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|
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
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