summaryrefslogtreecommitdiff
path: root/results/babyai_shared/population_p3_analysis.json
blob: 08a9c7ceaebc52d893149b2679e3ddea70627e81 (plain)
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
{
  "checks": {
    "all_seed_gates_pass": false,
    "r2_at_least_0p8_every_seed_epoch_layer": false,
    "residual_ratio_at_most_0p25_every_seed_epoch_layer": false,
    "zero_action_or_teaching_observations": true
  },
  "decision": "Close the population-linear predictor rescue. It is highly predictive at initialization but fails the frozen early-layer threshold after clean task learning; do not run another PickupLoc downstream endpoint.",
  "epoch_layer_means_across_seeds": [
    {
      "epoch": 0,
      "layer": 0,
      "mean_holdout_r2": 0.972669243812561,
      "mean_holdout_residual_ratio": 0.10559078057607015
    },
    {
      "epoch": 0,
      "layer": 1,
      "mean_holdout_r2": 0.9938111305236816,
      "mean_holdout_residual_ratio": 0.05075520773728689
    },
    {
      "epoch": 0,
      "layer": 2,
      "mean_holdout_r2": 0.9965593020121256,
      "mean_holdout_residual_ratio": 0.037968567262093224
    },
    {
      "epoch": 0,
      "layer": 3,
      "mean_holdout_r2": 0.9977092742919922,
      "mean_holdout_residual_ratio": 0.03117166894177596
    },
    {
      "epoch": 1,
      "layer": 0,
      "mean_holdout_r2": 0.8532736500104269,
      "mean_holdout_residual_ratio": 0.24617203076680502
    },
    {
      "epoch": 1,
      "layer": 1,
      "mean_holdout_r2": 0.9774375756581625,
      "mean_holdout_residual_ratio": 0.09696057438850403
    },
    {
      "epoch": 1,
      "layer": 2,
      "mean_holdout_r2": 0.9829351902008057,
      "mean_holdout_residual_ratio": 0.08451603849728902
    },
    {
      "epoch": 1,
      "layer": 3,
      "mean_holdout_r2": 0.9884803891181946,
      "mean_holdout_residual_ratio": 0.07001137733459473
    },
    {
      "epoch": 5,
      "layer": 0,
      "mean_holdout_r2": 0.7852290074030558,
      "mean_holdout_residual_ratio": 0.2982979516188304
    },
    {
      "epoch": 5,
      "layer": 1,
      "mean_holdout_r2": 0.9404525359471639,
      "mean_holdout_residual_ratio": 0.15772825479507446
    },
    {
      "epoch": 5,
      "layer": 2,
      "mean_holdout_r2": 0.9551665385564169,
      "mean_holdout_residual_ratio": 0.13717531661192575
    },
    {
      "epoch": 5,
      "layer": 3,
      "mean_holdout_r2": 0.9778080781300863,
      "mean_holdout_residual_ratio": 0.09727375209331512
    },
    {
      "epoch": 10,
      "layer": 0,
      "mean_holdout_r2": 0.7818694313367208,
      "mean_holdout_residual_ratio": 0.30070162812868756
    },
    {
      "epoch": 10,
      "layer": 1,
      "mean_holdout_r2": 0.9168808062871298,
      "mean_holdout_residual_ratio": 0.1869215965270996
    },
    {
      "epoch": 10,
      "layer": 2,
      "mean_holdout_r2": 0.9389026165008545,
      "mean_holdout_residual_ratio": 0.16029799977938333
    },
    {
      "epoch": 10,
      "layer": 3,
      "mean_holdout_r2": 0.9738152623176575,
      "mean_holdout_residual_ratio": 0.10578999916712443
    },
    {
      "epoch": 20,
      "layer": 0,
      "mean_holdout_r2": 0.8234108686447144,
      "mean_holdout_residual_ratio": 0.2713727255662282
    },
    {
      "epoch": 20,
      "layer": 1,
      "mean_holdout_r2": 0.9010587930679321,
      "mean_holdout_residual_ratio": 0.20385040839513144
    },
    {
      "epoch": 20,
      "layer": 2,
      "mean_holdout_r2": 0.9290995995203654,
      "mean_holdout_residual_ratio": 0.17255698641141257
    },
    {
      "epoch": 20,
      "layer": 3,
      "mean_holdout_r2": 0.9702359239260355,
      "mean_holdout_residual_ratio": 0.11271155128876369
    },
    {
      "epoch": 40,
      "layer": 0,
      "mean_holdout_r2": 0.7636886239051819,
      "mean_holdout_residual_ratio": 0.31424906849861145
    },
    {
      "epoch": 40,
      "layer": 1,
      "mean_holdout_r2": 0.8482151031494141,
      "mean_holdout_residual_ratio": 0.2532327820857366
    },
    {
      "epoch": 40,
      "layer": 2,
      "mean_holdout_r2": 0.8937068382898966,
      "mean_holdout_residual_ratio": 0.21221035222212473
    },
    {
      "epoch": 40,
      "layer": 3,
      "mean_holdout_r2": 0.9683659275372823,
      "mean_holdout_residual_ratio": 0.11610875278711319
    }
  ],
  "gate": "fail",
  "maximum_holdout_residual_context_rms_ratio": {
    "context_rms": 0.20538413524627686,
    "epoch": 40,
    "layer": 0,
    "mean_per_cell_r2": 0.7517150640487671,
    "observations": 4096,
    "residual_context_rms_ratio": 0.32660192251205444,
    "seed": 4103
  },
  "minimum_holdout_r2": {
    "context_rms": 0.20538413524627686,
    "epoch": 40,
    "layer": 0,
    "mean_per_cell_r2": 0.7517150640487671,
    "observations": 4096,
    "residual_context_rms_ratio": 0.32660192251205444,
    "seed": 4103
  },
  "raw_sdil_rollout_or_test_outcomes_read": false,
  "stage": "babyai_population_p3_analysis"
}