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authorYurenHao0426 <Blackhao0426@gmail.com>2026-06-14 04:06:32 -0500
committerYurenHao0426 <Blackhao0426@gmail.com>2026-06-14 04:06:32 -0500
commitaa73718eb6427d7da3b9cb416275802d90c4b2ed (patch)
treeb68b0a664fb650744ef934a1c22abd740a7b62a6 /results/snapshot_evolution_v2
parent827c658fa9a750f3c6ebdb87703762f10f69f6ff (diff)
Add new experiment scripts, figures, and paper assets; untrack pyc/build artifactsHEADmaster
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Diffstat (limited to 'results/snapshot_evolution_v2')
-rw-r--r--results/snapshot_evolution_v2/run_s123.log210
-rw-r--r--results/snapshot_evolution_v2/run_s42.log210
-rw-r--r--results/snapshot_evolution_v2/run_s456.log210
-rw-r--r--results/snapshot_evolution_v2/snapshot_evolution_s123.json5473
-rw-r--r--results/snapshot_evolution_v2/snapshot_evolution_s42.json5473
-rw-r--r--results/snapshot_evolution_v2/snapshot_evolution_s456.json5473
-rw-r--r--results/snapshot_evolution_v2/snapshot_fa_canonical_s42.json2734
-rw-r--r--results/snapshot_evolution_v2/snapshot_fa_s42.json2734
8 files changed, 22517 insertions, 0 deletions
diff --git a/results/snapshot_evolution_v2/run_s123.log b/results/snapshot_evolution_v2/run_s123.log
new file mode 100644
index 0000000..c95da11
--- /dev/null
+++ b/results/snapshot_evolution_v2/run_s123.log
@@ -0,0 +1,210 @@
+device=cuda:0, depth=4, d_hidden=256, epochs=100, seed=123
+eval buffer: torch.Size([1024, 3072])
+
+=== BP training ===
+ [BP] Ep 0: ||h||_med=[8.690464973449707, 8.719978332519531, 8.73093318939209, 8.75937271118164, 8.790542602539062] ||g||_med=[0.0009977436857298017, 0.000992251792922616, 0.0009848480112850666, 0.0009761073160916567, 0.0009735578205436468] acc=0.0957
+ [BP] Ep 1: ||h_L||=9.978e+01 ||g_2||=4.975e-05 acc=0.3965
+ [BP] Ep 2: ||h_L||=1.189e+02 ||g_2||=4.264e-05 acc=0.4541
+ [BP] Ep 3: ||h_L||=1.329e+02 ||g_2||=4.065e-05 acc=0.4814
+ [BP] Ep 4: ||h_L||=1.422e+02 ||g_2||=4.144e-05 acc=0.4971
+ [BP] Ep 5: ||h_L||=1.551e+02 ||g_2||=3.945e-05 acc=0.5078
+ [BP] Ep 6: ||h_L||=1.671e+02 ||g_2||=3.917e-05 acc=0.5254
+ [BP] Ep 7: ||h_L||=1.775e+02 ||g_2||=3.777e-05 acc=0.5156
+ [BP] Ep 8: ||h_L||=1.825e+02 ||g_2||=3.695e-05 acc=0.5488
+ [BP] Ep 9: ||h_L||=1.888e+02 ||g_2||=3.632e-05 acc=0.5430
+ [BP] Ep 10: ||h_L||=1.954e+02 ||g_2||=3.601e-05 acc=0.5449
+ [BP] Ep 11: ||h_L||=2.015e+02 ||g_2||=3.606e-05 acc=0.5557
+ [BP] Ep 12: ||h_L||=2.081e+02 ||g_2||=3.473e-05 acc=0.5469
+ [BP] Ep 13: ||h_L||=2.115e+02 ||g_2||=3.705e-05 acc=0.5332
+ [BP] Ep 14: ||h_L||=2.165e+02 ||g_2||=3.531e-05 acc=0.5596
+ [BP] Ep 15: ||h_L||=2.242e+02 ||g_2||=3.455e-05 acc=0.5615
+ [BP] Ep 16: ||h_L||=2.239e+02 ||g_2||=3.574e-05 acc=0.5479
+ [BP] Ep 17: ||h_L||=2.286e+02 ||g_2||=3.507e-05 acc=0.5498
+ [BP] Ep 18: ||h_L||=2.338e+02 ||g_2||=3.669e-05 acc=0.5596
+ [BP] Ep 19: ||h_L||=2.371e+02 ||g_2||=3.521e-05 acc=0.5605
+ [BP] Ep 20: ||h_L||=2.396e+02 ||g_2||=3.595e-05 acc=0.5605
+ [BP] Ep 21: ||h_L||=2.379e+02 ||g_2||=3.605e-05 acc=0.5781
+ [BP] Ep 22: ||h_L||=2.430e+02 ||g_2||=3.571e-05 acc=0.5713
+ [BP] Ep 23: ||h_L||=2.449e+02 ||g_2||=3.564e-05 acc=0.5586
+ [BP] Ep 24: ||h_L||=2.481e+02 ||g_2||=3.683e-05 acc=0.5732
+ [BP] Ep 25: ||h_L||=2.495e+02 ||g_2||=3.712e-05 acc=0.5771
+ [BP] Ep 26: ||h_L||=2.474e+02 ||g_2||=3.760e-05 acc=0.5576
+ [BP] Ep 27: ||h_L||=2.503e+02 ||g_2||=3.739e-05 acc=0.5635
+ [BP] Ep 28: ||h_L||=2.517e+02 ||g_2||=3.695e-05 acc=0.5820
+ [BP] Ep 29: ||h_L||=2.538e+02 ||g_2||=3.717e-05 acc=0.5771
+ [BP] Ep 30: ||h_L||=2.501e+02 ||g_2||=3.752e-05 acc=0.5859
+ [BP] Ep 31: ||h_L||=2.547e+02 ||g_2||=3.807e-05 acc=0.5850
+ [BP] Ep 32: ||h_L||=2.542e+02 ||g_2||=3.772e-05 acc=0.5781
+ [BP] Ep 33: ||h_L||=2.557e+02 ||g_2||=3.840e-05 acc=0.5713
+ [BP] Ep 34: ||h_L||=2.555e+02 ||g_2||=3.730e-05 acc=0.5840
+ [BP] Ep 35: ||h_L||=2.532e+02 ||g_2||=3.882e-05 acc=0.5986
+ [BP] Ep 36: ||h_L||=2.578e+02 ||g_2||=3.771e-05 acc=0.5938
+ [BP] Ep 37: ||h_L||=2.531e+02 ||g_2||=3.926e-05 acc=0.5869
+ [BP] Ep 38: ||h_L||=2.559e+02 ||g_2||=3.848e-05 acc=0.5918
+ [BP] Ep 39: ||h_L||=2.531e+02 ||g_2||=3.982e-05 acc=0.5762
+ [BP] Ep 40: ||h_L||=2.516e+02 ||g_2||=3.895e-05 acc=0.5967
+ [BP] Ep 41: ||h_L||=2.502e+02 ||g_2||=4.041e-05 acc=0.5967
+ [BP] Ep 42: ||h_L||=2.541e+02 ||g_2||=4.035e-05 acc=0.5830
+ [BP] Ep 43: ||h_L||=2.494e+02 ||g_2||=4.104e-05 acc=0.5830
+ [BP] Ep 44: ||h_L||=2.519e+02 ||g_2||=4.092e-05 acc=0.5957
+ [BP] Ep 45: ||h_L||=2.514e+02 ||g_2||=4.053e-05 acc=0.5732
+ [BP] Ep 46: ||h_L||=2.462e+02 ||g_2||=4.221e-05 acc=0.6006
+ [BP] Ep 47: ||h_L||=2.463e+02 ||g_2||=4.183e-05 acc=0.5996
+ [BP] Ep 48: ||h_L||=2.455e+02 ||g_2||=4.155e-05 acc=0.6123
+ [BP] Ep 49: ||h_L||=2.429e+02 ||g_2||=4.260e-05 acc=0.6006
+ [BP] Ep 50: ||h_L||=2.424e+02 ||g_2||=4.242e-05 acc=0.5996
+ [BP] Ep 51: ||h_L||=2.412e+02 ||g_2||=4.383e-05 acc=0.6104
+ [BP] Ep 52: ||h_L||=2.402e+02 ||g_2||=4.466e-05 acc=0.6143
+ [BP] Ep 53: ||h_L||=2.413e+02 ||g_2||=4.137e-05 acc=0.6152
+ [BP] Ep 54: ||h_L||=2.388e+02 ||g_2||=4.456e-05 acc=0.6045
+ [BP] Ep 55: ||h_L||=2.360e+02 ||g_2||=4.567e-05 acc=0.6025
+ [BP] Ep 56: ||h_L||=2.356e+02 ||g_2||=4.226e-05 acc=0.6016
+ [BP] Ep 57: ||h_L||=2.325e+02 ||g_2||=4.733e-05 acc=0.6016
+ [BP] Ep 58: ||h_L||=2.322e+02 ||g_2||=4.771e-05 acc=0.6064
+ [BP] Ep 59: ||h_L||=2.294e+02 ||g_2||=4.590e-05 acc=0.6143
+ [BP] Ep 60: ||h_L||=2.299e+02 ||g_2||=4.810e-05 acc=0.6094
+ [BP] Ep 61: ||h_L||=2.278e+02 ||g_2||=4.667e-05 acc=0.6045
+ [BP] Ep 62: ||h_L||=2.248e+02 ||g_2||=4.761e-05 acc=0.6250
+ [BP] Ep 63: ||h_L||=2.245e+02 ||g_2||=4.977e-05 acc=0.6162
+ [BP] Ep 64: ||h_L||=2.243e+02 ||g_2||=4.972e-05 acc=0.6172
+ [BP] Ep 65: ||h_L||=2.235e+02 ||g_2||=5.078e-05 acc=0.6113
+ [BP] Ep 66: ||h_L||=2.205e+02 ||g_2||=4.961e-05 acc=0.6152
+ [BP] Ep 67: ||h_L||=2.206e+02 ||g_2||=5.191e-05 acc=0.6104
+ [BP] Ep 68: ||h_L||=2.189e+02 ||g_2||=5.423e-05 acc=0.6201
+ [BP] Ep 69: ||h_L||=2.179e+02 ||g_2||=5.145e-05 acc=0.6152
+ [BP] Ep 70: ||h_L||=2.163e+02 ||g_2||=5.319e-05 acc=0.6240
+ [BP] Ep 71: ||h_L||=2.147e+02 ||g_2||=5.234e-05 acc=0.6094
+ [BP] Ep 72: ||h_L||=2.142e+02 ||g_2||=5.207e-05 acc=0.6152
+ [BP] Ep 73: ||h_L||=2.134e+02 ||g_2||=5.509e-05 acc=0.6152
+ [BP] Ep 74: ||h_L||=2.122e+02 ||g_2||=5.333e-05 acc=0.6240
+ [BP] Ep 75: ||h_L||=2.118e+02 ||g_2||=5.394e-05 acc=0.6143
+ [BP] Ep 76: ||h_L||=2.104e+02 ||g_2||=5.282e-05 acc=0.6152
+ [BP] Ep 77: ||h_L||=2.102e+02 ||g_2||=5.367e-05 acc=0.6182
+ [BP] Ep 78: ||h_L||=2.086e+02 ||g_2||=5.341e-05 acc=0.6152
+ [BP] Ep 79: ||h_L||=2.073e+02 ||g_2||=5.365e-05 acc=0.6113
+ [BP] Ep 80: ||h_L||=2.062e+02 ||g_2||=5.509e-05 acc=0.6250
+ [BP] Ep 81: ||h_L||=2.058e+02 ||g_2||=5.582e-05 acc=0.6221
+ [BP] Ep 82: ||h_L||=2.049e+02 ||g_2||=5.464e-05 acc=0.6211
+ [BP] Ep 83: ||h_L||=2.050e+02 ||g_2||=5.509e-05 acc=0.6143
+ [BP] Ep 84: ||h_L||=2.043e+02 ||g_2||=5.509e-05 acc=0.6172
+ [BP] Ep 85: ||h_L||=2.038e+02 ||g_2||=5.545e-05 acc=0.6191
+ [BP] Ep 86: ||h_L||=2.032e+02 ||g_2||=5.440e-05 acc=0.6182
+ [BP] Ep 87: ||h_L||=2.028e+02 ||g_2||=5.385e-05 acc=0.6221
+ [BP] Ep 88: ||h_L||=2.031e+02 ||g_2||=5.425e-05 acc=0.6133
+ [BP] Ep 89: ||h_L||=2.028e+02 ||g_2||=5.523e-05 acc=0.6162
+ [BP] Ep 90: ||h_L||=2.022e+02 ||g_2||=5.593e-05 acc=0.6143
+ [BP] Ep 91: ||h_L||=2.018e+02 ||g_2||=5.575e-05 acc=0.6191
+ [BP] Ep 92: ||h_L||=2.019e+02 ||g_2||=5.540e-05 acc=0.6260
+ [BP] Ep 93: ||h_L||=2.017e+02 ||g_2||=5.625e-05 acc=0.6211
+ [BP] Ep 94: ||h_L||=2.018e+02 ||g_2||=5.597e-05 acc=0.6191
+ [BP] Ep 95: ||h_L||=2.015e+02 ||g_2||=5.523e-05 acc=0.6201
+ [BP] Ep 96: ||h_L||=2.015e+02 ||g_2||=5.587e-05 acc=0.6201
+ [BP] Ep 97: ||h_L||=2.013e+02 ||g_2||=5.605e-05 acc=0.6191
+ [BP] Ep 98: ||h_L||=2.013e+02 ||g_2||=5.599e-05 acc=0.6182
+ [BP] Ep 99: ||h_L||=2.013e+02 ||g_2||=5.587e-05 acc=0.6182
+ [BP] Ep 100: ||h_L||=2.013e+02 ||g_2||=5.585e-05 acc=0.6182
+
+=== DFA training ===
+ [DFA] Ep 0: ||h||_med=[8.690464973449707, 8.719978332519531, 8.73093318939209, 8.75937271118164, 8.790542602539062] ||g||_med=[0.0009977436857298017, 0.000992251792922616, 0.0009848480112850666, 0.0009761073160916567, 0.0009735578205436468] acc=0.0957
+ [DFA] Ep 1: ||h_L||=6.963e+03 ||g_2||=1.315e-06 acc=0.3037 gamma_dfa=0.1066
+ [DFA] Ep 2: ||h_L||=4.538e+04 ||g_2||=2.744e-07 acc=0.2930 gamma_dfa=0.1079
+ [DFA] Ep 3: ||h_L||=1.244e+05 ||g_2||=1.145e-07 acc=0.3184 gamma_dfa=0.1085
+ [DFA] Ep 4: ||h_L||=2.575e+05 ||g_2||=6.308e-08 acc=0.3174 gamma_dfa=0.1099
+ [DFA] Ep 5: ||h_L||=4.700e+05 ||g_2||=3.892e-08 acc=0.3018 gamma_dfa=0.1084
+ [DFA] Ep 6: ||h_L||=7.631e+05 ||g_2||=2.684e-08 acc=0.3096 gamma_dfa=0.1113
+ [DFA] Ep 7: ||h_L||=1.163e+06 ||g_2||=1.897e-08 acc=0.3076 gamma_dfa=0.1105
+ [DFA] Ep 8: ||h_L||=1.694e+06 ||g_2||=1.405e-08 acc=0.2979 gamma_dfa=0.1125
+ [DFA] Ep 9: ||h_L||=2.356e+06 ||g_2||=1.107e-08 acc=0.3008 gamma_dfa=0.1132
+ [DFA] Ep 10: ||h_L||=3.180e+06 ||g_2||=8.519e-09 acc=0.3086 gamma_dfa=0.1150
+ [DFA] Ep 11: ||h_L||=4.215e+06 ||g_2||=7.026e-09 acc=0.3086 gamma_dfa=0.1165
+ [DFA] Ep 12: ||h_L||=5.347e+06 ||g_2||=5.839e-09 acc=0.3047 gamma_dfa=0.1147
+ [DFA] Ep 13: ||h_L||=6.688e+06 ||g_2||=4.985e-09 acc=0.2910 gamma_dfa=0.1138
+ [DFA] Ep 14: ||h_L||=8.171e+06 ||g_2||=4.288e-09 acc=0.3086 gamma_dfa=0.1140
+ [DFA] Ep 15: ||h_L||=9.891e+06 ||g_2||=3.811e-09 acc=0.3193 gamma_dfa=0.1132
+ [DFA] Ep 16: ||h_L||=1.192e+07 ||g_2||=3.389e-09 acc=0.3066 gamma_dfa=0.1128
+ [DFA] Ep 17: ||h_L||=1.402e+07 ||g_2||=3.017e-09 acc=0.3203 gamma_dfa=0.1126
+ [DFA] Ep 18: ||h_L||=1.638e+07 ||g_2||=2.734e-09 acc=0.3154 gamma_dfa=0.1125
+ [DFA] Ep 19: ||h_L||=1.904e+07 ||g_2||=2.466e-09 acc=0.3125 gamma_dfa=0.1116
+ [DFA] Ep 20: ||h_L||=2.215e+07 ||g_2||=2.232e-09 acc=0.3096 gamma_dfa=0.1132
+ [DFA] Ep 21: ||h_L||=2.519e+07 ||g_2||=2.051e-09 acc=0.3105 gamma_dfa=0.1127
+ [DFA] Ep 22: ||h_L||=2.868e+07 ||g_2||=1.908e-09 acc=0.3105 gamma_dfa=0.1127
+ [DFA] Ep 23: ||h_L||=3.257e+07 ||g_2||=1.751e-09 acc=0.3115 gamma_dfa=0.1119
+ [DFA] Ep 24: ||h_L||=3.662e+07 ||g_2||=1.659e-09 acc=0.2979 gamma_dfa=0.1130
+ [DFA] Ep 25: ||h_L||=4.115e+07 ||g_2||=1.500e-09 acc=0.2988 gamma_dfa=0.1120
+ [DFA] Ep 26: ||h_L||=4.573e+07 ||g_2||=1.410e-09 acc=0.3115 gamma_dfa=0.1125
+ [DFA] Ep 27: ||h_L||=5.048e+07 ||g_2||=1.332e-09 acc=0.2979 gamma_dfa=0.1115
+ [DFA] Ep 28: ||h_L||=5.555e+07 ||g_2||=1.238e-09 acc=0.3193 gamma_dfa=0.1129
+ [DFA] Ep 29: ||h_L||=6.069e+07 ||g_2||=1.189e-09 acc=0.3115 gamma_dfa=0.1119
+ [DFA] Ep 30: ||h_L||=6.627e+07 ||g_2||=1.112e-09 acc=0.3125 gamma_dfa=0.1132
+ [DFA] Ep 31: ||h_L||=7.196e+07 ||g_2||=1.059e-09 acc=0.3164 gamma_dfa=0.1123
+ [DFA] Ep 32: ||h_L||=7.798e+07 ||g_2||=1.019e-09 acc=0.3145 gamma_dfa=0.1149
+ [DFA] Ep 33: ||h_L||=8.452e+07 ||g_2||=9.572e-10 acc=0.3125 gamma_dfa=0.1125
+ [DFA] Ep 34: ||h_L||=9.103e+07 ||g_2||=9.307e-10 acc=0.3125 gamma_dfa=0.1113
+ [DFA] Ep 35: ||h_L||=9.773e+07 ||g_2||=8.747e-10 acc=0.3145 gamma_dfa=0.1136
+ [DFA] Ep 36: ||h_L||=1.044e+08 ||g_2||=8.507e-10 acc=0.3291 gamma_dfa=0.1130
+ [DFA] Ep 37: ||h_L||=1.115e+08 ||g_2||=8.077e-10 acc=0.3223 gamma_dfa=0.1129
+ [DFA] Ep 38: ||h_L||=1.189e+08 ||g_2||=7.702e-10 acc=0.3047 gamma_dfa=0.1119
+ [DFA] Ep 39: ||h_L||=1.265e+08 ||g_2||=7.407e-10 acc=0.3076 gamma_dfa=0.1119
+ [DFA] Ep 40: ||h_L||=1.339e+08 ||g_2||=7.212e-10 acc=0.3291 gamma_dfa=0.1127
+ [DFA] Ep 41: ||h_L||=1.419e+08 ||g_2||=7.015e-10 acc=0.3135 gamma_dfa=0.1130
+ [DFA] Ep 42: ||h_L||=1.489e+08 ||g_2||=6.850e-10 acc=0.3145 gamma_dfa=0.1141
+ [DFA] Ep 43: ||h_L||=1.566e+08 ||g_2||=6.554e-10 acc=0.3037 gamma_dfa=0.1121
+ [DFA] Ep 44: ||h_L||=1.642e+08 ||g_2||=6.278e-10 acc=0.3174 gamma_dfa=0.1122
+ [DFA] Ep 45: ||h_L||=1.716e+08 ||g_2||=6.384e-10 acc=0.3135 gamma_dfa=0.1135
+ [DFA] Ep 46: ||h_L||=1.797e+08 ||g_2||=6.071e-10 acc=0.3213 gamma_dfa=0.1132
+ [DFA] Ep 47: ||h_L||=1.878e+08 ||g_2||=5.891e-10 acc=0.3193 gamma_dfa=0.1123
+ [DFA] Ep 48: ||h_L||=1.953e+08 ||g_2||=5.688e-10 acc=0.3252 gamma_dfa=0.1129
+ [DFA] Ep 49: ||h_L||=2.031e+08 ||g_2||=5.532e-10 acc=0.3125 gamma_dfa=0.1124
+ [DFA] Ep 50: ||h_L||=2.104e+08 ||g_2||=5.600e-10 acc=0.3301 gamma_dfa=0.1123
+ [DFA] Ep 51: ||h_L||=2.182e+08 ||g_2||=5.298e-10 acc=0.3281 gamma_dfa=0.1118
+ [DFA] Ep 52: ||h_L||=2.259e+08 ||g_2||=5.174e-10 acc=0.3301 gamma_dfa=0.1122
+ [DFA] Ep 53: ||h_L||=2.336e+08 ||g_2||=5.160e-10 acc=0.3145 gamma_dfa=0.1123
+ [DFA] Ep 54: ||h_L||=2.410e+08 ||g_2||=4.967e-10 acc=0.3320 gamma_dfa=0.1130
+ [DFA] Ep 55: ||h_L||=2.485e+08 ||g_2||=4.874e-10 acc=0.3135 gamma_dfa=0.1126
+ [DFA] Ep 56: ||h_L||=2.558e+08 ||g_2||=4.891e-10 acc=0.3145 gamma_dfa=0.1122
+ [DFA] Ep 57: ||h_L||=2.627e+08 ||g_2||=4.827e-10 acc=0.3086 gamma_dfa=0.1129
+ [DFA] Ep 58: ||h_L||=2.695e+08 ||g_2||=4.729e-10 acc=0.3301 gamma_dfa=0.1125
+ [DFA] Ep 59: ||h_L||=2.762e+08 ||g_2||=4.574e-10 acc=0.3184 gamma_dfa=0.1127
+ [DFA] Ep 60: ||h_L||=2.830e+08 ||g_2||=4.554e-10 acc=0.3125 gamma_dfa=0.1119
+ [DFA] Ep 61: ||h_L||=2.893e+08 ||g_2||=4.464e-10 acc=0.3281 gamma_dfa=0.1126
+ [DFA] Ep 62: ||h_L||=2.955e+08 ||g_2||=4.414e-10 acc=0.3145 gamma_dfa=0.1131
+ [DFA] Ep 63: ||h_L||=3.015e+08 ||g_2||=4.405e-10 acc=0.3096 gamma_dfa=0.1133
+ [DFA] Ep 64: ||h_L||=3.073e+08 ||g_2||=4.325e-10 acc=0.3125 gamma_dfa=0.1122
+ [DFA] Ep 65: ||h_L||=3.130e+08 ||g_2||=4.353e-10 acc=0.3096 gamma_dfa=0.1132
+ [DFA] Ep 66: ||h_L||=3.181e+08 ||g_2||=4.252e-10 acc=0.3164 gamma_dfa=0.1139
+ [DFA] Ep 67: ||h_L||=3.232e+08 ||g_2||=4.156e-10 acc=0.3252 gamma_dfa=0.1130
+ [DFA] Ep 68: ||h_L||=3.281e+08 ||g_2||=4.153e-10 acc=0.3223 gamma_dfa=0.1126
+ [DFA] Ep 69: ||h_L||=3.328e+08 ||g_2||=4.167e-10 acc=0.3135 gamma_dfa=0.1135
+ [DFA] Ep 70: ||h_L||=3.372e+08 ||g_2||=4.081e-10 acc=0.3115 gamma_dfa=0.1126
+ [DFA] Ep 71: ||h_L||=3.416e+08 ||g_2||=4.053e-10 acc=0.3291 gamma_dfa=0.1126
+ [DFA] Ep 72: ||h_L||=3.459e+08 ||g_2||=4.016e-10 acc=0.3096 gamma_dfa=0.1123
+ [DFA] Ep 73: ||h_L||=3.497e+08 ||g_2||=3.978e-10 acc=0.3271 gamma_dfa=0.1132
+ [DFA] Ep 74: ||h_L||=3.534e+08 ||g_2||=3.977e-10 acc=0.3057 gamma_dfa=0.1133
+ [DFA] Ep 75: ||h_L||=3.566e+08 ||g_2||=3.958e-10 acc=0.3164 gamma_dfa=0.1127
+ [DFA] Ep 76: ||h_L||=3.599e+08 ||g_2||=3.876e-10 acc=0.3242 gamma_dfa=0.1130
+ [DFA] Ep 77: ||h_L||=3.629e+08 ||g_2||=3.873e-10 acc=0.3203 gamma_dfa=0.1131
+ [DFA] Ep 78: ||h_L||=3.655e+08 ||g_2||=3.905e-10 acc=0.3145 gamma_dfa=0.1124
+ [DFA] Ep 79: ||h_L||=3.682e+08 ||g_2||=3.866e-10 acc=0.3223 gamma_dfa=0.1131
+ [DFA] Ep 80: ||h_L||=3.704e+08 ||g_2||=3.851e-10 acc=0.3252 gamma_dfa=0.1127
+ [DFA] Ep 81: ||h_L||=3.724e+08 ||g_2||=3.836e-10 acc=0.3193 gamma_dfa=0.1128
+ [DFA] Ep 82: ||h_L||=3.744e+08 ||g_2||=3.824e-10 acc=0.3262 gamma_dfa=0.1131
+ [DFA] Ep 83: ||h_L||=3.761e+08 ||g_2||=3.835e-10 acc=0.3213 gamma_dfa=0.1129
+ [DFA] Ep 84: ||h_L||=3.776e+08 ||g_2||=3.808e-10 acc=0.3184 gamma_dfa=0.1127
+ [DFA] Ep 85: ||h_L||=3.790e+08 ||g_2||=3.804e-10 acc=0.3281 gamma_dfa=0.1129
+ [DFA] Ep 86: ||h_L||=3.802e+08 ||g_2||=3.807e-10 acc=0.3154 gamma_dfa=0.1129
+ [DFA] Ep 87: ||h_L||=3.812e+08 ||g_2||=3.793e-10 acc=0.3223 gamma_dfa=0.1128
+ [DFA] Ep 88: ||h_L||=3.822e+08 ||g_2||=3.791e-10 acc=0.3184 gamma_dfa=0.1127
+ [DFA] Ep 89: ||h_L||=3.830e+08 ||g_2||=3.775e-10 acc=0.3184 gamma_dfa=0.1129
+ [DFA] Ep 90: ||h_L||=3.836e+08 ||g_2||=3.760e-10 acc=0.3262 gamma_dfa=0.1129
+ [DFA] Ep 91: ||h_L||=3.841e+08 ||g_2||=3.769e-10 acc=0.3223 gamma_dfa=0.1128
+ [DFA] Ep 92: ||h_L||=3.846e+08 ||g_2||=3.753e-10 acc=0.3184 gamma_dfa=0.1129
+ [DFA] Ep 93: ||h_L||=3.849e+08 ||g_2||=3.765e-10 acc=0.3223 gamma_dfa=0.1129
+ [DFA] Ep 94: ||h_L||=3.852e+08 ||g_2||=3.751e-10 acc=0.3184 gamma_dfa=0.1128
+ [DFA] Ep 95: ||h_L||=3.854e+08 ||g_2||=3.753e-10 acc=0.3242 gamma_dfa=0.1129
+ [DFA] Ep 96: ||h_L||=3.855e+08 ||g_2||=3.759e-10 acc=0.3203 gamma_dfa=0.1129
+ [DFA] Ep 97: ||h_L||=3.856e+08 ||g_2||=3.758e-10 acc=0.3213 gamma_dfa=0.1129
+ [DFA] Ep 98: ||h_L||=3.856e+08 ||g_2||=3.755e-10 acc=0.3203 gamma_dfa=0.1128
+ [DFA] Ep 99: ||h_L||=3.857e+08 ||g_2||=3.755e-10 acc=0.3203 gamma_dfa=0.1128
+ [DFA] Ep 100: ||h_L||=3.857e+08 ||g_2||=3.755e-10 acc=0.3203 gamma_dfa=0.1128
+
+Saved results/snapshot_evolution_v2/snapshot_evolution_s123.json
diff --git a/results/snapshot_evolution_v2/run_s42.log b/results/snapshot_evolution_v2/run_s42.log
new file mode 100644
index 0000000..c764a8a
--- /dev/null
+++ b/results/snapshot_evolution_v2/run_s42.log
@@ -0,0 +1,210 @@
+device=cuda:0, depth=4, d_hidden=256, epochs=100, seed=42
+eval buffer: torch.Size([1024, 3072])
+
+=== BP training ===
+ [BP] Ep 0: ||h||_med=[8.718070030212402, 8.780964851379395, 8.812002182006836, 8.828720092773438, 8.893179893493652] ||g||_med=[0.0010068593546748161, 0.000997236929833889, 0.0009934091940522194, 0.0009870644425973296, 0.0009829498594626784] acc=0.1152
+ [BP] Ep 1: ||h_L||=9.381e+01 ||g_2||=5.500e-05 acc=0.3799
+ [BP] Ep 2: ||h_L||=1.127e+02 ||g_2||=4.286e-05 acc=0.4541
+ [BP] Ep 3: ||h_L||=1.245e+02 ||g_2||=4.270e-05 acc=0.4697
+ [BP] Ep 4: ||h_L||=1.381e+02 ||g_2||=3.917e-05 acc=0.5039
+ [BP] Ep 5: ||h_L||=1.489e+02 ||g_2||=3.916e-05 acc=0.4980
+ [BP] Ep 6: ||h_L||=1.566e+02 ||g_2||=3.970e-05 acc=0.5234
+ [BP] Ep 7: ||h_L||=1.659e+02 ||g_2||=3.728e-05 acc=0.5283
+ [BP] Ep 8: ||h_L||=1.769e+02 ||g_2||=3.801e-05 acc=0.5410
+ [BP] Ep 9: ||h_L||=1.814e+02 ||g_2||=3.649e-05 acc=0.5479
+ [BP] Ep 10: ||h_L||=1.932e+02 ||g_2||=3.432e-05 acc=0.5664
+ [BP] Ep 11: ||h_L||=1.958e+02 ||g_2||=3.381e-05 acc=0.5605
+ [BP] Ep 12: ||h_L||=2.009e+02 ||g_2||=3.576e-05 acc=0.5459
+ [BP] Ep 13: ||h_L||=2.073e+02 ||g_2||=3.389e-05 acc=0.5664
+ [BP] Ep 14: ||h_L||=2.116e+02 ||g_2||=3.384e-05 acc=0.5664
+ [BP] Ep 15: ||h_L||=2.138e+02 ||g_2||=3.492e-05 acc=0.5645
+ [BP] Ep 16: ||h_L||=2.191e+02 ||g_2||=3.474e-05 acc=0.5742
+ [BP] Ep 17: ||h_L||=2.209e+02 ||g_2||=3.491e-05 acc=0.5605
+ [BP] Ep 18: ||h_L||=2.229e+02 ||g_2||=3.655e-05 acc=0.5557
+ [BP] Ep 19: ||h_L||=2.255e+02 ||g_2||=3.763e-05 acc=0.5576
+ [BP] Ep 20: ||h_L||=2.298e+02 ||g_2||=3.622e-05 acc=0.5635
+ [BP] Ep 21: ||h_L||=2.360e+02 ||g_2||=3.521e-05 acc=0.5762
+ [BP] Ep 22: ||h_L||=2.371e+02 ||g_2||=3.405e-05 acc=0.5879
+ [BP] Ep 23: ||h_L||=2.383e+02 ||g_2||=3.356e-05 acc=0.5732
+ [BP] Ep 24: ||h_L||=2.395e+02 ||g_2||=3.540e-05 acc=0.5723
+ [BP] Ep 25: ||h_L||=2.381e+02 ||g_2||=3.570e-05 acc=0.5703
+ [BP] Ep 26: ||h_L||=2.415e+02 ||g_2||=3.454e-05 acc=0.5791
+ [BP] Ep 27: ||h_L||=2.422e+02 ||g_2||=3.610e-05 acc=0.5859
+ [BP] Ep 28: ||h_L||=2.482e+02 ||g_2||=3.596e-05 acc=0.5811
+ [BP] Ep 29: ||h_L||=2.454e+02 ||g_2||=3.742e-05 acc=0.5889
+ [BP] Ep 30: ||h_L||=2.486e+02 ||g_2||=3.551e-05 acc=0.5742
+ [BP] Ep 31: ||h_L||=2.451e+02 ||g_2||=3.772e-05 acc=0.5723
+ [BP] Ep 32: ||h_L||=2.486e+02 ||g_2||=3.777e-05 acc=0.5762
+ [BP] Ep 33: ||h_L||=2.471e+02 ||g_2||=3.571e-05 acc=0.5947
+ [BP] Ep 34: ||h_L||=2.466e+02 ||g_2||=3.732e-05 acc=0.5996
+ [BP] Ep 35: ||h_L||=2.483e+02 ||g_2||=3.716e-05 acc=0.5830
+ [BP] Ep 36: ||h_L||=2.487e+02 ||g_2||=3.804e-05 acc=0.5820
+ [BP] Ep 37: ||h_L||=2.517e+02 ||g_2||=3.812e-05 acc=0.5850
+ [BP] Ep 38: ||h_L||=2.503e+02 ||g_2||=3.821e-05 acc=0.5938
+ [BP] Ep 39: ||h_L||=2.469e+02 ||g_2||=3.820e-05 acc=0.5898
+ [BP] Ep 40: ||h_L||=2.493e+02 ||g_2||=3.795e-05 acc=0.5918
+ [BP] Ep 41: ||h_L||=2.472e+02 ||g_2||=3.859e-05 acc=0.5889
+ [BP] Ep 42: ||h_L||=2.489e+02 ||g_2||=4.015e-05 acc=0.5898
+ [BP] Ep 43: ||h_L||=2.455e+02 ||g_2||=3.909e-05 acc=0.5986
+ [BP] Ep 44: ||h_L||=2.441e+02 ||g_2||=4.048e-05 acc=0.6025
+ [BP] Ep 45: ||h_L||=2.469e+02 ||g_2||=3.789e-05 acc=0.6113
+ [BP] Ep 46: ||h_L||=2.438e+02 ||g_2||=4.078e-05 acc=0.5947
+ [BP] Ep 47: ||h_L||=2.418e+02 ||g_2||=4.107e-05 acc=0.6064
+ [BP] Ep 48: ||h_L||=2.448e+02 ||g_2||=4.023e-05 acc=0.6025
+ [BP] Ep 49: ||h_L||=2.422e+02 ||g_2||=4.135e-05 acc=0.5938
+ [BP] Ep 50: ||h_L||=2.404e+02 ||g_2||=4.054e-05 acc=0.5938
+ [BP] Ep 51: ||h_L||=2.403e+02 ||g_2||=4.141e-05 acc=0.6055
+ [BP] Ep 52: ||h_L||=2.374e+02 ||g_2||=4.512e-05 acc=0.6035
+ [BP] Ep 53: ||h_L||=2.367e+02 ||g_2||=4.363e-05 acc=0.5977
+ [BP] Ep 54: ||h_L||=2.351e+02 ||g_2||=4.296e-05 acc=0.6172
+ [BP] Ep 55: ||h_L||=2.323e+02 ||g_2||=4.397e-05 acc=0.6006
+ [BP] Ep 56: ||h_L||=2.336e+02 ||g_2||=4.373e-05 acc=0.6113
+ [BP] Ep 57: ||h_L||=2.309e+02 ||g_2||=4.451e-05 acc=0.6143
+ [BP] Ep 58: ||h_L||=2.279e+02 ||g_2||=4.527e-05 acc=0.6113
+ [BP] Ep 59: ||h_L||=2.295e+02 ||g_2||=4.667e-05 acc=0.5928
+ [BP] Ep 60: ||h_L||=2.257e+02 ||g_2||=4.720e-05 acc=0.6094
+ [BP] Ep 61: ||h_L||=2.266e+02 ||g_2||=4.760e-05 acc=0.6045
+ [BP] Ep 62: ||h_L||=2.230e+02 ||g_2||=4.822e-05 acc=0.6035
+ [BP] Ep 63: ||h_L||=2.228e+02 ||g_2||=4.939e-05 acc=0.6094
+ [BP] Ep 64: ||h_L||=2.222e+02 ||g_2||=4.937e-05 acc=0.5986
+ [BP] Ep 65: ||h_L||=2.203e+02 ||g_2||=4.871e-05 acc=0.6123
+ [BP] Ep 66: ||h_L||=2.196e+02 ||g_2||=5.067e-05 acc=0.6113
+ [BP] Ep 67: ||h_L||=2.173e+02 ||g_2||=5.006e-05 acc=0.5898
+ [BP] Ep 68: ||h_L||=2.179e+02 ||g_2||=4.987e-05 acc=0.6084
+ [BP] Ep 69: ||h_L||=2.160e+02 ||g_2||=5.053e-05 acc=0.6152
+ [BP] Ep 70: ||h_L||=2.133e+02 ||g_2||=5.005e-05 acc=0.6074
+ [BP] Ep 71: ||h_L||=2.140e+02 ||g_2||=5.274e-05 acc=0.6113
+ [BP] Ep 72: ||h_L||=2.128e+02 ||g_2||=5.268e-05 acc=0.6094
+ [BP] Ep 73: ||h_L||=2.124e+02 ||g_2||=5.362e-05 acc=0.6113
+ [BP] Ep 74: ||h_L||=2.106e+02 ||g_2||=5.307e-05 acc=0.6074
+ [BP] Ep 75: ||h_L||=2.098e+02 ||g_2||=5.283e-05 acc=0.6201
+ [BP] Ep 76: ||h_L||=2.092e+02 ||g_2||=5.413e-05 acc=0.6094
+ [BP] Ep 77: ||h_L||=2.082e+02 ||g_2||=5.412e-05 acc=0.6143
+ [BP] Ep 78: ||h_L||=2.077e+02 ||g_2||=5.385e-05 acc=0.6152
+ [BP] Ep 79: ||h_L||=2.068e+02 ||g_2||=5.596e-05 acc=0.5996
+ [BP] Ep 80: ||h_L||=2.056e+02 ||g_2||=5.548e-05 acc=0.6094
+ [BP] Ep 81: ||h_L||=2.050e+02 ||g_2||=5.472e-05 acc=0.6104
+ [BP] Ep 82: ||h_L||=2.042e+02 ||g_2||=5.538e-05 acc=0.6201
+ [BP] Ep 83: ||h_L||=2.034e+02 ||g_2||=5.665e-05 acc=0.6035
+ [BP] Ep 84: ||h_L||=2.034e+02 ||g_2||=5.529e-05 acc=0.6104
+ [BP] Ep 85: ||h_L||=2.027e+02 ||g_2||=5.481e-05 acc=0.6152
+ [BP] Ep 86: ||h_L||=2.026e+02 ||g_2||=5.497e-05 acc=0.6104
+ [BP] Ep 87: ||h_L||=2.024e+02 ||g_2||=5.641e-05 acc=0.6084
+ [BP] Ep 88: ||h_L||=2.023e+02 ||g_2||=5.639e-05 acc=0.6113
+ [BP] Ep 89: ||h_L||=2.021e+02 ||g_2||=5.677e-05 acc=0.6084
+ [BP] Ep 90: ||h_L||=2.022e+02 ||g_2||=5.742e-05 acc=0.6035
+ [BP] Ep 91: ||h_L||=2.019e+02 ||g_2||=5.576e-05 acc=0.6113
+ [BP] Ep 92: ||h_L||=2.015e+02 ||g_2||=5.681e-05 acc=0.6016
+ [BP] Ep 93: ||h_L||=2.012e+02 ||g_2||=5.702e-05 acc=0.6104
+ [BP] Ep 94: ||h_L||=2.011e+02 ||g_2||=5.615e-05 acc=0.6123
+ [BP] Ep 95: ||h_L||=2.010e+02 ||g_2||=5.590e-05 acc=0.6084
+ [BP] Ep 96: ||h_L||=2.010e+02 ||g_2||=5.641e-05 acc=0.6074
+ [BP] Ep 97: ||h_L||=2.009e+02 ||g_2||=5.674e-05 acc=0.6094
+ [BP] Ep 98: ||h_L||=2.009e+02 ||g_2||=5.674e-05 acc=0.6084
+ [BP] Ep 99: ||h_L||=2.009e+02 ||g_2||=5.668e-05 acc=0.6094
+ [BP] Ep 100: ||h_L||=2.009e+02 ||g_2||=5.669e-05 acc=0.6094
+
+=== DFA training ===
+ [DFA] Ep 0: ||h||_med=[8.718070030212402, 8.780964851379395, 8.812002182006836, 8.828720092773438, 8.893179893493652] ||g||_med=[0.0010068593546748161, 0.000997236929833889, 0.0009934091940522194, 0.0009870644425973296, 0.0009829498594626784] acc=0.1152
+ [DFA] Ep 1: ||h_L||=7.304e+03 ||g_2||=1.375e-06 acc=0.3105 gamma_dfa=0.0899
+ [DFA] Ep 2: ||h_L||=3.776e+04 ||g_2||=3.111e-07 acc=0.2881 gamma_dfa=0.0858
+ [DFA] Ep 3: ||h_L||=1.046e+05 ||g_2||=1.275e-07 acc=0.3018 gamma_dfa=0.0863
+ [DFA] Ep 4: ||h_L||=2.235e+05 ||g_2||=6.730e-08 acc=0.3076 gamma_dfa=0.0886
+ [DFA] Ep 5: ||h_L||=4.042e+05 ||g_2||=4.211e-08 acc=0.3281 gamma_dfa=0.0876
+ [DFA] Ep 6: ||h_L||=6.774e+05 ||g_2||=2.808e-08 acc=0.2920 gamma_dfa=0.0842
+ [DFA] Ep 7: ||h_L||=1.027e+06 ||g_2||=2.087e-08 acc=0.2920 gamma_dfa=0.0859
+ [DFA] Ep 8: ||h_L||=1.513e+06 ||g_2||=1.577e-08 acc=0.3066 gamma_dfa=0.0852
+ [DFA] Ep 9: ||h_L||=2.150e+06 ||g_2||=1.248e-08 acc=0.3184 gamma_dfa=0.0876
+ [DFA] Ep 10: ||h_L||=2.934e+06 ||g_2||=1.044e-08 acc=0.3037 gamma_dfa=0.0876
+ [DFA] Ep 11: ||h_L||=3.849e+06 ||g_2||=8.960e-09 acc=0.3018 gamma_dfa=0.0892
+ [DFA] Ep 12: ||h_L||=4.946e+06 ||g_2||=7.846e-09 acc=0.2871 gamma_dfa=0.0921
+ [DFA] Ep 13: ||h_L||=6.325e+06 ||g_2||=6.816e-09 acc=0.2900 gamma_dfa=0.0919
+ [DFA] Ep 14: ||h_L||=7.941e+06 ||g_2||=5.938e-09 acc=0.2979 gamma_dfa=0.0949
+ [DFA] Ep 15: ||h_L||=9.822e+06 ||g_2||=5.388e-09 acc=0.2852 gamma_dfa=0.0958
+ [DFA] Ep 16: ||h_L||=1.202e+07 ||g_2||=4.830e-09 acc=0.2979 gamma_dfa=0.0975
+ [DFA] Ep 17: ||h_L||=1.430e+07 ||g_2||=4.410e-09 acc=0.3115 gamma_dfa=0.0999
+ [DFA] Ep 18: ||h_L||=1.700e+07 ||g_2||=4.013e-09 acc=0.2969 gamma_dfa=0.0988
+ [DFA] Ep 19: ||h_L||=2.002e+07 ||g_2||=3.688e-09 acc=0.2949 gamma_dfa=0.1002
+ [DFA] Ep 20: ||h_L||=2.311e+07 ||g_2||=3.374e-09 acc=0.3086 gamma_dfa=0.1007
+ [DFA] Ep 21: ||h_L||=2.656e+07 ||g_2||=3.083e-09 acc=0.3154 gamma_dfa=0.1018
+ [DFA] Ep 22: ||h_L||=3.043e+07 ||g_2||=2.851e-09 acc=0.3096 gamma_dfa=0.1025
+ [DFA] Ep 23: ||h_L||=3.467e+07 ||g_2||=2.638e-09 acc=0.3086 gamma_dfa=0.1020
+ [DFA] Ep 24: ||h_L||=3.916e+07 ||g_2||=2.428e-09 acc=0.3008 gamma_dfa=0.1046
+ [DFA] Ep 25: ||h_L||=4.389e+07 ||g_2||=2.233e-09 acc=0.3232 gamma_dfa=0.1029
+ [DFA] Ep 26: ||h_L||=4.919e+07 ||g_2||=2.056e-09 acc=0.3037 gamma_dfa=0.1025
+ [DFA] Ep 27: ||h_L||=5.469e+07 ||g_2||=1.928e-09 acc=0.3105 gamma_dfa=0.1034
+ [DFA] Ep 28: ||h_L||=6.011e+07 ||g_2||=1.815e-09 acc=0.3027 gamma_dfa=0.1046
+ [DFA] Ep 29: ||h_L||=6.573e+07 ||g_2||=1.725e-09 acc=0.3262 gamma_dfa=0.1051
+ [DFA] Ep 30: ||h_L||=7.193e+07 ||g_2||=1.626e-09 acc=0.3018 gamma_dfa=0.1059
+ [DFA] Ep 31: ||h_L||=7.819e+07 ||g_2||=1.523e-09 acc=0.3213 gamma_dfa=0.1048
+ [DFA] Ep 32: ||h_L||=8.508e+07 ||g_2||=1.429e-09 acc=0.3086 gamma_dfa=0.1060
+ [DFA] Ep 33: ||h_L||=9.217e+07 ||g_2||=1.367e-09 acc=0.3115 gamma_dfa=0.1053
+ [DFA] Ep 34: ||h_L||=9.964e+07 ||g_2||=1.290e-09 acc=0.3008 gamma_dfa=0.1059
+ [DFA] Ep 35: ||h_L||=1.069e+08 ||g_2||=1.223e-09 acc=0.3252 gamma_dfa=0.1062
+ [DFA] Ep 36: ||h_L||=1.145e+08 ||g_2||=1.168e-09 acc=0.2998 gamma_dfa=0.1048
+ [DFA] Ep 37: ||h_L||=1.224e+08 ||g_2||=1.128e-09 acc=0.3027 gamma_dfa=0.1052
+ [DFA] Ep 38: ||h_L||=1.306e+08 ||g_2||=1.069e-09 acc=0.3193 gamma_dfa=0.1057
+ [DFA] Ep 39: ||h_L||=1.385e+08 ||g_2||=1.027e-09 acc=0.3027 gamma_dfa=0.1056
+ [DFA] Ep 40: ||h_L||=1.470e+08 ||g_2||=9.871e-10 acc=0.3184 gamma_dfa=0.1058
+ [DFA] Ep 41: ||h_L||=1.555e+08 ||g_2||=9.513e-10 acc=0.3145 gamma_dfa=0.1057
+ [DFA] Ep 42: ||h_L||=1.640e+08 ||g_2||=9.198e-10 acc=0.3057 gamma_dfa=0.1057
+ [DFA] Ep 43: ||h_L||=1.727e+08 ||g_2||=8.925e-10 acc=0.3115 gamma_dfa=0.1065
+ [DFA] Ep 44: ||h_L||=1.813e+08 ||g_2||=8.598e-10 acc=0.2939 gamma_dfa=0.1057
+ [DFA] Ep 45: ||h_L||=1.903e+08 ||g_2||=8.300e-10 acc=0.3037 gamma_dfa=0.1056
+ [DFA] Ep 46: ||h_L||=1.990e+08 ||g_2||=8.036e-10 acc=0.3115 gamma_dfa=0.1062
+ [DFA] Ep 47: ||h_L||=2.081e+08 ||g_2||=7.852e-10 acc=0.3008 gamma_dfa=0.1059
+ [DFA] Ep 48: ||h_L||=2.167e+08 ||g_2||=7.675e-10 acc=0.3037 gamma_dfa=0.1058
+ [DFA] Ep 49: ||h_L||=2.257e+08 ||g_2||=7.444e-10 acc=0.3057 gamma_dfa=0.1067
+ [DFA] Ep 50: ||h_L||=2.352e+08 ||g_2||=7.281e-10 acc=0.3076 gamma_dfa=0.1065
+ [DFA] Ep 51: ||h_L||=2.442e+08 ||g_2||=7.057e-10 acc=0.3145 gamma_dfa=0.1064
+ [DFA] Ep 52: ||h_L||=2.533e+08 ||g_2||=6.872e-10 acc=0.3125 gamma_dfa=0.1063
+ [DFA] Ep 53: ||h_L||=2.617e+08 ||g_2||=6.789e-10 acc=0.3105 gamma_dfa=0.1070
+ [DFA] Ep 54: ||h_L||=2.702e+08 ||g_2||=6.633e-10 acc=0.2998 gamma_dfa=0.1055
+ [DFA] Ep 55: ||h_L||=2.789e+08 ||g_2||=6.521e-10 acc=0.2949 gamma_dfa=0.1067
+ [DFA] Ep 56: ||h_L||=2.873e+08 ||g_2||=6.409e-10 acc=0.3076 gamma_dfa=0.1073
+ [DFA] Ep 57: ||h_L||=2.952e+08 ||g_2||=6.233e-10 acc=0.3096 gamma_dfa=0.1072
+ [DFA] Ep 58: ||h_L||=3.031e+08 ||g_2||=6.182e-10 acc=0.3027 gamma_dfa=0.1066
+ [DFA] Ep 59: ||h_L||=3.109e+08 ||g_2||=6.106e-10 acc=0.3027 gamma_dfa=0.1067
+ [DFA] Ep 60: ||h_L||=3.188e+08 ||g_2||=5.949e-10 acc=0.3145 gamma_dfa=0.1071
+ [DFA] Ep 61: ||h_L||=3.262e+08 ||g_2||=5.864e-10 acc=0.3164 gamma_dfa=0.1067
+ [DFA] Ep 62: ||h_L||=3.332e+08 ||g_2||=5.788e-10 acc=0.3105 gamma_dfa=0.1066
+ [DFA] Ep 63: ||h_L||=3.400e+08 ||g_2||=5.673e-10 acc=0.3154 gamma_dfa=0.1068
+ [DFA] Ep 64: ||h_L||=3.464e+08 ||g_2||=5.629e-10 acc=0.3115 gamma_dfa=0.1065
+ [DFA] Ep 65: ||h_L||=3.534e+08 ||g_2||=5.576e-10 acc=0.3154 gamma_dfa=0.1068
+ [DFA] Ep 66: ||h_L||=3.598e+08 ||g_2||=5.556e-10 acc=0.3125 gamma_dfa=0.1067
+ [DFA] Ep 67: ||h_L||=3.659e+08 ||g_2||=5.460e-10 acc=0.3047 gamma_dfa=0.1065
+ [DFA] Ep 68: ||h_L||=3.718e+08 ||g_2||=5.413e-10 acc=0.2988 gamma_dfa=0.1065
+ [DFA] Ep 69: ||h_L||=3.776e+08 ||g_2||=5.308e-10 acc=0.3105 gamma_dfa=0.1071
+ [DFA] Ep 70: ||h_L||=3.828e+08 ||g_2||=5.315e-10 acc=0.3076 gamma_dfa=0.1070
+ [DFA] Ep 71: ||h_L||=3.877e+08 ||g_2||=5.271e-10 acc=0.3145 gamma_dfa=0.1069
+ [DFA] Ep 72: ||h_L||=3.923e+08 ||g_2||=5.266e-10 acc=0.2998 gamma_dfa=0.1065
+ [DFA] Ep 73: ||h_L||=3.969e+08 ||g_2||=5.205e-10 acc=0.3018 gamma_dfa=0.1070
+ [DFA] Ep 74: ||h_L||=4.011e+08 ||g_2||=5.160e-10 acc=0.3076 gamma_dfa=0.1066
+ [DFA] Ep 75: ||h_L||=4.053e+08 ||g_2||=5.108e-10 acc=0.3096 gamma_dfa=0.1070
+ [DFA] Ep 76: ||h_L||=4.091e+08 ||g_2||=5.070e-10 acc=0.3193 gamma_dfa=0.1070
+ [DFA] Ep 77: ||h_L||=4.125e+08 ||g_2||=5.052e-10 acc=0.3076 gamma_dfa=0.1069
+ [DFA] Ep 78: ||h_L||=4.158e+08 ||g_2||=5.040e-10 acc=0.3066 gamma_dfa=0.1070
+ [DFA] Ep 79: ||h_L||=4.187e+08 ||g_2||=5.055e-10 acc=0.3018 gamma_dfa=0.1068
+ [DFA] Ep 80: ||h_L||=4.214e+08 ||g_2||=4.991e-10 acc=0.3105 gamma_dfa=0.1069
+ [DFA] Ep 81: ||h_L||=4.237e+08 ||g_2||=4.971e-10 acc=0.3076 gamma_dfa=0.1070
+ [DFA] Ep 82: ||h_L||=4.259e+08 ||g_2||=4.927e-10 acc=0.3057 gamma_dfa=0.1070
+ [DFA] Ep 83: ||h_L||=4.278e+08 ||g_2||=4.936e-10 acc=0.3047 gamma_dfa=0.1069
+ [DFA] Ep 84: ||h_L||=4.297e+08 ||g_2||=4.920e-10 acc=0.3076 gamma_dfa=0.1069
+ [DFA] Ep 85: ||h_L||=4.313e+08 ||g_2||=4.936e-10 acc=0.3057 gamma_dfa=0.1069
+ [DFA] Ep 86: ||h_L||=4.328e+08 ||g_2||=4.903e-10 acc=0.3145 gamma_dfa=0.1068
+ [DFA] Ep 87: ||h_L||=4.341e+08 ||g_2||=4.904e-10 acc=0.3086 gamma_dfa=0.1068
+ [DFA] Ep 88: ||h_L||=4.351e+08 ||g_2||=4.894e-10 acc=0.3115 gamma_dfa=0.1069
+ [DFA] Ep 89: ||h_L||=4.361e+08 ||g_2||=4.855e-10 acc=0.3135 gamma_dfa=0.1070
+ [DFA] Ep 90: ||h_L||=4.369e+08 ||g_2||=4.873e-10 acc=0.3096 gamma_dfa=0.1069
+ [DFA] Ep 91: ||h_L||=4.375e+08 ||g_2||=4.876e-10 acc=0.3066 gamma_dfa=0.1069
+ [DFA] Ep 92: ||h_L||=4.380e+08 ||g_2||=4.862e-10 acc=0.3086 gamma_dfa=0.1068
+ [DFA] Ep 93: ||h_L||=4.385e+08 ||g_2||=4.860e-10 acc=0.3096 gamma_dfa=0.1069
+ [DFA] Ep 94: ||h_L||=4.388e+08 ||g_2||=4.854e-10 acc=0.3076 gamma_dfa=0.1069
+ [DFA] Ep 95: ||h_L||=4.390e+08 ||g_2||=4.861e-10 acc=0.3086 gamma_dfa=0.1069
+ [DFA] Ep 96: ||h_L||=4.392e+08 ||g_2||=4.863e-10 acc=0.3066 gamma_dfa=0.1069
+ [DFA] Ep 97: ||h_L||=4.393e+08 ||g_2||=4.859e-10 acc=0.3096 gamma_dfa=0.1069
+ [DFA] Ep 98: ||h_L||=4.394e+08 ||g_2||=4.857e-10 acc=0.3066 gamma_dfa=0.1069
+ [DFA] Ep 99: ||h_L||=4.394e+08 ||g_2||=4.857e-10 acc=0.3076 gamma_dfa=0.1069
+ [DFA] Ep 100: ||h_L||=4.394e+08 ||g_2||=4.857e-10 acc=0.3076 gamma_dfa=0.1069
+
+Saved results/snapshot_evolution_v2/snapshot_evolution_s42.json
diff --git a/results/snapshot_evolution_v2/run_s456.log b/results/snapshot_evolution_v2/run_s456.log
new file mode 100644
index 0000000..4ccb115
--- /dev/null
+++ b/results/snapshot_evolution_v2/run_s456.log
@@ -0,0 +1,210 @@
+device=cuda:0, depth=4, d_hidden=256, epochs=100, seed=456
+eval buffer: torch.Size([1024, 3072])
+
+=== BP training ===
+ [BP] Ep 0: ||h||_med=[8.696551322937012, 8.737784385681152, 8.813130378723145, 8.844642639160156, 8.889528274536133] ||g||_med=[0.0010079912608489394, 0.0010035138111561537, 0.0009970925748348236, 0.0009936393471434712, 0.000986678060144186] acc=0.0928
+ [BP] Ep 1: ||h_L||=9.917e+01 ||g_2||=5.310e-05 acc=0.4004
+ [BP] Ep 2: ||h_L||=1.152e+02 ||g_2||=4.300e-05 acc=0.4600
+ [BP] Ep 3: ||h_L||=1.251e+02 ||g_2||=4.203e-05 acc=0.4932
+ [BP] Ep 4: ||h_L||=1.367e+02 ||g_2||=4.196e-05 acc=0.4902
+ [BP] Ep 5: ||h_L||=1.479e+02 ||g_2||=3.941e-05 acc=0.5039
+ [BP] Ep 6: ||h_L||=1.583e+02 ||g_2||=3.835e-05 acc=0.5166
+ [BP] Ep 7: ||h_L||=1.656e+02 ||g_2||=3.787e-05 acc=0.5283
+ [BP] Ep 8: ||h_L||=1.764e+02 ||g_2||=3.733e-05 acc=0.5293
+ [BP] Ep 9: ||h_L||=1.842e+02 ||g_2||=3.600e-05 acc=0.5391
+ [BP] Ep 10: ||h_L||=1.915e+02 ||g_2||=3.614e-05 acc=0.5537
+ [BP] Ep 11: ||h_L||=1.981e+02 ||g_2||=3.464e-05 acc=0.5449
+ [BP] Ep 12: ||h_L||=2.000e+02 ||g_2||=3.492e-05 acc=0.5439
+ [BP] Ep 13: ||h_L||=2.067e+02 ||g_2||=3.524e-05 acc=0.5518
+ [BP] Ep 14: ||h_L||=2.096e+02 ||g_2||=3.480e-05 acc=0.5479
+ [BP] Ep 15: ||h_L||=2.130e+02 ||g_2||=3.509e-05 acc=0.5693
+ [BP] Ep 16: ||h_L||=2.143e+02 ||g_2||=3.710e-05 acc=0.5508
+ [BP] Ep 17: ||h_L||=2.198e+02 ||g_2||=3.612e-05 acc=0.5840
+ [BP] Ep 18: ||h_L||=2.220e+02 ||g_2||=3.491e-05 acc=0.5752
+ [BP] Ep 19: ||h_L||=2.260e+02 ||g_2||=3.519e-05 acc=0.5674
+ [BP] Ep 20: ||h_L||=2.310e+02 ||g_2||=3.526e-05 acc=0.5664
+ [BP] Ep 21: ||h_L||=2.293e+02 ||g_2||=3.503e-05 acc=0.5957
+ [BP] Ep 22: ||h_L||=2.355e+02 ||g_2||=3.525e-05 acc=0.5762
+ [BP] Ep 23: ||h_L||=2.381e+02 ||g_2||=3.591e-05 acc=0.5684
+ [BP] Ep 24: ||h_L||=2.411e+02 ||g_2||=3.563e-05 acc=0.5889
+ [BP] Ep 25: ||h_L||=2.405e+02 ||g_2||=3.554e-05 acc=0.5820
+ [BP] Ep 26: ||h_L||=2.425e+02 ||g_2||=3.670e-05 acc=0.6025
+ [BP] Ep 27: ||h_L||=2.436e+02 ||g_2||=3.618e-05 acc=0.5762
+ [BP] Ep 28: ||h_L||=2.474e+02 ||g_2||=3.597e-05 acc=0.5879
+ [BP] Ep 29: ||h_L||=2.489e+02 ||g_2||=3.712e-05 acc=0.5938
+ [BP] Ep 30: ||h_L||=2.480e+02 ||g_2||=3.656e-05 acc=0.5889
+ [BP] Ep 31: ||h_L||=2.501e+02 ||g_2||=3.727e-05 acc=0.5674
+ [BP] Ep 32: ||h_L||=2.484e+02 ||g_2||=3.738e-05 acc=0.5986
+ [BP] Ep 33: ||h_L||=2.528e+02 ||g_2||=3.573e-05 acc=0.5898
+ [BP] Ep 34: ||h_L||=2.496e+02 ||g_2||=3.846e-05 acc=0.5928
+ [BP] Ep 35: ||h_L||=2.481e+02 ||g_2||=3.687e-05 acc=0.6152
+ [BP] Ep 36: ||h_L||=2.507e+02 ||g_2||=3.670e-05 acc=0.6016
+ [BP] Ep 37: ||h_L||=2.485e+02 ||g_2||=3.572e-05 acc=0.5996
+ [BP] Ep 38: ||h_L||=2.492e+02 ||g_2||=3.780e-05 acc=0.5908
+ [BP] Ep 39: ||h_L||=2.507e+02 ||g_2||=3.791e-05 acc=0.6152
+ [BP] Ep 40: ||h_L||=2.484e+02 ||g_2||=3.952e-05 acc=0.6104
+ [BP] Ep 41: ||h_L||=2.478e+02 ||g_2||=3.848e-05 acc=0.6084
+ [BP] Ep 42: ||h_L||=2.470e+02 ||g_2||=3.780e-05 acc=0.6143
+ [BP] Ep 43: ||h_L||=2.466e+02 ||g_2||=3.813e-05 acc=0.6211
+ [BP] Ep 44: ||h_L||=2.432e+02 ||g_2||=3.922e-05 acc=0.6182
+ [BP] Ep 45: ||h_L||=2.431e+02 ||g_2||=4.048e-05 acc=0.6133
+ [BP] Ep 46: ||h_L||=2.431e+02 ||g_2||=3.831e-05 acc=0.6113
+ [BP] Ep 47: ||h_L||=2.413e+02 ||g_2||=4.016e-05 acc=0.6133
+ [BP] Ep 48: ||h_L||=2.407e+02 ||g_2||=3.886e-05 acc=0.6162
+ [BP] Ep 49: ||h_L||=2.395e+02 ||g_2||=4.190e-05 acc=0.6104
+ [BP] Ep 50: ||h_L||=2.385e+02 ||g_2||=4.175e-05 acc=0.6152
+ [BP] Ep 51: ||h_L||=2.367e+02 ||g_2||=4.073e-05 acc=0.6191
+ [BP] Ep 52: ||h_L||=2.373e+02 ||g_2||=4.066e-05 acc=0.6172
+ [BP] Ep 53: ||h_L||=2.351e+02 ||g_2||=4.393e-05 acc=0.6104
+ [BP] Ep 54: ||h_L||=2.338e+02 ||g_2||=4.099e-05 acc=0.6230
+ [BP] Ep 55: ||h_L||=2.329e+02 ||g_2||=4.365e-05 acc=0.6270
+ [BP] Ep 56: ||h_L||=2.333e+02 ||g_2||=4.267e-05 acc=0.6309
+ [BP] Ep 57: ||h_L||=2.305e+02 ||g_2||=4.151e-05 acc=0.6309
+ [BP] Ep 58: ||h_L||=2.282e+02 ||g_2||=4.239e-05 acc=0.6416
+ [BP] Ep 59: ||h_L||=2.257e+02 ||g_2||=4.316e-05 acc=0.6279
+ [BP] Ep 60: ||h_L||=2.256e+02 ||g_2||=4.490e-05 acc=0.6240
+ [BP] Ep 61: ||h_L||=2.244e+02 ||g_2||=4.582e-05 acc=0.6289
+ [BP] Ep 62: ||h_L||=2.224e+02 ||g_2||=4.648e-05 acc=0.6270
+ [BP] Ep 63: ||h_L||=2.206e+02 ||g_2||=4.636e-05 acc=0.6211
+ [BP] Ep 64: ||h_L||=2.205e+02 ||g_2||=4.671e-05 acc=0.6250
+ [BP] Ep 65: ||h_L||=2.196e+02 ||g_2||=4.449e-05 acc=0.6270
+ [BP] Ep 66: ||h_L||=2.172e+02 ||g_2||=4.745e-05 acc=0.6377
+ [BP] Ep 67: ||h_L||=2.152e+02 ||g_2||=4.708e-05 acc=0.6367
+ [BP] Ep 68: ||h_L||=2.151e+02 ||g_2||=4.813e-05 acc=0.6289
+ [BP] Ep 69: ||h_L||=2.136e+02 ||g_2||=4.880e-05 acc=0.6328
+ [BP] Ep 70: ||h_L||=2.124e+02 ||g_2||=4.823e-05 acc=0.6270
+ [BP] Ep 71: ||h_L||=2.107e+02 ||g_2||=4.963e-05 acc=0.6230
+ [BP] Ep 72: ||h_L||=2.113e+02 ||g_2||=4.797e-05 acc=0.6133
+ [BP] Ep 73: ||h_L||=2.090e+02 ||g_2||=4.736e-05 acc=0.6318
+ [BP] Ep 74: ||h_L||=2.096e+02 ||g_2||=4.832e-05 acc=0.6270
+ [BP] Ep 75: ||h_L||=2.081e+02 ||g_2||=4.982e-05 acc=0.6240
+ [BP] Ep 76: ||h_L||=2.075e+02 ||g_2||=4.877e-05 acc=0.6260
+ [BP] Ep 77: ||h_L||=2.060e+02 ||g_2||=4.900e-05 acc=0.6221
+ [BP] Ep 78: ||h_L||=2.052e+02 ||g_2||=4.906e-05 acc=0.6279
+ [BP] Ep 79: ||h_L||=2.050e+02 ||g_2||=5.181e-05 acc=0.6211
+ [BP] Ep 80: ||h_L||=2.045e+02 ||g_2||=4.986e-05 acc=0.6260
+ [BP] Ep 81: ||h_L||=2.039e+02 ||g_2||=5.293e-05 acc=0.6289
+ [BP] Ep 82: ||h_L||=2.032e+02 ||g_2||=5.169e-05 acc=0.6191
+ [BP] Ep 83: ||h_L||=2.025e+02 ||g_2||=5.152e-05 acc=0.6260
+ [BP] Ep 84: ||h_L||=2.019e+02 ||g_2||=5.158e-05 acc=0.6250
+ [BP] Ep 85: ||h_L||=2.018e+02 ||g_2||=5.156e-05 acc=0.6250
+ [BP] Ep 86: ||h_L||=2.015e+02 ||g_2||=5.196e-05 acc=0.6309
+ [BP] Ep 87: ||h_L||=2.015e+02 ||g_2||=5.104e-05 acc=0.6289
+ [BP] Ep 88: ||h_L||=2.017e+02 ||g_2||=5.253e-05 acc=0.6270
+ [BP] Ep 89: ||h_L||=2.011e+02 ||g_2||=5.326e-05 acc=0.6299
+ [BP] Ep 90: ||h_L||=2.005e+02 ||g_2||=5.368e-05 acc=0.6279
+ [BP] Ep 91: ||h_L||=2.000e+02 ||g_2||=5.282e-05 acc=0.6289
+ [BP] Ep 92: ||h_L||=1.999e+02 ||g_2||=5.349e-05 acc=0.6270
+ [BP] Ep 93: ||h_L||=1.998e+02 ||g_2||=5.212e-05 acc=0.6289
+ [BP] Ep 94: ||h_L||=1.993e+02 ||g_2||=5.377e-05 acc=0.6299
+ [BP] Ep 95: ||h_L||=1.994e+02 ||g_2||=5.352e-05 acc=0.6309
+ [BP] Ep 96: ||h_L||=1.994e+02 ||g_2||=5.367e-05 acc=0.6289
+ [BP] Ep 97: ||h_L||=1.994e+02 ||g_2||=5.366e-05 acc=0.6289
+ [BP] Ep 98: ||h_L||=1.993e+02 ||g_2||=5.374e-05 acc=0.6289
+ [BP] Ep 99: ||h_L||=1.994e+02 ||g_2||=5.385e-05 acc=0.6289
+ [BP] Ep 100: ||h_L||=1.994e+02 ||g_2||=5.381e-05 acc=0.6279
+
+=== DFA training ===
+ [DFA] Ep 0: ||h||_med=[8.696551322937012, 8.737784385681152, 8.813130378723145, 8.844642639160156, 8.889528274536133] ||g||_med=[0.0010079912608489394, 0.0010035138111561537, 0.0009970925748348236, 0.0009936393471434712, 0.000986678060144186] acc=0.0928
+ [DFA] Ep 1: ||h_L||=1.347e+04 ||g_2||=7.784e-07 acc=0.2861 gamma_dfa=0.1029
+ [DFA] Ep 2: ||h_L||=7.387e+04 ||g_2||=1.706e-07 acc=0.2988 gamma_dfa=0.0959
+ [DFA] Ep 3: ||h_L||=2.014e+05 ||g_2||=7.528e-08 acc=0.2900 gamma_dfa=0.0944
+ [DFA] Ep 4: ||h_L||=4.167e+05 ||g_2||=4.114e-08 acc=0.2988 gamma_dfa=0.0917
+ [DFA] Ep 5: ||h_L||=7.642e+05 ||g_2||=2.491e-08 acc=0.2900 gamma_dfa=0.0899
+ [DFA] Ep 6: ||h_L||=1.235e+06 ||g_2||=1.726e-08 acc=0.3057 gamma_dfa=0.0875
+ [DFA] Ep 7: ||h_L||=1.913e+06 ||g_2||=1.233e-08 acc=0.2920 gamma_dfa=0.0888
+ [DFA] Ep 8: ||h_L||=2.850e+06 ||g_2||=9.213e-09 acc=0.3115 gamma_dfa=0.0877
+ [DFA] Ep 9: ||h_L||=4.005e+06 ||g_2||=7.223e-09 acc=0.2900 gamma_dfa=0.0894
+ [DFA] Ep 10: ||h_L||=5.501e+06 ||g_2||=5.828e-09 acc=0.2979 gamma_dfa=0.0913
+ [DFA] Ep 11: ||h_L||=7.181e+06 ||g_2||=4.814e-09 acc=0.2822 gamma_dfa=0.0899
+ [DFA] Ep 12: ||h_L||=9.249e+06 ||g_2||=4.032e-09 acc=0.2998 gamma_dfa=0.0917
+ [DFA] Ep 13: ||h_L||=1.180e+07 ||g_2||=3.444e-09 acc=0.3135 gamma_dfa=0.0932
+ [DFA] Ep 14: ||h_L||=1.461e+07 ||g_2||=3.012e-09 acc=0.2861 gamma_dfa=0.0934
+ [DFA] Ep 15: ||h_L||=1.793e+07 ||g_2||=2.598e-09 acc=0.2979 gamma_dfa=0.0936
+ [DFA] Ep 16: ||h_L||=2.168e+07 ||g_2||=2.271e-09 acc=0.3086 gamma_dfa=0.0933
+ [DFA] Ep 17: ||h_L||=2.591e+07 ||g_2||=2.026e-09 acc=0.2969 gamma_dfa=0.0945
+ [DFA] Ep 18: ||h_L||=3.070e+07 ||g_2||=1.802e-09 acc=0.3086 gamma_dfa=0.0939
+ [DFA] Ep 19: ||h_L||=3.588e+07 ||g_2||=1.638e-09 acc=0.3027 gamma_dfa=0.0952
+ [DFA] Ep 20: ||h_L||=4.144e+07 ||g_2||=1.484e-09 acc=0.2959 gamma_dfa=0.0941
+ [DFA] Ep 21: ||h_L||=4.772e+07 ||g_2||=1.368e-09 acc=0.2959 gamma_dfa=0.0949
+ [DFA] Ep 22: ||h_L||=5.457e+07 ||g_2||=1.246e-09 acc=0.2900 gamma_dfa=0.0948
+ [DFA] Ep 23: ||h_L||=6.201e+07 ||g_2||=1.159e-09 acc=0.2939 gamma_dfa=0.0947
+ [DFA] Ep 24: ||h_L||=6.970e+07 ||g_2||=1.067e-09 acc=0.2969 gamma_dfa=0.0951
+ [DFA] Ep 25: ||h_L||=7.780e+07 ||g_2||=9.980e-10 acc=0.2861 gamma_dfa=0.0948
+ [DFA] Ep 26: ||h_L||=8.627e+07 ||g_2||=9.362e-10 acc=0.2979 gamma_dfa=0.0951
+ [DFA] Ep 27: ||h_L||=9.569e+07 ||g_2||=8.744e-10 acc=0.2842 gamma_dfa=0.0955
+ [DFA] Ep 28: ||h_L||=1.058e+08 ||g_2||=8.262e-10 acc=0.2891 gamma_dfa=0.0953
+ [DFA] Ep 29: ||h_L||=1.159e+08 ||g_2||=7.846e-10 acc=0.2920 gamma_dfa=0.0960
+ [DFA] Ep 30: ||h_L||=1.267e+08 ||g_2||=7.353e-10 acc=0.2959 gamma_dfa=0.0951
+ [DFA] Ep 31: ||h_L||=1.380e+08 ||g_2||=6.977e-10 acc=0.3086 gamma_dfa=0.0952
+ [DFA] Ep 32: ||h_L||=1.493e+08 ||g_2||=6.666e-10 acc=0.2949 gamma_dfa=0.0953
+ [DFA] Ep 33: ||h_L||=1.617e+08 ||g_2||=6.391e-10 acc=0.2881 gamma_dfa=0.0947
+ [DFA] Ep 34: ||h_L||=1.738e+08 ||g_2||=6.205e-10 acc=0.2822 gamma_dfa=0.0956
+ [DFA] Ep 35: ||h_L||=1.866e+08 ||g_2||=5.893e-10 acc=0.2988 gamma_dfa=0.0959
+ [DFA] Ep 36: ||h_L||=1.990e+08 ||g_2||=5.731e-10 acc=0.2949 gamma_dfa=0.0956
+ [DFA] Ep 37: ||h_L||=2.125e+08 ||g_2||=5.475e-10 acc=0.3027 gamma_dfa=0.0953
+ [DFA] Ep 38: ||h_L||=2.263e+08 ||g_2||=5.326e-10 acc=0.2891 gamma_dfa=0.0949
+ [DFA] Ep 39: ||h_L||=2.401e+08 ||g_2||=5.206e-10 acc=0.3027 gamma_dfa=0.0958
+ [DFA] Ep 40: ||h_L||=2.549e+08 ||g_2||=4.933e-10 acc=0.2959 gamma_dfa=0.0952
+ [DFA] Ep 41: ||h_L||=2.702e+08 ||g_2||=4.775e-10 acc=0.3086 gamma_dfa=0.0962
+ [DFA] Ep 42: ||h_L||=2.844e+08 ||g_2||=4.679e-10 acc=0.2871 gamma_dfa=0.0957
+ [DFA] Ep 43: ||h_L||=2.990e+08 ||g_2||=4.493e-10 acc=0.3066 gamma_dfa=0.0961
+ [DFA] Ep 44: ||h_L||=3.144e+08 ||g_2||=4.412e-10 acc=0.2900 gamma_dfa=0.0955
+ [DFA] Ep 45: ||h_L||=3.282e+08 ||g_2||=4.348e-10 acc=0.2998 gamma_dfa=0.0961
+ [DFA] Ep 46: ||h_L||=3.423e+08 ||g_2||=4.229e-10 acc=0.3018 gamma_dfa=0.0956
+ [DFA] Ep 47: ||h_L||=3.566e+08 ||g_2||=4.139e-10 acc=0.2969 gamma_dfa=0.0957
+ [DFA] Ep 48: ||h_L||=3.713e+08 ||g_2||=4.000e-10 acc=0.3027 gamma_dfa=0.0961
+ [DFA] Ep 49: ||h_L||=3.859e+08 ||g_2||=3.904e-10 acc=0.3105 gamma_dfa=0.0957
+ [DFA] Ep 50: ||h_L||=4.007e+08 ||g_2||=3.812e-10 acc=0.3008 gamma_dfa=0.0961
+ [DFA] Ep 51: ||h_L||=4.150e+08 ||g_2||=3.752e-10 acc=0.3047 gamma_dfa=0.0957
+ [DFA] Ep 52: ||h_L||=4.302e+08 ||g_2||=3.718e-10 acc=0.2910 gamma_dfa=0.0954
+ [DFA] Ep 53: ||h_L||=4.447e+08 ||g_2||=3.651e-10 acc=0.2881 gamma_dfa=0.0957
+ [DFA] Ep 54: ||h_L||=4.586e+08 ||g_2||=3.605e-10 acc=0.2998 gamma_dfa=0.0961
+ [DFA] Ep 55: ||h_L||=4.722e+08 ||g_2||=3.467e-10 acc=0.3018 gamma_dfa=0.0963
+ [DFA] Ep 56: ||h_L||=4.857e+08 ||g_2||=3.460e-10 acc=0.3047 gamma_dfa=0.0954
+ [DFA] Ep 57: ||h_L||=4.994e+08 ||g_2||=3.379e-10 acc=0.2949 gamma_dfa=0.0962
+ [DFA] Ep 58: ||h_L||=5.127e+08 ||g_2||=3.307e-10 acc=0.3018 gamma_dfa=0.0962
+ [DFA] Ep 59: ||h_L||=5.255e+08 ||g_2||=3.281e-10 acc=0.3008 gamma_dfa=0.0960
+ [DFA] Ep 60: ||h_L||=5.379e+08 ||g_2||=3.225e-10 acc=0.2988 gamma_dfa=0.0961
+ [DFA] Ep 61: ||h_L||=5.493e+08 ||g_2||=3.184e-10 acc=0.3047 gamma_dfa=0.0962
+ [DFA] Ep 62: ||h_L||=5.612e+08 ||g_2||=3.170e-10 acc=0.3027 gamma_dfa=0.0955
+ [DFA] Ep 63: ||h_L||=5.725e+08 ||g_2||=3.109e-10 acc=0.2939 gamma_dfa=0.0960
+ [DFA] Ep 64: ||h_L||=5.833e+08 ||g_2||=3.055e-10 acc=0.3076 gamma_dfa=0.0956
+ [DFA] Ep 65: ||h_L||=5.946e+08 ||g_2||=3.044e-10 acc=0.2979 gamma_dfa=0.0959
+ [DFA] Ep 66: ||h_L||=6.045e+08 ||g_2||=2.993e-10 acc=0.3008 gamma_dfa=0.0963
+ [DFA] Ep 67: ||h_L||=6.137e+08 ||g_2||=2.988e-10 acc=0.3105 gamma_dfa=0.0961
+ [DFA] Ep 68: ||h_L||=6.227e+08 ||g_2||=2.978e-10 acc=0.2939 gamma_dfa=0.0962
+ [DFA] Ep 69: ||h_L||=6.309e+08 ||g_2||=2.942e-10 acc=0.2979 gamma_dfa=0.0964
+ [DFA] Ep 70: ||h_L||=6.393e+08 ||g_2||=2.940e-10 acc=0.2930 gamma_dfa=0.0964
+ [DFA] Ep 71: ||h_L||=6.472e+08 ||g_2||=2.872e-10 acc=0.3018 gamma_dfa=0.0963
+ [DFA] Ep 72: ||h_L||=6.547e+08 ||g_2||=2.899e-10 acc=0.2959 gamma_dfa=0.0961
+ [DFA] Ep 73: ||h_L||=6.618e+08 ||g_2||=2.843e-10 acc=0.2959 gamma_dfa=0.0962
+ [DFA] Ep 74: ||h_L||=6.688e+08 ||g_2||=2.825e-10 acc=0.2998 gamma_dfa=0.0962
+ [DFA] Ep 75: ||h_L||=6.755e+08 ||g_2||=2.794e-10 acc=0.3066 gamma_dfa=0.0963
+ [DFA] Ep 76: ||h_L||=6.812e+08 ||g_2||=2.790e-10 acc=0.2959 gamma_dfa=0.0962
+ [DFA] Ep 77: ||h_L||=6.867e+08 ||g_2||=2.792e-10 acc=0.3066 gamma_dfa=0.0958
+ [DFA] Ep 78: ||h_L||=6.919e+08 ||g_2||=2.797e-10 acc=0.2988 gamma_dfa=0.0960
+ [DFA] Ep 79: ||h_L||=6.969e+08 ||g_2||=2.750e-10 acc=0.3037 gamma_dfa=0.0959
+ [DFA] Ep 80: ||h_L||=7.010e+08 ||g_2||=2.738e-10 acc=0.3066 gamma_dfa=0.0961
+ [DFA] Ep 81: ||h_L||=7.049e+08 ||g_2||=2.723e-10 acc=0.3008 gamma_dfa=0.0961
+ [DFA] Ep 82: ||h_L||=7.085e+08 ||g_2||=2.722e-10 acc=0.3018 gamma_dfa=0.0960
+ [DFA] Ep 83: ||h_L||=7.118e+08 ||g_2||=2.707e-10 acc=0.3018 gamma_dfa=0.0962
+ [DFA] Ep 84: ||h_L||=7.148e+08 ||g_2||=2.702e-10 acc=0.3027 gamma_dfa=0.0962
+ [DFA] Ep 85: ||h_L||=7.174e+08 ||g_2||=2.683e-10 acc=0.3096 gamma_dfa=0.0961
+ [DFA] Ep 86: ||h_L||=7.197e+08 ||g_2||=2.699e-10 acc=0.2969 gamma_dfa=0.0962
+ [DFA] Ep 87: ||h_L||=7.218e+08 ||g_2||=2.699e-10 acc=0.2998 gamma_dfa=0.0960
+ [DFA] Ep 88: ||h_L||=7.235e+08 ||g_2||=2.703e-10 acc=0.2979 gamma_dfa=0.0960
+ [DFA] Ep 89: ||h_L||=7.250e+08 ||g_2||=2.679e-10 acc=0.3018 gamma_dfa=0.0962
+ [DFA] Ep 90: ||h_L||=7.262e+08 ||g_2||=2.680e-10 acc=0.2998 gamma_dfa=0.0960
+ [DFA] Ep 91: ||h_L||=7.273e+08 ||g_2||=2.691e-10 acc=0.2969 gamma_dfa=0.0960
+ [DFA] Ep 92: ||h_L||=7.281e+08 ||g_2||=2.671e-10 acc=0.3018 gamma_dfa=0.0961
+ [DFA] Ep 93: ||h_L||=7.288e+08 ||g_2||=2.677e-10 acc=0.3008 gamma_dfa=0.0961
+ [DFA] Ep 94: ||h_L||=7.293e+08 ||g_2||=2.685e-10 acc=0.2979 gamma_dfa=0.0961
+ [DFA] Ep 95: ||h_L||=7.297e+08 ||g_2||=2.670e-10 acc=0.2998 gamma_dfa=0.0961
+ [DFA] Ep 96: ||h_L||=7.299e+08 ||g_2||=2.674e-10 acc=0.2998 gamma_dfa=0.0961
+ [DFA] Ep 97: ||h_L||=7.300e+08 ||g_2||=2.671e-10 acc=0.2988 gamma_dfa=0.0961
+ [DFA] Ep 98: ||h_L||=7.301e+08 ||g_2||=2.672e-10 acc=0.2998 gamma_dfa=0.0961
+ [DFA] Ep 99: ||h_L||=7.302e+08 ||g_2||=2.671e-10 acc=0.2998 gamma_dfa=0.0961
+ [DFA] Ep 100: ||h_L||=7.302e+08 ||g_2||=2.672e-10 acc=0.2998 gamma_dfa=0.0961
+
+Saved results/snapshot_evolution_v2/snapshot_evolution_s456.json
diff --git a/results/snapshot_evolution_v2/snapshot_evolution_s123.json b/results/snapshot_evolution_v2/snapshot_evolution_s123.json
new file mode 100644
index 0000000..4ccefc8
--- /dev/null
+++ b/results/snapshot_evolution_v2/snapshot_evolution_s123.json
@@ -0,0 +1,5473 @@
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diff --git a/results/snapshot_evolution_v2/snapshot_evolution_s42.json b/results/snapshot_evolution_v2/snapshot_evolution_s42.json
new file mode 100644
index 0000000..fb4a73e
--- /dev/null
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diff --git a/results/snapshot_evolution_v2/snapshot_evolution_s456.json b/results/snapshot_evolution_v2/snapshot_evolution_s456.json
new file mode 100644
index 0000000..f78065f
--- /dev/null
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diff --git a/results/snapshot_evolution_v2/snapshot_fa_canonical_s42.json b/results/snapshot_evolution_v2/snapshot_fa_canonical_s42.json
new file mode 100644
index 0000000..d29ad2d
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diff --git a/results/snapshot_evolution_v2/snapshot_fa_s42.json b/results/snapshot_evolution_v2/snapshot_fa_s42.json
new file mode 100644
index 0000000..277acec
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generated by cgit v1.2.3 (git 2.25.1) at 2026-06-15 00:16:28 +0000