{ "device": "cuda", "bch": { "rows": [ [ 0.02, 0.0014213609676698054, 1.4539711028384719e-05 ], [ 0.04, 0.005358180756085629, 0.00011117078898292131 ], [ 0.08, 0.019036599684534895, 0.0008178865103682906 ], [ 0.16, 0.060065041086666854, 0.005638539821492011 ], [ 0.32, 0.149209080232376, 0.03409237750409514 ] ], "first_order_loglog_slope": 1.4852438109201063, "commutator_corrected_loglog_slope": 2.6907023664659233 }, "regularizer_optimization": { "unregularized": { "task_fit_mse": 8.215650382226158e-15, "commutator": 0.09645231903279239, "ordered_averaged_relative_error": 0.1154625192284584 }, "commutator_regularized": { "task_fit_mse": 3.3861802251067274e-15, "commutator": 1.422473292507888e-16, "ordered_averaged_relative_error": 1.0250454351989902e-07 } }, "sequence_experiment": { "single_generator": { "validation_mse": 0.00015276638441719115, "commutator": 0.0, "ordered_averaged_relative_error": 1.0536387407000802e-07, "cycle_spectral_gain": 0.8712754249572754 }, "switched_unregularized": { "validation_mse": 0.00013116185436956584, "commutator": 0.0036527819736365125, "ordered_averaged_relative_error": 0.009781953878700733, "cycle_spectral_gain": 0.8592362403869629 }, "switched_commutator_regularized": { "validation_mse": 7.156713400036097e-05, "commutator": 0.002411186853325545, "ordered_averaged_relative_error": 0.008214977569878101, "cycle_spectral_gain": 0.865077793598175 } } }