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
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
|
{
"centered_clean": {
"test_accuracy": 0.5085,
"test_cost": 0.3253386163711548,
"finite": true,
"wall_seconds": 147.13633942604065,
"corrector": {}
},
"centered_raw_selected": {
"test_accuracy": 0.2315,
"test_cost": 1.0281318225860596,
"finite": true,
"wall_seconds": 157.31327867507935,
"corrector": {
"step": 99,
"bias_model": "dillavou_constant_update",
"clean_update_rms": 0.0017007966127565303,
"bias_update_rms": 0.0002167748926504395,
"residual_update_rms": 0.00021677489153652438,
"bias_to_clean_update_rms": 0.12745491790409094,
"residual_to_clean_update_rms": 0.12745491724915364,
"neutral_observations": 0
}
},
"pep_clean": {
"test_accuracy": 0.5755,
"test_cost": 0.309199969291687,
"finite": true,
"wall_seconds": 145.47748732566833,
"corrector": {}
},
"pep_constant_selected": {
"test_accuracy": 0.597,
"test_cost": 0.3003366823196411,
"finite": true,
"wall_seconds": 152.78116750717163,
"corrector": {
"step": 99,
"bias_model": "dillavou_constant_update",
"clean_update_rms": 0.0008973869218368469,
"bias_update_rms": 0.00016005302290345862,
"residual_update_rms": 6.020679432068825e-12,
"bias_to_clean_update_rms": 0.17835453025752665,
"residual_to_clean_update_rms": 6.709123217157202e-09,
"neutral_observations": 1
}
},
"pep_oracle_selected": {
"test_accuracy": 0.5755,
"test_cost": 0.309199969291687,
"finite": true,
"wall_seconds": 157.25092959403992,
"corrector": {
"step": 99,
"bias_model": "dillavou_constant_update",
"clean_update_rms": 0.0009169057171871156,
"bias_update_rms": 0.00016005302290345862,
"residual_update_rms": 0.0,
"bias_to_clean_update_rms": 0.1745577761195224,
"residual_to_clean_update_rms": 0.0,
"neutral_observations": 0
}
},
"pep_raw_03": {
"test_accuracy": 0.5615,
"test_cost": 0.30644658470153807,
"finite": true,
"wall_seconds": 155.52709484100342,
"corrector": {
"step": 99,
"bias_model": "dillavou_constant_update",
"clean_update_rms": 0.00062359184603791,
"bias_update_rms": 4.8015909032388e-05,
"residual_update_rms": 4.801590797622057e-05,
"bias_to_clean_update_rms": 0.07699893662411514,
"residual_to_clean_update_rms": 0.0769989349304313,
"neutral_observations": 0
}
},
"pep_raw_1": {
"test_accuracy": 0.1965,
"test_cost": 0.4308369312286377,
"finite": true,
"wall_seconds": 153.90621161460876,
"corrector": {
"step": 99,
"bias_model": "dillavou_constant_update",
"clean_update_rms": 0.0005663993811762308,
"bias_update_rms": 0.00016005302290345862,
"residual_update_rms": 0.00016005302210418226,
"bias_to_clean_update_rms": 0.28257979832371916,
"residual_to_clean_update_rms": 0.28257979691256585,
"neutral_observations": 0
}
},
"pep_raw_10": {
"test_accuracy": 0.1015,
"test_cost": NaN,
"finite": false,
"wall_seconds": 152.3833601474762,
"corrector": {
"step": 99,
"bias_model": "dillavou_constant_update",
"clean_update_rms": NaN,
"bias_update_rms": NaN,
"residual_update_rms": NaN,
"bias_to_clean_update_rms": NaN,
"residual_to_clean_update_rms": NaN,
"neutral_observations": 0
}
},
"pep_raw_3": {
"test_accuracy": 0.1015,
"test_cost": NaN,
"finite": false,
"wall_seconds": 153.92182517051697,
"corrector": {
"step": 99,
"bias_model": "dillavou_constant_update",
"clean_update_rms": NaN,
"bias_update_rms": NaN,
"residual_update_rms": NaN,
"bias_to_clean_update_rms": NaN,
"residual_to_clean_update_rms": NaN,
"neutral_observations": 0
}
},
"pep_raw_beta05": {
"test_accuracy": 0.544,
"test_cost": 0.32427291965484617,
"finite": true,
"wall_seconds": 157.60576701164246,
"corrector": {
"step": 99,
"bias_model": "dillavou_constant_update",
"clean_update_rms": 0.000598504018745181,
"bias_update_rms": 0.0001342120021169413,
"residual_update_rms": 0.00013421200211600787,
"bias_to_clean_update_rms": 0.22424578267382256,
"residual_to_clean_update_rms": 0.224245782672263,
"neutral_observations": 0
}
},
"pep_raw_beta1": {
"test_accuracy": 0.085,
"test_cost": 0.4508027458190918,
"finite": true,
"wall_seconds": 155.58481884002686,
"corrector": {
"step": 99,
"bias_model": "dillavou_constant_update",
"clean_update_rms": 0.00017692629099073527,
"bias_update_rms": 0.00014855022008540845,
"residual_update_rms": 0.00014855022092355845,
"bias_to_clean_update_rms": 0.839616425877527,
"residual_to_clean_update_rms": 0.8396164306148105,
"neutral_observations": 0
}
},
"pep_raw_beta2": {
"test_accuracy": 0.1015,
"test_cost": NaN,
"finite": false,
"wall_seconds": 154.3118805885315,
"corrector": {
"step": 99,
"bias_model": "dillavou_constant_update",
"clean_update_rms": NaN,
"bias_update_rms": NaN,
"residual_update_rms": NaN,
"bias_to_clean_update_rms": NaN,
"residual_to_clean_update_rms": NaN,
"neutral_observations": 0
}
},
"pep_sdil_3": {
"test_accuracy": 0.5845,
"test_cost": 0.30579797554016114,
"finite": true,
"wall_seconds": 153.1792278289795,
"corrector": {
"step": 99,
"bias_model": "dillavou_constant_update",
"clean_update_rms": 0.0006428324867539793,
"bias_update_rms": 0.00048015905710687166,
"residual_update_rms": 1.2244390282131502e-11,
"bias_to_clean_update_rms": 0.746942737028527,
"residual_to_clean_update_rms": 1.9047559876695523e-08,
"neutral_observations": 1
}
},
"pep_sdil_selected": {
"test_accuracy": 0.597,
"test_cost": 0.3003366823196411,
"finite": true,
"wall_seconds": 158.1991639137268,
"corrector": {
"step": 99,
"bias_model": "dillavou_constant_update",
"clean_update_rms": 0.0008973869218368469,
"bias_update_rms": 0.00016005302290345862,
"residual_update_rms": 6.020679432068825e-12,
"bias_to_clean_update_rms": 0.17835453025752665,
"residual_to_clean_update_rms": 6.709123217157202e-09,
"neutral_observations": 1
}
},
"random_clean": {
"test_accuracy": 0.487,
"test_cost": 0.32863751792907714,
"finite": true,
"wall_seconds": 148.2477421760559,
"corrector": {}
},
"random_raw_selected": {
"test_accuracy": 0.085,
"test_cost": 0.671344825744629,
"finite": true,
"wall_seconds": 158.12627720832825,
"corrector": {
"step": 99,
"bias_model": "dillavou_constant_update",
"clean_update_rms": 0.0006369761166715286,
"bias_update_rms": 0.0002803655771934793,
"residual_update_rms": 0.00028036557611689906,
"bias_to_clean_update_rms": 0.44015084687713063,
"residual_to_clean_update_rms": 0.44015084518698844,
"neutral_observations": 0
}
}
}
|