File size: 9,949 Bytes
3e651cb
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
{
  "provenance": {
    "script": "/media/drn2/External/TARA-Oceans/03_analyses/WorldModelApp/scripts/t13_hyperparam_sweep_20260127_130000.py",
    "inputs": [
      "/media/drn2/External/TARA-Oceans/03_analyses/WorldModelApp/data/consolidated_env.npy",
      "/media/drn2/External/TARA-Oceans/03_analyses/WorldModelApp/data/consolidated_pfam_modules.npy",
      "/media/drn2/External/TARA-Oceans/03_analyses/WorldModelApp/data/consolidated_bio_response.npy",
      "/media/drn2/External/TARA-Oceans/03_analyses/WorldModelApp/data/consolidated_bio_valid.npy"
    ],
    "date": "2026-01-27 11:11:45",
    "integrity_check": "PASSED"
  },
  "sweep_config": {
    "fold": "Atlantic",
    "n_train": 1166,
    "n_val": 644,
    "seeds": [
      42,
      123,
      456
    ],
    "total_runs": 54,
    "total_time_s": 214.4
  },
  "best_config": {
    "latent_dim": 32,
    "dropout": 0.3,
    "vicreg_name": "default",
    "lambda_inv": 25.0,
    "lambda_var": 25.0,
    "lambda_cov": 1.0,
    "pred_alpha": 1.0,
    "lr": 0.001,
    "weight_decay": 0.0001,
    "max_epochs": 300,
    "patience": 30,
    "min_delta": 0.0001,
    "batch_size": 128,
    "grad_clip": 1.0
  },
  "best_metrics": {
    "avg_val_total": 41.05130301581489,
    "std_val_total": 0.38005576687680837,
    "avg_val_vicreg": 38.984246571858726,
    "std_val_vicreg": 0.3580761158729817,
    "avg_val_pred": 2.067056621114413,
    "std_val_pred": 0.09396329900913643,
    "params": 53187
  },
  "all_results": [
    {
      "rank": 1,
      "latent_dim": 32,
      "dropout": 0.3,
      "vicreg_name": "default",
      "lambda_inv": 25.0,
      "lambda_var": 25.0,
      "lambda_cov": 1.0,
      "params": 53187,
      "avg_val_total": 41.05130301581489,
      "std_val_total": 0.38005576687680837,
      "avg_val_vicreg": 38.984246571858726,
      "std_val_vicreg": 0.3580761158729817,
      "avg_val_pred": 2.067056621114413,
      "std_val_pred": 0.09396329900913643
    },
    {
      "rank": 2,
      "latent_dim": 16,
      "dropout": 0.3,
      "vicreg_name": "default",
      "lambda_inv": 25.0,
      "lambda_var": 25.0,
      "lambda_cov": 1.0,
      "params": 47971,
      "avg_val_total": 41.41749254862467,
      "std_val_total": 0.1648006392111517,
      "avg_val_vicreg": 38.50013097127279,
      "std_val_vicreg": 0.35088072688752703,
      "avg_val_pred": 2.917361912628015,
      "std_val_pred": 0.21399294374027156
    },
    {
      "rank": 3,
      "latent_dim": 64,
      "dropout": 0.3,
      "vicreg_name": "default",
      "lambda_inv": 25.0,
      "lambda_var": 25.0,
      "lambda_cov": 1.0,
      "params": 63619,
      "avg_val_total": 41.53866449991862,
      "std_val_total": 0.2151686493501874,
      "avg_val_vicreg": 39.844089084201386,
      "std_val_vicreg": 0.1480184844259856,
      "avg_val_pred": 1.6945752816067803,
      "std_val_pred": 0.10930353765485408
    },
    {
      "rank": 4,
      "latent_dim": 32,
      "dropout": 0.5,
      "vicreg_name": "default",
      "lambda_inv": 25.0,
      "lambda_var": 25.0,
      "lambda_cov": 1.0,
      "params": 53187,
      "avg_val_total": 42.267934799194336,
      "std_val_total": 0.40859077604106053,
      "avg_val_vicreg": 39.89259719848633,
      "std_val_vicreg": 0.3256019664506181,
      "avg_val_pred": 2.375337744752566,
      "std_val_pred": 0.2298646191069577
    },
    {
      "rank": 5,
      "latent_dim": 64,
      "dropout": 0.5,
      "vicreg_name": "default",
      "lambda_inv": 25.0,
      "lambda_var": 25.0,
      "lambda_cov": 1.0,
      "params": 63619,
      "avg_val_total": 42.66293801201714,
      "std_val_total": 0.2136225260624326,
      "avg_val_vicreg": 40.723184373643655,
      "std_val_vicreg": 0.20533054186665559,
      "avg_val_pred": 1.939753719088104,
      "std_val_pred": 0.011867779844547188
    },
    {
      "rank": 6,
      "latent_dim": 16,
      "dropout": 0.5,
      "vicreg_name": "default",
      "lambda_inv": 25.0,
      "lambda_var": 25.0,
      "lambda_cov": 1.0,
      "params": 47971,
      "avg_val_total": 42.71917851765951,
      "std_val_total": 0.7665875124356349,
      "avg_val_vicreg": 39.40584627787272,
      "std_val_vicreg": 0.6577386783806081,
      "avg_val_pred": 3.3133317819899983,
      "std_val_pred": 0.12508679730393615
    },
    {
      "rank": 7,
      "latent_dim": 32,
      "dropout": 0.3,
      "vicreg_name": "high_covariance",
      "lambda_inv": 25.0,
      "lambda_var": 25.0,
      "lambda_cov": 10.0,
      "params": 53187,
      "avg_val_total": 44.4754458533393,
      "std_val_total": 0.06584588928393995,
      "avg_val_vicreg": 42.07578637864855,
      "std_val_vicreg": 0.28418722198316027,
      "avg_val_pred": 2.399659642328819,
      "std_val_pred": 0.24705891220031367
    },
    {
      "rank": 8,
      "latent_dim": 32,
      "dropout": 0.5,
      "vicreg_name": "high_covariance",
      "lambda_inv": 25.0,
      "lambda_var": 25.0,
      "lambda_cov": 10.0,
      "params": 53187,
      "avg_val_total": 44.576649559868706,
      "std_val_total": 0.17545108648607916,
      "avg_val_vicreg": 42.15482881334093,
      "std_val_vicreg": 0.12596852085536833,
      "avg_val_pred": 2.421820650084151,
      "std_val_pred": 0.050243832835822594
    },
    {
      "rank": 9,
      "latent_dim": 16,
      "dropout": 0.3,
      "vicreg_name": "high_covariance",
      "lambda_inv": 25.0,
      "lambda_var": 25.0,
      "lambda_cov": 10.0,
      "params": 47971,
      "avg_val_total": 44.600736194186744,
      "std_val_total": 0.16113749177324208,
      "avg_val_vicreg": 41.29713821411133,
      "std_val_vicreg": 0.27327076432329706,
      "avg_val_pred": 3.3035979196429253,
      "std_val_pred": 0.25611801797899636
    },
    {
      "rank": 10,
      "latent_dim": 16,
      "dropout": 0.5,
      "vicreg_name": "high_covariance",
      "lambda_inv": 25.0,
      "lambda_var": 25.0,
      "lambda_cov": 10.0,
      "params": 47971,
      "avg_val_total": 44.66786532931857,
      "std_val_total": 0.2543020078561328,
      "avg_val_vicreg": 41.54936239454481,
      "std_val_vicreg": 0.13479661347127272,
      "avg_val_pred": 3.1185029836164575,
      "std_val_pred": 0.1669271848740466
    },
    {
      "rank": 11,
      "latent_dim": 64,
      "dropout": 0.3,
      "vicreg_name": "high_covariance",
      "lambda_inv": 25.0,
      "lambda_var": 25.0,
      "lambda_cov": 10.0,
      "params": 63619,
      "avg_val_total": 44.759677463107636,
      "std_val_total": 0.13176357883806153,
      "avg_val_vicreg": 42.70491578843859,
      "std_val_vicreg": 0.04728248324726026,
      "avg_val_pred": 2.054761736343304,
      "std_val_pred": 0.1130719732622441
    },
    {
      "rank": 12,
      "latent_dim": 64,
      "dropout": 0.5,
      "vicreg_name": "high_covariance",
      "lambda_inv": 25.0,
      "lambda_var": 25.0,
      "lambda_cov": 10.0,
      "params": 63619,
      "avg_val_total": 45.132680045233826,
      "std_val_total": 0.05655242970803006,
      "avg_val_vicreg": 43.10596889919705,
      "std_val_vicreg": 0.057764934163928965,
      "avg_val_pred": 2.026710879057646,
      "std_val_pred": 0.06620457474314766
    },
    {
      "rank": 13,
      "latent_dim": 32,
      "dropout": 0.3,
      "vicreg_name": "high_variance",
      "lambda_inv": 10.0,
      "lambda_var": 50.0,
      "lambda_cov": 1.0,
      "params": 53187,
      "avg_val_total": 54.442194832695854,
      "std_val_total": 0.3233563313102728,
      "avg_val_vicreg": 52.32098049587674,
      "std_val_vicreg": 0.3367353449524611,
      "avg_val_pred": 2.1212142213351197,
      "std_val_pred": 0.1534630946054846
    },
    {
      "rank": 14,
      "latent_dim": 16,
      "dropout": 0.3,
      "vicreg_name": "high_variance",
      "lambda_inv": 10.0,
      "lambda_var": 50.0,
      "lambda_cov": 1.0,
      "params": 47971,
      "avg_val_total": 54.65630997551813,
      "std_val_total": 1.5158442768219174,
      "avg_val_vicreg": 51.99490547180176,
      "std_val_vicreg": 1.424356508362817,
      "avg_val_pred": 2.6614045856727495,
      "std_val_pred": 0.12813470575119099
    },
    {
      "rank": 15,
      "latent_dim": 64,
      "dropout": 0.3,
      "vicreg_name": "high_variance",
      "lambda_inv": 10.0,
      "lambda_var": 50.0,
      "lambda_cov": 1.0,
      "params": 63619,
      "avg_val_total": 58.833312564425995,
      "std_val_total": 0.684309109473459,
      "avg_val_vicreg": 56.4467887878418,
      "std_val_vicreg": 0.7851219132682428,
      "avg_val_pred": 2.3865235398213067,
      "std_val_pred": 0.10826007102064247
    },
    {
      "rank": 16,
      "latent_dim": 32,
      "dropout": 0.5,
      "vicreg_name": "high_variance",
      "lambda_inv": 10.0,
      "lambda_var": 50.0,
      "lambda_cov": 1.0,
      "params": 53187,
      "avg_val_total": 64.88169436984593,
      "std_val_total": 0.4121604408754495,
      "avg_val_vicreg": 62.20666758219401,
      "std_val_vicreg": 0.25507370131286555,
      "avg_val_pred": 2.6750266907943625,
      "std_val_pred": 0.19599384353880261
    },
    {
      "rank": 17,
      "latent_dim": 16,
      "dropout": 0.5,
      "vicreg_name": "high_variance",
      "lambda_inv": 10.0,
      "lambda_var": 50.0,
      "lambda_cov": 1.0,
      "params": 47971,
      "avg_val_total": 66.12008539835612,
      "std_val_total": 1.593290289328216,
      "avg_val_vicreg": 62.57050938076443,
      "std_val_vicreg": 1.6494563418144146,
      "avg_val_pred": 3.549575644234816,
      "std_val_pred": 0.07241669466839466
    },
    {
      "rank": 18,
      "latent_dim": 64,
      "dropout": 0.5,
      "vicreg_name": "high_variance",
      "lambda_inv": 10.0,
      "lambda_var": 50.0,
      "lambda_cov": 1.0,
      "params": 63619,
      "avg_val_total": 68.17775344848633,
      "std_val_total": 0.332835219927688,
      "avg_val_vicreg": 65.75349447462293,
      "std_val_vicreg": 0.4273214717910489,
      "avg_val_pred": 2.4242580677900047,
      "std_val_pred": 0.10955952723640604
    }
  ]
}