
        name: String,
    },
    /// Schema contains duplicate unqualified field name
    DuplicateUnqualifiedField { name: String },
    /// No field with this name
    FieldNotFound {
        field: Box<Column>,
        valid_fields: Vec<Column>,
    },
}

impl Display for SchemaError {
    fn fmt(&self, f: &mut Formatter<'_>) -> std::fmt::Result {
        match self {
            Self::FieldNotFound {
                field,
                valid_fields,
            } => {
                write!(f, "No field named {}", field.quoted_flat_name())?;
                let lower_valid_fields = valid_fields
                    .iter()
                    .map(|column| column.flat_name().to_lowercase())
                    .collect::<Vec<String>>();

                let valid_fields_names = valid_fields
                    .iter()
                    .map(|column| column.flat_name())
                    .collect::<Vec<String>>();
                if lower_valid_fields.contains(&field.flat_name().to_lowercase()) {
                    write!(
                        f,
                        ". Column names are case sensitive. You can use double quotes to refer to the \"{}\" column \
                        or set the datafusion.sql_parser.enable_ident_normalization configuration",
                        field.quoted_flat_name()
                    )?;
                }
                let field_name = field.name();
                if let Some(matched) = valid_fields_names
                    .iter()
                    .filter(|str| normalized_levenshtein(str, field_name) >= 0.5)
                    .collect::<Vec<&String>>()
                    .first()
                {
                    write!(f, ". Did you mean '{matched}'?")?;
                } else if !valid_fields.is_empty() {
                    write!(
                        f,
                        ". Valid fields are {}",
                        valid_fields
                            .iter()
                            .map(|field| field.quoted_flat_name())
                            .collect::<Vec<String>>()
                            .join(", ")
                    )?;
                }
                write!(f, ".")
            }
            Self::DuplicateQualifiedField { qualifier, name } => {
                write!(
                    f,
                    "Schema contains duplicate qualified field name {}.{}",
                    qualifier.to_quoted_string(),
                    quote_identifier(name)
                )
            }
            Self::DuplicateUnqualifiedField { name } => {
                write!(
                    f,
                    "Schema contains duplicate unqualified field name {}",
                    quote_identifier(name)
                )
            }
            Self::AmbiguousReference { field } => {
                if field.relation.is_some() {
                    write!(
                        f,
                        "Schema contains qualified field name {} and unqualified field name {} which would be ambiguous",
                        field.quoted_flat_name(),
                        quote_identifier(&field.name)
                    )
                } else {
                    write!(
                        f,
                        "Ambiguous reference to unqualified field {}",
                        field.quoted_flat_name()
                    )
                }
            }
        }
    }
}

impl Error for SchemaError {}

impl From<std::fmt::Error> for DataFusionError {
    fn from(_e: std::fmt::Error) -> Self {
        DataFusionError::Execution("Fail to format".to_string())
    }
}

impl From<io::Error> for DataFusionError {
    fn from(e: io::Error) -> Self {
        DataFusionError::IoError(e)
    }
}

impl From<ArrowError> for DataFusionError {
    fn from(e: ArrowError) -> Self {
        DataFusionError::ArrowError(e, None)
    }
}

impl From<DataFusionError> for ArrowError {
    fn from(e: DataFusionError) -> Self {
        match e {
            DataFusionError::ArrowError(e, _) => e,
            DataFusionError::External(e) => ArrowError::ExternalError(e),
            other => ArrowError::ExternalError(Box::new(other)),
        }
    }
}

impl From<&Arc<DataFusionError>> for DataFusionError {
    fn from(e: &Arc<DataFusionError>) -> Self {
        if let DataFusionError::Shared(e_inner) = e.as_ref() {
            // don't re-wrap
            DataFusionError::Shared(Arc::clone(e_inner))
        } else {
            DataFusionError::Shared(Arc::clone(e))
        }
    }
}

#[cfg(feature = "parquet")]
impl From<ParquetError> for DataFusionError {
    fn from(e: ParquetError) -> Self {
        DataFusionError::ParquetError(e)
    }
}

#[cfg(feature = "avro")]
impl From<AvroError> for DataFusionError {
    fn from(e: AvroError) -> Self {
        DataFusionError::AvroError(Box::new(e))
    }
}

#[cfg(feature = "object_store")]
impl From<object_store::Error> for DataFusionError {
    fn from(e: object_store::Error) -> Self {
        DataFusionError::ObjectStore(e)
    }
}

#[cfg(feature = "object_store")]
impl From<object_store::path::Error> for DataFusionError {
    fn from(e: object_store::path::Error) -> Self {
        DataFusionError::ObjectStore(e.into())
    }
}

impl From<ParserError> for DataFusionError {
    fn from(e: ParserError) -> Self {
        DataFusionError::SQL(e, None)
    }
}

impl From<GenericError> for DataFusionError {
    fn from(err: GenericError) -> Self {
        // If the error is already a DataFusionError, not wrapping it.
        if err.is::<DataFusionError>() {
            if let Ok(e) = err.downcast::<DataFusionError>() {
                *e
            } else {
                unreachable!()
            }
        } else {
            DataFusionError::External(err)
        }
    }
}

impl Display for DataFusionError {
    fn fmt(&self, f: &mut Formatter) -> std::fmt::Result {
        let error_prefix = self.error_prefix();
        let message = self.message();
        write!(f, "{error_prefix}{message}")
    }
}

impl Error for DataFusionError {
    fn source(&self) -> Option<&(dyn Error + 'static)> {
        match self {
            DataFusionError::ArrowError(e, _) => Some(e),
            #[cfg(feature = "parquet")]
            DataFusionError::ParquetError(e) => Some(e),
            #[cfg(feature = "avro")]
            DataFusionError::AvroError(e) => Some(e),
            #[cfg(feature = "object_store")]
            DataFusionError::ObjectStore(e) => Some(e),
            DataFusionError::IoError(e) => Some(e),
            DataFusionError::SQL(e, _) => Some(e),
            DataFusionError::NotImplemented(_) => None,
            DataFusionError::Internal(_) => None,
            DataFusionError::Configuration(_) => None,
            DataFusionError::Plan(_) => None,
            DataFusionError::SchemaError(e, _) => Some(e),
            DataFusionError::Execution(_) => None,
            DataFusionError::ExecutionJoin(e) => Some(e),
            DataFusionError::ResourcesExhausted(_) => None,
            DataFusionError::External(e) => Some(e.as_ref()),
            DataFusionError::Context(_, e) => Some(e.as_ref()),
            DataFusionError::Substrait(_) => None,
            DataFusionError::Diagnostic(_, e) => Some(e.as_ref()),
            // Can't really make a Collection fit into the mold of "an error has
            // at most one source", but returning the first one is probably good
            // idea. Especially since `DataFusionError::Collection` is mostly
            // meant for consumption by the end user, so shouldn't interfere
            // with programmatic usage too much. Plus, having 1 or 5 errors
            // doesn't really change the fact that the query is invalid and
            // can't be executed.
            DataFusionError::Collection(errs) => errs.first().map(|e| e as &dyn Error),
            DataFusionError::Shared(e) => Some(e.as_ref()),
        }
    }
}

impl From<DataFusionError> for io::Error {
    fn from(e: DataFusionError) -> Self {
        io::Error::other(e)
    }
}

impl DataFusionError {
    /// The separator between the error message and the backtrace
    pub const BACK_TRACE_SEP: &'static str = "\n\nbacktrace: ";

    /// Get deepest underlying [`DataFusionError`]
    ///
    /// [`DataFusionError`]s sometimes form a chain, such as `DataFusionError::ArrowError()` in order to conform
    /// to the correct error signature. Thus sometimes there is a chain several layers deep that can obscure the
    /// original error. This function finds the lowest level DataFusionError possible.
    ///
    /// For example,  `find_root` will return`DataFusionError::ResourceExhausted` given the input
    /// ```text
    /// DataFusionError::ArrowError
    ///   ArrowError::External
    ///    Box(DataFusionError::Context)
    ///      DataFusionError::ResourceExhausted
    /// ```
    ///
    /// This may be the same as `self`.
    pub fn find_root(&self) -> &Self {
        // Note: This is a non-recursive algorithm so we do not run
        // out of stack space, even for long error chains.

        let mut last_datafusion_error = self;
        let mut root_error: &dyn Error = self;
        while let Some(source) = root_error.source() {
            // walk the next level
            root_error = source;
            // remember the lowest datafusion error so far
            if let Some(e) = root_error.downcast_ref::<DataFusionError>() {
                last_datafusion_error = e;
            } else if let Some(e) = root_error.downcast_ref::<Arc<DataFusionError>>() {
                // As `Arc<T>::source()` calls through to `T::source()` we need to
                // explicitly match `Arc<DataFusionError>` to capture it
                last_datafusion_error = e.as_ref();
            }
        }
        // return last checkpoint (which may be the original error)
        last_datafusion_error
    }

    /// wraps self in Self::Context with a description
    pub fn context(self, description: impl Into<String>) -> Self {
        Self::Context(description.into(), Box::new(self))
    }

    /// Strips backtrace out of the error message
    /// If backtrace enabled then error has a format "message" [`Self::BACK_TRACE_SEP`] "backtrace"
    /// The method strips the backtrace and outputs "message"
    pub fn strip_backtrace(&self) -> String {
        self.to_string()
            .split(Self::BACK_TRACE_SEP)
            .collect::<Vec<&str>>()
            .first()
            .unwrap_or(&"")
            .to_string()
    }

    /// To enable optional rust backtrace in DataFusion:
    /// - [`Setup Env Variables`]<https://doc.rust-lang.org/std/backtrace/index.html#environment-variables>
    /// - Enable `backtrace` cargo feature
    ///
    /// Example:
    /// cargo build --features 'backtrace'
    /// RUST_BACKTRACE=1 ./app
    #[inline(always)]
    pub fn get_back_trace() -> String {
        #[cfg(feature = "backtrace")]
        {
            let back_trace = Backtrace::capture();
            if back_trace.status() == BacktraceStatus::Captured {
                return format!("{}{}", Self::BACK_TRACE_SEP, back_trace);
            }

            "".to_owned()
        }

        #[cfg(not(feature = "backtrace"))]
        "".to_owned()
    }

    /// Return a [`DataFusionErrorBuilder`] to build a [`DataFusionError`]
    pub fn builder() -> DataFusionErrorBuilder {
        DataFusionErrorBuilder::default()
    }

    fn error_prefix(&self) -> &'static str {
        match self {
            DataFusionError::ArrowError(_, _) => "Arrow error: ",
            #[cfg(feature = "parquet")]
            DataFusionError::ParquetError(_) => "Parquet error: ",
            #[cfg(feature = "avro")]
            DataFusionError::AvroError(_) => "Avro error: ",
            #[cfg(feature = "object_store")]
            DataFusionError::ObjectStore(_) => "Object Store error: ",
            DataFusionError::IoError(_) => "IO error: ",
            DataFusionError::SQL(_, _) => "SQL error: ",
            DataFusionError::NotImplemented(_) => {
                "This feature is not implemented: "
            }
            DataFusionError::Internal(_) => "Internal error: ",
            DataFusionError::Plan(_) => "Error during planning: ",
            DataFusionError::Configuration(_) => {
                "Invalid or Unsupported Configuration: "
            }
            DataFusionError::SchemaError(_, _) => "Schema error: ",
            DataFusionError::Execution(_) => "Execution error: ",
            DataFusionError::ExecutionJoin(_) => "ExecutionJoin error: ",
            DataFusionError::ResourcesExhausted(_) => {
                "Resources exhausted: "
            }
            DataFusionError::External(_) => "External error: ",
            DataFusionError::Context(_, _) => "",
            DataFusionError::Substrait(_) => "Substrait error: ",
            DataFusionError::Diagnostic(_, _) => "",
            DataFusionError::Collection(errs) => {
                errs.first().expect("cannot construct DataFusionError::Collection with 0 errors, but got one such case").error_prefix()
            }
            DataFusionError::Shared(_) => "",
        }
    }

    pub fn message(&self) -> Cow<str> {
        match *self {
            DataFusionError::ArrowError(ref desc, ref backtrace) => {
                let backtrace = backtrace.clone().unwrap_or_else(|| "".to_owned());
                Cow::Owned(format!("{desc}{backtrace}"))
            }
            #[cfg(feature = "parquet")]
            DataFusionError::ParquetError(ref desc) => Cow::Owned(desc.to_string()),
            #[cfg(feature = "avro")]
            DataFusionError::AvroError(ref desc) => Cow::Owned(desc.to_string()),
            DataFusionError::IoError(ref desc) => Cow::Owned(desc.to_string()),
            DataFusionError::SQL(ref desc, ref backtrace) => {
                let backtrace: String =
                    backtrace.clone().unwrap_or_else(|| "".to_owned());
                Cow::Owned(format!("{desc:?}{backtrace}"))
            }
            DataFusionError::Configuration(ref desc) => Cow::Owned(desc.to_string()),
            DataFusionError::NotImplemented(ref desc) => Cow::Owned(desc.to_string()),
            DataFusionError::Internal(ref desc) => Cow::Owned(format!(
                "{desc}.\nThis was likely caused by a bug in DataFusion's \
            code and we would welcome that you file an bug report in our issue tracker"
            )),
            DataFusionError::Plan(ref desc) => Cow::Owned(desc.to_string()),
            DataFusionError::SchemaError(ref desc, ref backtrace) => {
                let backtrace: &str =
                    &backtrace.as_ref().clone().unwrap_or_else(|| "".to_owned());
                Cow::Owned(format!("{desc}{backtrace}"))
            }
            DataFusionError::Execution(ref desc) => Cow::Owned(desc.to_string()),
            DataFusionError::ExecutionJoin(ref desc) => Cow::Owned(desc.to_string()),
            DataFusionError::ResourcesExhausted(ref desc) => Cow::Owned(desc.to_string()),
            DataFusionError::External(ref desc) => Cow::Owned(desc.to_string()),
            #[cfg(feature = "object_store")]
            DataFusionError::ObjectStore(ref desc) => Cow::Owned(desc.to_string()),
            DataFusionError::Context(ref desc, ref err) => {
                Cow::Owned(format!("{desc}\ncaused by\n{}", *err))
            }
            DataFusionError::Substrait(ref desc) => Cow::Owned(desc.to_string()),
            DataFusionError::Diagnostic(_, ref err) => Cow::Owned(err.to_string()),
            // Returning the message of the first error is probably fine enough,
            // and makes `DataFusionError::Collection` a transparent wrapped,
            // unless the end user explicitly calls `DataFusionError::iter`.
            DataFusionError::Collection(ref errs) => errs
                .first()
                .expect("cannot construct DataFusionError::Collection with 0 errors")
                .message(),
            DataFusionError::Shared(ref desc) => Cow::Owned(desc.to_string()),
        }
    }

    /// Wraps the error with contextual information intended for end users
    pub fn with_diagnostic(self, diagnostic: Diagnostic) -> Self {
        Self::Diagnostic(Box::new(diagnostic), Box::new(self))
    }

    /// Wraps the error with contextual information intended for end users.
    /// Takes a function that inspects the error and returns the diagnostic to
    /// wrap it with.
    pub fn with_diagnostic_fn<F: FnOnce(&DataFusionError) -> Diagnostic>(
        self,
        f: F,
    ) -> Self {
        let diagnostic = f(&self);
        self.with_diagnostic(diagnostic)
    }

    /// Gets the [`Diagnostic`] associated with the error, if any. If there is
    /// more than one, only the outermost [`Diagnostic`] is returned.
    pub fn diagnostic(&self) -> Option<&Diagnostic> {
        struct DiagnosticsIterator<'a> {
            head: &'a DataFusionError,
        }

        impl<'a> Iterator for DiagnosticsIterator<'a> {
            type Item = &'a Diagnostic;

            fn next(&mut self) -> Option<Self::Item> {
                loop {
                    if let DataFusionError::Diagnostic(diagnostics, source) = self.head {
                        self.head = source.as_ref();
                        return Some(diagnostics);
                    }

                    if let Some(source) = self
                        .head
                        .source()
                        .and_then(|source| source.downcast_ref::<DataFusionError>())
                    {
                        self.head = source;
                    } else {
                        return None;
                    }
                }
            }
        }

        DiagnosticsIterator { head: self }.next()
    }

    /// Return an iterator over this [`DataFusionError`] and any other
    /// [`DataFusionError`]s in a [`DataFusionError::Collection`].
    ///
    /// Sometimes DataFusion is able to collect multiple errors in a SQL query
    /// before terminating, e.g. across different expressions in a SELECT
    /// statements or different sides of a UNION. This method returns an
    /// iterator over all the errors in the collection.
    ///
    /// For this to work, the top-level error must be a
    /// `DataFusionError::Collection`, not something that contains it.
    pub fn iter(&self) -> impl Iterator<Item = &DataFusionError> {
        struct ErrorIterator<'a> {
            queue: VecDeque<&'a DataFusionError>,
        }

        impl<'a> Iterator for ErrorIterator<'a> {
            type Item = &'a DataFusionError;

            fn next(&mut self) -> Option<Self::Item> {
                loop {
                    let popped = self.queue.pop_front()?;
                    match popped {
                        DataFusionError::Collection(errs) => self.queue.extend(errs),
                        _ => return Some(popped),
                    }
                }
            }
        }

        let mut queue = VecDeque::new();
        queue.push_back(self);
        ErrorIterator { queue }
    }
}

/// A builder for [`DataFusionError`]
///
/// This builder can be used to collect multiple errors and return them as a
/// [`DataFusionError::Collection`].
///
/// # Example: no errors
/// ```
/// # use datafusion_common::DataFusionError;
/// let mut builder = DataFusionError::builder();
/// // ok_or returns the value if no errors have been added
/// assert_eq!(builder.error_or(42).unwrap(), 42);
/// ```
///
/// # Example: with errors
/// ```
/// # use datafusion_common::{assert_contains, DataFusionError};
/// let mut builder = DataFusionError::builder();
/// builder.add_error(DataFusionError::Internal("foo".to_owned()));
/// // ok_or returns the value if no errors have been added
/// assert_contains!(builder.error_or(42).unwrap_err().to_string(), "Internal error: foo");
/// ```
#[derive(Debug, Default)]
pub struct DataFusionErrorBuilder(Vec<DataFusionError>);

impl DataFusionErrorBuilder {
    /// Create a new [`DataFusionErrorBuilder`]
    pub fn new() -> Self {
        Default::default()
    }

    /// Add an error to the in progress list
    ///
    /// # Example
    /// ```
    /// # use datafusion_common::{assert_contains, DataFusionError};
    /// let mut builder = DataFusionError::builder();
    /// builder.add_error(DataFusionError::Internal("foo".to_owned()));
    /// assert_contains!(builder.error_or(42).unwrap_err().to_string(), "Internal error: foo");
    /// ```
    pub fn add_error(&mut self, error: DataFusionError) {
        self.0.push(error);
    }

    /// Add an error to the in progress list, returning the builder
    ///
    /// # Example
    /// ```
    /// # use datafusion_common::{assert_contains, DataFusionError};
    /// let builder = DataFusionError::builder()
    ///   .with_error(DataFusionError::Internal("foo".to_owned()));
    /// assert_contains!(builder.error_or(42).unwrap_err().to_string(), "Internal error: foo");
    /// ```
    pub fn with_error(mut self, error: DataFusionError) -> Self {
        self.0.push(error);
        self
    }

    /// Returns `Ok(ok)` if no errors were added to the builder,
    /// otherwise returns a `Result::Err`
    pub fn error_or<T>(self, ok: T) -> Result<T, DataFusionError> {
        match self.0.len() {
            0 => Ok(ok),
            1 => Err(self.0.into_iter().next().expect("length matched 1")),
            _ => Err(DataFusionError::Collection(self.0)),
        }
    }
}

/// Unwrap an `Option` if possible. Otherwise return an `DataFusionError::Internal`.
/// In normal usage of DataFusion the unwrap should always succeed.
///
/// Example: `let values = unwrap_or_internal_err!(values)`
#[macro_export]
macro_rules! unwrap_or_internal_err {
    ($Value: ident) => {
        $Value.ok_or_else(|| {
            DataFusionError::Internal(format!(
                "{} should not be None",
                stringify!($Value)
            ))
        })?
    };
}

/// Add a macros for concise  DataFusionError::* errors declaration
/// supports placeholders the same way as `format!`
/// Examples:
///     plan_err!("Error")
///     plan_err!("Error {}", val)
///     plan_err!("Error {:?}", val)
///     plan_err!("Error {val}")
///     plan_err!("Error {val:?}")
///
/// `NAME_ERR` -  macro name for wrapping Err(DataFusionError::*)
/// `NAME_DF_ERR` -  macro name for wrapping DataFusionError::*. Needed to keep backtrace opportunity
/// in construction where DataFusionError::* used directly, like `map_err`, `ok_or_else`, etc
macro_rules! make_error {
    ($NAME_ERR:ident, $NAME_DF_ERR: ident, $ERR:ident) => { make_error!(@inner ($), $NAME_ERR, $NAME_DF_ERR, $ERR); };
    (@inner ($d:tt), $NAME_ERR:ident, $NAME_DF_ERR:ident, $ERR:ident) => {
        ::paste::paste!{
            /// Macro wraps `$ERR` to add backtrace feature
            #[macro_export]
            macro_rules! $NAME_DF_ERR {
                ($d($d args:expr),* $d(; diagnostic=$d DIAG:expr)?) => {{
                    let err =$crate::DataFusionError::$ERR(
                        ::std::format!(
                            "{}{}",
                            ::std::format!($d($d args),*),
                            $crate::DataFusionError::get_back_trace(),
                        ).into()
                    );
                    $d (
                        let err = err.with_diagnostic($d DIAG);
                    )?
                    err
                }
            }
        }

            /// Macro wraps Err(`$ERR`) to add backtrace feature
            #[macro_export]
            macro_rules! $NAME_ERR {
                ($d($d args:expr),* $d(; diagnostic = $d DIAG:expr)?) => {{
                    let err = $crate::[<_ $NAME_DF_ERR>]!($d($d args),*);
                    $d (
                        let err = err.with_diagnostic($d DIAG);
                    )?
                    Err(err)

                }}
            }


            // Note: Certain macros are used in this  crate, but not all.
            // This macro generates a use or all of them in case they are needed
            // so we allow unused code to avoid warnings when they are not used
            #[doc(hidden)]
            #[allow(unused)]
            pub use $NAME_ERR as [<_ $NAME_ERR>];
            #[doc(hidden)]
            #[allow(unused)]
            pub use $NAME_DF_ERR as [<_ $NAME_DF_ERR>];
        }
    };
}

// Exposes a macro to create `DataFusionError::Plan` with optional backtrace
make_error!(plan_err, plan_datafusion_err, Plan);

// Exposes a macro to create `DataFusionError::Internal` with optional backtrace
make_error!(internal_err, internal_datafusion_err, Internal);

// Exposes a macro to create `DataFusionError::NotImplemented` with optional backtrace
make_error!(not_impl_err, not_impl_datafusion_err, NotImplemented);

// Exposes a macro to create `DataFusionError::Execution` with optional backtrace
make_error!(exec_err, exec_datafusion_err, Execution);

// Exposes a macro to create `DataFusionError::Configuration` with optional backtrace
make_error!(config_err, config_datafusion_err, Configuration);

// Exposes a macro to create `DataFusionError::Substrait` with optional backtrace
make_error!(substrait_err, substrait_datafusion_err, Substrait);

// Exposes a macro to create `DataFusionError::ResourcesExhausted` with optional backtrace
make_error!(resources_err, resources_datafusion_err, ResourcesExhausted);

// Exposes a macro to create `DataFusionError::SQL` with optional backtrace
#[macro_export]
macro_rules! sql_datafusion_err {
    ($ERR:expr $(; diagnostic = $DIAG:expr)?) => {{
        let err = DataFusionError::SQL($ERR, Some(DataFusionError::get_back_trace()));
        $(
            let err = err.with_diagnostic($DIAG);
        )?
        err
    }};
}

// Exposes a macro to create `Err(DataFusionError::SQL)` with optional backtrace
#[macro_export]
macro_rules! sql_err {
    ($ERR:expr $(; diagnostic = $DIAG:expr)?) => {{
        let err = datafusion_common::sql_datafusion_err!($ERR);
        $(
            let err = err.with_diagnostic($DIAG);
        )?
        Err(err)
    }};
}

// Exposes a macro to create `DataFusionError::ArrowError` with optional backtrace
#[macro_export]
macro_rules! arrow_datafusion_err {
    ($ERR:expr $(; diagnostic = $DIAG:expr)?) => {{
        let err = DataFusionError::ArrowError($ERR, Some(DataFusionError::get_back_trace()));
        $(
            let err = err.with_diagnostic($DIAG);
        )?
        err
    }};
}

// Exposes a macro to create `Err(DataFusionError::ArrowError)` with optional backtrace
#[macro_export]
macro_rules! arrow_err {
    ($ERR:expr $(; diagnostic = $DIAG:expr)?) => {
    {
        let err = datafusion_common::arrow_datafusion_err!($ERR);
        $(
            let err = err.with_diagnostic($DIAG);
        )?
        Err(err)
    }};
}

// Exposes a macro to create `DataFusionError::SchemaError` with optional backtrace
#[macro_export]
macro_rules! schema_datafusion_err {
    ($ERR:expr $(; diagnostic = $DIAG:expr)?) => {{
        let err = $crate::error::DataFusionError::SchemaError(
            $ERR,
            Box::new(Some($crate::error::DataFusionError::get_back_trace())),
        );
        $(
            let err = err.with_diagnostic($DIAG);
        )?
        err
    }};
}

// Exposes a macro to create `Err(DataFusionError::SchemaError)` with optional backtrace
#[macro_export]
macro_rules! schema_err {
    ($ERR:expr $(; diagnostic = $DIAG:expr)?) => {{
        let err = $crate::error::DataFusionError::SchemaError(
            $ERR,
            Box::new(Some($crate::error::DataFusionError::get_back_trace())),
        );
        $(
            let err = err.with_diagnostic($DIAG);
        )?
        Err(err)
    }
    };
}

// To avoid compiler error when using macro in the same crate:
// macros from the current crate cannot be referred to by absolute paths
pub use schema_err as _schema_err;

/// Create a "field not found" DataFusion::SchemaError
pub fn field_not_found<R: Into<TableReference>>(
    qualifier: Option<R>,
    name: &str,
    schema: &DFSchema,
) -> DataFusionError {
    schema_datafusion_err!(SchemaError::FieldNotFound {
        field: Box::new(Column::new(qualifier, name)),
        valid_fields: schema.columns().to_vec(),
    })
}

/// Convenience wrapper over [`field_not_found`] for when there is no qualifier
pub fn unqualified_field_not_found(name: &str, schema: &DFSchema) -> DataFusionError {
    schema_datafusion_err!(SchemaError::FieldNotFound {
        field: Box::new(Column::new_unqualified(name)),
        valid_fields: schema.columns().to_vec(),
    })
}

pub fn add_possible_columns_to_diag(
    diagnostic: &mut Diagnostic,
    field: &Column,
    valid_fields: &[Column],
) {
    let field_names: Vec<String> = valid_fields
        .iter()
        .filter_map(|f| {
            if normalized_levenshtein(f.name(), field.name()) >= 0.5 {
                Some(f.flat_name())
            } else {
                None
            }
        })
        .collect();

    for name in field_names {
        diagnostic.add_note(format!("possible column {name}"), None);
    }
}

#[cfg(test)]
mod test {
    use std::sync::Arc;

    use crate::error::{DataFusionError, GenericError};
    use arrow::error::ArrowError;

    #[test]
    fn datafusion_error_to_arrow() {
        let res = return_arrow_error().unwrap_err();
        assert!(res
            .to_string()
            .starts_with("External error: Error during planning: foo"));
    }

    #[test]
    fn arrow_error_to_datafusion() {
        let res = return_datafusion_error().unwrap_err();
        assert_eq!(res.strip_backtrace(), "Arrow error: Schema error: bar");
    }

    // To pass the test the environment variable RUST_BACKTRACE should be set to 1 to enforce backtrace
    #[cfg(feature = "backtrace")]
    #[test]
    #[allow(clippy::unnecessary_literal_unwrap)]
    fn test_enabled_backtrace() {
        match std::env::var("RUST_BACKTRACE") {
            Ok(val) if val == "1" => {}
            _ => panic!("Environment variable RUST_BACKTRACE must be set to 1"),
        };

        let res: Result<(), DataFusionError> = plan_err!("Err");
        let err = res.unwrap_err().to_string();
        assert!(err.contains(DataFusionError::BACK_TRACE_SEP));
        assert_eq!(
            err.split(DataFusionError::BACK_TRACE_SEP)
                .collect::<Vec<&str>>()
                .first()
                .unwrap(),
            &"Error during planning: Err"
        );
        assert!(!err
            .split(DataFusionError::BACK_TRACE_SEP)
            .collect::<Vec<&str>>()
            .get(1)
            .unwrap()
            .is_empty());
    }

    #[cfg(not(feature = "backtrace"))]
    #[test]
    #[allow(clippy::unnecessary_literal_unwrap)]
    fn test_disabled_backtrace() {
        let res: Result<(), DataFusionError> = plan_err!("Err");
        let res = res.unwrap_err().to_string();
        assert!(!res.contains(DataFusionError::BACK_TRACE_SEP));
        assert_eq!(res, "Error during planning: Err");
    }

    #[test]
    fn test_find_root_error() {
        do_root_test(
            DataFusionError::Context(
                "it happened!".to_string(),
                Box::new(DataFusionError::ResourcesExhausted("foo".to_string())),
            ),
            DataFusionError::ResourcesExhausted("foo".to_string()),
        );

        do_root_test(
            DataFusionError::ArrowError(
                ArrowError::ExternalError(Box::new(DataFusionError::ResourcesExhausted(
                    "foo".to_string(),
                ))),
                None,
            ),
            DataFusionError::ResourcesExhausted("foo".to_string()),
        );

        do_root_test(
            DataFusionError::External(Box::new(DataFusionError::ResourcesExhausted(
                "foo".to_string(),
            ))),
            DataFusionError::ResourcesExhausted("foo".to_string()),
        );

        do_root_test(
            DataFusionError::External(Box::new(ArrowError::ExternalError(Box::new(
                DataFusionError::ResourcesExhausted("foo".to_string()),
            )))),
            DataFusionError::ResourcesExhausted("foo".to_string()),
        );

        do_root_test(
            DataFusionError::ArrowError(
                ArrowError::ExternalError(Box::new(ArrowError::ExternalError(Box::new(
                    DataFusionError::ResourcesExhausted("foo".to_string()),
                )))),
                None,
            ),
            DataFusionError::ResourcesExhausted("foo".to_string()),
        );

        do_root_test(
            DataFusionError::External(Box::new(Arc::new(
                DataFusionError::ResourcesExhausted("foo".to_string()),
            ))),
            DataFusionError::ResourcesExhausted("foo".to_string()),
        );

        do_root_test(
            DataFusionError::External(Box::new(Arc::new(ArrowError::ExternalError(
                Box::new(DataFusionError::ResourcesExhausted("foo".to_string())),
            )))),
            DataFusionError::ResourcesExhausted("foo".to_string()),
        );
    }

    #[test]
    #[allow(clippy::unnecessary_literal_unwrap)]
    fn test_make_error_parse_input() {
        let res: Result<(), DataFusionError> = plan_err!("Err");
        let res = res.unwrap_err();
        assert_eq!(res.strip_backtrace(), "Error during planning: Err");

        let extra1 = "extra1";
        let extra2 = "extra2";

        let res: Result<(), DataFusionError> = plan_err!("Err {} {}", extra1, extra2);
        let res = res.unwrap_err();
        assert_eq!(
            res.strip_backtrace(),
            "Error during planning: Err extra1 extra2"
        );

        let res: Result<(), DataFusionError> =
            plan_err!("Err {:?} {:#?}", extra1, extra2);
        let res = res.unwrap_err();
        assert_eq!(
            res.strip_backtrace(),
            "Error during planning: Err \"extra1\" \"extra2\""
        );

        let res: Result<(), DataFusionError> = plan_err!("Err {extra1} {extra2}");
        let res = res.unwrap_err();
        assert_eq!(
            res.strip_backtrace(),
            "Error during planning: Err extra1 extra2"
        );

        let res: Result<(), DataFusionError> = plan_err!("Err {extra1:?} {extra2:#?}");
        let res = res.unwrap_err();
        assert_eq!(
            res.strip_backtrace(),
            "Error during planning: Err \"extra1\" \"extra2\""
        );
    }

    #[test]
    fn external_error() {
        // assert not wrapping DataFusionError
        let generic_error: GenericError =
            Box::new(DataFusionError::Plan("test".to_string()));
        let datafusion_error: DataFusionError = generic_error.into();
        println!("{}", datafusion_error.strip_backtrace());
        assert_eq!(
            datafusion_error.strip_backtrace(),
            "Error during planning: test"
        );

        // assert wrapping other Error
        let generic_error: GenericError = Box::new(std::io::Error::other("io error"));
        let datafusion_error: DataFusionError = generic_error.into();
        println!("{}", datafusion_error.strip_backtrace());
        assert_eq!(
            datafusion_error.strip_backtrace(),
            "External error: io error"
        );
    }

    #[test]
    fn external_error_no_recursive() {
        let generic_error_1: GenericError = Box::new(std::io::Error::other("io error"));
        let external_error_1: DataFusionError = generic_error_1.into();
        let generic_error_2: GenericError = Box::new(external_error_1);
        let external_error_2: DataFusionError = generic_error_2.into();

        println!("{external_error_2}");
        assert!(external_error_2
            .to_string()
            .starts_with("External error: io error"));
    }

    /// Model what happens when implementing SendableRecordBatchStream:
    /// DataFusion code needs to return an ArrowError
    fn return_arrow_error() -> arrow::error::Result<()> {
        // Expect the '?' to work
        Err(DataFusionError::Plan("foo".to_string()).into())
    }

    /// Model what happens when using arrow kernels in DataFusion
    /// code: need to turn an ArrowError into a DataFusionError
    fn return_datafusion_error() -> crate::error::Result<()> {
        // Expect the '?' to work
        Err(ArrowError::SchemaError("bar".to_string()).into())
    }

    fn do_root_test(e: DataFusionError, exp: DataFusionError) {
        let e = e.find_root();

        // DataFusionError does not implement Eq, so we use a string comparison + some cheap "same variant" test instead
        assert_eq!(e.strip_backtrace(), exp.strip_backtrace());
        assert_eq!(std::mem::discriminant(e), std::mem::discriminant(&exp),)
    }

    #[test]
    fn test_iter() {
        let err = DataFusionError::Collection(vec![
            DataFusionError::Plan("a".to_string()),
            DataFusionError::Collection(vec![
                DataFusionError::Plan("b".to_string()),
                DataFusionError::Plan("c".to_string()),
            ]),
        ]);
        let errs = err.iter().collect::<Vec<_>>();
        assert_eq!(errs.len(), 3);
        assert_eq!(errs[0].strip_backtrace(), "Error during planning: a");
        assert_eq!(errs[1].strip_backtrace(), "Error during planning: b");
        assert_eq!(errs[2].strip_backtrace(), "Error during planning: c");
    }
}