diff options
Diffstat (limited to 'results/snapshot_vit_v1')
| -rw-r--r-- | results/snapshot_vit_v1/run_s123.log | 36 | ||||
| -rw-r--r-- | results/snapshot_vit_v1/run_s42.log | 36 | ||||
| -rw-r--r-- | results/snapshot_vit_v1/run_s456.log | 36 | ||||
| -rw-r--r-- | results/snapshot_vit_v1/snapshot_fa_canonical_s42.json | 1104 | ||||
| -rw-r--r-- | results/snapshot_vit_v1/snapshot_fa_vit_s42.json | 1104 | ||||
| -rw-r--r-- | results/snapshot_vit_v1/snapshot_vit_s123.json | 4594 | ||||
| -rw-r--r-- | results/snapshot_vit_v1/snapshot_vit_s42.json | 4594 | ||||
| -rw-r--r-- | results/snapshot_vit_v1/snapshot_vit_s456.json | 4594 |
8 files changed, 16098 insertions, 0 deletions
diff --git a/results/snapshot_vit_v1/run_s123.log b/results/snapshot_vit_v1/run_s123.log new file mode 100644 index 0000000..e23f876 --- /dev/null +++ b/results/snapshot_vit_v1/run_s123.log @@ -0,0 +1,36 @@ +ViT-MINI: depth=4, d_model=128, n_heads=4, epochs=60, seed=123 + +=== BP training (ViT-Mini) === + n_params=809354 + [BP-vit] Ep 0: ||h_L_cls||=7.591e+00 ||g_2||=9.667e-04 acc=0.1250 + [BP-vit] Ep 1: ||h_L_cls||=3.242e+01 ||g_2||=1.457e-04 acc=0.4697 + [BP-vit] Ep 5: ||h_L_cls||=3.030e+01 ||g_2||=1.731e-04 acc=0.5957 + [BP-vit] Ep 10: ||h_L_cls||=2.876e+01 ||g_2||=1.742e-04 acc=0.6768 + [BP-vit] Ep 15: ||h_L_cls||=2.787e+01 ||g_2||=1.661e-04 acc=0.7129 + [BP-vit] Ep 20: ||h_L_cls||=2.435e+01 ||g_2||=1.685e-04 acc=0.7461 + [BP-vit] Ep 25: ||h_L_cls||=2.108e+01 ||g_2||=1.419e-04 acc=0.7627 + [BP-vit] Ep 30: ||h_L_cls||=1.855e+01 ||g_2||=1.543e-04 acc=0.7783 + [BP-vit] Ep 35: ||h_L_cls||=1.614e+01 ||g_2||=1.360e-04 acc=0.7939 + [BP-vit] Ep 40: ||h_L_cls||=1.470e+01 ||g_2||=1.014e-04 acc=0.7822 + [BP-vit] Ep 45: ||h_L_cls||=1.305e+01 ||g_2||=9.261e-05 acc=0.7822 + [BP-vit] Ep 50: ||h_L_cls||=1.282e+01 ||g_2||=4.534e-05 acc=0.7822 + [BP-vit] Ep 55: ||h_L_cls||=1.249e+01 ||g_2||=4.168e-05 acc=0.7910 + [BP-vit] Ep 60: ||h_L_cls||=1.250e+01 ||g_2||=3.572e-05 acc=0.7871 + +=== DFA training (ViT-Mini, block-level DFA) === + [DFA-vit] Ep 0: ||h_L_cls||=7.591e+00 ||g_2||=9.667e-04 acc=0.1250 + [DFA-vit] Ep 1: ||h_L_cls||=1.532e+04 ||g_2||=4.354e-07 acc=0.2158 γ=0.0090 + [DFA-vit] Ep 5: ||h_L_cls||=7.063e+05 ||g_2||=1.320e-08 acc=0.2197 γ=0.0009 + [DFA-vit] Ep 10: ||h_L_cls||=4.235e+06 ||g_2||=2.736e-09 acc=0.2373 γ=0.0020 + [DFA-vit] Ep 15: ||h_L_cls||=7.955e+06 ||g_2||=1.467e-09 acc=0.2266 γ=0.0020 + [DFA-vit] Ep 20: ||h_L_cls||=1.460e+07 ||g_2||=9.774e-10 acc=0.2139 γ=0.0018 + [DFA-vit] Ep 25: ||h_L_cls||=2.068e+07 ||g_2||=7.712e-10 acc=0.2080 γ=0.0013 + [DFA-vit] Ep 30: ||h_L_cls||=3.012e+07 ||g_2||=5.962e-10 acc=0.2139 γ=0.0010 + [DFA-vit] Ep 35: ||h_L_cls||=4.466e+07 ||g_2||=4.717e-10 acc=0.1396 γ=0.0040 + [DFA-vit] Ep 40: ||h_L_cls||=4.770e+07 ||g_2||=4.407e-10 acc=0.1963 γ=0.0032 + [DFA-vit] Ep 45: ||h_L_cls||=4.536e+07 ||g_2||=3.493e-10 acc=0.2031 γ=0.0021 + [DFA-vit] Ep 50: ||h_L_cls||=4.727e+07 ||g_2||=3.342e-10 acc=0.1904 γ=0.0017 + [DFA-vit] Ep 55: ||h_L_cls||=4.865e+07 ||g_2||=3.534e-10 acc=0.1982 γ=0.0019 + [DFA-vit] Ep 60: ||h_L_cls||=5.080e+07 ||g_2||=3.359e-10 acc=0.2021 γ=0.0017 + +Saved results/snapshot_vit_v1/snapshot_vit_s123.json diff --git a/results/snapshot_vit_v1/run_s42.log b/results/snapshot_vit_v1/run_s42.log new file mode 100644 index 0000000..2bd76dd --- /dev/null +++ b/results/snapshot_vit_v1/run_s42.log @@ -0,0 +1,36 @@ +ViT-MINI: depth=4, d_model=128, n_heads=4, epochs=60, seed=42 + +=== BP training (ViT-Mini) === + n_params=809354 + [BP-vit] Ep 0: ||h_L_cls||=7.124e+00 ||g_2||=9.976e-04 acc=0.1377 + [BP-vit] Ep 1: ||h_L_cls||=3.181e+01 ||g_2||=1.631e-04 acc=0.4502 + [BP-vit] Ep 5: ||h_L_cls||=3.236e+01 ||g_2||=1.881e-04 acc=0.6035 + [BP-vit] Ep 10: ||h_L_cls||=3.166e+01 ||g_2||=1.970e-04 acc=0.6846 + [BP-vit] Ep 15: ||h_L_cls||=2.804e+01 ||g_2||=1.690e-04 acc=0.7334 + [BP-vit] Ep 20: ||h_L_cls||=2.521e+01 ||g_2||=1.525e-04 acc=0.7637 + [BP-vit] Ep 25: ||h_L_cls||=2.196e+01 ||g_2||=1.524e-04 acc=0.7568 + [BP-vit] Ep 30: ||h_L_cls||=1.903e+01 ||g_2||=1.451e-04 acc=0.7822 + [BP-vit] Ep 35: ||h_L_cls||=1.669e+01 ||g_2||=1.225e-04 acc=0.7852 + [BP-vit] Ep 40: ||h_L_cls||=1.509e+01 ||g_2||=9.628e-05 acc=0.7998 + [BP-vit] Ep 45: ||h_L_cls||=1.395e+01 ||g_2||=5.592e-05 acc=0.8066 + [BP-vit] Ep 50: ||h_L_cls||=1.327e+01 ||g_2||=4.421e-05 acc=0.7998 + [BP-vit] Ep 55: ||h_L_cls||=1.307e+01 ||g_2||=3.098e-05 acc=0.7959 + [BP-vit] Ep 60: ||h_L_cls||=1.297e+01 ||g_2||=3.051e-05 acc=0.7988 + +=== DFA training (ViT-Mini, block-level DFA) === + [DFA-vit] Ep 0: ||h_L_cls||=7.124e+00 ||g_2||=9.976e-04 acc=0.1377 + [DFA-vit] Ep 1: ||h_L_cls||=1.008e+04 ||g_2||=6.152e-07 acc=0.2402 γ=0.0062 + [DFA-vit] Ep 5: ||h_L_cls||=3.966e+05 ||g_2||=1.957e-08 acc=0.2266 γ=0.0066 + [DFA-vit] Ep 10: ||h_L_cls||=1.798e+06 ||g_2||=4.677e-09 acc=0.2266 γ=0.0045 + [DFA-vit] Ep 15: ||h_L_cls||=7.772e+06 ||g_2||=1.681e-09 acc=0.2334 γ=0.0003 + [DFA-vit] Ep 20: ||h_L_cls||=1.204e+07 ||g_2||=1.003e-09 acc=0.2402 γ=-0.0002 + [DFA-vit] Ep 25: ||h_L_cls||=1.835e+07 ||g_2||=6.058e-10 acc=0.2451 γ=-0.0014 + [DFA-vit] Ep 30: ||h_L_cls||=2.502e+07 ||g_2||=4.425e-10 acc=0.2266 γ=-0.0011 + [DFA-vit] Ep 35: ||h_L_cls||=3.150e+07 ||g_2||=3.412e-10 acc=0.2344 γ=-0.0003 + [DFA-vit] Ep 40: ||h_L_cls||=3.778e+07 ||g_2||=3.106e-10 acc=0.2549 γ=-0.0003 + [DFA-vit] Ep 45: ||h_L_cls||=4.166e+07 ||g_2||=2.891e-10 acc=0.2344 γ=-0.0004 + [DFA-vit] Ep 50: ||h_L_cls||=4.633e+07 ||g_2||=2.688e-10 acc=0.2549 γ=0.0004 + [DFA-vit] Ep 55: ||h_L_cls||=4.796e+07 ||g_2||=2.616e-10 acc=0.2510 γ=0.0005 + [DFA-vit] Ep 60: ||h_L_cls||=4.761e+07 ||g_2||=2.622e-10 acc=0.2559 γ=0.0007 + +Saved results/snapshot_vit_v1/snapshot_vit_s42.json diff --git a/results/snapshot_vit_v1/run_s456.log b/results/snapshot_vit_v1/run_s456.log new file mode 100644 index 0000000..ba19529 --- /dev/null +++ b/results/snapshot_vit_v1/run_s456.log @@ -0,0 +1,36 @@ +ViT-MINI: depth=4, d_model=128, n_heads=4, epochs=60, seed=456 + +=== BP training (ViT-Mini) === + n_params=809354 + [BP-vit] Ep 0: ||h_L_cls||=6.653e+00 ||g_2||=1.039e-03 acc=0.0791 + [BP-vit] Ep 1: ||h_L_cls||=2.995e+01 ||g_2||=1.710e-04 acc=0.4590 + [BP-vit] Ep 5: ||h_L_cls||=3.062e+01 ||g_2||=1.845e-04 acc=0.6113 + [BP-vit] Ep 10: ||h_L_cls||=3.123e+01 ||g_2||=1.730e-04 acc=0.6709 + [BP-vit] Ep 15: ||h_L_cls||=2.697e+01 ||g_2||=1.889e-04 acc=0.7012 + [BP-vit] Ep 20: ||h_L_cls||=2.387e+01 ||g_2||=1.801e-04 acc=0.7295 + [BP-vit] Ep 25: ||h_L_cls||=2.080e+01 ||g_2||=1.754e-04 acc=0.7578 + [BP-vit] Ep 30: ||h_L_cls||=1.773e+01 ||g_2||=1.553e-04 acc=0.7666 + [BP-vit] Ep 35: ||h_L_cls||=1.553e+01 ||g_2||=1.576e-04 acc=0.7705 + [BP-vit] Ep 40: ||h_L_cls||=1.420e+01 ||g_2||=1.193e-04 acc=0.7812 + [BP-vit] Ep 45: ||h_L_cls||=1.271e+01 ||g_2||=9.615e-05 acc=0.7773 + [BP-vit] Ep 50: ||h_L_cls||=1.230e+01 ||g_2||=7.114e-05 acc=0.8008 + [BP-vit] Ep 55: ||h_L_cls||=1.201e+01 ||g_2||=6.104e-05 acc=0.7920 + [BP-vit] Ep 60: ||h_L_cls||=1.197e+01 ||g_2||=5.866e-05 acc=0.7910 + +=== DFA training (ViT-Mini, block-level DFA) === + [DFA-vit] Ep 0: ||h_L_cls||=6.653e+00 ||g_2||=1.039e-03 acc=0.0791 + [DFA-vit] Ep 1: ||h_L_cls||=6.750e+03 ||g_2||=9.114e-07 acc=0.2334 γ=0.0073 + [DFA-vit] Ep 5: ||h_L_cls||=2.891e+05 ||g_2||=3.080e-08 acc=0.1963 γ=0.0068 + [DFA-vit] Ep 10: ||h_L_cls||=1.709e+06 ||g_2||=4.513e-09 acc=0.1973 γ=0.0061 + [DFA-vit] Ep 15: ||h_L_cls||=5.106e+06 ||g_2||=1.561e-09 acc=0.2363 γ=0.0023 + [DFA-vit] Ep 20: ||h_L_cls||=1.160e+07 ||g_2||=6.526e-10 acc=0.2559 γ=0.0012 + [DFA-vit] Ep 25: ||h_L_cls||=2.239e+07 ||g_2||=4.283e-10 acc=0.2568 γ=0.0006 + [DFA-vit] Ep 30: ||h_L_cls||=3.290e+07 ||g_2||=3.264e-10 acc=0.2656 γ=0.0005 + [DFA-vit] Ep 35: ||h_L_cls||=4.443e+07 ||g_2||=3.018e-10 acc=0.2354 γ=0.0008 + [DFA-vit] Ep 40: ||h_L_cls||=5.315e+07 ||g_2||=2.841e-10 acc=0.2559 γ=0.0004 + [DFA-vit] Ep 45: ||h_L_cls||=5.912e+07 ||g_2||=3.038e-10 acc=0.2441 γ=0.0004 + [DFA-vit] Ep 50: ||h_L_cls||=6.210e+07 ||g_2||=3.006e-10 acc=0.2578 γ=0.0002 + [DFA-vit] Ep 55: ||h_L_cls||=6.344e+07 ||g_2||=3.079e-10 acc=0.2529 γ=0.0001 + [DFA-vit] Ep 60: ||h_L_cls||=6.367e+07 ||g_2||=3.069e-10 acc=0.2529 γ=0.0000 + +Saved results/snapshot_vit_v1/snapshot_vit_s456.json diff --git a/results/snapshot_vit_v1/snapshot_fa_canonical_s42.json b/results/snapshot_vit_v1/snapshot_fa_canonical_s42.json new file mode 100644 index 0000000..87675ca --- /dev/null +++ b/results/snapshot_vit_v1/snapshot_fa_canonical_s42.json @@ -0,0 +1,1104 @@ +{ + "fa_log": [ + { + "hidden_norms_cls": [ + 0.31052109599113464, + 3.2536301612854004, + 4.7681732177734375, + 6.129599571228027, + 7.124356746673584 + ], + "bp_grad_per_sample_l2_med": [ + 0.006941193714737892, + 0.001723448047414422, + 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