msime-engine 0.2.0

Input method engine for Chinese and other languages: quanpin, shuangpin, nine-key, wubi, zhuyin, Cantonese, Japanese, Korean and more, ranked over a word lattice with typo correction and learning from what the user picks. The engine of 水杉输入法 (Metasequoia IME).
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
//! Quanpin autocorrect (quanpin.md §7.1-§7.4). The static correction tables are generated at first use rather than ported from `autocorrect_table.h`: each syllable of the intact list yields its one-edit variants under four rules (swap two adjacent letters, replace a letter with a QWERTY neighbour, drop a letter, insert a repeat or neighbour of an adjacent letter), and every variant of three to six letters that is not itself a syllable becomes a `(wrong, correct)` row of that rule's table. These are the rules of the reference build's table generator, which the `GEN` citations below give by line; it left the tree with the C++ engine. A unit test pins the per-type row counts (807 / 4442 / 340 / 11939) and rows against a fixture dumped from that header.

use std::collections::{BTreeSet, HashMap, HashSet};
use std::sync::OnceLock;

use super::active_helpcode::strip_active_helpcodes;
use super::syllables::{
    intact_piece, intact_pinyin_list, is_intact, is_prefix_piece, MAX_SYLLABLE_LENGTH,
};
use crate::types::autocorrect_type;

/// Tie-break weights; the corrected-edge count is always the primary key (QUH:73-84).
pub const TRANSPOSITION_WEIGHT: i32 = 10;
pub const DELETION_WEIGHT: i32 = 11;
pub const INSERTION_WEIGHT: i32 = 12;
/// A repeated adjacent key is a common physical-keyboard slip and should win over a generic extra-letter correction.
pub const REPEATED_INSERTION_WEIGHT: i32 = 10;
pub const NEIGHBOR_WEIGHT: i32 = 13;
pub const MAX_AUTOCORRECT_EDGES: usize = 3;
pub const MAX_AUTOCORRECT_INPUT_LENGTH: usize = 64;

#[derive(Debug, Clone, PartialEq, Eq, Default)]
pub struct AutocorrectCutSegment {
    pub syllable: String,
    /// The typed letters this syllable was read from.
    pub raw_text: String,
    pub start: usize,
    pub corrected: bool,
}

#[derive(Debug, Clone, PartialEq, Eq, Default)]
pub struct AutocorrectCut {
    pub segments: Vec<AutocorrectCutSegment>,
    pub edge_count: usize,
    pub weight: i32,
}

impl AutocorrectCut {
    pub fn is_empty(&self) -> bool {
        self.segments.is_empty()
    }

    pub fn same_cost_as(&self, other: &AutocorrectCut) -> bool {
        self.edge_count == other.edge_count && self.weight == other.weight
    }

    pub fn into_syllables(self) -> Vec<String> {
        self.segments
            .into_iter()
            .map(|segment| segment.syllable)
            .collect()
    }
}

/// QWERTY letter-key neighbours, the generator's finger-movement table (GEN:36-63), indexed by `letter - b'a'`.
const QWERTY_NEIGHBORS: [&[u8]; 26] = [
    b"qwsz",   // a
    b"vghn",   // b
    b"xdfv",   // c
    b"serfcx", // d
    b"wrsd",   // e
    b"drtgvc", // f
    b"ftyhbv", // g
    b"gyujnb", // h
    b"uojk",   // i
    b"huikmn", // j
    b"jiolm",  // k
    b"kop",    // l
    b"njk",    // m
    b"bhjm",   // n
    b"ipkl",   // o
    b"ol",     // p
    b"wa",     // q
    b"etdf",   // r
    b"awdexz", // s
    b"ryfg",   // t
    b"yihj",   // u
    b"cfgb",   // v
    b"qesa",   // w
    b"zsdc",   // x
    b"tugh",   // y
    b"asx",    // z
];

fn neighbors(letter: u8) -> &'static [u8] {
    if letter.is_ascii_lowercase() {
        QWERTY_NEIGHBORS[usize::from(letter - b'a')]
    } else {
        &[]
    }
}

fn insertion_letters_capacity(syllable: &[u8], position: usize) -> usize {
    let mut capacity = 0;
    if position > 0 {
        capacity += 1 + neighbors(syllable[position - 1]).len();
    }
    if position < syllable.len() {
        capacity += 1 + neighbors(syllable[position]).len();
    }
    capacity
}

/// Every one-edit variant of `syllable` a rule produces, duplicates included (GEN:176-224).
fn rule_variants(syllable: &[u8], correction_type: u32) -> Vec<Vec<u8>> {
    let capacity = match correction_type {
        autocorrect_type::TRANSPOSITION => syllable.len().saturating_sub(1),
        autocorrect_type::NEIGHBOR => syllable.iter().map(|&letter| neighbors(letter).len()).sum(),
        autocorrect_type::DELETION => syllable.len(),
        autocorrect_type::INSERTION => (0..=syllable.len())
            .map(|position| insertion_letters_capacity(syllable, position))
            .sum(),
        _ => 0,
    };
    let mut variants = Vec::with_capacity(capacity);
    match correction_type {
        autocorrect_type::TRANSPOSITION => {
            for i in 0..syllable.len() - 1 {
                let mut swapped = syllable.to_vec();
                swapped.swap(i, i + 1);
                variants.push(swapped);
            }
        }
        autocorrect_type::NEIGHBOR => {
            for (i, &letter) in syllable.iter().enumerate() {
                for &neighbor in neighbors(letter) {
                    let mut substituted = syllable.to_vec();
                    substituted[i] = neighbor;
                    variants.push(substituted);
                }
            }
        }
        autocorrect_type::DELETION => {
            for i in 0..syllable.len() {
                let mut shortened = syllable.to_vec();
                shortened.remove(i);
                variants.push(shortened);
            }
        }
        autocorrect_type::INSERTION => {
            // A realistic extra key repeats an adjacent letter or is one of its neighbours; unconstrained insertion would add some 60k mostly implausible keys.
            for position in 0..=syllable.len() {
                let mut letters =
                    Vec::with_capacity(insertion_letters_capacity(syllable, position));
                if position > 0 {
                    let left = syllable[position - 1];
                    letters.push(left);
                    letters.extend_from_slice(neighbors(left));
                }
                if position < syllable.len() {
                    let right = syllable[position];
                    letters.push(right);
                    letters.extend_from_slice(neighbors(right));
                }
                for letter in letters {
                    let mut lengthened = syllable.to_vec();
                    lengthened.insert(position, letter);
                    variants.push(lengthened);
                }
            }
        }
        other => panic!("not a single autocorrect type bit: {other}"),
    }
    variants
}

/// One table as the generator emits it (GEN:141-171, 270-285): every `(wrong, correct)` pair, sorted. A wrong key keeps every syllable it can come from, for the runtime to settle by word frequency. Two-letter strings are jianpin space and never keys here.
///
/// 读不出来的两字母串另有一张表,见 `two_letter_table`。
fn generate_table(correction_type: u32) -> Vec<(String, String)> {
    let mut pairs = BTreeSet::new();
    for &syllable in intact_pinyin_list() {
        if syllable.len() < 2 {
            continue;
        }
        for variant in rule_variants(syllable.as_bytes(), correction_type) {
            if variant == syllable.as_bytes()
                || !(3..=MAX_SYLLABLE_LENGTH).contains(&variant.len())
                || variant.contains(&b'\'')
            {
                continue;
            }
            let Ok(variant) = String::from_utf8(variant) else {
                continue;
            };
            if !is_intact(&variant) {
                pairs.insert((variant, syllable.to_owned()));
            }
        }
    }
    pairs.into_iter().collect()
}

/// `(wrong, correct)` rows of one correction type, in the generator's sorted row order, which is the runtime's final tie-break. `correction_type` must be exactly one of the four `autocorrect_type` bits; anything else is a caller bug and panics.
pub fn correction_table(correction_type: u32) -> &'static [(String, String)] {
    static TRANSPOSITION: OnceLock<Vec<(String, String)>> = OnceLock::new();
    static NEIGHBOR: OnceLock<Vec<(String, String)>> = OnceLock::new();
    static DELETION: OnceLock<Vec<(String, String)>> = OnceLock::new();
    static INSERTION: OnceLock<Vec<(String, String)>> = OnceLock::new();
    let table = match correction_type {
        autocorrect_type::TRANSPOSITION => &TRANSPOSITION,
        autocorrect_type::NEIGHBOR => &NEIGHBOR,
        autocorrect_type::DELETION => &DELETION,
        autocorrect_type::INSERTION => &INSERTION,
        other => panic!("not a single autocorrect type bit: {other}"),
    };
    table.get_or_init(|| generate_table(correction_type))
}

/// 两个字母的串能否按简拼或音节前缀读出来:整串是某个音节的前缀(`zh`、`ba`),或两个字母各自是音节的开头(`nh` 读作 n'h)。
fn two_letters_readable(letters: &[u8]) -> bool {
    is_prefix_piece(letters) || (is_prefix_piece(&letters[..1]) && is_prefix_piece(&letters[1..]))
}

/// 两字母纠错键(#10124):两字母音节换一个邻键或调换两个字母,得到的串既不是音节、又按简拼和音节前缀都读不出来时,记一行 `(错键, 音节)`。只覆盖邻键和乱序两类,按行序排好。
///
/// 参考生成器只收三到六个字母的错键,因为两字母串属于简拼(`nh`、`zh`、`wd`),把它们当错键会抢走简拼。但 `wi`、`hi`、`ia` 这类串里有 `i`/`u`/`v` 这种不能开始音节的字母,既不是简拼也不是任何音节的前缀,整段输入因此一个读法都没有:`wiaini` 想打 `woaini`,本地候选是空的。这里只收这种读不出来的串,所以不会和简拼争读法;固定参考表的那四张表和它们的行数不变。
fn two_letter_table(correction_type: u32) -> &'static [(String, String)] {
    static TRANSPOSITION: OnceLock<Vec<(String, String)>> = OnceLock::new();
    static NEIGHBOR: OnceLock<Vec<(String, String)>> = OnceLock::new();
    let table = match correction_type {
        autocorrect_type::TRANSPOSITION => &TRANSPOSITION,
        autocorrect_type::NEIGHBOR => &NEIGHBOR,
        _ => return &[],
    };
    table.get_or_init(|| {
        let mut pairs = BTreeSet::new();
        for &syllable in intact_pinyin_list() {
            if syllable.len() != 2 {
                continue;
            }
            for variant in rule_variants(syllable.as_bytes(), correction_type) {
                if variant.len() != 2 || two_letters_readable(&variant) {
                    continue;
                }
                let Ok(variant) = String::from_utf8(variant) else {
                    continue;
                };
                pairs.insert((variant, syllable.to_owned()));
            }
        }
        pairs.into_iter().collect()
    })
}

#[derive(Debug, Clone, Copy)]
struct CorrectionTarget {
    syllable: &'static str,
    /// Every type whose table offers this pair; the cost comes from the enabled subset at query time.
    type_bits: u32,
}

/// The cheapest weight among the enabled types a pair carries, so switching off a cheaper table lets the surviving one set the cost (QU:585-597).
fn min_enabled_correction_weight(enabled_bits: u32) -> i32 {
    [
        (autocorrect_type::TRANSPOSITION, TRANSPOSITION_WEIGHT),
        (autocorrect_type::DELETION, DELETION_WEIGHT),
        (autocorrect_type::INSERTION, INSERTION_WEIGHT),
        (autocorrect_type::NEIGHBOR, NEIGHBOR_WEIGHT),
    ]
    .into_iter()
    .filter(|(bit, _)| enabled_bits & bit != 0)
    .map(|(_, weight)| weight)
    .min()
    .unwrap_or(i32::MAX)
}

/// Returns whether `wrong` is `correct` with one adjacent letter repeated.
fn is_repeated_insertion(wrong: &str, correct: &str) -> bool {
    let wrong = wrong.as_bytes();
    let correct = correct.as_bytes();
    if wrong.len() != correct.len() + 1 {
        return false;
    }
    (0..=correct.len()).any(|position| {
        wrong[..position] == correct[..position]
            && wrong[position + 1..] == correct[position..]
            && ((position > 0 && wrong[position] == correct[position - 1])
                || (position < correct.len() && wrong[position] == correct[position]))
    })
}

fn correction_weight(wrong: &str, correct: &str, enabled_bits: u32) -> i32 {
    if enabled_bits & autocorrect_type::INSERTION != 0 && is_repeated_insertion(wrong, correct) {
        REPEATED_INSERTION_WEIGHT
    } else {
        min_enabled_correction_weight(enabled_bits)
    }
}

/// Wrong key to its targets (QU:599-637). The tables are merged in weight order (transposition, deletion, insertion, neighbour), so each target list is weight-sorted with row order breaking ties; a pair two tables share ORs its bits.
fn correction_index() -> &'static HashMap<&'static str, Vec<CorrectionTarget>> {
    static INDEX: OnceLock<HashMap<&'static str, Vec<CorrectionTarget>>> = OnceLock::new();
    INDEX.get_or_init(|| {
        let mut index: HashMap<&'static str, Vec<CorrectionTarget>> = HashMap::new();
        for type_bit in [
            autocorrect_type::TRANSPOSITION,
            autocorrect_type::DELETION,
            autocorrect_type::INSERTION,
            autocorrect_type::NEIGHBOR,
        ] {
            // 两字母键和三字母以上的键互不重叠,跟在同类表后面并入,每个键的目标仍按权重排好。
            for (wrong, correct) in correction_table(type_bit)
                .iter()
                .chain(two_letter_table(type_bit))
            {
                let targets = index.entry(wrong.as_str()).or_default();
                match targets.iter_mut().find(|target| target.syllable == correct) {
                    Some(target) => target.type_bits |= type_bit,
                    None => targets.push(CorrectionTarget {
                        syllable: correct.as_str(),
                        type_bits: type_bit,
                    }),
                }
            }
        }
        index
    })
}

const NO_PREDECESSOR: usize = usize::MAX;
const SMALL_FINALIZE_BEAM: usize = 36;

/// One propagated cut hypothesis, ranked by (edge_count, weight, arrival): fewest corrections, then summed correction weight, then generation order (positions ascending, pieces longest first, table order).
#[derive(Debug, Clone, Copy)]
struct Hypothesis {
    edge_count: usize,
    /// Index into the predecessor position's finalised list, which never changes once its out-edges are relaxed.
    prev_index: usize,
    arrival: usize,
    weight: i32,
    /// Typed letters the edge consumed: one fewer than the syllable for a deletion, one more for an insertion.
    raw_length: usize,
    syllable: &'static str,
    corrected: bool,
    /// Interned id of the syllable sequence so far; equal ids mean equal sequences. The C++ used a rolling hash.
    sequence: usize,
}

struct Search {
    best: Vec<Vec<Hypothesis>>,
    arrival: usize,
    /// `(parent sequence, syllable) -> sequence`; the seed's empty sequence is 0.
    sequences: HashMap<(usize, &'static str), usize>,
    k: usize,
}

impl Search {
    fn new(length: usize, k: usize) -> Self {
        Self {
            best: (0..=length).map(|_| Vec::new()).collect(),
            arrival: 0,
            sequences: HashMap::new(),
            k,
        }
    }

    fn finalize(&mut self, position: usize) {
        let list = &mut self.best[position];
        if list.len() < 2 {
            return;
        }
        let rank = |hypothesis: &Hypothesis| {
            (hypothesis.edge_count, hypothesis.weight, hypothesis.arrival)
        };
        if self.k == 1 {
            // 只取首选时直接扫描最低成本,省去排序和去重。
            list[0] = *list
                .iter()
                .min_by_key(|hypothesis| rank(hypothesis))
                .unwrap();
            list.truncate(1);
            return;
        }
        // arrival 全局唯一,完整排序键没有平局;原地排序保持原有排名且不分配。
        list.sort_unstable_by_key(rank);
        // 去重状态只保留最终需要的结果,常用 k=9 即使入束很大也无需哈希表。
        let mut seen = (list.len().min(self.k) > SMALL_FINALIZE_BEAM)
            .then(|| HashSet::with_capacity(list.len().min(self.k)));
        let mut write = 0;
        for read in 0..list.len() {
            let sequence = list[read].sequence;
            let duplicate = match &mut seen {
                Some(seen) => !seen.insert(sequence),
                None => list[..write]
                    .iter()
                    .any(|hypothesis| hypothesis.sequence == sequence),
            };
            if duplicate {
                continue;
            }
            if write != read {
                list.swap(write, read);
            }
            write += 1;
            if write == self.k {
                break;
            }
        }
        list.truncate(write);
    }

    /// 整条读法用到了两字母纠错键,却没有一个照原样打对的音节时为真。两个字母本身的证据太少:单独的 `hi`、`wi` 和 `wifi` 这类整串都要改的输入多半是英文或别的意思,只有旁边有打对的音节(`wiaini` 的 `ai`、`ni`)才说明这一段是拼音打错了。只在到达末尾时沿前驱链查一次,前面各位置的列表定稿后不再变化。
    fn short_keys_unsupported(
        &self,
        start: usize,
        parent_index: usize,
        raw_length: usize,
        corrected: bool,
    ) -> bool {
        let mut short_key = corrected && raw_length == 2;
        let mut literal = !corrected;
        let mut position = start;
        let mut current = self.best[position][parent_index];
        while current.prev_index != NO_PREDECESSOR {
            short_key |= current.corrected && current.raw_length == 2;
            literal |= !current.corrected;
            position -= current.raw_length;
            current = self.best[position][current.prev_index];
        }
        short_key && !literal
    }

    fn extend(
        &mut self,
        length: usize,
        start: usize,
        raw_length: usize,
        syllable: &'static str,
        corrected: bool,
        edge_weight: i32,
    ) {
        let end = start + raw_length;
        for parent_index in 0..self.best[start].len() {
            let parent = self.best[start][parent_index];
            let edge_count = parent.edge_count + usize::from(corrected);
            if edge_count > MAX_AUTOCORRECT_EDGES {
                continue;
            }
            // A legal-only reading of the whole input is the caller's plain segmentation; dropping it on arrival also keeps k = 1 consistent with larger k.
            if end == length && edge_count == 0 {
                continue;
            }
            if end == length
                && self.short_keys_unsupported(start, parent_index, raw_length, corrected)
            {
                continue;
            }
            if self.sequences.is_empty() {
                self.sequences.reserve(length.saturating_mul(self.k));
            }
            let next_sequence = self.sequences.len() + 1;
            let sequence = *self
                .sequences
                .entry((parent.sequence, syllable))
                .or_insert(next_sequence);
            let arrival = self.arrival;
            self.arrival += 1;
            if self.best[end].capacity() == 0 {
                self.best[end].reserve_exact(self.k);
            }
            self.best[end].push(Hypothesis {
                edge_count,
                prev_index: parent_index,
                arrival,
                weight: parent.weight + edge_weight,
                raw_length,
                syllable,
                corrected,
                sequence,
            });
        }
    }
}

/// The k best cuts that contain at least one and at most three corrections, sorted by (edges, weight, arrival) and deduplicated by syllable sequence (QU:683-848). Empty for `k == 0`, no types, empty input, more than 64 letters, or any `'`.
pub fn autocorrect_cut_kbest(
    pinyin: &str,
    autocorrect_types: u32,
    k: usize,
) -> Vec<AutocorrectCut> {
    if k == 0
        || autocorrect_types == 0
        || pinyin.is_empty()
        || pinyin.len() > MAX_AUTOCORRECT_INPUT_LENGTH
        || pinyin.contains('\'')
    {
        return Vec::new();
    }
    let index = correction_index();
    let bytes = pinyin.as_bytes();
    let length = bytes.len();
    let mut search = Search::new(length, k);
    search.best[0].push(Hypothesis {
        edge_count: 0,
        prev_index: NO_PREDECESSOR,
        arrival: 0,
        weight: 0,
        raw_length: 0,
        syllable: "",
        corrected: false,
        sequence: 0,
    });
    // Every edge consumes at least one letter, so one left-to-right sweep finalises each position before relaxing its out-edges.
    for start in 0..length {
        search.finalize(start);
        if search.best[start].is_empty() {
            continue;
        }
        for raw_length in (1..=(length - start).min(MAX_SYLLABLE_LENGTH)).rev() {
            let piece = &bytes[start..start + raw_length];
            // A legal piece is never also read as a correction key.
            if let Some(syllable) = intact_piece(piece) {
                search.extend(length, start, raw_length, syllable, false, 0);
                continue;
            }
            let Some(piece_text) = std::str::from_utf8(piece).ok() else {
                continue;
            };
            // 两字母错键落在输入末尾时,第二个字母若能开始音节(`hauz` 的 `uz`),它更像下一个音节的简拼开头,交给「纠错头 + 简拼尾」去读(hua'z),不读成 ha'zu。
            if raw_length == 2 && start + 2 == length && is_prefix_piece(&piece[1..]) {
                continue;
            }
            let Some(targets) = index.get(piece_text) else {
                continue;
            };
            for target in targets {
                let enabled_bits = autocorrect_types & target.type_bits;
                if enabled_bits == 0 {
                    continue;
                }
                search.extend(
                    length,
                    start,
                    raw_length,
                    target.syllable,
                    true,
                    correction_weight(piece_text, target.syllable, enabled_bits),
                );
            }
        }
    }
    search.finalize(length);

    search.best[length]
        .iter()
        .map(|hypothesis| {
            let mut segments = Vec::with_capacity(length);
            let mut position = length;
            let mut current = *hypothesis;
            while current.prev_index != NO_PREDECESSOR {
                let start = position - current.raw_length;
                segments.push(AutocorrectCutSegment {
                    syllable: current.syllable.to_owned(),
                    raw_text: pinyin[start..position].to_owned(),
                    start,
                    corrected: current.corrected,
                });
                position = start;
                current = search.best[position][current.prev_index];
            }
            segments.reverse();
            AutocorrectCut {
                segments,
                edge_count: hypothesis.edge_count,
                weight: hypothesis.weight,
            }
        })
        .collect()
}

/// The best cut, or `None` (QU:850-856).
pub fn autocorrect_cut_detail(pinyin: &str, autocorrect_types: u32) -> Option<AutocorrectCut> {
    autocorrect_cut_kbest(pinyin, autocorrect_types, 1)
        .into_iter()
        .next()
}

/// Greedy intact syllables then at most one trailing consonant (QU:187-243): `zheg` is protected from correction, `gau` stays eligible for `gua`.
pub fn looks_like_syllable_with_jianpin_tail(pinyin: &str) -> bool {
    // Manual delimiters mark boundaries the user chose and never reach correction.
    if pinyin.is_empty() || pinyin.contains('\'') {
        return false;
    }
    let bytes = pinyin.as_bytes();
    let mut position = 0;
    while position < bytes.len() {
        let longest = MAX_SYLLABLE_LENGTH.min(bytes.len() - position);
        let Some(matched) = (1..=longest)
            .rev()
            .find(|&length| intact_piece(&bytes[position..position + length]).is_some())
        else {
            break;
        };
        position += matched;
    }
    // 全辅音串一个音节也匹配不上,这里有意让它保持可纠错:它可能是 `bqng`(bang)这种按偏了韵母的误触,也可能是 `qjn`、`zhr` 这种多字母简拼(含 zh/ch/sh 简拼单位)。两种读法都留着,先后由词典定:字面简拼读满全部按键的多字词条排在纠错读法前面,见 `quanpin::series::lead_literal_abbreviation_phrases`。
    if position == 0 || bytes.len() - position > 1 {
        return false;
    }
    if position == bytes.len() {
        return true;
    }
    // One trailing letter is jianpin intent only as an initial (`zhe` + `g`); a lone vowel after a syllable (`ga` + `u`) is far likelier a transposition of `gua`.
    !matches!(bytes[position], b'a' | b'e' | b'i' | b'o' | b'u' | b'v')
}

/// The per-input key autocorrect suppression is recorded under: the helpcode-stripped raw input, lowercased, without `'` (TP:180-189).
pub fn autocorrect_suppression_key(raw_input: &str, raw_input_with_cases: &str) -> String {
    strip_active_helpcodes(raw_input, raw_input_with_cases)
        .chars()
        .filter(|&character| character != '\'')
        .map(|character| character.to_ascii_lowercase())
        .collect()
}

#[cfg(test)]
mod tests {
    use super::*;
    use crate::types::autocorrect_type::{DELETION, INSERTION, NEIGHBOR, TRANSPOSITION};

    /// test_typo_correction_input_session.cpp:237-253: every neighbour row is one substitution of an adjacent key, by the same adjacency the typo learning uses (`typos::keys_adjacent`), and the two keyboard tables agree in both directions.
    #[test]
    fn neighbor_rows_agree_with_keys_adjacent() {
        for (wrong, correct) in correction_table(NEIGHBOR) {
            let (w, c) = (wrong.as_bytes(), correct.as_bytes());
            assert_eq!(w.len(), c.len(), "{wrong} -> {correct}");
            let diffs: Vec<usize> = (0..w.len()).filter(|&i| w[i] != c[i]).collect();
            assert_eq!(diffs.len(), 1, "{wrong} -> {correct}");
            assert!(
                crate::pinyin::typos::keys_adjacent(w[diffs[0]], c[diffs[0]]),
                "{wrong} -> {correct}"
            );
        }
        for a in b'a'..=b'z' {
            for b in b'a'..=b'z' {
                assert_eq!(
                    neighbors(a).contains(&b),
                    crate::pinyin::typos::keys_adjacent(a, b),
                    "{} {}",
                    a as char,
                    b as char
                );
            }
        }
    }

    const BOTH: u32 = TRANSPOSITION | NEIGHBOR;
    const ALL: u32 = BOTH | DELETION;
    const ALL_FOUR: u32 = ALL | INSERTION;

    /// The rows of `R/quanpin/autocorrect_table.h`, dumped per table as `wrong correct` lines under a `# <type> <count>` header.
    const FIXTURE: &str = include_str!("autocorrect_table_fixture.txt");

    fn fixture_tables() -> HashMap<String, Vec<(String, String)>> {
        let mut tables: HashMap<String, Vec<(String, String)>> = HashMap::new();
        let mut current = String::new();
        for line in FIXTURE.lines() {
            if let Some(header) = line.strip_prefix("# ") {
                current = header.split(' ').next().unwrap_or_default().to_owned();
                continue;
            }
            let (wrong, correct) = line.split_once(' ').expect("fixture row");
            tables
                .entry(current.clone())
                .or_default()
                .push((wrong.to_owned(), correct.to_owned()));
        }
        tables
    }

    #[test]
    fn search_allocates_only_position_beams() {
        let search = Search::new(4, 3);
        assert_eq!(search.best.len(), 5);
        assert!(search.best.iter().all(|slot| slot.capacity() == 0));
        assert_eq!(search.sequences.capacity(), 0);
    }

    #[test]
    fn search_defers_beam_allocations_until_a_position_receives_a_path() {
        let (search, allocations) =
            crate::ime::personal_rerank::allocations::count(|| Search::new(64, 9));
        assert!(search.best.iter().all(|slot| slot.capacity() == 0));
        assert!(
            allocations <= 3,
            "empty position beams should not allocate: {allocations}"
        );
    }

    #[test]
    fn search_defers_sequence_interning_allocation_until_a_path_exists() {
        let search = Search::new(64, 9);

        assert!(search.sequences.is_empty());
        assert_eq!(search.sequences.capacity(), 0);
    }

    #[test]
    fn search_reserves_a_beam_when_the_first_path_arrives() {
        let mut search = Search::new(1, 3);
        search.best[0].push(Hypothesis {
            edge_count: 0,
            prev_index: NO_PREDECESSOR,
            arrival: 0,
            weight: 0,
            raw_length: 0,
            syllable: "",
            corrected: false,
            sequence: 0,
        });

        search.extend(1, 0, 1, "shi", true, TRANSPOSITION_WEIGHT);

        assert_eq!(search.best[1].len(), 1);
        assert_eq!(search.best[1].capacity(), 3);
        assert!(search.sequences.capacity() >= 3);
    }

    #[test]
    fn unreadable_input_does_not_allocate_unreachable_position_beams() {
        let _ = autocorrect_cut_kbest("qqqqqqqq", ALL_FOUR, 9);
        let (cuts, allocations) = crate::ime::personal_rerank::allocations::count(|| {
            autocorrect_cut_kbest("qqqqqqqq", ALL_FOUR, 9)
        });

        assert!(cuts.is_empty());
        assert_eq!(allocations, 2);
    }

    #[test]
    fn finalize_uses_bounded_dedup_state_for_position_beams() {
        let mut search = Search::new(1, 9);
        search.best[1] = (0..36)
            .map(|index| Hypothesis {
                edge_count: index % 3,
                prev_index: 0,
                arrival: index,
                weight: index as i32,
                raw_length: 1,
                syllable: "shi",
                corrected: true,
                sequence: index % 18,
            })
            .collect();

        let ((), allocations) = crate::ime::personal_rerank::allocations::count(|| {
            search.finalize(1);
        });

        assert_eq!(allocations, 0);
        assert_eq!(search.best[1].len(), 9);
    }

    fn reading(cut: &AutocorrectCut) -> String {
        cut.segments
            .iter()
            .map(|segment| segment.syllable.as_str())
            .collect::<Vec<_>>()
            .join("'")
    }

    #[test]
    fn into_syllables_consumes_the_cut_segments() {
        let cut = AutocorrectCut {
            segments: vec![segment("shang", "sahng", 0, true)],
            edge_count: 1,
            weight: TRANSPOSITION_WEIGHT,
        };

        assert_eq!(cut.into_syllables(), ["shang"]);
    }

    /// `autocorrect_cut` of the C++ tests: the best cut's syllables.
    fn cut(pinyin: &str, types: u32) -> String {
        autocorrect_cut_detail(pinyin, types)
            .map(|cut| reading(&cut))
            .unwrap_or_default()
    }

    fn readings(pinyin: &str, types: u32) -> Vec<String> {
        autocorrect_cut_kbest(pinyin, types, 9)
            .iter()
            .map(reading)
            .collect()
    }

    #[test]
    fn generated_tables_match_the_reference_header_row_for_row() {
        let fixture = fixture_tables();
        for (name, type_bit, count) in [
            ("transposition", TRANSPOSITION, 807),
            ("neighbor", NEIGHBOR, 4442),
            ("deletion", DELETION, 340),
            ("insertion", INSERTION, 11939),
        ] {
            let generated = correction_table(type_bit);
            assert_eq!(generated.len(), count, "{name} row count");
            assert_eq!(generated, fixture[name].as_slice(), "{name} rows");
        }
    }

    // test_pinyin.cpp:998-1024.
    #[test]
    fn generated_tables_hold_their_invariants() {
        let mut pairs = HashSet::new();
        let mut total = 0;
        for type_bit in [TRANSPOSITION, NEIGHBOR, DELETION, INSERTION] {
            for (wrong, correct) in correction_table(type_bit) {
                assert!(
                    wrong.len() >= 3,
                    "2-letter keys belong to the jianpin space: {wrong}"
                );
                assert!(!is_intact(wrong), "a key shadows a legal syllable: {wrong}");
                assert!(
                    is_intact(correct),
                    "a target is not a legal syllable: {correct}"
                );
                assert!(
                    pairs.insert((wrong, correct)),
                    "pair repeated across tables: {wrong} {correct}"
                );
                total += 1;
            }
        }
        assert!(total >= 4700);
    }

    #[test]
    fn shared_pairs_cost_the_cheapest_enabled_type() {
        assert_eq!(
            min_enabled_correction_weight(TRANSPOSITION | NEIGHBOR),
            TRANSPOSITION_WEIGHT
        );
        assert_eq!(
            min_enabled_correction_weight(NEIGHBOR | INSERTION),
            INSERTION_WEIGHT
        );
        assert_eq!(min_enabled_correction_weight(NEIGHBOR), NEIGHBOR_WEIGHT);
        let targets = &correction_index()["ahan"];
        let syllables: Vec<_> = targets.iter().map(|target| target.syllable).collect();
        assert_eq!(syllables[..2], ["shan", "zhan"]);
    }

    #[test]
    fn repeated_adjacent_keys_get_the_dedicated_insertion_weight() {
        assert!(is_repeated_insertion("shanng", "shang"));
        assert!(is_repeated_insertion("shangg", "shang"));
        assert!(!is_repeated_insertion("shabg", "shang"));
        assert_eq!(
            correction_weight("shanng", "shang", INSERTION | DELETION),
            REPEATED_INSERTION_WEIGHT
        );
        assert_eq!(
            correction_weight("shabg", "shang", INSERTION | DELETION),
            DELETION_WEIGHT
        );
    }

    // test_pinyin.cpp:751-771.
    #[test]
    fn each_switch_enables_only_its_own_family() {
        assert_eq!(cut("sahng", 0), "");
        assert_eq!(cut("sahng", TRANSPOSITION), "shang");
        assert_eq!(cut("sahng", NEIGHBOR), "");
        assert_eq!(cut("sahng", BOTH), "shang");
        assert_eq!(cut("shabg", 0), "");
        assert_eq!(cut("shabg", TRANSPOSITION), "");
        assert_eq!(cut("shabg", NEIGHBOR), "shang");
        assert_eq!(cut("shabg", BOTH), "shang");
    }

    // test_pinyin.cpp:773-801, 864-869.
    #[test]
    fn the_jianpin_shape_guard() {
        assert!(looks_like_syllable_with_jianpin_tail("zheg"));
        assert!(looks_like_syllable_with_jianpin_tail("keneng"));
        assert!(looks_like_syllable_with_jianpin_tail("zher"));
        assert!(!looks_like_syllable_with_jianpin_tail("sahng"));
        assert!(!looks_like_syllable_with_jianpin_tail("shabg"));
        assert!(!looks_like_syllable_with_jianpin_tail("xi'an"));
        assert!(!looks_like_syllable_with_jianpin_tail("wj"));
        assert!(!looks_like_syllable_with_jianpin_tail("bqng"));
        assert!(!looks_like_syllable_with_jianpin_tail("gau"));
        assert!(!looks_like_syllable_with_jianpin_tail("hau"));
        assert!(!looks_like_syllable_with_jianpin_tail(""));
        assert_eq!(cut("gau", TRANSPOSITION), "gua");
        assert_eq!(cut("bqng", NEIGHBOR), "bang");
        assert_eq!(cut("zheg", BOTH), "");
        // The insertion key `zher` is in the search space by design; the guard is the dictionary layer's job.
        assert!(autocorrect_cut_detail("zher", INSERTION).is_some());
    }

    // test_pinyin.cpp:803-862.
    #[test]
    fn deletion_and_insertion_bits_gate_their_tables() {
        assert_eq!(cut("shng", DELETION), "shang");
        assert_eq!(cut("shng", TRANSPOSITION), "");
        assert_eq!(cut("shng", NEIGHBOR), "");
        // Bits gate tables, not intents: deletion alone explains `sahng` as sa + hng.
        assert_eq!(cut("sahng", DELETION), "sa'hang");
        assert_eq!(cut("shabg", DELETION), "");
        assert_eq!(cut("shngzhk", ALL), "shang'zhi");
        assert_eq!(cut("shngzhk", BOTH), "");
        assert_eq!(cut("shangg", INSERTION), "shang");
        assert_eq!(cut("shangg", TRANSPOSITION), "");
        assert_eq!(cut("shangg", DELETION), "");
        assert_eq!(cut("shangg", NEIGHBOR), "");
        assert_eq!(cut("sjhang", INSERTION), "shang");
        assert_eq!(cut("sjhang", NEIGHBOR), "");
        assert_eq!(cut("shanggzhi", ALL_FOUR), "shang'zhi");
    }

    #[test]
    fn two_letter_keys_cover_only_strings_without_a_reading() {
        for (type_bit, expected) in [(NEIGHBOR, ("wi", "wo")), (TRANSPOSITION, ("ia", "ai"))] {
            let table = two_letter_table(type_bit);
            assert!(
                table.contains(&(expected.0.to_owned(), expected.1.to_owned())),
                "{expected:?}"
            );
            for (wrong, correct) in table {
                assert_eq!(wrong.len(), 2, "{wrong} -> {correct}");
                assert_eq!(correct.len(), 2, "{wrong} -> {correct}");
                assert!(is_intact(correct), "{wrong} -> {correct}");
                assert!(
                    !is_intact(wrong) && !two_letters_readable(wrong.as_bytes()),
                    "a two-letter key must not shadow a syllable or jianpin: {wrong}"
                );
            }
        }
        // 简拼和音节前缀照旧不是错键。
        for jianpin in ["nh", "zh", "wd", "sh", "ba", "ne"] {
            assert!(!correction_index().contains_key(jianpin), "{jianpin}");
        }
        assert!(two_letter_table(DELETION).is_empty());
        assert!(two_letter_table(INSERTION).is_empty());
    }

    #[test]
    fn a_two_letter_typo_reads_with_the_syllables_typed_right() {
        for types in [BOTH, ALL_FOUR, NEIGHBOR] {
            let wiaini = readings("wiaini", types);
            assert!(
                wiaini.contains(&"wo'ai'ni".to_owned()),
                "{types}: {wiaini:?}"
            );
            let wiai = readings("wiai", types);
            assert!(wiai.contains(&"wo'ai".to_owned()), "{types}: {wiai:?}");
        }
        assert_eq!(
            segments_of("wiaini", NEIGHBOR)[1..],
            [segment("ai", "ai", 2, false), segment("ni", "ni", 4, false)]
        );
        assert!(readings("iahao", TRANSPOSITION).contains(&"ai'hao".to_owned()));
        // 邻键开关关掉时 `wi` 不改。
        assert!(readings("wiaini", TRANSPOSITION).is_empty());
        // 只有两字母键、没有打对的音节时不纠:单独的 `wi`、`hi` 和整串都要改的 `wifi` 保持原样。
        for input in ["wi", "hi", "wifi", "hihi"] {
            assert!(readings(input, ALL_FOUR).is_empty(), "{input}");
            assert!(autocorrect_cut_detail(input, ALL_FOUR).is_none(), "{input}");
        }
        // 末尾的两字母键第二个字母能开始音节时让给简拼尾:`hauz` 不读成 ha'zu;`niwi` 的 `i` 开始不了音节,照纠。
        assert!(readings("hauz", ALL_FOUR).is_empty());
        assert!(readings("iahauz", ALL_FOUR).is_empty());
        assert!(readings("niwi", NEIGHBOR).contains(&"ni'wo".to_owned()));
        for input in ["wiaini", "wiai", "iahao", "niwi"] {
            let best = autocorrect_cut_kbest(input, ALL_FOUR, 1);
            let wider = autocorrect_cut_kbest(input, ALL_FOUR, 9);
            assert_eq!(best.first(), wider.first(), "k = 1 must agree for {input}");
        }
    }

    #[test]
    fn repeated_key_at_a_syllable_boundary_prefers_the_dropped_letter() {
        assert_eq!(cut("shannghai", ALL_FOUR), "shang'hai");
    }

    // test_pinyin.cpp:871-930.
    #[test]
    fn kbest_orders_by_edges_weight_and_table_order() {
        let ahan = readings("ahan", BOTH);
        assert!(
            ahan.len() >= 2 && ahan[0] == "shan" && ahan[1] == "zhan",
            "{ahan:?}"
        );
        let shng = readings("shng", ALL);
        assert!(
            shng.len() >= 2 && shng[0] == "shang" && shng.contains(&"sheng".to_owned()),
            "{shng:?}"
        );
        let sahng = readings("sahng", ALL);
        assert!(
            sahng.len() >= 2 && sahng[0] == "shang" && sahng[1] == "sa'hang",
            "{sahng:?}"
        );
        let gau = autocorrect_cut_kbest("gau", BOTH, 9);
        assert_eq!(reading(&gau[0]), "gua");
        let gai = gau
            .iter()
            .find(|cut| reading(cut) == "gai")
            .expect("gai kept");
        assert!(!gau[0].same_cost_as(gai) && gau[0].weight < gai.weight);
        assert_eq!(gau[0].weight, TRANSPOSITION_WEIGHT);
        assert_eq!(gai.weight, NEIGHBOR_WEIGHT);
        let baio = readings("baio", ALL_FOUR);
        assert!(
            baio.len() >= 3 && baio[..3] == ["biao", "bai", "bao"],
            "{baio:?}"
        );
        for (input, types) in [
            ("sahng", BOTH),
            ("shabg", BOTH),
            ("sahnguai", BOTH),
            ("ahan", BOTH),
            ("zheg", BOTH),
            ("keneng", BOTH),
            ("shng", ALL),
            ("zhngu", ALL),
            ("shangg", INSERTION),
            ("sjhang", ALL_FOUR),
        ] {
            let best = autocorrect_cut_kbest(input, types, 1);
            let wider = autocorrect_cut_kbest(input, types, 9);
            assert_eq!(best.len(), usize::from(!wider.is_empty()), "{input}");
            assert_eq!(
                best.first(),
                wider.first(),
                "k = 1 must agree with larger k for {input}"
            );
        }
    }

    #[test]
    fn kbest_rejects_what_the_contract_excludes() {
        assert!(autocorrect_cut_kbest("sahng", BOTH, 0).is_empty());
        assert!(autocorrect_cut_kbest("sahng", 0, 9).is_empty());
        assert!(autocorrect_cut_kbest("", BOTH, 9).is_empty());
        assert!(autocorrect_cut_kbest("sa'hng", BOTH, 9).is_empty());
        assert!(autocorrect_cut_kbest(&"sahng".repeat(13), ALL_FOUR, 9).is_empty());
        assert!(autocorrect_cut_kbest("keneng", BOTH, 1).is_empty());
        assert!(autocorrect_cut_kbest("sahng你", ALL_FOUR, 9).is_empty());
        // More than three corrections is never offered.
        assert!(autocorrect_cut_kbest("sahngsahngsahngsahng", BOTH, 9).is_empty());
        assert_eq!(cut("sahngsahngsahng", BOTH), "shang'shang'shang");
        let cuts = autocorrect_cut_kbest("sahnghao", ALL_FOUR, 9);
        let mut seen = HashSet::new();
        assert!(
            cuts.iter().all(|cut| seen.insert(reading(cut))),
            "sequences are unique"
        );
        assert!(cuts
            .iter()
            .all(|cut| (1..=MAX_AUTOCORRECT_EDGES).contains(&cut.edge_count)));
        assert!(cuts.windows(2).all(
            |pair| (pair[0].edge_count, pair[0].weight) <= (pair[1].edge_count, pair[1].weight)
        ));
    }

    fn segment(
        syllable: &str,
        raw_text: &str,
        start: usize,
        corrected: bool,
    ) -> AutocorrectCutSegment {
        AutocorrectCutSegment {
            syllable: syllable.to_owned(),
            raw_text: raw_text.to_owned(),
            start,
            corrected,
        }
    }

    fn segments_of(pinyin: &str, types: u32) -> Vec<AutocorrectCutSegment> {
        autocorrect_cut_detail(pinyin, types)
            .map(|cut| cut.segments)
            .unwrap_or_default()
    }

    // test_pinyin.cpp:1085-1170.
    #[test]
    fn cut_segments_carry_their_raw_spans() {
        assert_eq!(
            segments_of("sahng", BOTH),
            [segment("shang", "sahng", 0, true)]
        );
        assert_eq!(
            segments_of("shabg", BOTH),
            [segment("shang", "shabg", 0, true)]
        );
        assert_eq!(
            segments_of("sahnghao", BOTH),
            [
                segment("shang", "sahng", 0, true),
                segment("hao", "hao", 5, false)
            ]
        );
        assert!(autocorrect_cut_detail("zheg", BOTH).is_none());
        assert!(autocorrect_cut_detail("keneng", BOTH).is_none());
        assert!(autocorrect_cut_detail("sahng", 0).is_none());
        assert!(autocorrect_cut_detail("xi'an", BOTH).is_none());
        // Deletion edges consume one letter fewer than the syllable, so the next segment starts where the raw letters end.
        assert_eq!(
            segments_of("zhnggu", ALL),
            [
                segment("zhang", "zhng", 0, true),
                segment("gu", "gu", 4, false)
            ]
        );
        let zhngu = segments_of("zhngu", ALL);
        assert_eq!(zhngu.len(), 2);
        assert!(zhngu[0].raw_text == "zhn" && zhngu[0].corrected);
        assert_eq!(zhngu[1], segment("gu", "gu", 3, false));
        assert_eq!(
            segments_of("shangg", ALL_FOUR),
            [segment("shang", "shangg", 0, true)]
        );
        // A repeated key at the boundary gets the dedicated insertion weight and beats a generic deletion.
        assert_eq!(
            segments_of("shangghao", ALL_FOUR),
            [
                segment("shang", "shangg", 0, true),
                segment("hao", "hao", 6, false)
            ]
        );
        assert_eq!(
            segments_of("shanggni", ALL_FOUR),
            [
                segment("shang", "shangg", 0, true),
                segment("ni", "ni", 6, false)
            ]
        );
    }

    #[test]
    fn suppression_keys_fold_the_stripped_input() {
        assert_eq!(autocorrect_suppression_key("sahng", "saHng"), "sahng");
        assert_eq!(autocorrect_suppression_key("sa'hng", "sa'hng"), "sahng");
        // An active helpcode letter is not part of the key.
        assert_eq!(autocorrect_suppression_key("shangs", "shangS"), "shang");
        assert_eq!(autocorrect_suppression_key("nihc", "nihC"), "nihc");
    }
}

#[cfg(test)]
#[path = "autocorrect/finalize_tests.rs"]
mod finalize_tests;