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|
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
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