Zero-loss stratum Langevin optimizer / artifacts/results.json

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 1{
 2  "device": "cuda",
 3  "toy": {
 4    "lambda_scaling": {
 5      "line_predicted": 0.5,
 6      "line_observed": 0.5,
 7      "point_predicted": 1.0,
 8      "point_observed": 0.9999999999999997,
 9      "ratio_exponent_predicted": 0.5,
10      "ratio_exponent_observed": 0.5000000000000001
11    },
12    "width_scaling": {
13      "predicted_exponent": -0.5,
14      "observed_exponent": -0.4999999999999996
15    },
16    "passed": true
17  },
18  "experiment": {
19    "adamw": {
20      "pre_phase_train_loss": 0.029627753421664238,
21      "pre_phase_test_loss": 0.08896827697753906,
22      "train_loss": 0.029627753421664238,
23      "train_acc": 0.998515248298645,
24      "test_loss": 0.08896827697753906,
25      "test_acc": 0.9711111187934875,
26      "perturbed_train_loss": 0.03240205145751437,
27      "phase": "none"
28    },
29    "zero_langevin": {
30      "pre_phase_train_loss": 0.029627753421664238,
31      "pre_phase_test_loss": 0.08896827697753906,
32      "train_loss": 0.20633122324943542,
33      "train_acc": 0.9227914214134216,
34      "test_loss": 0.2581668496131897,
35      "test_acc": 0.9133333563804626,
36      "perturbed_train_loss": 0.21716036895910898,
37      "phase": "500 Langevin steps"
38    }
39  }
40}