Identity-Paired Progressive Depth / results.json
Mechanism confirmed, baseline not beaten
1{
2 "seed": 1029,
3 "math_predictions": [
4 "C^{-1}(C(x))=x, so insertion loss change is zero up to floating point error.",
5 "Composition roundoff should increase with coupling scale (products of f and g operators).",
6 "After untie, a parameter step of size eta changes the pair output proportionally to eta (log-log slope 1)."
7 ],
8 "cancellation_sweep": [
9 {
10 "scale": 0.01,
11 "max_abs_error": 2.384185791015625e-07,
12 "relative_error": 6.0507255780899e-09,
13 "predicted": "identity; fp error increases with operator products"
14 },
15 {
16 "scale": 0.03,
17 "max_abs_error": 2.384185791015625e-07,
18 "relative_error": 1.0371835612498303e-08,
19 "predicted": "identity; fp error increases with operator products"
20 },
21 {
22 "scale": 0.1,
23 "max_abs_error": 2.384185791015625e-07,
24 "relative_error": 1.6163652328020487e-08,
25 "predicted": "identity; fp error increases with operator products"
26 },
27 {
28 "scale": 0.3,
29 "max_abs_error": 2.384185791015625e-07,
30 "relative_error": 2.6485729196494805e-08,
31 "predicted": "identity; fp error increases with operator products"
32 },
33 {
34 "scale": 1.0,
35 "max_abs_error": 6.556510925292969e-07,
36 "relative_error": 6.519850746510443e-08,
37 "predicted": "identity; fp error increases with operator products"
38 }
39 ],
40 "untied_step_sweep": {
41 "gradient_norm": 0.07650767563339522,
42 "sweep": [
43 [
44 1e-05,
45 3.784688128217252e-07
46 ],
47 [
48 3e-05,
49 1.1330147494136314e-06
50 ],
51 [
52 0.0001,
53 3.7735932737830813e-06
54 ],
55 [
56 0.0003,
57 1.1323506324797927e-05
58 ],
59 [
60 0.001,
61 3.7741692688578436e-05
62 ]
63 ],
64 "loglog_slope": 0.999468080063024
65 },
66 "mini_experiment": {
67 "device": "cuda",
68 "before_insertion_loss": 0.001658762339502573,
69 "after_insertion_loss": 0.0016587624559178948,
70 "insertion_relative_change": 7.018203817060692e-08,
71 "paired_loss_after_300": 5.051885423662181e-14,
72 "shallow_loss_after_300": 1.8959316335311928e-14,
73 "random_deep_loss_after_300": 7.667316822335124e-05,
74 "paired_best_300": 2.020312492604856e-14,
75 "wall_seconds": 11.218648672103882
76 }
77}