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Diffstat (limited to 'runs/slurm_logs/15348085_scaled_grid_d8.out')
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diff --git a/runs/slurm_logs/15348085_scaled_grid_d8.out b/runs/slurm_logs/15348085_scaled_grid_d8.out new file mode 100644 index 0000000..ea6b112 --- /dev/null +++ b/runs/slurm_logs/15348085_scaled_grid_d8.out @@ -0,0 +1,177 @@ +============================================================ +SCALED REGULARIZATION GRID SEARCH - DEPTH 8 +Job ID: 15348085 | Node: gpub032 +Start: Mon Jan 5 13:03:23 CST 2026 +============================================================ +Grid: λ_reg=[0.01, 0.05, 0.1, 0.3] × reg_type=[mult_linear, mult_log] +Total: 8 experiments +============================================================ +NVIDIA A40, 46068 MiB +============================================================ +====================================================================== +SCALED REGULARIZATION GRID SEARCH +====================================================================== +Depth: 8 +Epochs: 100 +Device: cuda +GPU: NVIDIA A40 +====================================================================== + +Grid: 4 λ_reg × 2 reg_types = 8 experiments +λ_reg values: [0.01, 0.05, 0.1, 0.3] +reg_types: ['mult_linear', 'mult_log'] + +Loading CIFAR-100... +Train: 50000, Test: 10000 + +============================================================ +Config: depth=8, reg_type=mult_linear, λ_reg=0.01 +============================================================ + Training Vanilla... + Epoch 10: test=0.426 + Epoch 20: test=0.515 + Epoch 30: test=0.547 + Epoch 40: test=0.570 + Epoch 50: test=0.585 + Epoch 60: test=0.585 + Epoch 70: test=0.593 + Epoch 80: test=0.590 + Epoch 90: test=0.598 + Epoch 100: test=0.597 + Training Lyapunov (mult_linear, λ_reg=0.01)... + Epoch 10: test=0.010 λ=1.664 + Epoch 20: test=0.010 λ=1.676 + Epoch 30: test=0.010 λ=1.585 + Epoch 40: test=0.010 λ=1.662 + Epoch 50: test=0.010 λ=1.611 + Epoch 60: test=0.010 λ=1.688 + Epoch 70: test=0.010 λ=1.662 + Epoch 80: test=0.010 λ=1.704 + Epoch 90: test=0.010 λ=1.909 + Epoch 100: test=0.010 λ=1.858 + Result: Vanilla=0.598, Lyap=0.010, Δ=-0.588 + +============================================================ +Config: depth=8, reg_type=mult_log, λ_reg=0.01 +============================================================ + Training Vanilla... + Epoch 10: test=0.445 + Epoch 20: test=0.521 + Epoch 30: test=0.550 + Epoch 40: test=0.560 + Epoch 50: test=0.586 + Epoch 60: test=0.590 + Epoch 70: test=0.601 + Epoch 80: test=0.605 + Epoch 90: test=0.609 + Epoch 100: test=0.609 + Training Lyapunov (mult_log, λ_reg=0.01)... + Epoch 10: test=0.010 λ=1.644 + Epoch 20: test=0.010 λ=1.615 + Epoch 30: test=0.010 λ=1.614 + Epoch 40: test=0.012 λ=1.703 + Epoch 50: test=0.010 λ=1.646 + Epoch 60: test=0.008 λ=1.620 + Epoch 70: test=0.011 λ=1.611 + Epoch 80: test=0.010 λ=1.622 + Epoch 90: test=0.012 λ=1.642 + Epoch 100: test=0.011 λ=1.596 + Result: Vanilla=0.609, Lyap=0.012, Δ=-0.597 + +============================================================ +Config: depth=8, reg_type=mult_linear, λ_reg=0.05 +============================================================ + Training Vanilla... + Epoch 10: test=0.420 + Epoch 20: test=0.526 + Epoch 30: test=0.565 + Epoch 40: test=0.580 + Epoch 50: test=0.589 + Epoch 60: test=0.596 + Epoch 70: test=0.600 + Epoch 80: test=0.597 + Epoch 90: test=0.600 + Epoch 100: test=0.607 + Training Lyapunov (mult_linear, λ_reg=0.05)... + Epoch 10: test=0.010 λ=1.668 + Epoch 20: test=0.010 λ=1.552 + Epoch 30: test=0.010 λ=1.514 + Epoch 40: test=0.010 λ=1.510 + Epoch 50: test=0.010 λ=1.518 + Epoch 60: test=0.010 λ=1.520 + Epoch 70: test=0.010 λ=1.519 + Epoch 80: test=0.010 λ=1.522 + Epoch 90: test=0.010 λ=1.521 + Epoch 100: test=0.010 λ=1.519 + Result: Vanilla=0.607, Lyap=0.010, Δ=-0.597 + +============================================================ +Config: depth=8, reg_type=mult_log, λ_reg=0.05 +============================================================ + Training Vanilla... + Epoch 10: test=0.446 + Epoch 20: test=0.522 + Epoch 30: test=0.555 + Epoch 40: test=0.565 + Epoch 50: test=0.588 + Epoch 60: test=0.590 + Epoch 70: test=0.585 + Epoch 80: test=0.596 + Epoch 90: test=0.598 + Epoch 100: test=0.603 + Training Lyapunov (mult_log, λ_reg=0.05)... + Epoch 10: test=0.010 λ=1.643 + Epoch 20: test=0.010 λ=1.557 + Epoch 30: test=0.010 λ=1.589 + Epoch 40: test=0.010 λ=1.580 + Epoch 50: test=0.010 λ=1.613 + Epoch 60: test=0.010 λ=1.635 + Epoch 70: test=0.010 λ=1.648 + Epoch 80: test=0.010 λ=1.688 + Epoch 90: test=0.010 λ=1.818 + Epoch 100: test=0.010 λ=1.682 + Result: Vanilla=0.603, Lyap=0.010, Δ=-0.593 + +============================================================ +Config: depth=8, reg_type=mult_linear, λ_reg=0.1 +============================================================ + Training Vanilla... + Epoch 10: test=0.436 + Epoch 20: test=0.534 + Epoch 30: test=0.547 + Epoch 40: test=0.577 + Epoch 50: test=0.598 + Epoch 60: test=0.597 + Epoch 70: test=0.604 + Epoch 80: test=0.600 + Epoch 90: test=0.608 + Epoch 100: test=0.600 + Training Lyapunov (mult_linear, λ_reg=0.1)... + Epoch 10: test=0.010 λ=1.502 + Epoch 20: test=0.010 λ=1.495 + Epoch 30: test=0.010 λ=1.511 + Epoch 40: test=0.010 λ=1.520 + Epoch 50: test=0.010 λ=1.522 + Epoch 60: test=0.010 λ=1.521 + Epoch 70: test=0.010 λ=1.526 + Epoch 80: test=0.010 λ=1.523 + Epoch 90: test=0.010 λ=1.526 + Epoch 100: test=0.010 λ=1.523 + Result: Vanilla=0.608, Lyap=0.010, Δ=-0.598 + +============================================================ +Config: depth=8, reg_type=mult_log, λ_reg=0.1 +============================================================ + Training Vanilla... + Epoch 10: test=0.433 + Epoch 20: test=0.523 + Epoch 30: test=0.547 + Epoch 40: test=0.577 + Epoch 50: test=0.592 + Epoch 60: test=0.593 + Epoch 70: test=0.602 + Epoch 80: test=0.605 + Epoch 90: test=0.605 + Epoch 100: test=0.606 + Training Lyapunov (mult_log, λ_reg=0.1)... + Epoch 10: test=0.010 λ=1.796 |