1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
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, 42.802223205566406, 44.22697067260742, 46.05121994018555, 46.896766662597656] ||g||_med=[0.0010791289387270808, 0.0002035950165009126, 0.00014324457151815295, 0.00011542177526280284, 9.846547618508339e-05] acc=0.0801
[BP] Ep 1: ||h_L||=1.553e+02 ||g_2||=4.255e-05 acc=0.1436
[BP] Ep 2: ||h_L||=1.931e+02 ||g_2||=3.570e-05 acc=0.1729
[BP] Ep 3: ||h_L||=2.162e+02 ||g_2||=3.247e-05 acc=0.1777
[BP] Ep 4: ||h_L||=2.442e+02 ||g_2||=3.064e-05 acc=0.2012
[BP] Ep 5: ||h_L||=2.665e+02 ||g_2||=2.965e-05 acc=0.2051
[BP] Ep 6: ||h_L||=2.731e+02 ||g_2||=2.925e-05 acc=0.2012
[BP] Ep 7: ||h_L||=2.942e+02 ||g_2||=2.887e-05 acc=0.1895
[BP] Ep 8: ||h_L||=3.166e+02 ||g_2||=2.825e-05 acc=0.2031
[BP] Ep 9: ||h_L||=3.356e+02 ||g_2||=2.795e-05 acc=0.1895
[BP] Ep 10: ||h_L||=3.641e+02 ||g_2||=2.808e-05 acc=0.1885
[BP] Ep 11: ||h_L||=3.736e+02 ||g_2||=2.828e-05 acc=0.1836
[BP] Ep 12: ||h_L||=3.991e+02 ||g_2||=2.830e-05 acc=0.1973
[BP] Ep 13: ||h_L||=4.056e+02 ||g_2||=2.779e-05 acc=0.1865
[BP] Ep 14: ||h_L||=4.022e+02 ||g_2||=2.821e-05 acc=0.1777
[BP] Ep 15: ||h_L||=4.162e+02 ||g_2||=2.889e-05 acc=0.1650
[BP] Ep 16: ||h_L||=4.264e+02 ||g_2||=2.814e-05 acc=0.1748
[BP] Ep 17: ||h_L||=4.399e+02 ||g_2||=2.813e-05 acc=0.1758
[BP] Ep 18: ||h_L||=4.389e+02 ||g_2||=2.840e-05 acc=0.1748
[BP] Ep 19: ||h_L||=4.464e+02 ||g_2||=2.867e-05 acc=0.1729
[BP] Ep 20: ||h_L||=4.644e+02 ||g_2||=2.883e-05 acc=0.1670
[BP] Ep 21: ||h_L||=4.655e+02 ||g_2||=2.849e-05 acc=0.1719
[BP] Ep 22: ||h_L||=4.816e+02 ||g_2||=2.889e-05 acc=0.1592
[BP] Ep 23: ||h_L||=4.586e+02 ||g_2||=2.932e-05 acc=0.1436
[BP] Ep 24: ||h_L||=4.573e+02 ||g_2||=2.953e-05 acc=0.1611
[BP] Ep 25: ||h_L||=4.734e+02 ||g_2||=3.039e-05 acc=0.1455
[BP] Ep 26: ||h_L||=4.788e+02 ||g_2||=2.986e-05 acc=0.1406
[BP] Ep 27: ||h_L||=4.735e+02 ||g_2||=3.057e-05 acc=0.1387
[BP] Ep 28: ||h_L||=4.861e+02 ||g_2||=3.073e-05 acc=0.1299
[BP] Ep 29: ||h_L||=4.687e+02 ||g_2||=3.094e-05 acc=0.1230
[BP] Ep 30: ||h_L||=4.786e+02 ||g_2||=3.044e-05 acc=0.1318
[BP] Ep 31: ||h_L||=4.494e+02 ||g_2||=3.108e-05 acc=0.1309
[BP] Ep 32: ||h_L||=4.589e+02 ||g_2||=3.128e-05 acc=0.1377
[BP] Ep 33: ||h_L||=4.573e+02 ||g_2||=3.159e-05 acc=0.1289
[BP] Ep 34: ||h_L||=4.612e+02 ||g_2||=3.172e-05 acc=0.1279
[BP] Ep 35: ||h_L||=4.643e+02 ||g_2||=3.162e-05 acc=0.1230
[BP] Ep 36: ||h_L||=4.563e+02 ||g_2||=3.195e-05 acc=0.1338
[BP] Ep 37: ||h_L||=4.468e+02 ||g_2||=3.219e-05 acc=0.1279
[BP] Ep 38: ||h_L||=4.199e+02 ||g_2||=3.231e-05 acc=0.1348
[BP] Ep 39: ||h_L||=4.249e+02 ||g_2||=3.235e-05 acc=0.1123
[BP] Ep 40: ||h_L||=4.160e+02 ||g_2||=3.311e-05 acc=0.1172
[BP] Ep 41: ||h_L||=4.131e+02 ||g_2||=3.336e-05 acc=0.1191
[BP] Ep 42: ||h_L||=4.131e+02 ||g_2||=3.329e-05 acc=0.1084
[BP] Ep 43: ||h_L||=3.986e+02 ||g_2||=3.373e-05 acc=0.1074
[BP] Ep 44: ||h_L||=3.907e+02 ||g_2||=3.344e-05 acc=0.1240
[BP] Ep 45: ||h_L||=3.760e+02 ||g_2||=3.396e-05 acc=0.1152
[BP] Ep 46: ||h_L||=3.736e+02 ||g_2||=3.432e-05 acc=0.1123
[BP] Ep 47: ||h_L||=3.586e+02 ||g_2||=3.479e-05 acc=0.1133
[BP] Ep 48: ||h_L||=3.632e+02 ||g_2||=3.458e-05 acc=0.1084
[BP] Ep 49: ||h_L||=3.485e+02 ||g_2||=3.495e-05 acc=0.1055
[BP] Ep 50: ||h_L||=3.437e+02 ||g_2||=3.525e-05 acc=0.0957
[BP] Ep 51: ||h_L||=3.300e+02 ||g_2||=3.516e-05 acc=0.1055
[BP] Ep 52: ||h_L||=3.224e+02 ||g_2||=3.584e-05 acc=0.0996
[BP] Ep 53: ||h_L||=2.983e+02 ||g_2||=3.604e-05 acc=0.1025
[BP] Ep 54: ||h_L||=2.993e+02 ||g_2||=3.617e-05 acc=0.0898
[BP] Ep 55: ||h_L||=2.992e+02 ||g_2||=3.674e-05 acc=0.0889
[BP] Ep 56: ||h_L||=2.884e+02 ||g_2||=3.681e-05 acc=0.0908
[BP] Ep 57: ||h_L||=2.793e+02 ||g_2||=3.732e-05 acc=0.0977
[BP] Ep 58: ||h_L||=2.685e+02 ||g_2||=3.709e-05 acc=0.0938
[BP] Ep 59: ||h_L||=2.631e+02 ||g_2||=3.763e-05 acc=0.0938
[BP] Ep 60: ||h_L||=2.557e+02 ||g_2||=3.750e-05 acc=0.1035
[BP] Ep 61: ||h_L||=2.525e+02 ||g_2||=3.791e-05 acc=0.0947
[BP] Ep 62: ||h_L||=2.432e+02 ||g_2||=3.832e-05 acc=0.0996
[BP] Ep 63: ||h_L||=2.397e+02 ||g_2||=3.882e-05 acc=0.0938
[BP] Ep 64: ||h_L||=2.338e+02 ||g_2||=3.874e-05 acc=0.0957
[BP] Ep 65: ||h_L||=2.265e+02 ||g_2||=3.944e-05 acc=0.0957
[BP] Ep 66: ||h_L||=2.175e+02 ||g_2||=3.973e-05 acc=0.0869
[BP] Ep 67: ||h_L||=2.158e+02 ||g_2||=3.975e-05 acc=0.0928
[BP] Ep 68: ||h_L||=2.117e+02 ||g_2||=4.036e-05 acc=0.0898
[BP] Ep 69: ||h_L||=2.119e+02 ||g_2||=4.041e-05 acc=0.0879
[BP] Ep 70: ||h_L||=2.023e+02 ||g_2||=4.075e-05 acc=0.0869
[BP] Ep 71: ||h_L||=1.978e+02 ||g_2||=4.113e-05 acc=0.0918
[BP] Ep 72: ||h_L||=1.925e+02 ||g_2||=4.125e-05 acc=0.0928
[BP] Ep 73: ||h_L||=1.900e+02 ||g_2||=4.188e-05 acc=0.0869
[BP] Ep 74: ||h_L||=1.880e+02 ||g_2||=4.231e-05 acc=0.0908
[BP] Ep 75: ||h_L||=1.866e+02 ||g_2||=4.237e-05 acc=0.0928
[BP] Ep 76: ||h_L||=1.818e+02 ||g_2||=4.254e-05 acc=0.0928
[BP] Ep 77: ||h_L||=1.795e+02 ||g_2||=4.277e-05 acc=0.0977
[BP] Ep 78: ||h_L||=1.770e+02 ||g_2||=4.308e-05 acc=0.0947
[BP] Ep 79: ||h_L||=1.763e+02 ||g_2||=4.322e-05 acc=0.0889
[BP] Ep 80: ||h_L||=1.734e+02 ||g_2||=4.371e-05 acc=0.0928
[BP] Ep 81: ||h_L||=1.711e+02 ||g_2||=4.385e-05 acc=0.0928
[BP] Ep 82: ||h_L||=1.689e+02 ||g_2||=4.418e-05 acc=0.0947
[BP] Ep 83: ||h_L||=1.685e+02 ||g_2||=4.438e-05 acc=0.0938
[BP] Ep 84: ||h_L||=1.666e+02 ||g_2||=4.441e-05 acc=0.0957
[BP] Ep 85: ||h_L||=1.660e+02 ||g_2||=4.454e-05 acc=0.0879
[BP] Ep 86: ||h_L||=1.635e+02 ||g_2||=4.459e-05 acc=0.0938
[BP] Ep 87: ||h_L||=1.640e+02 ||g_2||=4.475e-05 acc=0.0928
[BP] Ep 88: ||h_L||=1.624e+02 ||g_2||=4.495e-05 acc=0.0938
[BP] Ep 89: ||h_L||=1.618e+02 ||g_2||=4.503e-05 acc=0.0918
[BP] Ep 90: ||h_L||=1.619e+02 ||g_2||=4.513e-05 acc=0.0938
[BP] Ep 91: ||h_L||=1.609e+02 ||g_2||=4.518e-05 acc=0.0928
[BP] Ep 92: ||h_L||=1.609e+02 ||g_2||=4.525e-05 acc=0.0908
[BP] Ep 93: ||h_L||=1.601e+02 ||g_2||=4.532e-05 acc=0.0918
[BP] Ep 94: ||h_L||=1.597e+02 ||g_2||=4.533e-05 acc=0.0928
[BP] Ep 95: ||h_L||=1.596e+02 ||g_2||=4.529e-05 acc=0.0908
[BP] Ep 96: ||h_L||=1.593e+02 ||g_2||=4.540e-05 acc=0.0908
[BP] Ep 97: ||h_L||=1.593e+02 ||g_2||=4.545e-05 acc=0.0918
[BP] Ep 98: ||h_L||=1.593e+02 ||g_2||=4.546e-05 acc=0.0918
[BP] Ep 99: ||h_L||=1.593e+02 ||g_2||=4.546e-05 acc=0.0918
[BP] Ep 100: ||h_L||=1.593e+02 ||g_2||=4.546e-05 acc=0.0918
=== DFA training ===
[DFA] Ep 0: ||h||_med=[8.718070030212402, 42.802223205566406, 44.22697067260742, 46.05121994018555, 46.896766662597656] ||g||_med=[0.0010791289387270808, 0.0002035950165009126, 0.00014324457151815295, 0.00011542177526280284, 9.846547618508339e-05] acc=0.0801
[DFA] Ep 1: ||h_L||=5.295e+03 ||g_2||=8.588e-07 acc=0.1562 gamma_dfa=0.0467
[DFA] Ep 2: ||h_L||=2.157e+04 ||g_2||=1.623e-07 acc=0.1465 gamma_dfa=0.0354
[DFA] Ep 3: ||h_L||=4.868e+04 ||g_2||=6.499e-08 acc=0.1504 gamma_dfa=0.0336
[DFA] Ep 4: ||h_L||=8.880e+04 ||g_2||=3.371e-08 acc=0.1494 gamma_dfa=0.0280
[DFA] Ep 5: ||h_L||=1.410e+05 ||g_2||=2.114e-08 acc=0.1436 gamma_dfa=0.0275
[DFA] Ep 6: ||h_L||=2.259e+05 ||g_2||=1.408e-08 acc=0.1416 gamma_dfa=0.0224
[DFA] Ep 7: ||h_L||=3.300e+05 ||g_2||=1.018e-08 acc=0.1338 gamma_dfa=0.0140
[DFA] Ep 8: ||h_L||=4.608e+05 ||g_2||=7.597e-09 acc=0.1328 gamma_dfa=0.0117
[DFA] Ep 9: ||h_L||=6.299e+05 ||g_2||=6.086e-09 acc=0.1299 gamma_dfa=0.0090
[DFA] Ep 10: ||h_L||=8.288e+05 ||g_2||=5.069e-09 acc=0.1250 gamma_dfa=0.0051
[DFA] Ep 11: ||h_L||=1.047e+06 ||g_2||=4.261e-09 acc=0.1250 gamma_dfa=0.0026
[DFA] Ep 12: ||h_L||=1.298e+06 ||g_2||=3.751e-09 acc=0.1162 gamma_dfa=-0.0011
[DFA] Ep 13: ||h_L||=1.633e+06 ||g_2||=3.241e-09 acc=0.1133 gamma_dfa=-0.0034
[DFA] Ep 14: ||h_L||=2.018e+06 ||g_2||=2.862e-09 acc=0.1104 gamma_dfa=-0.0044
[DFA] Ep 15: ||h_L||=2.470e+06 ||g_2||=2.457e-09 acc=0.1133 gamma_dfa=-0.0055
[DFA] Ep 16: ||h_L||=2.981e+06 ||g_2||=2.181e-09 acc=0.1104 gamma_dfa=-0.0057
[DFA] Ep 17: ||h_L||=3.521e+06 ||g_2||=1.952e-09 acc=0.1123 gamma_dfa=-0.0064
[DFA] Ep 18: ||h_L||=4.172e+06 ||g_2||=1.740e-09 acc=0.1143 gamma_dfa=-0.0064
[DFA] Ep 19: ||h_L||=4.909e+06 ||g_2||=1.562e-09 acc=0.1172 gamma_dfa=-0.0077
[DFA] Ep 20: ||h_L||=5.633e+06 ||g_2||=1.385e-09 acc=0.1113 gamma_dfa=-0.0068
[DFA] Ep 21: ||h_L||=6.425e+06 ||g_2||=1.257e-09 acc=0.1162 gamma_dfa=-0.0086
[DFA] Ep 22: ||h_L||=7.322e+06 ||g_2||=1.121e-09 acc=0.1113 gamma_dfa=-0.0074
[DFA] Ep 23: ||h_L||=8.329e+06 ||g_2||=1.006e-09 acc=0.1123 gamma_dfa=-0.0067
[DFA] Ep 24: ||h_L||=9.444e+06 ||g_2||=9.108e-10 acc=0.1143 gamma_dfa=-0.0056
[DFA] Ep 25: ||h_L||=1.064e+07 ||g_2||=8.279e-10 acc=0.1152 gamma_dfa=-0.0044
[DFA] Ep 26: ||h_L||=1.185e+07 ||g_2||=7.524e-10 acc=0.1123 gamma_dfa=-0.0030
[DFA] Ep 27: ||h_L||=1.317e+07 ||g_2||=6.949e-10 acc=0.1104 gamma_dfa=-0.0022
[DFA] Ep 28: ||h_L||=1.456e+07 ||g_2||=6.403e-10 acc=0.1133 gamma_dfa=0.0003
[DFA] Ep 29: ||h_L||=1.608e+07 ||g_2||=5.905e-10 acc=0.1143 gamma_dfa=0.0035
[DFA] Ep 30: ||h_L||=1.766e+07 ||g_2||=5.454e-10 acc=0.1152 gamma_dfa=0.0040
[DFA] Ep 31: ||h_L||=1.913e+07 ||g_2||=5.052e-10 acc=0.1162 gamma_dfa=0.0066
[DFA] Ep 32: ||h_L||=2.086e+07 ||g_2||=4.702e-10 acc=0.1162 gamma_dfa=0.0085
[DFA] Ep 33: ||h_L||=2.252e+07 ||g_2||=4.386e-10 acc=0.1143 gamma_dfa=0.0103
[DFA] Ep 34: ||h_L||=2.431e+07 ||g_2||=4.123e-10 acc=0.1133 gamma_dfa=0.0126
[DFA] Ep 35: ||h_L||=2.629e+07 ||g_2||=3.859e-10 acc=0.1182 gamma_dfa=0.0154
[DFA] Ep 36: ||h_L||=2.809e+07 ||g_2||=3.577e-10 acc=0.1162 gamma_dfa=0.0166
[DFA] Ep 37: ||h_L||=3.012e+07 ||g_2||=3.363e-10 acc=0.1162 gamma_dfa=0.0184
[DFA] Ep 38: ||h_L||=3.201e+07 ||g_2||=3.192e-10 acc=0.1143 gamma_dfa=0.0196
[DFA] Ep 39: ||h_L||=3.397e+07 ||g_2||=3.025e-10 acc=0.1143 gamma_dfa=0.0222
[DFA] Ep 40: ||h_L||=3.603e+07 ||g_2||=2.856e-10 acc=0.1191 gamma_dfa=0.0233
[DFA] Ep 41: ||h_L||=3.818e+07 ||g_2||=2.714e-10 acc=0.1191 gamma_dfa=0.0246
[DFA] Ep 42: ||h_L||=4.000e+07 ||g_2||=2.587e-10 acc=0.1201 gamma_dfa=0.0262
[DFA] Ep 43: ||h_L||=4.217e+07 ||g_2||=2.469e-10 acc=0.1211 gamma_dfa=0.0270
[DFA] Ep 44: ||h_L||=4.445e+07 ||g_2||=2.350e-10 acc=0.1182 gamma_dfa=0.0282
[DFA] Ep 45: ||h_L||=4.640e+07 ||g_2||=2.246e-10 acc=0.1221 gamma_dfa=0.0300
[DFA] Ep 46: ||h_L||=4.865e+07 ||g_2||=2.160e-10 acc=0.1221 gamma_dfa=0.0309
[DFA] Ep 47: ||h_L||=5.074e+07 ||g_2||=2.057e-10 acc=0.1191 gamma_dfa=0.0319
[DFA] Ep 48: ||h_L||=5.294e+07 ||g_2||=1.989e-10 acc=0.1221 gamma_dfa=0.0334
[DFA] Ep 49: ||h_L||=5.507e+07 ||g_2||=1.927e-10 acc=0.1201 gamma_dfa=0.0341
[DFA] Ep 50: ||h_L||=5.747e+07 ||g_2||=1.853e-10 acc=0.1201 gamma_dfa=0.0345
[DFA] Ep 51: ||h_L||=5.964e+07 ||g_2||=1.792e-10 acc=0.1211 gamma_dfa=0.0351
[DFA] Ep 52: ||h_L||=6.183e+07 ||g_2||=1.742e-10 acc=0.1211 gamma_dfa=0.0353
[DFA] Ep 53: ||h_L||=6.382e+07 ||g_2||=1.697e-10 acc=0.1211 gamma_dfa=0.0356
[DFA] Ep 54: ||h_L||=6.598e+07 ||g_2||=1.636e-10 acc=0.1211 gamma_dfa=0.0363
[DFA] Ep 55: ||h_L||=6.804e+07 ||g_2||=1.612e-10 acc=0.1221 gamma_dfa=0.0372
[DFA] Ep 56: ||h_L||=7.015e+07 ||g_2||=1.567e-10 acc=0.1201 gamma_dfa=0.0373
[DFA] Ep 57: ||h_L||=7.211e+07 ||g_2||=1.531e-10 acc=0.1201 gamma_dfa=0.0378
[DFA] Ep 58: ||h_L||=7.388e+07 ||g_2||=1.500e-10 acc=0.1211 gamma_dfa=0.0386
[DFA] Ep 59: ||h_L||=7.572e+07 ||g_2||=1.468e-10 acc=0.1201 gamma_dfa=0.0388
[DFA] Ep 60: ||h_L||=7.753e+07 ||g_2||=1.434e-10 acc=0.1191 gamma_dfa=0.0391
[DFA] Ep 61: ||h_L||=7.944e+07 ||g_2||=1.411e-10 acc=0.1191 gamma_dfa=0.0395
[DFA] Ep 62: ||h_L||=8.113e+07 ||g_2||=1.380e-10 acc=0.1201 gamma_dfa=0.0395
[DFA] Ep 63: ||h_L||=8.283e+07 ||g_2||=1.356e-10 acc=0.1182 gamma_dfa=0.0395
[DFA] Ep 64: ||h_L||=8.423e+07 ||g_2||=1.331e-10 acc=0.1211 gamma_dfa=0.0402
[DFA] Ep 65: ||h_L||=8.572e+07 ||g_2||=1.311e-10 acc=0.1182 gamma_dfa=0.0406
[DFA] Ep 66: ||h_L||=8.715e+07 ||g_2||=1.290e-10 acc=0.1191 gamma_dfa=0.0409
[DFA] Ep 67: ||h_L||=8.854e+07 ||g_2||=1.268e-10 acc=0.1201 gamma_dfa=0.0409
[DFA] Ep 68: ||h_L||=8.993e+07 ||g_2||=1.251e-10 acc=0.1201 gamma_dfa=0.0407
[DFA] Ep 69: ||h_L||=9.145e+07 ||g_2||=1.233e-10 acc=0.1201 gamma_dfa=0.0407
[DFA] Ep 70: ||h_L||=9.264e+07 ||g_2||=1.220e-10 acc=0.1201 gamma_dfa=0.0413
[DFA] Ep 71: ||h_L||=9.376e+07 ||g_2||=1.204e-10 acc=0.1191 gamma_dfa=0.0415
[DFA] Ep 72: ||h_L||=9.485e+07 ||g_2||=1.194e-10 acc=0.1191 gamma_dfa=0.0417
[DFA] Ep 73: ||h_L||=9.596e+07 ||g_2||=1.179e-10 acc=0.1172 gamma_dfa=0.0414
[DFA] Ep 74: ||h_L||=9.695e+07 ||g_2||=1.171e-10 acc=0.1201 gamma_dfa=0.0416
[DFA] Ep 75: ||h_L||=9.787e+07 ||g_2||=1.160e-10 acc=0.1182 gamma_dfa=0.0416
[DFA] Ep 76: ||h_L||=9.874e+07 ||g_2||=1.155e-10 acc=0.1172 gamma_dfa=0.0418
[DFA] Ep 77: ||h_L||=9.959e+07 ||g_2||=1.146e-10 acc=0.1182 gamma_dfa=0.0418
[DFA] Ep 78: ||h_L||=1.004e+08 ||g_2||=1.136e-10 acc=0.1172 gamma_dfa=0.0419
[DFA] Ep 79: ||h_L||=1.011e+08 ||g_2||=1.131e-10 acc=0.1201 gamma_dfa=0.0419
[DFA] Ep 80: ||h_L||=1.017e+08 ||g_2||=1.126e-10 acc=0.1201 gamma_dfa=0.0421
[DFA] Ep 81: ||h_L||=1.023e+08 ||g_2||=1.120e-10 acc=0.1201 gamma_dfa=0.0422
[DFA] Ep 82: ||h_L||=1.029e+08 ||g_2||=1.115e-10 acc=0.1201 gamma_dfa=0.0421
[DFA] Ep 83: ||h_L||=1.033e+08 ||g_2||=1.111e-10 acc=0.1201 gamma_dfa=0.0422
[DFA] Ep 84: ||h_L||=1.037e+08 ||g_2||=1.107e-10 acc=0.1201 gamma_dfa=0.0421
[DFA] Ep 85: ||h_L||=1.041e+08 ||g_2||=1.102e-10 acc=0.1201 gamma_dfa=0.0421
[DFA] Ep 86: ||h_L||=1.045e+08 ||g_2||=1.099e-10 acc=0.1191 gamma_dfa=0.0422
[DFA] Ep 87: ||h_L||=1.048e+08 ||g_2||=1.097e-10 acc=0.1201 gamma_dfa=0.0422
[DFA] Ep 88: ||h_L||=1.050e+08 ||g_2||=1.094e-10 acc=0.1201 gamma_dfa=0.0422
[DFA] Ep 89: ||h_L||=1.052e+08 ||g_2||=1.092e-10 acc=0.1191 gamma_dfa=0.0422
[DFA] Ep 90: ||h_L||=1.054e+08 ||g_2||=1.091e-10 acc=0.1201 gamma_dfa=0.0422
[DFA] Ep 91: ||h_L||=1.056e+08 ||g_2||=1.090e-10 acc=0.1201 gamma_dfa=0.0421
[DFA] Ep 92: ||h_L||=1.057e+08 ||g_2||=1.089e-10 acc=0.1201 gamma_dfa=0.0421
[DFA] Ep 93: ||h_L||=1.058e+08 ||g_2||=1.088e-10 acc=0.1201 gamma_dfa=0.0421
[DFA] Ep 94: ||h_L||=1.059e+08 ||g_2||=1.087e-10 acc=0.1201 gamma_dfa=0.0422
[DFA] Ep 95: ||h_L||=1.059e+08 ||g_2||=1.087e-10 acc=0.1201 gamma_dfa=0.0422
[DFA] Ep 96: ||h_L||=1.060e+08 ||g_2||=1.086e-10 acc=0.1201 gamma_dfa=0.0422
[DFA] Ep 97: ||h_L||=1.060e+08 ||g_2||=1.086e-10 acc=0.1201 gamma_dfa=0.0422
[DFA] Ep 98: ||h_L||=1.060e+08 ||g_2||=1.086e-10 acc=0.1201 gamma_dfa=0.0422
[DFA] Ep 99: ||h_L||=1.060e+08 ||g_2||=1.086e-10 acc=0.1201 gamma_dfa=0.0422
[DFA] Ep 100: ||h_L||=1.060e+08 ||g_2||=1.086e-10 acc=0.1201 gamma_dfa=0.0422
Saved results/h2_no_residual_full_s42/snapshot_evolution_s42.json
|
