{ "harmonic_check": { "step": 0.5, "steps": 2000, "leapfrog_energy_start": 0.5, "leapfrog_energy_end": 0.46990697814208626, "leapfrog_energy_abs_drift": 0.030093021857913738, "leapfrog_energy_range": 0.031249974365196387, "euler_energy_start": 0.5, "euler_energy_end": 2.6429321103222574e+193, "euler_energy_growth_factor": 5.285864220644515e+193, "euler_energy_range": 2.6429321103222574e+193, "claim_observed": false }, "device": "cuda", "sgd": { "steps": 240, "gradient_evals": 240, "final_train_loss": 0.01566408760845661, "val_loss": 0.14021605253219604, "val_accuracy": 0.9622222185134888, "mean_grad_norm": 0.14898149490666887, "time_sec": 1.406975507736206, "trace": [ [ 40, 40, 0.16501370072364807 ], [ 80, 80, 0.028226403519511223 ], [ 120, 120, 0.03268488496541977 ], [ 160, 160, 0.02408800832927227 ], [ 200, 200, 0.010942094959318638 ], [ 240, 240, 0.01566408760845661 ] ] }, "adamw": { "steps": 240, "gradient_evals": 240, "final_train_loss": 0.041272617876529694, "val_loss": 0.13408653438091278, "val_accuracy": 0.9644444584846497, "mean_grad_norm": 0.22746927465001743, "time_sec": 1.6944279670715332, "trace": [ [ 40, 40, 0.4444103240966797 ], [ 80, 80, 0.1208081766963005 ], [ 120, 120, 0.09874539077281952 ], [ 160, 160, 0.07196119427680969 ], [ 200, 200, 0.028583494946360588 ], [ 240, 240, 0.041272617876529694 ] ] }, "leapfrog": { "steps": 120, "gradient_evals": 240, "final_train_loss": 0.10090326517820358, "val_loss": 0.2772459387779236, "val_accuracy": 0.948888897895813, "mean_grad_norm": 0.4930637594312429, "time_sec": 1.007786750793457, "trace": [ [ 20, 40, 1.5030821561813354 ], [ 40, 80, 0.6404362320899963 ], [ 60, 120, 0.2691977322101593 ], [ 80, 160, 0.0722397118806839 ], [ 100, 200, 0.16021402180194855 ], [ 120, 240, 0.10090326517820358 ] ] } }