rl_arch mae_study cost w56b

rl_arch/mae_study/maecost_w56b.json

@@ -271,10 +271,122 @@
     "per_transition_min": 10.377150257472637,
     "n_builds": 2
    }
+  },
+  "heatinv": {
+   "pde": "heatinv",
+   "device": "Tesla T4",
+   "actions": [
+    {
+     "opt": "Adam",
+     "lr": 0.001,
+     "epochs": 1000,
+     "s": 120.59781980514526
+    },
+    {
+     "opt": "LBFGS",
+     "lr": 0.5,
+     "epochs": 500,
+     "s": 689.198089838028
+    },
+    {
+     "opt": "PSO",
+     "lr": 0.001,
+     "epochs": 200,
+     "s": 689.4638333320618
+    }
+   ],
+   "ae_s": [
+    40.56303119659424,
+    41.31397819519043
+   ],
+   "surface_s": [
+    24.72308588027954,
+    24.783836364746094
+   ],
+   "n_train_calls": 3,
+   "t_ae_s": 81.9,
+   "t_surface_s": 49.9,
+   "t_opt_s": 1499.3,
+   "elapsed_s": 1633.2,
+   "l2re": 0.054916155159431164,
+   "ae_epochs": 10000,
+   "n_save_models": 10,
+   "hidden_layers": "100*5",
+   "plain_fnn": true,
+   "ae_batch": 32,
+   "derived": {
+    "sec_per_epoch": {
+     "Adam": 0.12059781980514526,
+     "LBFGS": 1.378396179676056,
+     "PSO": 3.447319166660309
+    },
+    "missing_family": [],
+    "map_s": 65.69196581840515,
+    "opt_s": 523.1086154195997,
+    "per_transition_s": 588.8005812380048,
+    "per_transition_min": 9.813343020633415,
+    "n_builds": 2
+   }
+  },
+  "kuramoto_sivashinsky": {
+   "pde": "kuramoto_sivashinsky",
+   "device": "Tesla T4",
+   "actions": [
+    {
+     "opt": "Adam",
+     "lr": 0.001,
+     "epochs": 1000,
+     "s": 140.9360089302063
+    },
+    {
+     "opt": "LBFGS",
+     "lr": 0.5,
+     "epochs": 500,
+     "s": 826.0819458961487
+    },
+    {
+     "opt": "PSO",
+     "lr": 0.001,
+     "epochs": 200,
+     "s": 817.7364130020142
+    }
+   ],
+   "ae_s": [
+    40.147769927978516,
+    40.11229109764099
+   ],
+   "surface_s": [
+    29.9797101020813,
+    30.114422082901
+   ],
+   "n_train_calls": 3,
+   "t_ae_s": 80.3,
+   "t_surface_s": 60.5,
+   "t_opt_s": 1784.8,
+   "elapsed_s": 1927.8,
+   "l2re": 1.282515623272693,
+   "ae_epochs": 10000,
+   "n_save_models": 10,
+   "hidden_layers": "100*5",
+   "plain_fnn": false,
+   "ae_batch": 32,
+   "derived": {
+    "sec_per_epoch": {
+     "Adam": 0.1409360089302063,
+     "LBFGS": 1.6521638917922974,
+     "PSO": 4.088682065010071
+    },
+    "missing_family": [],
+    "map_s": 70.1770966053009,
+    "opt_s": 622.6712331136067,
+    "per_transition_s": 692.8483297189076,
+    "per_transition_min": 11.547472161981794,
+    "n_builds": 2
+   }
   }
  },
  "missing": {
   "burgers_2d": "предел 45.0 мин: b'-17 16:01:33   300       [3.28e+00, 1.24e+00, 3.18e+01, 2.10e+01, 1.44e-01, 1.34e-01, 2.70e-01, 2.02e-01]    [1.78e+00, 7.79e-01, 3.18e+01, 2.10e+01, 1.44e-01, 1.34e-01, 2.70e-01, 2.02e-01]    []  \\nValidation: epoch 300 MSE 0.22522 MAE 0.36473 MXE 3.72659 BMSE 0.21371 ICMSE 0.26416 L1RE 0.47686 L2RE 0.51892 CRMSE 0.12880\\nModel saved at iteration 300 (6/10)\\nModel saved at iteration 350 (7/10)\\n2026-10-17 16:08:01   400       [4.41e+00, 1.85e+00, 2.00e+01, 1.50e+01, 1.78e-01, 1.06e-01, 2.97e-01, 1.35e-01]    [2.42e+00, 1.07e+00, 2.00e+01, 1.50e+01, 1.78e-01, 1.06e-01, 2.97e-01, 1.35e-01]    []  \\n'"
  },
- "elapsed_s": 6666.6
+ "elapsed_s": 10260.8
 }