*** Logging to LSTM_PINN_log_20260616_193221.txt ***

[GPU]  NVIDIA GeForce RTX 2070 SUPER  (8.6 GB, CC 7.5)
[TRAINING] Starting...
ep   50 | Ltot 7.105e-01 | Ln 5.225e-01 | Lc 1.852e+01 | λC 1.02e-02
ep  100 | Ltot 4.258e-01 | Ln 3.379e-01 | Lc 8.666e+00 | λC 1.02e-02
ep  150 | Ltot 3.870e-01 | Ln 3.164e-01 | Lc 6.955e+00 | λC 1.02e-02
ep  200 | Ltot 3.677e-01 | Ln 3.090e-01 | Lc 5.785e+00 | λC 1.02e-02
ep  250 | Ltot 3.545e-01 | Ln 3.073e-01 | Lc 4.651e+00 | λC 1.02e-02
ep  300 | Ltot 3.435e-01 | Ln 3.042e-01 | Lc 3.873e+00 | λC 1.02e-02
ep  350 | Ltot 3.385e-01 | Ln 2.995e-01 | Lc 3.842e+00 | λC 1.02e-02
ep  400 | Ltot 3.372e-01 | Ln 2.986e-01 | Lc 3.805e+00 | λC 1.02e-02
ep  450 | Ltot 3.304e-01 | Ln 2.949e-01 | Lc 3.494e+00 | λC 1.02e-02
ep  500 | Ltot 3.299e-01 | Ln 2.965e-01 | Lc 3.288e+00 | λC 1.02e-02
ep  550 | Ltot 3.280e-01 | Ln 2.900e-01 | Lc 3.735e+00 | λC 1.02e-02
ep  600 | Ltot 3.231e-01 | Ln 2.906e-01 | Lc 3.199e+00 | λC 1.02e-02
ep  650 | Ltot 3.198e-01 | Ln 2.911e-01 | Lc 2.831e+00 | λC 1.02e-02
ep  700 | Ltot 3.222e-01 | Ln 2.895e-01 | Lc 3.222e+00 | λC 1.02e-02
ep  750 | Ltot 3.161e-01 | Ln 2.871e-01 | Lc 2.857e+00 | λC 1.02e-02
ep  800 | Ltot 3.162e-01 | Ln 2.874e-01 | Lc 2.833e+00 | λC 1.02e-02
ep  850 | Ltot 3.145e-01 | Ln 2.864e-01 | Lc 2.767e+00 | λC 1.02e-02
ep  900 | Ltot 3.143e-01 | Ln 2.849e-01 | Lc 2.901e+00 | λC 1.02e-02
ep  950 | Ltot 3.208e-01 | Ln 2.870e-01 | Lc 3.329e+00 | λC 1.02e-02
ep 1000 | Ltot 3.133e-01 | Ln 2.828e-01 | Lc 3.007e+00 | λC 1.02e-02
Elapsed time is 0.470231 seconds.
Elapsed time is 0.322872 seconds.
Elapsed time is 0.316632 seconds.
LSTM_Custom_main_V3
