Fourier-Calibrated Nonlocal Feature Gradient / results.json

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 1{
 2  "device": "cpu (CUDA runtime fallback)",
 3  "math_check": {
 4    "m_min": 0.0,
 5    "m_max": 1.1329647302627563,
 6    "low_frequency_m": 0.03793635591864586,
 7    "nyquist_m": 0.9514724016189575,
 8    "high_to_low_ratio": 25.080753766500397,
 9    "parseval_relative_error": 4.4390450866312006e-08,
10    "delta1_mean_multiplier": 1.0,
11    "delta3_mean_multiplier": 1.0,
12    "positive_multiplier": true,
13    "high_frequency_more_penalized": true,
14    "literal_symmetric_G_linear_rms": 7.576756954193115
15  },
16  "cuda_error": "RuntimeError('GET was unable to find an engine to execute this computation')",
17  "baseline": {
18    "accuracy": 0.7066666483879089,
19    "final_loss": 2.1702358722686768,
20    "grad_norm_std": 0.03657461082065977,
21    "output_high_frequency_energy": 0.4690972864627838,
22    "seconds": 0.4404749579844065
23  },
24  "nonlocal": {
25    "accuracy": 0.5311111211776733,
26    "final_loss": 1.8535215854644775,
27    "grad_norm_std": 0.11751061835707124,
28    "output_high_frequency_energy": 0.47383901476860046,
29    "seconds": 2.2515409939805977
30  }
31}