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
//! Garbage collector for unreachable tensor allocations.
//!
//! Identifies and collects unreachable tensor allocations using reference
//! counting and reachability analysis from named roots. The collector
//! implements a classic mark-and-sweep algorithm operating in three phases:
//!
//! 1. **MarkRoots** — seed the reachable set with explicit roots and pinned tensors.
//! 2. **Trace** — BFS-expand the reachable set through dependency edges.
//! 3. **Sweep** — remove every tensor that is neither reachable nor ref-counted.
//!
//! # Example
//!
//! ```
//! use ipfrs_tensorlogic::tensor_gc::{TensorGarbageCollector, TensorRef};
//!
//! let mut gc = TensorGarbageCollector::new();
//!
//! // Register two tensors: A depends on B.
//! gc.register(TensorRef {
//! tensor_id: 1,
//! name: Some("A".to_string()),
//! size_bytes: 1024,
//! ref_count: 0,
//! dependencies: vec![2],
//! pinned: false,
//! });
//! gc.register(TensorRef {
//! tensor_id: 2,
//! name: Some("B".to_string()),
//! size_bytes: 512,
//! ref_count: 0,
//! dependencies: vec![],
//! pinned: false,
//! });
//!
//! // Make A a root; B is reachable through A's dependency edge.
//! gc.add_root(1);
//! let stats = gc.collect();
//! assert_eq!(stats.collected, 0);
//! assert_eq!(stats.reachable, 2);
//! ```
use std::collections::{HashMap, HashSet, VecDeque};
// ---------------------------------------------------------------------------
// TensorRef
// ---------------------------------------------------------------------------
/// Descriptor for a single tensor allocation tracked by the GC.
#[derive(Debug, Clone)]
pub struct TensorRef {
/// Unique identifier for this tensor.
pub tensor_id: u64,
/// Optional human-readable name.
pub name: Option<String>,
/// Size of the tensor allocation in bytes.
pub size_bytes: u64,
/// External reference count. A tensor with `ref_count > 0` is never
/// collected even if it is unreachable from the root set.
pub ref_count: u32,
/// IDs of tensors that this tensor depends on (outgoing dependency edges).
pub dependencies: Vec<u64>,
/// If `true` the tensor is never collected regardless of reachability or
/// reference count.
pub pinned: bool,
}
// ---------------------------------------------------------------------------
// GcPhase
// ---------------------------------------------------------------------------
/// The current phase of a mark-and-sweep garbage collection cycle.
#[derive(Clone, Debug, PartialEq)]
pub enum GcPhase {
/// Phase 1 — seed the reachable set from roots and pinned tensors.
MarkRoots,
/// Phase 2 — BFS/DFS expansion of the reachable set through dependency edges.
Trace,
/// Phase 3 — remove tensors absent from the reachable set that have no
/// external references.
Sweep,
}
// ---------------------------------------------------------------------------
// GcStats
// ---------------------------------------------------------------------------
/// Statistics produced at the end of a collection cycle.
#[derive(Debug, Clone, Default)]
pub struct GcStats {
/// Total number of tensors registered at the time of collection.
pub total_tensors: usize,
/// Number of tensors that were reachable from roots or pinned.
pub reachable: usize,
/// Number of tensors reclaimed during the sweep phase.
pub collected: usize,
/// Total bytes freed during the sweep phase.
pub freed_bytes: u64,
/// Number of tensors with `pinned == true`.
pub pinned_tensors: usize,
}
impl GcStats {
/// Fraction of registered tensors that were collected.
///
/// Returns a value in `[0.0, 1.0]`. Returns `0.0` when there are no
/// registered tensors.
pub fn collection_rate(&self) -> f64 {
self.collected as f64 / self.total_tensors.max(1) as f64
}
}
// ---------------------------------------------------------------------------
// TensorGarbageCollector
// ---------------------------------------------------------------------------
/// Mark-and-sweep garbage collector for tensor allocations.
///
/// Tracks a set of [`TensorRef`] descriptors connected by dependency edges,
/// and periodically reclaims those that are unreachable from the named root
/// set and carry no external references.
pub struct TensorGarbageCollector {
/// All registered tensor descriptors keyed by `tensor_id`.
pub tensors: HashMap<u64, TensorRef>,
/// Tensor IDs that are always considered reachable (GC roots).
pub roots: Vec<u64>,
}
impl TensorGarbageCollector {
/// Create a new, empty garbage collector.
pub fn new() -> Self {
Self {
tensors: HashMap::new(),
roots: Vec::new(),
}
}
/// Register a tensor with the collector.
///
/// If a tensor with the same `tensor_id` already exists it is replaced.
pub fn register(&mut self, tensor: TensorRef) {
self.tensors.insert(tensor.tensor_id, tensor);
}
/// Add `tensor_id` to the GC root set.
///
/// Roots are always considered reachable regardless of incoming edges.
/// Duplicates are silently ignored.
pub fn add_root(&mut self, tensor_id: u64) {
if !self.roots.contains(&tensor_id) {
self.roots.push(tensor_id);
}
}
/// Remove `tensor_id` from the GC root set.
///
/// Does nothing if the ID is not present.
pub fn remove_root(&mut self, tensor_id: u64) {
self.roots.retain(|&id| id != tensor_id);
}
/// Mark a registered tensor as pinned so it is never collected.
///
/// Does nothing if `tensor_id` is not registered.
pub fn pin(&mut self, tensor_id: u64) {
if let Some(t) = self.tensors.get_mut(&tensor_id) {
t.pinned = true;
}
}
/// Increment the external reference count for `tensor_id`.
///
/// Does nothing if `tensor_id` is not registered.
pub fn add_ref(&mut self, tensor_id: u64) {
if let Some(t) = self.tensors.get_mut(&tensor_id) {
t.ref_count = t.ref_count.saturating_add(1);
}
}
/// Decrement the external reference count for `tensor_id` (saturating at 0).
///
/// Does nothing if `tensor_id` is not registered.
pub fn remove_ref(&mut self, tensor_id: u64) {
if let Some(t) = self.tensors.get_mut(&tensor_id) {
t.ref_count = t.ref_count.saturating_sub(1);
}
}
/// Compute the set of tensor IDs reachable from roots and pinned tensors
/// without mutating collector state.
///
/// Reachability is determined by BFS expansion through
/// [`TensorRef::dependencies`] edges.
pub fn reachable_set(&self) -> Vec<u64> {
let mut visited: HashSet<u64> = HashSet::new();
let mut queue: VecDeque<u64> = VecDeque::new();
// Phase 1 — seed from roots.
for &id in &self.roots {
if self.tensors.contains_key(&id) && visited.insert(id) {
queue.push_back(id);
}
}
// Seed from pinned tensors.
for (id, tensor) in &self.tensors {
if tensor.pinned && visited.insert(*id) {
queue.push_back(*id);
}
}
// Phase 2 — BFS trace through dependency edges.
while let Some(current) = queue.pop_front() {
if let Some(tensor) = self.tensors.get(¤t) {
for &dep in &tensor.dependencies {
if self.tensors.contains_key(&dep) && visited.insert(dep) {
queue.push_back(dep);
}
}
}
}
visited.into_iter().collect()
}
/// Run a complete mark-and-sweep garbage collection cycle.
///
/// The collection proceeds through three [`GcPhase`]s:
///
/// * [`GcPhase::MarkRoots`] — seed the reachable set from roots and pinned tensors.
/// * [`GcPhase::Trace`] — BFS-expand through dependency edges.
/// * [`GcPhase::Sweep`] — remove unreachable tensors with `ref_count == 0`.
///
/// Returns [`GcStats`] describing the result.
pub fn collect(&mut self) -> GcStats {
let total_tensors = self.tensors.len();
let pinned_tensors = self.tensors.values().filter(|t| t.pinned).count();
// ----- Phase 1: MarkRoots -----
let _phase = GcPhase::MarkRoots;
let mut visited: HashSet<u64> = HashSet::new();
let mut queue: VecDeque<u64> = VecDeque::new();
for &id in &self.roots {
if self.tensors.contains_key(&id) && visited.insert(id) {
queue.push_back(id);
}
}
for (id, tensor) in &self.tensors {
if tensor.pinned && visited.insert(*id) {
queue.push_back(*id);
}
}
// ----- Phase 2: Trace -----
let _phase = GcPhase::Trace;
while let Some(current) = queue.pop_front() {
if let Some(tensor) = self.tensors.get(¤t) {
for &dep in &tensor.dependencies {
if self.tensors.contains_key(&dep) && visited.insert(dep) {
queue.push_back(dep);
}
}
}
}
let reachable = visited.len();
// ----- Phase 3: Sweep -----
let _phase = GcPhase::Sweep;
let mut collected = 0usize;
let mut freed_bytes = 0u64;
// Collect the IDs to remove first to avoid borrow conflicts.
let to_remove: Vec<u64> = self
.tensors
.iter()
.filter_map(|(id, tensor)| {
if !visited.contains(id) && tensor.ref_count == 0 {
Some(*id)
} else {
None
}
})
.collect();
for id in to_remove {
if let Some(tensor) = self.tensors.remove(&id) {
freed_bytes += tensor.size_bytes;
collected += 1;
}
}
GcStats {
total_tensors,
reachable,
collected,
freed_bytes,
pinned_tensors,
}
}
}
impl Default for TensorGarbageCollector {
fn default() -> Self {
Self::new()
}
}
// ---------------------------------------------------------------------------
// Tests
// ---------------------------------------------------------------------------
#[cfg(test)]
mod tests {
use super::*;
/// Helper to build a simple TensorRef with no dependencies.
fn make_tensor(id: u64, size: u64) -> TensorRef {
TensorRef {
tensor_id: id,
name: None,
size_bytes: size,
ref_count: 0,
dependencies: vec![],
pinned: false,
}
}
// ------------------------------------------------------------------
// 1. register
// ------------------------------------------------------------------
#[test]
fn test_register_inserts_tensor() {
let mut gc = TensorGarbageCollector::new();
gc.register(make_tensor(1, 128));
assert!(gc.tensors.contains_key(&1));
}
#[test]
fn test_register_overwrites_existing() {
let mut gc = TensorGarbageCollector::new();
gc.register(make_tensor(1, 128));
gc.register(TensorRef {
tensor_id: 1,
name: Some("updated".to_string()),
size_bytes: 256,
ref_count: 0,
dependencies: vec![],
pinned: false,
});
assert_eq!(gc.tensors[&1].size_bytes, 256);
assert_eq!(gc.tensors[&1].name.as_deref(), Some("updated"));
}
// ------------------------------------------------------------------
// 2. add_root / remove_root
// ------------------------------------------------------------------
#[test]
fn test_add_root_appends() {
let mut gc = TensorGarbageCollector::new();
gc.add_root(42);
assert!(gc.roots.contains(&42));
}
#[test]
fn test_add_root_no_duplicates() {
let mut gc = TensorGarbageCollector::new();
gc.add_root(7);
gc.add_root(7);
assert_eq!(gc.roots.iter().filter(|&&id| id == 7).count(), 1);
}
#[test]
fn test_remove_root_removes_entry() {
let mut gc = TensorGarbageCollector::new();
gc.add_root(5);
gc.add_root(6);
gc.remove_root(5);
assert!(!gc.roots.contains(&5));
assert!(gc.roots.contains(&6));
}
#[test]
fn test_remove_root_nonexistent_is_noop() {
let mut gc = TensorGarbageCollector::new();
gc.add_root(3);
gc.remove_root(999); // should not panic
assert_eq!(gc.roots.len(), 1);
}
// ------------------------------------------------------------------
// 3. collect: unreachable tensors are removed
// ------------------------------------------------------------------
#[test]
fn test_collect_removes_unreachable() {
let mut gc = TensorGarbageCollector::new();
gc.register(make_tensor(1, 100)); // root
gc.register(make_tensor(2, 200)); // unreachable
gc.add_root(1);
let stats = gc.collect();
assert_eq!(stats.collected, 1);
assert_eq!(stats.freed_bytes, 200);
assert!(gc.tensors.contains_key(&1));
assert!(!gc.tensors.contains_key(&2));
}
#[test]
fn test_collect_keeps_reachable_tensors() {
let mut gc = TensorGarbageCollector::new();
gc.register(TensorRef {
tensor_id: 1,
name: None,
size_bytes: 50,
ref_count: 0,
dependencies: vec![2],
pinned: false,
});
gc.register(make_tensor(2, 75));
gc.add_root(1);
let stats = gc.collect();
assert_eq!(stats.collected, 0);
assert!(gc.tensors.contains_key(&2));
}
// ------------------------------------------------------------------
// 4. pinned tensors are never collected
// ------------------------------------------------------------------
#[test]
fn test_pinned_never_collected() {
let mut gc = TensorGarbageCollector::new();
gc.register(TensorRef {
tensor_id: 10,
name: None,
size_bytes: 512,
ref_count: 0,
dependencies: vec![],
pinned: true,
});
// No roots — tensor 10 is only reachable because it is pinned.
let stats = gc.collect();
assert_eq!(stats.collected, 0);
assert!(gc.tensors.contains_key(&10));
}
#[test]
fn test_pin_method_marks_tensor() {
let mut gc = TensorGarbageCollector::new();
gc.register(make_tensor(99, 1024));
assert!(!gc.tensors[&99].pinned);
gc.pin(99);
assert!(gc.tensors[&99].pinned);
}
#[test]
fn test_pin_nonexistent_is_noop() {
let mut gc = TensorGarbageCollector::new();
gc.pin(1234); // must not panic
}
// ------------------------------------------------------------------
// 5. ref_count > 0 prevents collection
// ------------------------------------------------------------------
#[test]
fn test_ref_count_prevents_collection() {
let mut gc = TensorGarbageCollector::new();
gc.register(TensorRef {
tensor_id: 5,
name: None,
size_bytes: 300,
ref_count: 1, // externally referenced
dependencies: vec![],
pinned: false,
});
// No roots — tensor 5 would be unreachable but ref_count keeps it alive.
let stats = gc.collect();
assert_eq!(stats.collected, 0);
assert!(gc.tensors.contains_key(&5));
}
// ------------------------------------------------------------------
// 6. BFS traces multi-level dependency chains
// ------------------------------------------------------------------
#[test]
fn test_bfs_traces_multi_level_chain() {
// Chain: root(1) → 2 → 3 → 4 plus isolated 5
let mut gc = TensorGarbageCollector::new();
for (id, dep) in [(1u64, Some(2u64)), (2, Some(3)), (3, Some(4)), (4, None)] {
gc.register(TensorRef {
tensor_id: id,
name: None,
size_bytes: id * 10,
ref_count: 0,
dependencies: dep.into_iter().collect(),
pinned: false,
});
}
gc.register(make_tensor(5, 999)); // isolated
gc.add_root(1);
let stats = gc.collect();
assert_eq!(stats.reachable, 4);
assert_eq!(stats.collected, 1);
assert_eq!(stats.freed_bytes, 999);
assert!(!gc.tensors.contains_key(&5));
}
// ------------------------------------------------------------------
// 7. reachable_set is correct and non-mutating
// ------------------------------------------------------------------
#[test]
fn test_reachable_set_correct() {
let mut gc = TensorGarbageCollector::new();
gc.register(TensorRef {
tensor_id: 1,
name: None,
size_bytes: 10,
ref_count: 0,
dependencies: vec![2],
pinned: false,
});
gc.register(make_tensor(2, 20));
gc.register(make_tensor(3, 30)); // unreachable
gc.add_root(1);
let mut reachable = gc.reachable_set();
reachable.sort();
assert_eq!(reachable, vec![1, 2]);
// State unchanged (tensors still present)
assert_eq!(gc.tensors.len(), 3);
}
#[test]
fn test_reachable_set_includes_pinned() {
let mut gc = TensorGarbageCollector::new();
gc.register(make_tensor(1, 10));
gc.register(TensorRef {
tensor_id: 2,
name: None,
size_bytes: 20,
ref_count: 0,
dependencies: vec![],
pinned: true,
});
// No roots; tensor 2 is pinned.
let reachable = gc.reachable_set();
assert!(reachable.contains(&2));
assert!(!reachable.contains(&1));
}
// ------------------------------------------------------------------
// 8. GcStats fields and collection_rate
// ------------------------------------------------------------------
#[test]
fn test_gc_stats_fields() {
let mut gc = TensorGarbageCollector::new();
gc.register(make_tensor(1, 100));
gc.register(make_tensor(2, 200));
gc.register(TensorRef {
tensor_id: 3,
name: None,
size_bytes: 50,
ref_count: 0,
dependencies: vec![],
pinned: true,
});
gc.add_root(1);
let stats = gc.collect();
assert_eq!(stats.total_tensors, 3);
assert_eq!(stats.reachable, 2); // 1 (root) + 3 (pinned)
assert_eq!(stats.collected, 1); // tensor 2
assert_eq!(stats.freed_bytes, 200);
assert_eq!(stats.pinned_tensors, 1);
}
#[test]
fn test_collection_rate_correct() {
let stats = GcStats {
total_tensors: 10,
reachable: 6,
collected: 4,
freed_bytes: 0,
pinned_tensors: 0,
};
let rate = stats.collection_rate();
assert!((rate - 0.4).abs() < f64::EPSILON * 10.0);
}
#[test]
fn test_collection_rate_zero_total() {
let stats = GcStats::default();
// Must not divide by zero.
assert_eq!(stats.collection_rate(), 0.0);
}
// ------------------------------------------------------------------
// 9. add_ref / remove_ref
// ------------------------------------------------------------------
#[test]
fn test_add_ref_increments() {
let mut gc = TensorGarbageCollector::new();
gc.register(make_tensor(1, 64));
assert_eq!(gc.tensors[&1].ref_count, 0);
gc.add_ref(1);
assert_eq!(gc.tensors[&1].ref_count, 1);
gc.add_ref(1);
assert_eq!(gc.tensors[&1].ref_count, 2);
}
#[test]
fn test_remove_ref_decrements_saturating() {
let mut gc = TensorGarbageCollector::new();
gc.register(make_tensor(1, 64));
gc.add_ref(1);
gc.remove_ref(1);
assert_eq!(gc.tensors[&1].ref_count, 0);
// Saturating — should not underflow.
gc.remove_ref(1);
assert_eq!(gc.tensors[&1].ref_count, 0);
}
#[test]
fn test_add_ref_remove_ref_nonexistent_is_noop() {
let mut gc = TensorGarbageCollector::new();
gc.add_ref(9999); // must not panic
gc.remove_ref(9999); // must not panic
}
// ------------------------------------------------------------------
// 10. Diamond dependency graph
// ------------------------------------------------------------------
#[test]
fn test_diamond_dependency_all_reachable() {
// Diamond: root(1) → {2, 3} → 4
let mut gc = TensorGarbageCollector::new();
gc.register(TensorRef {
tensor_id: 1,
name: None,
size_bytes: 10,
ref_count: 0,
dependencies: vec![2, 3],
pinned: false,
});
gc.register(TensorRef {
tensor_id: 2,
name: None,
size_bytes: 20,
ref_count: 0,
dependencies: vec![4],
pinned: false,
});
gc.register(TensorRef {
tensor_id: 3,
name: None,
size_bytes: 30,
ref_count: 0,
dependencies: vec![4],
pinned: false,
});
gc.register(make_tensor(4, 40));
gc.add_root(1);
let stats = gc.collect();
assert_eq!(stats.reachable, 4);
assert_eq!(stats.collected, 0);
}
// ------------------------------------------------------------------
// 11. Multiple roots
// ------------------------------------------------------------------
#[test]
fn test_multiple_roots() {
let mut gc = TensorGarbageCollector::new();
gc.register(make_tensor(1, 10));
gc.register(make_tensor(2, 20));
gc.register(make_tensor(3, 30)); // unreachable
gc.add_root(1);
gc.add_root(2);
let stats = gc.collect();
assert_eq!(stats.reachable, 2);
assert_eq!(stats.collected, 1);
}
// ------------------------------------------------------------------
// 12. Remove root makes previously reachable tensor collectable
// ------------------------------------------------------------------
#[test]
fn test_remove_root_enables_collection() {
let mut gc = TensorGarbageCollector::new();
gc.register(make_tensor(1, 100));
gc.register(make_tensor(2, 200));
gc.add_root(1);
gc.add_root(2);
// First collect — both survive.
let s1 = gc.collect();
assert_eq!(s1.collected, 0);
// Remove root 2 — tensor 2 is now unreachable.
gc.remove_root(2);
let s2 = gc.collect();
assert_eq!(s2.collected, 1);
assert!(!gc.tensors.contains_key(&2));
}
// ------------------------------------------------------------------
// 13. Named tensors
// ------------------------------------------------------------------
#[test]
fn test_named_tensor_survives_as_root() {
let mut gc = TensorGarbageCollector::new();
gc.register(TensorRef {
tensor_id: 7,
name: Some("embedding_weights".to_string()),
size_bytes: 4096,
ref_count: 0,
dependencies: vec![],
pinned: false,
});
gc.add_root(7);
let stats = gc.collect();
assert_eq!(stats.collected, 0);
assert_eq!(gc.tensors[&7].name.as_deref(), Some("embedding_weights"));
}
// ------------------------------------------------------------------
// 14. Empty GC collect
// ------------------------------------------------------------------
#[test]
fn test_empty_gc_collect_returns_zero_stats() {
let mut gc = TensorGarbageCollector::new();
let stats = gc.collect();
assert_eq!(stats.total_tensors, 0);
assert_eq!(stats.reachable, 0);
assert_eq!(stats.collected, 0);
assert_eq!(stats.freed_bytes, 0);
assert_eq!(stats.pinned_tensors, 0);
}
// ------------------------------------------------------------------
// 15. GcPhase derives
// ------------------------------------------------------------------
#[test]
fn test_gc_phase_clone_debug_partialeq() {
let p = GcPhase::Trace;
let q = p.clone();
assert_eq!(p, q);
let r = GcPhase::Sweep;
assert_ne!(p, r);
let debug_str = format!("{:?}", GcPhase::MarkRoots);
assert!(debug_str.contains("MarkRoots"));
}
}