qwt 0.4.0

Rust implementation of Quad Wavelet Tree
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
use std::{
    collections::HashMap,
    marker::PhantomData,
    ops::{Bound, Range, RangeBounds},
};

use mem_dbg::{MemDbg, MemSize};
use minimum_redundancy::{BitsPerFragment, Coding};
use num_traits::AsPrimitive;
use serde::{Deserialize, Serialize};

use crate::{
    quadwt::huffqwt::PrefixCode,
    utils::{msb, stable_partition_of_2, stable_partition_of_2_with_codes},
    AccessUnsigned, BinWTSupport, BitVector, BitVectorMut, OccsRangeUnsigned, RankUnsigned,
    SelectUnsigned, WTIndexable, WTIterator,
};

pub trait BinRSforWT: From<BitVector> + BinWTSupport + MemSize + MemDbg + Default {}
impl<T> BinRSforWT for T where T: From<BitVector> + BinWTSupport + MemSize + MemDbg + Default {}

#[derive(Default, Clone, PartialEq, Serialize, Deserialize, MemSize, MemDbg, Debug)]
pub struct WaveletTree<T, BRS, const COMPRESSED: bool = false> {
    n: usize,                                 // The length of the represented sequence
    n_levels: usize,                          // The number of levels of the wavelet matrix
    sigma: Option<T>,                         // Sigma used only if no compressed
    codes_encode: Option<Vec<PrefixCode>>,    // Lookup table for encoding
    codes_decode: Option<Vec<Vec<(u32, T)>>>, // Lookup table for decoding symbols
    bvs: Vec<BRS>,                            // Each level uses either a quad or bit vector
    lens: Vec<usize>,                         // Length of each vector
    phantom_data: PhantomData<T>,
}

struct LenInfo(usize, u32); //symbol, len

#[allow(clippy::identity_op)]
fn craft_wm_codes(freq: &mut HashMap<usize, u32>, sigma: usize) -> Vec<PrefixCode> {
    // count size of the alphabet
    let alph_size = freq.iter().count();

    let mut f = freq
        .iter()
        .map(|(&k, &v)| LenInfo(k, v))
        .collect::<Vec<_>>();

    f.sort_by_key(|x| x.1);

    let mut c = vec![0; alph_size];
    let mut assignments = vec![PrefixCode { content: 0, len: 0 }; sigma + 1];
    let mut m = 1; //how many codes we have so far
    let mut l = 0;

    for j in 0..alph_size {
        // println!("f[{}]: ({}, {})", j, f[j].0, f[j].1);

        while f[j].1 > l {
            for r in j..m {
                c[(m - j) * 1 + r] = c[r];
                c[r] |= 1 << l;
            }
            m = 2 * m - j;
            l += 1;
        }

        //the codes are stored in lexicographic order of their reverse codes,
        //now we get the actual one we need by reversing it
        let mut reversed_code = 0;
        for t in 0..l {
            reversed_code |= ((c[j] >> t) & 1) << (l - t - 1);
        }

        assignments[f[j].0] = PrefixCode {
            content: reversed_code,
            len: l,
        };
    }

    assignments
}

impl<T, BRS, const COMPRESSED: bool> WaveletTree<T, BRS, COMPRESSED>
where
    T: WTIndexable,
    usize: AsPrimitive<T>,
    BRS: BinRSforWT,
{
    /// Builds a binary wavelet tree of the `sequence` of unsigned integers.
    /// The input `sequence` will be **destroyed**.
    /// If `[COMPRESSED == true]` the wavelet tree will be compressed, meaning the symbols
    /// will be represented using huffman coding.
    ///
    ///
    /// Both space usage and query time of a QWaveletTree depend on the length
    /// of the representation of the symbols.
    ///
    /// ## Panics
    /// Panics if the sequence is longer than the largest possible length.
    /// The largest possible length is 2^{43} symbols.
    ///
    /// # Examples
    /// ```
    /// use qwt::WT;
    ///
    /// let mut data = vec![1u8, 0, 1, 0, 2, 4, 5, 3];
    ///
    /// let wt = WT::new(&mut data);
    ///
    /// assert_eq!(wt.len(), 8);
    /// ```
    pub fn new(sequence: &mut [T]) -> Self {
        if sequence.is_empty() {
            return Self {
                n: 0,
                n_levels: 0,
                sigma: None,
                codes_encode: None,
                codes_decode: None,
                bvs: vec![],
                lens: vec![],
                phantom_data: PhantomData,
            };
        }

        let mut codes_encode = None;
        let mut codes_decode = None;
        let n_levels;
        let sig;
        let sigma = *sequence.iter().max().unwrap();

        if COMPRESSED {
            //we craft the codes

            //count symbol frequences
            let freqs = sequence.iter().fold(HashMap::new(), |mut map, &c| {
                *map.entry(c.as_()).or_insert(0u32) += 1;
                map
            });

            let mut lengths = Coding::from_frequencies(BitsPerFragment(1), freqs).code_lengths();

            let codes = craft_wm_codes(&mut lengths, sigma.as_());

            let max_len = codes
                .iter()
                .map(|x| x.len)
                .max()
                .expect("error while finding max code length") as usize;

            n_levels = max_len;

            let mut decoder = vec![Vec::default(); max_len + 1];
            for (i, c) in codes.iter().enumerate() {
                if c.len != 0 {
                    decoder[c.len as usize].push((c.content, i.as_()));
                }
            }

            //sort codes to make it easier to search
            for v in decoder.iter_mut() {
                v.sort_by_key(|(x, _)| *x)
            }

            codes_decode = Some(decoder);
            codes_encode = Some(codes);
            sig = None;
        } else {
            let log_sigma = msb(sigma) + 1; // Note that sigma equals the largest symbol, so it's already "alphabet_size - 1"
            n_levels = log_sigma as usize;
            sig = Some(sigma);
        }

        //populate bvs
        let mut bvs = Vec::with_capacity(n_levels);
        let mut lens = Vec::with_capacity(n_levels);

        let mut shift = 1;

        for _level in 0..n_levels {
            let mut cur_bv = BitVectorMut::new();

            for &s in sequence.iter() {
                if COMPRESSED {
                    let cur_code = codes_encode.as_ref().unwrap().get(s.as_()).expect(
                        "some error occurred during code translation while building huffqwt",
                    );

                    if cur_code.len >= shift {
                        let symbol = ((cur_code.content >> (cur_code.len - shift)) & 1) == 1;
                        cur_bv.push(symbol);
                    }
                } else {
                    let symbol = ((s >> (n_levels - shift as usize)).as_() & 1) == 1;
                    cur_bv.push(symbol);
                }
            }

            let bv = BitVector::from(cur_bv);

            lens.push(bv.len());
            bvs.push(BRS::from(bv));

            if COMPRESSED {
                stable_partition_of_2_with_codes(
                    sequence,
                    shift as usize,
                    codes_encode.as_ref().unwrap(),
                );
            } else {
                stable_partition_of_2(sequence, n_levels - shift as usize);
            }

            shift += 1;
        }

        bvs.shrink_to_fit();

        Self {
            n: sequence.len(),
            n_levels,
            sigma: sig,
            codes_encode,
            codes_decode,
            bvs,
            lens,
            phantom_data: PhantomData,
        }
    }

    /// Returns the length of the indexed sequence.
    ///
    /// # Examples
    ///
    /// ```
    /// use qwt::WT;
    ///
    /// let data = vec![1u8, 0, 1, 0, 2, 4, 5, 3];
    ///
    /// let qwt = WT::from(data);
    ///
    /// assert_eq!(qwt.len(), 8);
    /// ```
    #[must_use]
    pub fn len(&self) -> usize {
        self.n
    }

    /// Checks if the indexed sequence is empty.
    ///
    /// # Examples
    /// ```
    /// use qwt::WT;
    ///
    /// let wt = WT::<u8>::default();
    ///
    /// assert_eq!(wt.is_empty(), true);
    /// ```
    #[must_use]
    pub fn is_empty(&self) -> bool {
        self.n == 0
    }

    /// Returns the number of levels in the wavelet tree.
    ///
    /// The number of levels represents the depth of the wavelet tree.
    ///
    /// # Examples
    ///
    /// ```
    /// use qwt::{WT, HWT};
    ///
    /// let data = vec![1u8, 0, 1, 0, 255, 4, 5, 3];
    ///
    /// let wt = WT::from(data.clone());
    /// assert_eq!(wt.n_levels(), 8);
    ///
    /// let hwt = HWT::from(data.clone());
    /// assert_eq!(hwt.n_levels(), 3);
    /// ```
    #[must_use]
    pub fn n_levels(&self) -> usize {
        self.n_levels
    }

    /// Returns an iterator over the values in the wavelet tree.
    ///
    /// # Examples
    ///
    /// ```
    /// use qwt::WT;
    ///
    /// let data: Vec<u8> = (0..10u8).into_iter().cycle().take(100).collect();
    ///
    /// let wt = WT::from(data.clone());
    ///
    /// assert_eq!(wt.iter().collect::<Vec<_>>(), data);
    ///
    /// assert_eq!(wt.iter().rev().collect::<Vec<_>>(), data.into_iter().rev().collect::<Vec<_>>());
    /// ```
    pub fn iter(
        &self,
    ) -> WTIterator<T, WaveletTree<T, BRS, COMPRESSED>, &WaveletTree<T, BRS, COMPRESSED>> {
        WTIterator {
            i: 0,
            end: self.len(),
            qwt: self,
            _phantom: PhantomData,
        }
    }
}

impl<T, BRS, const COMPRESSED: bool> AccessUnsigned for WaveletTree<T, BRS, COMPRESSED>
where
    T: WTIndexable,
    usize: AsPrimitive<T>,
    BRS: BinRSforWT,
{
    type Item = T;

    #[inline(always)]
    fn get(&self, i: usize) -> Option<Self::Item> {
        if i >= self.n {
            return None;
        }

        Some(unsafe { self.get_unchecked(i) })
    }

    #[inline(always)]
    unsafe fn get_unchecked(&self, i: usize) -> Self::Item {
        let mut cur_i = i;
        let mut result: u32 = 0;

        let mut shift = 0;

        for level in 0..self.n_levels {
            if COMPRESSED && cur_i >= self.lens[level] {
                break;
            }

            let symbol = self.bvs[level].get_unchecked(cur_i);
            result = (result << 1) | symbol as u32;

            let tmp = self.bvs[level].rank1_unchecked(cur_i);

            cur_i = if symbol {
                tmp + self.bvs[level].count_zeros()
            } else {
                cur_i - tmp
            };
            shift += 1;
        }

        if COMPRESSED {
            let idx = self.codes_decode.as_ref().unwrap()[shift]
                .binary_search_by_key(&result, |(x, _)| *x)
                .expect("could not translate symbol");

            T::from(self.codes_decode.as_ref().unwrap()[shift][idx].1).unwrap()
        } else {
            T::from(result).unwrap()
        }
    }
}

impl<T, BRS, const COMPRESSED: bool> OccsRangeUnsigned for WaveletTree<T, BRS, COMPRESSED>
where
    T: WTIndexable,
    usize: AsPrimitive<T>,
    BRS: BinRSforWT,
{
    type Iter<'a>
        = OccsRangeIter<'a, T, BRS, COMPRESSED>
    where
        Self: 'a;

    /// Returns an iterator over the number of occurrences of symbols in the provided range having at least
    /// one occurrence. Symbols that do not appear in the range are not yielded.
    ///
    /// Guaranteed to iterate in lexicographic symbol order if the tree is not compressed. If compressed, it
    /// will iterate in an undefined order.
    ///
    /// Returns `None` if the provided range is out-of-bounds.
    fn occs_range<R: RangeBounds<usize>>(&self, range: R) -> Option<Self::Iter<'_>> {
        let start = match range.start_bound() {
            Bound::Included(start) => *start,
            Bound::Excluded(start) => *start + 1,
            Bound::Unbounded => 0,
        };

        let end = match range.end_bound() {
            Bound::Included(end) => *end + 1,
            Bound::Excluded(end) => *end,
            Bound::Unbounded => self.n,
        };

        if end > self.n || start > end {
            return None;
        }

        Some(unsafe { self.occs_range_unchecked(start..end) })
    }

    /// Returns an iterator over the number of occurrences of symbols in the provided range having at least
    /// one occurrence. Symbols that do not appear in the range are not yielded.
    ///
    /// Guaranteed to iterate in lexicographic symbol order if the tree is not compressed. If compressed, it
    /// will iterate in an undefined order.
    ///
    /// # Safety
    /// Calling this method with an out-of-bounds range is undefined behavior.
    unsafe fn occs_range_unchecked(&self, range: Range<usize>) -> Self::Iter<'_> {
        if range.start == range.end {
            let stack = vec![];
            return OccsRangeIter { tree: self, stack };
        }

        let mut stack = Vec::with_capacity(self.n_levels + 1);

        stack.push(OccsRangeFrame {
            range,
            level: 0,
            bit_path: 0,
        });

        OccsRangeIter { tree: self, stack }
    }
}

pub struct OccsRangeIter<'a, T, BRS, const COMPRESSED: bool> {
    tree: &'a WaveletTree<T, BRS, COMPRESSED>,
    stack: Vec<OccsRangeFrame>,
}

struct OccsRangeFrame {
    range: Range<usize>,
    level: usize,
    bit_path: usize,
}

impl<'a, T, BRS, const COMPRESSED: bool> Iterator for OccsRangeIter<'a, T, BRS, COMPRESSED>
where
    T: WTIndexable,
    usize: AsPrimitive<T>,
    BRS: BinRSforWT,
{
    type Item = (T, usize);

    #[inline]
    fn next(&mut self) -> Option<Self::Item> {
        while let Some(cur) = self.stack.pop() {
            // have we reached the bottom of the tree? huffman tree needs slightly different logic to check
            if COMPRESSED {
                // SAFETY: surely it's compressed
                let codes = unsafe { self.tree.codes_decode.as_ref().unwrap_unchecked() };

                // SAFETY: assumes tree depth corresponds exactly to max code length in codes_decode
                let leaves = unsafe { codes.get_unchecked(cur.level) };

                if let Ok(idx) = leaves.binary_search_by_key(&(cur.bit_path as u32), |(c, _)| *c) {
                    // SAFETY: we binary searched; if Ok, it definitely exists
                    let leaf = unsafe { leaves.get_unchecked(idx) };

                    // prefix free property means we don't descend further here
                    return Some((leaf.1, cur.range.end - cur.range.start));
                }
            } else if cur.level == self.tree.n_levels {
                return Some((cur.bit_path.as_(), cur.range.end - cur.range.start));
            }

            // SAFETY: if compressed, a well-formed tree guarantees that we find a leaf above before running
            // out of levels. if not compressed, we necessarily iterate up to 0..levels.
            let bv = unsafe { self.tree.bvs.get_unchecked(cur.level) };

            // right child (pushing it first makes non-huffman iterate in lexicographic symbol order)

            // SAFETY: derives from top level bounds check -> valid ranges
            let r_lo = unsafe { bv.rank1_unchecked(cur.range.start) };
            let r_hi = unsafe { bv.rank1_unchecked(cur.range.end) };

            if r_hi > r_lo {
                let offset = bv.count_zeros();

                let frame = OccsRangeFrame {
                    range: offset + r_lo..offset + r_hi,
                    level: cur.level + 1,
                    bit_path: (cur.bit_path << 1) | 1,
                };

                self.stack.push(frame);
            }

            // left child (we can derive the range from ^ rank calls)

            let l_lo = cur.range.start - r_lo;
            let l_hi = cur.range.end - r_hi;

            if l_hi > l_lo {
                let frame = OccsRangeFrame {
                    range: l_lo..l_hi,
                    level: cur.level + 1,
                    bit_path: (cur.bit_path << 1), // | 0
                };

                self.stack.push(frame);
            }
        }

        None
    }
}

impl<T, BRS, const COMPRESSED: bool> RankUnsigned for WaveletTree<T, BRS, COMPRESSED>
where
    T: WTIndexable,
    usize: AsPrimitive<T>,
    BRS: BinRSforWT,
{
    #[inline(always)]
    fn rank(&self, symbol: Self::Item, i: usize) -> Option<usize> {
        if i > self.n {
            return None;
        }

        if !COMPRESSED && symbol > *self.sigma.as_ref().unwrap() {
            return None;
        }

        if COMPRESSED
            && (symbol.as_() >= self.codes_encode.as_ref().unwrap().len()
                || self.codes_encode.as_ref().unwrap()[symbol.as_()].len == 0)
        {
            return None;
        }

        Some(unsafe { self.rank_unchecked(symbol, i) })
    }

    #[inline(always)]
    unsafe fn rank_unchecked(&self, symbol: Self::Item, i: usize) -> usize {
        let mut cur_i = i;
        let mut cur_p = 0;

        let symbol_len;
        let repr;

        if COMPRESSED {
            let code = &self.codes_encode.as_ref().unwrap()[symbol.as_()];
            symbol_len = code.len as usize;
            repr = code.content;
        } else {
            repr = symbol.as_() as u32;
            symbol_len = self.n_levels;
        }

        for level in 0..symbol_len {
            let bit = ((repr >> (symbol_len - level - 1)) & 1) == 1;

            let offset = self.bvs[level].count_zeros();

            let tmp_p = self.bvs[level].rank1_unchecked(cur_p);
            let tmp_i = self.bvs[level].rank1_unchecked(cur_i);

            cur_p = if bit { tmp_p + offset } else { cur_p - tmp_p };

            cur_i = if bit { tmp_i + offset } else { cur_i - tmp_i };
        }

        cur_i - cur_p
    }
}

impl<T, BRS, const COMPRESSED: bool> SelectUnsigned for WaveletTree<T, BRS, COMPRESSED>
where
    T: WTIndexable,
    usize: AsPrimitive<T>,
    BRS: BinRSforWT,
{
    #[inline(always)]
    fn select(&self, symbol: Self::Item, i: usize) -> Option<usize> {
        if COMPRESSED && self.codes_encode.as_ref().unwrap()[symbol.as_()].len == 0 {
            return None;
        }

        let symbol_len;
        let repr;

        if COMPRESSED {
            let code = &self.codes_encode.as_ref().unwrap()[symbol.as_()];
            symbol_len = code.len as usize;
            repr = code.content;
        } else {
            repr = symbol.as_() as u32;
            symbol_len = self.n_levels;
        }
        let mut b = 0;

        let mut path_off = Vec::with_capacity(symbol_len);
        let mut rank_path_off = Vec::with_capacity(symbol_len);

        for level in 0..symbol_len {
            path_off.push(b);

            let bit = ((repr >> (symbol_len - level - 1)) & 1) == 1;

            let rank_b = if bit {
                self.bvs[level].rank1(b)
            } else {
                self.bvs[level].rank0(b)
            }?;

            b = rank_b + if bit { self.bvs[level].count_zeros() } else { 0 };

            rank_path_off.push(rank_b);
        }

        let mut result = i;
        for level in (0..symbol_len).rev() {
            b = path_off[level];
            let rank_b = rank_path_off[level];
            let bit = ((repr >> (symbol_len - level - 1)) & 1) == 1;

            result = if bit {
                self.bvs[level].select1(rank_b + result)
            } else {
                self.bvs[level].select0(rank_b + result)
            }? - b;
        }

        Some(result)
    }

    #[inline(always)]
    unsafe fn select_unchecked(&self, symbol: Self::Item, i: usize) -> usize {
        self.select(symbol, i).unwrap()
    }
}

impl<T, BRS, const COMPRESSED: bool> From<Vec<T>> for WaveletTree<T, BRS, COMPRESSED>
where
    T: WTIndexable,
    usize: AsPrimitive<T>,
    BRS: BinRSforWT,
{
    fn from(mut v: Vec<T>) -> Self {
        WaveletTree::new(&mut v[..])
    }
}

impl<T, BRS, const COMPRESSED: bool> AsRef<WaveletTree<T, BRS, COMPRESSED>>
    for WaveletTree<T, BRS, COMPRESSED>
{
    fn as_ref(&self) -> &WaveletTree<T, BRS, COMPRESSED> {
        self
    }
}

impl<T, BRS, const COMPRESSED: bool> IntoIterator for WaveletTree<T, BRS, COMPRESSED>
where
    T: WTIndexable,
    usize: AsPrimitive<T>,
    BRS: BinRSforWT,
{
    type IntoIter = WTIterator<T, WaveletTree<T, BRS, COMPRESSED>, WaveletTree<T, BRS, COMPRESSED>>;
    type Item = T;

    fn into_iter(self) -> Self::IntoIter {
        WTIterator {
            i: 0,
            end: self.len(),
            qwt: self,
            _phantom: PhantomData,
        }
    }
}

impl<'a, T, BRS, const COMPRESSED: bool> IntoIterator for &'a WaveletTree<T, BRS, COMPRESSED>
where
    T: WTIndexable,
    usize: AsPrimitive<T>,
    BRS: BinRSforWT,
{
    type IntoIter =
        WTIterator<T, WaveletTree<T, BRS, COMPRESSED>, &'a WaveletTree<T, BRS, COMPRESSED>>;
    type Item = T;

    fn into_iter(self) -> Self::IntoIter {
        self.iter()
    }
}

impl<T, BRS, const COMPRESSED: bool> FromIterator<T> for WaveletTree<T, BRS, COMPRESSED>
where
    T: WTIndexable,
    usize: AsPrimitive<T>,
    BRS: BinRSforWT,
{
    fn from_iter<I>(iter: I) -> Self
    where
        I: IntoIterator<Item = T>,
    {
        WaveletTree::new(&mut iter.into_iter().collect::<Vec<T>>())
    }
}

#[cfg(test)]
mod tests;