weirflow 0.1.0

GPU-first dataflow analysis primitives for Vyre and Santh compiler pipelines.
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
//! Dense `u32` domain indexing for hot Weir host paths.

const DENSE_WORD_BITS: u64 = 32;
const U32_BYTES: u64 = std::mem::size_of::<u32>() as u64;
const PPM_SCALE: u128 = 1_000_000;

/// Sparse/dense execution family selected from domain shape and observed
/// frontier density.
#[derive(Clone, Copy, Debug, Eq, Hash, PartialEq)]
pub(crate) enum SparseDenseDomainMode {
    /// No active bits were observed.
    Empty,
    /// Active and changed frontier density are low enough for sparse ids.
    Sparse,
    /// Density is mixed enough that a sparse/dense hybrid should own dispatch.
    Hybrid,
    /// Dense bitsets should own dispatch.
    Dense,
}

/// Operator-visible reason for a sparse/dense domain decision.
#[derive(Clone, Copy, Debug, Eq, Hash, PartialEq)]
pub(crate) enum SparseDenseDomainReason {
    /// There is no dispatch domain.
    EmptyDomain,
    /// The dispatch domain exists but no active bits were observed.
    EmptyActiveSet,
    /// Small domains should stay dense to avoid scheduler and conversion churn.
    SmallDomainDense,
    /// Active and delta density are both low.
    LowDensitySparse,
    /// Dense bitset storage did not fit the configured byte budget.
    DenseBudgetExceeded,
    /// Dense bitset byte accounting exceeded the host index width.
    DenseFootprintOverflow,
    /// Active density or most recent active density is high.
    HighDensityDense,
    /// Average graph degree is high enough that dense traversal should win.
    HighDegreeDense,
    /// Density and degree are both mixed.
    MixedDensityHybrid,
}

/// Tunable policy for converting shape and frontier observations into a
/// sparse/dense domain decision.
#[derive(Clone, Copy, Debug, Eq, PartialEq)]
pub(crate) struct SparseDenseDomainPolicy {
    /// Domains at or below this size choose dense after the empty checks.
    pub small_dense_domain_bits: u64,
    /// Mean active density at or below this value can choose sparse.
    pub sparse_active_density_ppm: u64,
    /// Mean delta density at or below this value can choose sparse.
    pub sparse_delta_density_ppm: u64,
    /// Mean active density at or above this value chooses dense.
    pub dense_active_density_ppm: u64,
    /// Most recent active density at or above this value chooses dense.
    pub dense_last_active_density_ppm: u64,
    /// Sparse is only selected at or below this average graph degree.
    pub sparse_max_average_degree_ppm: u64,
    /// Dense is selected at or above this average graph degree.
    pub dense_min_average_degree_ppm: u64,
    /// Optional dense bitset budget. Exceeding it forces sparse mode.
    pub dense_byte_budget: Option<usize>,
}

impl SparseDenseDomainPolicy {
    /// Policy for raw frontier-density telemetry. This preserves telemetry's
    /// density-only recommendation semantics.
    pub(crate) const fn frontier_density() -> Self {
        Self {
            small_dense_domain_bits: 0,
            sparse_active_density_ppm: 62_500,
            sparse_delta_density_ppm: 31_250,
            dense_active_density_ppm: 500_000,
            dense_last_active_density_ppm: 750_000,
            sparse_max_average_degree_ppm: u64::MAX,
            dense_min_average_degree_ppm: u64::MAX,
            dense_byte_budget: None,
        }
    }

    /// Policy for fixed-point execution planning. This adds scheduler-churn and
    /// graph-degree cutoffs around the same frontier-density thresholds.
    pub(crate) const fn fixed_point_execution() -> Self {
        Self {
            small_dense_domain_bits: 1024,
            sparse_max_average_degree_ppm: 2_000_000,
            dense_min_average_degree_ppm: 16_000_000,
            ..Self::frontier_density()
        }
    }
}

/// Raw facts used by the sparse/dense domain planner.
#[derive(Clone, Copy, Debug, Default, Eq, PartialEq)]
pub(crate) struct SparseDenseDomainObservation {
    /// Number of bits in the dispatch domain.
    pub domain_bits: u64,
    /// Number of decoded frontier samples, including the seed frontier.
    pub samples: u64,
    /// Number of decoded frontier transitions.
    pub iterations: u64,
    /// Sum of active frontier bits across all samples.
    pub active_bits_total: u64,
    /// Sum of changed frontier bits across decoded transitions.
    pub delta_bits_total: u64,
    /// Active bits in the most recently decoded sample.
    pub last_active_bits: u64,
    /// Maximum active bits observed in one decoded sample.
    pub peak_active_bits: u64,
    /// Average outgoing graph degree in parts per million.
    pub average_degree_ppm: u64,
}

/// Sparse/dense decision plus byte and density evidence.
#[derive(Clone, Copy, Debug, Eq, PartialEq)]
pub(crate) struct SparseDenseDomainPlan {
    /// Selected sparse/dense family.
    pub mode: SparseDenseDomainMode,
    /// Why the family was selected.
    pub reason: SparseDenseDomainReason,
    /// Domain bits covered by this decision.
    pub domain_bits: u64,
    /// Mean active density in parts per million.
    pub active_density_ppm: u64,
    /// Mean delta density in parts per million.
    pub delta_density_ppm: u64,
    /// Most recent active density in parts per million.
    pub last_active_density_ppm: u64,
    /// Dense bitset words needed to cover the domain.
    pub dense_words: Option<u64>,
    /// Dense bitset bytes needed to cover the domain.
    pub dense_bytes: Option<usize>,
    /// Sparse frontier bytes needed for the peak observed active set.
    pub sparse_bytes: Option<usize>,
    /// Optional dense budget applied by the policy.
    pub dense_byte_budget: Option<usize>,
    /// Average outgoing graph degree in parts per million.
    pub average_degree_ppm: u64,
}

/// Build a single sparse/dense domain decision from domain shape, frontier
/// observations, and policy.
#[must_use]
pub(crate) fn plan_sparse_dense_domain(
    policy: SparseDenseDomainPolicy,
    observation: SparseDenseDomainObservation,
) -> SparseDenseDomainPlan {
    let active_density_ppm = density_ppm(
        observation.active_bits_total,
        u128::from(observation.domain_bits) * u128::from(observation.samples),
    );
    let delta_density_ppm = density_ppm(
        observation.delta_bits_total,
        u128::from(observation.domain_bits) * u128::from(observation.iterations),
    );
    let last_active_density_ppm = density_ppm(
        observation.last_active_bits,
        u128::from(observation.domain_bits),
    );
    let dense_words = observation.domain_bits.checked_add(DENSE_WORD_BITS - 1).map(|bits| {
        if bits == 0 {
            0
        } else {
            bits / DENSE_WORD_BITS
        }
    });
    let dense_bytes_u64 = dense_words.and_then(|words| words.checked_mul(U32_BYTES));
    let dense_bytes = dense_bytes_u64.and_then(|bytes| usize::try_from(bytes).ok());
    let sparse_bytes = observation
        .peak_active_bits
        .checked_mul(U32_BYTES)
        .and_then(|bytes| usize::try_from(bytes).ok());

    let (mode, reason) = choose_sparse_dense_mode(
        policy,
        observation,
        active_density_ppm,
        delta_density_ppm,
        last_active_density_ppm,
        dense_bytes,
    );

    SparseDenseDomainPlan {
        mode,
        reason,
        domain_bits: observation.domain_bits,
        active_density_ppm,
        delta_density_ppm,
        last_active_density_ppm,
        dense_words,
        dense_bytes,
        sparse_bytes,
        dense_byte_budget: policy.dense_byte_budget,
        average_degree_ppm: observation.average_degree_ppm,
    }
}

fn choose_sparse_dense_mode(
    policy: SparseDenseDomainPolicy,
    observation: SparseDenseDomainObservation,
    active_density_ppm: u64,
    delta_density_ppm: u64,
    last_active_density_ppm: u64,
    dense_bytes: Option<usize>,
) -> (SparseDenseDomainMode, SparseDenseDomainReason) {
    if observation.domain_bits == 0 {
        return (
            SparseDenseDomainMode::Empty,
            SparseDenseDomainReason::EmptyDomain,
        );
    }
    if observation.peak_active_bits == 0
        && observation.active_bits_total == 0
        && observation.last_active_bits == 0
    {
        return (
            SparseDenseDomainMode::Empty,
            SparseDenseDomainReason::EmptyActiveSet,
        );
    }
    if dense_bytes.is_none() {
        return (
            SparseDenseDomainMode::Sparse,
            SparseDenseDomainReason::DenseFootprintOverflow,
        );
    }
    if let (Some(budget), Some(bytes)) = (policy.dense_byte_budget, dense_bytes) {
        if bytes > budget {
            return (
                SparseDenseDomainMode::Sparse,
                SparseDenseDomainReason::DenseBudgetExceeded,
            );
        }
    }
    if observation.domain_bits <= policy.small_dense_domain_bits {
        return (
            SparseDenseDomainMode::Dense,
            SparseDenseDomainReason::SmallDomainDense,
        );
    }
    if active_density_ppm >= policy.dense_active_density_ppm
        || last_active_density_ppm >= policy.dense_last_active_density_ppm
    {
        return (
            SparseDenseDomainMode::Dense,
            SparseDenseDomainReason::HighDensityDense,
        );
    }
    if observation.average_degree_ppm >= policy.dense_min_average_degree_ppm {
        return (
            SparseDenseDomainMode::Dense,
            SparseDenseDomainReason::HighDegreeDense,
        );
    }
    if active_density_ppm <= policy.sparse_active_density_ppm
        && delta_density_ppm <= policy.sparse_delta_density_ppm
        && observation.average_degree_ppm <= policy.sparse_max_average_degree_ppm
    {
        return (
            SparseDenseDomainMode::Sparse,
            SparseDenseDomainReason::LowDensitySparse,
        );
    }
    (
        SparseDenseDomainMode::Hybrid,
        SparseDenseDomainReason::MixedDensityHybrid,
    )
}

#[derive(Clone, Debug)]
pub(crate) struct DenseU32Slots<T> {
    domain: u32,
    slots: Vec<T>,
}

impl<T: Copy + Default> DenseU32Slots<T> {
    pub(crate) fn new(domain: u32, field: &'static str) -> Result<Self, String> {
        let len = usize::try_from(domain).map_err(|_| {
            format!(
                "Weir dense domain {domain} cannot fit usize for {field}. Fix: shard the graph before host SSA or cache indexing."
            )
        })?;
        let mut slots = Vec::new();
        crate::staging_reserve::reserve_vec(&mut slots, len, field)?;
        slots.resize(len, T::default());
        Ok(Self { domain, slots })
    }

    #[inline]
    pub(crate) fn get(&self, key: u32) -> Option<&T> {
        self.slots.get(key as usize)
    }

    #[inline]
    pub(crate) fn insert(&mut self, key: u32, value: T) -> Result<(), String> {
        let slot = self.slots.get_mut(key as usize).ok_or_else(|| {
            format!(
                "Weir dense slot key {key} is outside domain {}. Fix: only index ids present in the CFG or graph layout.",
                self.domain
            )
        })?;
        *slot = value;
        Ok(())
    }

    #[inline]
    #[must_use]
    #[allow(dead_code)]
    pub(crate) fn len(&self) -> usize {
        self.slots.len()
    }

    #[inline]
    #[must_use]
    #[allow(dead_code)]
    pub(crate) fn is_empty(&self) -> bool {
        self.slots.is_empty()
    }

    #[inline]
    #[must_use]
    #[allow(dead_code)]
    pub(crate) fn first(&self) -> Option<&T> {
        self.slots.first()
    }

    #[inline]
    #[must_use]
    #[allow(dead_code)]
    pub(crate) fn last(&self) -> Option<&T> {
        self.slots.last()
    }
}

pub(crate) fn dense_domain_for_keys<I>(keys: I) -> Result<u32, String>
where
    I: IntoIterator<Item = u32>,
{
    let mut max_key = 0u32;
    let mut any = false;
    for key in keys {
        any = true;
        max_key = max_key.max(key);
    }
    if !any {
        return Ok(0);
    }
    max_key.checked_add(1).ok_or_else(|| {
        "Weir dense domain overflowed u32 while covering block ids. Fix: shard the CFG before SSA host indexing.".to_string()
    })
}

fn density_ppm(numerator: u64, denominator: u128) -> u64 {
    if denominator == 0 {
        return 0;
    }
    let scaled = u128::from(numerator) * PPM_SCALE;
    let value = scaled / denominator;
    if value > u128::from(u64::MAX) {
        u64::MAX
    } else {
        value as u64
    }
}

#[cfg(test)]
mod tests {
    use super::{
        dense_domain_for_keys, plan_sparse_dense_domain, DenseU32Slots,
        SparseDenseDomainMode, SparseDenseDomainObservation, SparseDenseDomainPolicy,
        SparseDenseDomainReason,
    };

    fn observation(
        domain_bits: u64,
        active_bits_total: u64,
        delta_bits_total: u64,
        samples: u64,
        iterations: u64,
        peak_active_bits: u64,
        average_degree_ppm: u64,
    ) -> SparseDenseDomainObservation {
        SparseDenseDomainObservation {
            domain_bits,
            samples,
            iterations,
            active_bits_total,
            delta_bits_total,
            last_active_bits: peak_active_bits,
            peak_active_bits,
            average_degree_ppm,
        }
    }

    #[test]
    fn sparse_dense_plan_reports_empty_domain() {
        let plan = plan_sparse_dense_domain(
            SparseDenseDomainPolicy::fixed_point_execution(),
            observation(0, 0, 0, 0, 0, 0, 0),
        );

        assert_eq!(plan.mode, SparseDenseDomainMode::Empty);
        assert_eq!(plan.reason, SparseDenseDomainReason::EmptyDomain);
        assert_eq!(plan.dense_words, Some(0));
        assert_eq!(plan.dense_bytes, Some(0));
    }

    #[test]
    fn sparse_dense_plan_reports_empty_active_set() {
        let plan = plan_sparse_dense_domain(
            SparseDenseDomainPolicy::fixed_point_execution(),
            observation(4096, 0, 0, 2, 1, 0, 1_000_000),
        );

        assert_eq!(plan.mode, SparseDenseDomainMode::Empty);
        assert_eq!(plan.reason, SparseDenseDomainReason::EmptyActiveSet);
    }

    #[test]
    fn sparse_dense_plan_selects_sparse_for_low_density_delta() {
        let plan = plan_sparse_dense_domain(
            SparseDenseDomainPolicy::fixed_point_execution(),
            observation(4096, 8, 4, 2, 1, 4, 1_000_000),
        );

        assert_eq!(plan.mode, SparseDenseDomainMode::Sparse);
        assert_eq!(plan.reason, SparseDenseDomainReason::LowDensitySparse);
        assert_eq!(plan.active_density_ppm, 976);
        assert_eq!(plan.delta_density_ppm, 976);
        assert_eq!(plan.last_active_density_ppm, 976);
    }

    #[test]
    fn sparse_dense_plan_keeps_small_domains_dense() {
        let plan = plan_sparse_dense_domain(
            SparseDenseDomainPolicy::fixed_point_execution(),
            observation(128, 2, 1, 2, 1, 1, 1_000_000),
        );

        assert_eq!(plan.mode, SparseDenseDomainMode::Dense);
        assert_eq!(plan.reason, SparseDenseDomainReason::SmallDomainDense);
    }

    #[test]
    fn sparse_dense_plan_selects_hybrid_for_mixed_density() {
        let plan = plan_sparse_dense_domain(
            SparseDenseDomainPolicy::fixed_point_execution(),
            observation(4096, 1024, 256, 2, 1, 512, 4_000_000),
        );

        assert_eq!(plan.mode, SparseDenseDomainMode::Hybrid);
        assert_eq!(plan.reason, SparseDenseDomainReason::MixedDensityHybrid);
    }

    #[test]
    fn sparse_dense_plan_selects_dense_for_high_density() {
        let plan = plan_sparse_dense_domain(
            SparseDenseDomainPolicy::fixed_point_execution(),
            observation(4096, 4096, 16, 2, 1, 3072, 1_000_000),
        );

        assert_eq!(plan.mode, SparseDenseDomainMode::Dense);
        assert_eq!(plan.reason, SparseDenseDomainReason::HighDensityDense);
    }

    #[test]
    fn sparse_dense_plan_selects_dense_for_high_degree() {
        let plan = plan_sparse_dense_domain(
            SparseDenseDomainPolicy::fixed_point_execution(),
            observation(4096, 8, 4, 2, 1, 4, 16_000_000),
        );

        assert_eq!(plan.mode, SparseDenseDomainMode::Dense);
        assert_eq!(plan.reason, SparseDenseDomainReason::HighDegreeDense);
    }

    #[test]
    fn sparse_dense_plan_honors_dense_byte_budget() {
        let mut policy = SparseDenseDomainPolicy::fixed_point_execution();
        policy.dense_byte_budget = Some(511);

        let plan = plan_sparse_dense_domain(policy, observation(4096, 4096, 16, 2, 1, 3072, 0));

        assert_eq!(plan.mode, SparseDenseDomainMode::Sparse);
        assert_eq!(plan.reason, SparseDenseDomainReason::DenseBudgetExceeded);
        assert_eq!(plan.dense_bytes, Some(512));
        assert_eq!(plan.dense_byte_budget, Some(511));
    }

    #[test]
    fn sparse_dense_plan_reports_checked_dense_byte_overflow() {
        let plan = plan_sparse_dense_domain(
            SparseDenseDomainPolicy::fixed_point_execution(),
            observation(u64::MAX, u64::MAX, 0, 1, 1, u64::MAX, 0),
        );

        assert_eq!(plan.mode, SparseDenseDomainMode::Sparse);
        assert_eq!(plan.reason, SparseDenseDomainReason::DenseFootprintOverflow);
        assert_eq!(plan.dense_words, None);
        assert_eq!(plan.dense_bytes, None);
        assert_eq!(plan.sparse_bytes, None);
    }

    #[test]
    fn sparse_dense_plan_reports_exact_dense_and_sparse_bytes() {
        let plan = plan_sparse_dense_domain(
            SparseDenseDomainPolicy::frontier_density(),
            observation(100, 50, 5, 2, 1, 7, 0),
        );

        assert_eq!(plan.domain_bits, 100);
        assert_eq!(plan.active_density_ppm, 250_000);
        assert_eq!(plan.delta_density_ppm, 50_000);
        assert_eq!(plan.last_active_density_ppm, 70_000);
        assert_eq!(plan.dense_words, Some(4));
        assert_eq!(plan.dense_bytes, Some(16));
        assert_eq!(plan.sparse_bytes, Some(28));
        assert_eq!(plan.average_degree_ppm, 0);
    }

    // ------------------------------------------------------------------
    // 1. insert OOB error.
    // ------------------------------------------------------------------

    #[test]
    fn insert_oob_at_domain_boundary() {
        let mut slots: DenseU32Slots<u64> = DenseU32Slots::new(4, "test").unwrap();
        assert!(slots.insert(3, 99).is_ok());
        let err = slots
            .insert(4, 100)
            .expect_err("must error at domain boundary");
        assert!(err.contains("is outside domain"));
    }

    #[test]
    fn insert_oob_beyond_domain() {
        let mut slots: DenseU32Slots<u64> = DenseU32Slots::new(2, "test").unwrap();
        let err = slots.insert(100, 1).expect_err("must error beyond domain");
        assert!(err.contains("is outside domain"));
    }

    #[test]
    fn insert_at_zero_boundary() {
        let mut slots: DenseU32Slots<u64> = DenseU32Slots::new(1, "test").unwrap();
        assert!(slots.insert(0, 42).is_ok());
        assert_eq!(slots.get(0), Some(&42));
    }

    #[test]
    fn insert_oob_on_empty_domain() {
        let mut slots: DenseU32Slots<u64> = DenseU32Slots::new(0, "test").unwrap();
        let err = slots.insert(0, 1).expect_err("must error on empty domain");
        assert!(err.contains("is outside domain"));
    }

    #[test]
    fn insert_overwrite_existing_value() {
        let mut slots: DenseU32Slots<u64> = DenseU32Slots::new(3, "test").unwrap();
        slots.insert(1, 10).unwrap();
        slots.insert(1, 20).unwrap();
        assert_eq!(slots.get(1), Some(&20));
    }

    // ------------------------------------------------------------------
    // 2. new overflow.
    // ------------------------------------------------------------------

    #[test]
    fn new_with_u32_max_does_not_panic() {
        // u32::MAX may succeed or fail depending on host memory; either is valid
        // as long as the function does not panic and reports correctly.
        let result = DenseU32Slots::<u8>::new(u32::MAX, "test_overflow");
        match result {
            Ok(slots) => assert_eq!(slots.len(), u32::MAX as usize),
            Err(err) => assert!(
                err.contains("could not reserve") || err.contains("cannot fit"),
                "unexpected error: {err}"
            ),
        }
    }

    #[test]
    fn new_with_zero_domain_succeeds() {
        let slots: DenseU32Slots<u32> = DenseU32Slots::new(0, "test").unwrap();
        assert_eq!(slots.len(), 0);
        assert!(slots.is_empty());
    }

    #[test]
    fn new_with_small_domain_succeeds() {
        let slots: DenseU32Slots<u32> = DenseU32Slots::new(5, "test").unwrap();
        assert_eq!(slots.len(), 5);
        assert!(!slots.is_empty());
    }

    // ------------------------------------------------------------------
    // 3. dense_domain_for_keys with empty iterators.
    // ------------------------------------------------------------------

    #[test]
    fn dense_domain_for_keys_empty_returns_zero() {
        let domain = dense_domain_for_keys::<std::iter::Empty<u32>>(std::iter::empty()).unwrap();
        assert_eq!(domain, 0);
    }

    #[test]
    fn dense_domain_for_keys_empty_vec_returns_zero() {
        let domain = dense_domain_for_keys::<Vec<u32>>(vec![]).unwrap();
        assert_eq!(domain, 0);
    }

    #[test]
    fn dense_domain_for_keys_single_key() {
        let domain = dense_domain_for_keys([5]).unwrap();
        assert_eq!(domain, 6);
    }

    #[test]
    fn dense_domain_for_keys_multiple_keys() {
        let domain = dense_domain_for_keys([0, 3, 7, 2]).unwrap();
        assert_eq!(domain, 8);
    }

    #[test]
    fn dense_domain_for_keys_max_u32_overflows() {
        let result = dense_domain_for_keys([u32::MAX]);
        assert!(result.is_err(), "u32::MAX key must overflow domain");
    }

    #[test]
    fn dense_domain_for_keys_zero_key() {
        let domain = dense_domain_for_keys([0]).unwrap();
        assert_eq!(domain, 1);
    }

    #[test]
    fn dense_domain_for_keys_duplicate_keys() {
        let domain = dense_domain_for_keys([3, 3, 3, 3]).unwrap();
        assert_eq!(domain, 4);
    }

    #[test]
    fn dense_domain_for_keys_mixed_with_max() {
        let result = dense_domain_for_keys([0, 1, u32::MAX]);
        assert!(result.is_err());
    }

    // ------------------------------------------------------------------
    // 4. Domain indexing roundtrip.
    // ------------------------------------------------------------------

    #[test]
    fn roundtrip_insert_get() {
        let mut slots: DenseU32Slots<u64> = DenseU32Slots::new(8, "test").unwrap();
        slots.insert(3, 12345).unwrap();
        assert_eq!(slots.get(3), Some(&12345));
    }

    #[test]
    fn roundtrip_multiple_inserts() {
        let mut slots: DenseU32Slots<u64> = DenseU32Slots::new(8, "test").unwrap();
        for i in 0..8 {
            slots.insert(i, i as u64 * 10).unwrap();
        }
        for i in 0..8 {
            assert_eq!(slots.get(i), Some(&(i as u64 * 10)));
        }
    }

    #[test]
    fn get_oob_returns_none() {
        let slots: DenseU32Slots<u64> = DenseU32Slots::new(4, "test").unwrap();
        assert_eq!(slots.get(4), None);
        assert_eq!(slots.get(100), None);
    }

    #[test]
    fn get_on_empty_domain_returns_none() {
        let slots: DenseU32Slots<u64> = DenseU32Slots::new(0, "test").unwrap();
        assert_eq!(slots.get(0), None);
    }

    #[test]
    fn unset_slots_return_default_value() {
        let slots: DenseU32Slots<u32> = DenseU32Slots::new(4, "test").unwrap();
        for i in 0..4 {
            assert_eq!(slots.get(i), Some(&0));
        }
    }

    #[test]
    fn roundtrip_with_bool_type() {
        let mut slots: DenseU32Slots<bool> = DenseU32Slots::new(4, "test").unwrap();
        slots.insert(1, true).unwrap();
        slots.insert(2, true).unwrap();
        assert_eq!(slots.get(0), Some(&false));
        assert_eq!(slots.get(1), Some(&true));
        assert_eq!(slots.get(2), Some(&true));
        assert_eq!(slots.get(3), Some(&false));
    }

    // ------------------------------------------------------------------
    // 5. DenseU32Slots boundary queries.
    // ------------------------------------------------------------------

    #[test]
    fn len_matches_domain() {
        let slots: DenseU32Slots<u32> = DenseU32Slots::new(7, "test").unwrap();
        assert_eq!(slots.len(), 7);
    }

    #[test]
    fn len_zero_for_empty_domain() {
        let slots: DenseU32Slots<u32> = DenseU32Slots::new(0, "test").unwrap();
        assert_eq!(slots.len(), 0);
    }

    #[test]
    fn is_empty_true_for_zero_domain() {
        let slots: DenseU32Slots<u32> = DenseU32Slots::new(0, "test").unwrap();
        assert!(slots.is_empty());
    }

    #[test]
    fn is_empty_false_for_nonzero_domain() {
        let slots: DenseU32Slots<u32> = DenseU32Slots::new(1, "test").unwrap();
        assert!(!slots.is_empty());
    }

    #[test]
    fn first_returns_default_on_uninitialized() {
        let slots: DenseU32Slots<u32> = DenseU32Slots::new(3, "test").unwrap();
        assert_eq!(slots.first(), Some(&0));
    }

    #[test]
    fn first_returns_none_on_empty_domain() {
        let slots: DenseU32Slots<u32> = DenseU32Slots::new(0, "test").unwrap();
        assert_eq!(slots.first(), None);
    }

    #[test]
    fn last_returns_default_on_uninitialized() {
        let slots: DenseU32Slots<u32> = DenseU32Slots::new(3, "test").unwrap();
        assert_eq!(slots.last(), Some(&0));
    }

    #[test]
    fn last_returns_none_on_empty_domain() {
        let slots: DenseU32Slots<u32> = DenseU32Slots::new(0, "test").unwrap();
        assert_eq!(slots.last(), None);
    }

    #[test]
    fn first_and_last_after_inserts() {
        let mut slots: DenseU32Slots<u64> = DenseU32Slots::new(3, "test").unwrap();
        slots.insert(0, 10).unwrap();
        slots.insert(2, 30).unwrap();
        assert_eq!(slots.first(), Some(&10));
        assert_eq!(slots.last(), Some(&30));
        assert_eq!(slots.get(1), Some(&0));
    }

    #[test]
    fn clone_preserves_values() {
        let mut slots: DenseU32Slots<u64> = DenseU32Slots::new(4, "test").unwrap();
        slots.insert(0, 1).unwrap();
        slots.insert(2, 3).unwrap();
        let cloned = slots.clone();
        assert_eq!(cloned.get(0), Some(&1));
        assert_eq!(cloned.get(1), Some(&0));
        assert_eq!(cloned.get(2), Some(&3));
        assert_eq!(cloned.get(3), Some(&0));
        assert_eq!(cloned.len(), 4);
    }

    #[test]
    fn debug_format_includes_struct_name() {
        let slots: DenseU32Slots<u32> = DenseU32Slots::new(2, "test").unwrap();
        let debug = format!("{:?}", slots);
        assert!(debug.contains("DenseU32Slots"));
    }

    #[test]
    fn insert_at_last_valid_index() {
        let mut slots: DenseU32Slots<u64> = DenseU32Slots::new(5, "test").unwrap();
        assert!(slots.insert(4, 99).is_ok());
        assert_eq!(slots.get(4), Some(&99));
    }

    #[test]
    fn get_at_domain_boundary_returns_none() {
        let slots: DenseU32Slots<u32> = DenseU32Slots::new(3, "test").unwrap();
        assert_eq!(slots.get(3), None);
    }

    #[test]
    fn get_at_u32_max_returns_none() {
        let slots: DenseU32Slots<u32> = DenseU32Slots::new(3, "test").unwrap();
        assert_eq!(slots.get(u32::MAX), None);
    }

    #[test]
    fn dense_domain_for_keys_large_values() {
        let domain = dense_domain_for_keys([100_000, 50_000, 99_999]).unwrap();
        assert_eq!(domain, 100_001);
    }

    #[test]
    fn dense_domain_for_keys_ascending_sequence() {
        let domain = dense_domain_for_keys([0, 1, 2, 3, 4]).unwrap();
        assert_eq!(domain, 5);
    }

    #[test]
    fn dense_domain_for_keys_descending_sequence() {
        let domain = dense_domain_for_keys([4, 3, 2, 1, 0]).unwrap();
        assert_eq!(domain, 5);
    }

    #[test]
    fn dense_domain_for_keys_sparse() {
        let domain = dense_domain_for_keys([0, 100, 200]).unwrap();
        assert_eq!(domain, 201);
    }

    #[test]
    fn dense_domain_for_keys_single_zero() {
        let domain = dense_domain_for_keys([0]).unwrap();
        assert_eq!(domain, 1);
    }

    #[test]
    fn len_matches_after_insert_no_resize() {
        let mut slots: DenseU32Slots<u32> = DenseU32Slots::new(4, "test").unwrap();
        slots.insert(0, 1).unwrap();
        slots.insert(3, 4).unwrap();
        assert_eq!(slots.len(), 4);
    }

    #[test]
    fn first_after_explicit_inserts() {
        let mut slots: DenseU32Slots<u64> = DenseU32Slots::new(4, "test").unwrap();
        slots.insert(0, 42).unwrap();
        assert_eq!(slots.first(), Some(&42));
    }

    #[test]
    fn last_after_explicit_inserts() {
        let mut slots: DenseU32Slots<u64> = DenseU32Slots::new(4, "test").unwrap();
        slots.insert(3, 99).unwrap();
        assert_eq!(slots.last(), Some(&99));
    }

    #[test]
    fn single_element_domain_roundtrip() {
        let mut slots: DenseU32Slots<u64> = DenseU32Slots::new(1, "test").unwrap();
        slots.insert(0, 123).unwrap();
        assert_eq!(slots.get(0), Some(&123));
        assert_eq!(slots.first(), Some(&123));
        assert_eq!(slots.last(), Some(&123));
        assert_eq!(slots.len(), 1);
        assert!(!slots.is_empty());
    }

    #[test]
    fn new_with_large_but_reasonable_domain() {
        let slots: DenseU32Slots<u32> = DenseU32Slots::new(1_000_000, "test").unwrap();
        assert_eq!(slots.len(), 1_000_000);
        assert_eq!(slots.get(999_999), Some(&0));
    }

    #[test]
    fn clone_of_empty_domain() {
        let slots: DenseU32Slots<u32> = DenseU32Slots::new(0, "test").unwrap();
        let cloned = slots.clone();
        assert!(cloned.is_empty());
        assert_eq!(cloned.len(), 0);
    }
}