tp140205 commited on
Commit
fedcf97
·
verified ·
1 Parent(s): e3d71f1

Archive complete JEPA reproduction artifacts (part 13)

Browse files
This view is limited to 50 files because it contains too many changes.   See raw diff
Files changed (50) hide show
  1. .gitattributes +4 -0
  2. JEPA/artifacts/wjepa_covertype_sweep/covertype-sweep_shard00of04_protocol.json +246 -0
  3. JEPA/artifacts/wjepa_covertype_sweep/covertype-sweep_shard01of04_protocol.json +246 -0
  4. JEPA/artifacts/wjepa_covertype_sweep/covertype-sweep_shard02of04_protocol.json +246 -0
  5. JEPA/artifacts/wjepa_covertype_sweep/covertype-sweep_shard03of04_protocol.json +246 -0
  6. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.001_sx0_z0_sy0/seed_42/wjepa_joint/covertype/20260905_183754/downstream_results/resnet_covertype_downstream_results.json +566 -0
  7. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.001_sx0_z0_sy0/seed_42/wjepa_joint/covertype/20260905_183754/embedding.npy +3 -0
  8. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.001_sx0_z0_sy0/seed_42/wjepa_joint/covertype/20260905_183754/uncertainty.npy +3 -0
  9. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.001_sx0_z0_sy0/seed_42/wjepa_joint/covertype/20260905_183754/vtjepa_best_model.pth +3 -0
  10. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.001_sx0_z0_sy0/seed_42/wjepa_joint/covertype/20260905_183754/vtjepa_config.yaml +129 -0
  11. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0001_z0.0001_sy0.0001/seed_42/comparison_complete.json +22 -0
  12. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0001_z0.0001_sy0.0001/seed_42/comparison_manifest.json +60 -0
  13. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0001_z0.0001_sy0.0001/seed_42/paper_alignment_manifest.json +201 -0
  14. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0001_z0.0001_sy0.0001/seed_42/wjepa_joint/covertype/20260905_200355/downstream_results/mlp_covertype_downstream_results.json +563 -0
  15. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0001_z0.0001_sy0.0001/seed_42/wjepa_joint/covertype/20260905_200355/downstream_results/resnet_covertype_downstream_results.json +566 -0
  16. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0001_z0.0001_sy0.0001/seed_42/wjepa_joint/covertype/20260905_200355/embedding.npy +3 -0
  17. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0001_z0.0001_sy0.0001/seed_42/wjepa_joint/covertype/20260905_200355/uncertainty.npy +3 -0
  18. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0001_z0.0001_sy0.0001/seed_42/wjepa_joint/covertype/20260905_200355/vtjepa_best_model.pth +3 -0
  19. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0001_z0.0001_sy0.0001/seed_42/wjepa_joint/covertype/20260905_200355/vtjepa_config.yaml +129 -0
  20. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.00025_z0.00025_sy0.00025/seed_42/comparison_complete.json +22 -0
  21. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.00025_z0.00025_sy0.00025/seed_42/comparison_manifest.json +60 -0
  22. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.00025_z0.00025_sy0.00025/seed_42/paper_alignment_manifest.json +201 -0
  23. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.00025_z0.00025_sy0.00025/seed_42/wjepa_joint/covertype/20260905_203718/downstream_results/mlp_covertype_downstream_results.json +563 -0
  24. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.00025_z0.00025_sy0.00025/seed_42/wjepa_joint/covertype/20260905_203718/downstream_results/resnet_covertype_downstream_results.json +566 -0
  25. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.00025_z0.00025_sy0.00025/seed_42/wjepa_joint/covertype/20260905_203718/embedding.npy +3 -0
  26. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.00025_z0.00025_sy0.00025/seed_42/wjepa_joint/covertype/20260905_203718/uncertainty.npy +3 -0
  27. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.00025_z0.00025_sy0.00025/seed_42/wjepa_joint/covertype/20260905_203718/vtjepa_best_model.pth +3 -0
  28. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.00025_z0.00025_sy0.00025/seed_42/wjepa_joint/covertype/20260905_203718/vtjepa_config.yaml +129 -0
  29. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0005_z0.0005_sy0.0005/seed_42/comparison_complete.json +22 -0
  30. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0005_z0.0005_sy0.0005/seed_42/comparison_manifest.json +60 -0
  31. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0005_z0.0005_sy0.0005/seed_42/paper_alignment_manifest.json +201 -0
  32. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0005_z0.0005_sy0.0005/seed_42/wjepa_joint/covertype/20260905_201548/downstream_results/mlp_covertype_downstream_results.json +563 -0
  33. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0005_z0.0005_sy0.0005/seed_42/wjepa_joint/covertype/20260905_201548/downstream_results/resnet_covertype_downstream_results.json +566 -0
  34. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0005_z0.0005_sy0.0005/seed_42/wjepa_joint/covertype/20260905_201548/embedding.npy +3 -0
  35. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0005_z0.0005_sy0.0005/seed_42/wjepa_joint/covertype/20260905_201548/uncertainty.npy +3 -0
  36. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0005_z0.0005_sy0.0005/seed_42/wjepa_joint/covertype/20260905_201548/vtjepa_best_model.pth +3 -0
  37. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0005_z0.0005_sy0.0005/seed_42/wjepa_joint/covertype/20260905_201548/vtjepa_config.yaml +129 -0
  38. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/comparison_complete.json +22 -0
  39. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/comparison_manifest.json +60 -0
  40. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/paper_alignment_manifest.json +201 -0
  41. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/downstream_results/autoint_covertype_downstream_results.json +568 -0
  42. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/downstream_results/dcnv2_covertype_downstream_results.json +567 -0
  43. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/downstream_results/fttransformer_covertype_downstream_results.json +567 -0
  44. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/downstream_results/mlp_covertype_downstream_results.json +563 -0
  45. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/downstream_results/resnet_covertype_downstream_results.json +566 -0
  46. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/embedding.npy +3 -0
  47. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/uncertainty.npy +3 -0
  48. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/vtjepa_best_model.pth +3 -0
  49. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/vtjepa_config.yaml +129 -0
  50. JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.002_z0.002_sy0.002/seed_42/comparison_complete.json +22 -0
.gitattributes CHANGED
@@ -78,3 +78,7 @@ JEPA/artifacts/wjepa_covertype_asymmetric_sweep/logs/gpu0.log filter=lfs diff=lf
78
  JEPA/artifacts/wjepa_covertype_asymmetric_sweep/logs/gpu1.log filter=lfs diff=lfs merge=lfs -text
79
  JEPA/artifacts/wjepa_covertype_asymmetric_sweep/logs/gpu2.log filter=lfs diff=lfs merge=lfs -text
80
  JEPA/artifacts/wjepa_covertype_asymmetric_sweep/logs/gpu3.log filter=lfs diff=lfs merge=lfs -text
 
 
 
 
 
78
  JEPA/artifacts/wjepa_covertype_asymmetric_sweep/logs/gpu1.log filter=lfs diff=lfs merge=lfs -text
79
  JEPA/artifacts/wjepa_covertype_asymmetric_sweep/logs/gpu2.log filter=lfs diff=lfs merge=lfs -text
80
  JEPA/artifacts/wjepa_covertype_asymmetric_sweep/logs/gpu3.log filter=lfs diff=lfs merge=lfs -text
81
+ JEPA/artifacts/wjepa_covertype_sweep/logs/gpu0.log filter=lfs diff=lfs merge=lfs -text
82
+ JEPA/artifacts/wjepa_covertype_sweep/logs/gpu1.log filter=lfs diff=lfs merge=lfs -text
83
+ JEPA/artifacts/wjepa_covertype_sweep/logs/gpu2.log filter=lfs diff=lfs merge=lfs -text
84
+ JEPA/artifacts/wjepa_covertype_sweep/logs/gpu3.log filter=lfs diff=lfs merge=lfs -text
JEPA/artifacts/wjepa_covertype_sweep/covertype-sweep_shard00of04_protocol.json ADDED
@@ -0,0 +1,246 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "created_at_utc": "2026-09-05T17:02:19.469905+00:00",
3
+ "stage": "covertype-sweep",
4
+ "execute": true,
5
+ "batch_size": null,
6
+ "shard_index": 0,
7
+ "num_shards": 4,
8
+ "total_specifications": 48,
9
+ "source_sha256": {
10
+ "src/mask.py": "f447b737b9144d96f5649d51f457e0c207a0e05da62303fb93726471f75779a0",
11
+ "src/sliced_wasserstein.py": "a85be4c6433b3f3790cac2a6b8763803c80076715a39b554fd84079c2028bdf0",
12
+ "src/run_vtjepa.py": "6ae9c394e822156fc373cfb7dc33ae0b04f9a37073a76d5a816e559461308d35",
13
+ "src/train_vtjepa.py": "b8787906b52278fdd06206d55c2c08d13f5be5e18062b26ad924bda19f1533b8",
14
+ "src/vtjepa.py": "2e1dc60b0d48e1da098451b50426bfca437fbdbbad6809f1cd09a67937c90cbc"
15
+ },
16
+ "specifications": [
17
+ {
18
+ "dataset": "covertype",
19
+ "objective": "w_jepa_joint",
20
+ "torch_seed": 42,
21
+ "np_seed": 42,
22
+ "mask_seed": 0,
23
+ "sw_seed": 0,
24
+ "sw_full_num_projections": 2048,
25
+ "sw_marginal_num_projections": 1024,
26
+ "sw_p": 2,
27
+ "sw_include_marginals": true,
28
+ "sw_s_x_weight": 0.0,
29
+ "sw_z_weight": 0.0,
30
+ "sw_s_y_weight": 0.0,
31
+ "lambda_joint": 0.0,
32
+ "epochs": 500,
33
+ "smoke": false,
34
+ "downstream_models": "mlp,resnet"
35
+ },
36
+ {
37
+ "dataset": "covertype",
38
+ "objective": "w_jepa_joint",
39
+ "torch_seed": 42,
40
+ "np_seed": 42,
41
+ "mask_seed": 0,
42
+ "sw_seed": 0,
43
+ "sw_full_num_projections": 2048,
44
+ "sw_marginal_num_projections": 1024,
45
+ "sw_p": 2,
46
+ "sw_include_marginals": true,
47
+ "sw_s_x_weight": 0.001,
48
+ "sw_z_weight": 0.001,
49
+ "sw_s_y_weight": 0.001,
50
+ "lambda_joint": 0.0,
51
+ "epochs": 500,
52
+ "smoke": false,
53
+ "downstream_models": "mlp,resnet"
54
+ },
55
+ {
56
+ "dataset": "covertype",
57
+ "objective": "w_jepa_joint",
58
+ "torch_seed": 42,
59
+ "np_seed": 42,
60
+ "mask_seed": 0,
61
+ "sw_seed": 0,
62
+ "sw_full_num_projections": 2048,
63
+ "sw_marginal_num_projections": 1024,
64
+ "sw_p": 2,
65
+ "sw_include_marginals": true,
66
+ "sw_s_x_weight": 0.00025,
67
+ "sw_z_weight": 0.00025,
68
+ "sw_s_y_weight": 0.00025,
69
+ "lambda_joint": 0.00025,
70
+ "epochs": 500,
71
+ "smoke": false,
72
+ "downstream_models": "mlp,resnet"
73
+ },
74
+ {
75
+ "dataset": "covertype",
76
+ "objective": "w_jepa_joint",
77
+ "torch_seed": 42,
78
+ "np_seed": 42,
79
+ "mask_seed": 0,
80
+ "sw_seed": 0,
81
+ "sw_full_num_projections": 2048,
82
+ "sw_marginal_num_projections": 1024,
83
+ "sw_p": 2,
84
+ "sw_include_marginals": true,
85
+ "sw_s_x_weight": 0.0,
86
+ "sw_z_weight": 0.0,
87
+ "sw_s_y_weight": 0.0,
88
+ "lambda_joint": 0.0005,
89
+ "epochs": 500,
90
+ "smoke": false,
91
+ "downstream_models": "mlp,resnet"
92
+ },
93
+ {
94
+ "dataset": "covertype",
95
+ "objective": "w_jepa_joint",
96
+ "torch_seed": 42,
97
+ "np_seed": 42,
98
+ "mask_seed": 0,
99
+ "sw_seed": 0,
100
+ "sw_full_num_projections": 2048,
101
+ "sw_marginal_num_projections": 1024,
102
+ "sw_p": 2,
103
+ "sw_include_marginals": true,
104
+ "sw_s_x_weight": 0.001,
105
+ "sw_z_weight": 0.001,
106
+ "sw_s_y_weight": 0.001,
107
+ "lambda_joint": 0.0005,
108
+ "epochs": 500,
109
+ "smoke": false,
110
+ "downstream_models": "mlp,resnet"
111
+ },
112
+ {
113
+ "dataset": "covertype",
114
+ "objective": "w_jepa_joint",
115
+ "torch_seed": 42,
116
+ "np_seed": 42,
117
+ "mask_seed": 0,
118
+ "sw_seed": 0,
119
+ "sw_full_num_projections": 2048,
120
+ "sw_marginal_num_projections": 1024,
121
+ "sw_p": 2,
122
+ "sw_include_marginals": true,
123
+ "sw_s_x_weight": 0.00025,
124
+ "sw_z_weight": 0.00025,
125
+ "sw_s_y_weight": 0.00025,
126
+ "lambda_joint": 0.001,
127
+ "epochs": 500,
128
+ "smoke": false,
129
+ "downstream_models": "mlp,resnet"
130
+ },
131
+ {
132
+ "dataset": "covertype",
133
+ "objective": "w_jepa_joint",
134
+ "torch_seed": 42,
135
+ "np_seed": 42,
136
+ "mask_seed": 0,
137
+ "sw_seed": 0,
138
+ "sw_full_num_projections": 2048,
139
+ "sw_marginal_num_projections": 1024,
140
+ "sw_p": 2,
141
+ "sw_include_marginals": true,
142
+ "sw_s_x_weight": 0.0,
143
+ "sw_z_weight": 0.0,
144
+ "sw_s_y_weight": 0.0,
145
+ "lambda_joint": 0.0015,
146
+ "epochs": 500,
147
+ "smoke": false,
148
+ "downstream_models": "mlp,resnet"
149
+ },
150
+ {
151
+ "dataset": "covertype",
152
+ "objective": "w_jepa_joint",
153
+ "torch_seed": 42,
154
+ "np_seed": 42,
155
+ "mask_seed": 0,
156
+ "sw_seed": 0,
157
+ "sw_full_num_projections": 2048,
158
+ "sw_marginal_num_projections": 1024,
159
+ "sw_p": 2,
160
+ "sw_include_marginals": true,
161
+ "sw_s_x_weight": 0.001,
162
+ "sw_z_weight": 0.001,
163
+ "sw_s_y_weight": 0.001,
164
+ "lambda_joint": 0.0015,
165
+ "epochs": 500,
166
+ "smoke": false,
167
+ "downstream_models": "mlp,resnet"
168
+ },
169
+ {
170
+ "dataset": "covertype",
171
+ "objective": "w_jepa_joint",
172
+ "torch_seed": 42,
173
+ "np_seed": 42,
174
+ "mask_seed": 0,
175
+ "sw_seed": 0,
176
+ "sw_full_num_projections": 2048,
177
+ "sw_marginal_num_projections": 1024,
178
+ "sw_p": 2,
179
+ "sw_include_marginals": true,
180
+ "sw_s_x_weight": 0.00025,
181
+ "sw_z_weight": 0.00025,
182
+ "sw_s_y_weight": 0.00025,
183
+ "lambda_joint": 0.0025,
184
+ "epochs": 500,
185
+ "smoke": false,
186
+ "downstream_models": "mlp,resnet"
187
+ },
188
+ {
189
+ "dataset": "covertype",
190
+ "objective": "w_jepa_joint",
191
+ "torch_seed": 42,
192
+ "np_seed": 42,
193
+ "mask_seed": 0,
194
+ "sw_seed": 0,
195
+ "sw_full_num_projections": 2048,
196
+ "sw_marginal_num_projections": 1024,
197
+ "sw_p": 2,
198
+ "sw_include_marginals": true,
199
+ "sw_s_x_weight": 0.0,
200
+ "sw_z_weight": 0.0,
201
+ "sw_s_y_weight": 0.0,
202
+ "lambda_joint": 0.004,
203
+ "epochs": 500,
204
+ "smoke": false,
205
+ "downstream_models": "mlp,resnet"
206
+ },
207
+ {
208
+ "dataset": "covertype",
209
+ "objective": "w_jepa_joint",
210
+ "torch_seed": 42,
211
+ "np_seed": 42,
212
+ "mask_seed": 0,
213
+ "sw_seed": 0,
214
+ "sw_full_num_projections": 2048,
215
+ "sw_marginal_num_projections": 1024,
216
+ "sw_p": 2,
217
+ "sw_include_marginals": true,
218
+ "sw_s_x_weight": 0.001,
219
+ "sw_z_weight": 0.001,
220
+ "sw_s_y_weight": 0.001,
221
+ "lambda_joint": 0.004,
222
+ "epochs": 500,
223
+ "smoke": false,
224
+ "downstream_models": "mlp,resnet"
225
+ },
226
+ {
227
+ "dataset": "covertype",
228
+ "objective": "w_jepa_joint",
229
+ "torch_seed": 42,
230
+ "np_seed": 42,
231
+ "mask_seed": 0,
232
+ "sw_seed": 0,
233
+ "sw_full_num_projections": 2048,
234
+ "sw_marginal_num_projections": 1024,
235
+ "sw_p": 2,
236
+ "sw_include_marginals": true,
237
+ "sw_s_x_weight": 0.00025,
238
+ "sw_z_weight": 0.00025,
239
+ "sw_s_y_weight": 0.00025,
240
+ "lambda_joint": 0.006,
241
+ "epochs": 500,
242
+ "smoke": false,
243
+ "downstream_models": "mlp,resnet"
244
+ }
245
+ ]
246
+ }
JEPA/artifacts/wjepa_covertype_sweep/covertype-sweep_shard01of04_protocol.json ADDED
@@ -0,0 +1,246 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "created_at_utc": "2026-09-05T17:02:19.469655+00:00",
3
+ "stage": "covertype-sweep",
4
+ "execute": true,
5
+ "batch_size": null,
6
+ "shard_index": 1,
7
+ "num_shards": 4,
8
+ "total_specifications": 48,
9
+ "source_sha256": {
10
+ "src/mask.py": "f447b737b9144d96f5649d51f457e0c207a0e05da62303fb93726471f75779a0",
11
+ "src/sliced_wasserstein.py": "a85be4c6433b3f3790cac2a6b8763803c80076715a39b554fd84079c2028bdf0",
12
+ "src/run_vtjepa.py": "6ae9c394e822156fc373cfb7dc33ae0b04f9a37073a76d5a816e559461308d35",
13
+ "src/train_vtjepa.py": "b8787906b52278fdd06206d55c2c08d13f5be5e18062b26ad924bda19f1533b8",
14
+ "src/vtjepa.py": "2e1dc60b0d48e1da098451b50426bfca437fbdbbad6809f1cd09a67937c90cbc"
15
+ },
16
+ "specifications": [
17
+ {
18
+ "dataset": "covertype",
19
+ "objective": "w_jepa_joint",
20
+ "torch_seed": 42,
21
+ "np_seed": 42,
22
+ "mask_seed": 0,
23
+ "sw_seed": 0,
24
+ "sw_full_num_projections": 2048,
25
+ "sw_marginal_num_projections": 1024,
26
+ "sw_p": 2,
27
+ "sw_include_marginals": true,
28
+ "sw_s_x_weight": 0.0001,
29
+ "sw_z_weight": 0.0001,
30
+ "sw_s_y_weight": 0.0001,
31
+ "lambda_joint": 0.0,
32
+ "epochs": 500,
33
+ "smoke": false,
34
+ "downstream_models": "mlp,resnet"
35
+ },
36
+ {
37
+ "dataset": "covertype",
38
+ "objective": "w_jepa_joint",
39
+ "torch_seed": 42,
40
+ "np_seed": 42,
41
+ "mask_seed": 0,
42
+ "sw_seed": 0,
43
+ "sw_full_num_projections": 2048,
44
+ "sw_marginal_num_projections": 1024,
45
+ "sw_p": 2,
46
+ "sw_include_marginals": true,
47
+ "sw_s_x_weight": 0.002,
48
+ "sw_z_weight": 0.002,
49
+ "sw_s_y_weight": 0.002,
50
+ "lambda_joint": 0.0,
51
+ "epochs": 500,
52
+ "smoke": false,
53
+ "downstream_models": "mlp,resnet"
54
+ },
55
+ {
56
+ "dataset": "covertype",
57
+ "objective": "w_jepa_joint",
58
+ "torch_seed": 42,
59
+ "np_seed": 42,
60
+ "mask_seed": 0,
61
+ "sw_seed": 0,
62
+ "sw_full_num_projections": 2048,
63
+ "sw_marginal_num_projections": 1024,
64
+ "sw_p": 2,
65
+ "sw_include_marginals": true,
66
+ "sw_s_x_weight": 0.0005,
67
+ "sw_z_weight": 0.0005,
68
+ "sw_s_y_weight": 0.0005,
69
+ "lambda_joint": 0.00025,
70
+ "epochs": 500,
71
+ "smoke": false,
72
+ "downstream_models": "mlp,resnet"
73
+ },
74
+ {
75
+ "dataset": "covertype",
76
+ "objective": "w_jepa_joint",
77
+ "torch_seed": 42,
78
+ "np_seed": 42,
79
+ "mask_seed": 0,
80
+ "sw_seed": 0,
81
+ "sw_full_num_projections": 2048,
82
+ "sw_marginal_num_projections": 1024,
83
+ "sw_p": 2,
84
+ "sw_include_marginals": true,
85
+ "sw_s_x_weight": 0.0001,
86
+ "sw_z_weight": 0.0001,
87
+ "sw_s_y_weight": 0.0001,
88
+ "lambda_joint": 0.0005,
89
+ "epochs": 500,
90
+ "smoke": false,
91
+ "downstream_models": "mlp,resnet"
92
+ },
93
+ {
94
+ "dataset": "covertype",
95
+ "objective": "w_jepa_joint",
96
+ "torch_seed": 42,
97
+ "np_seed": 42,
98
+ "mask_seed": 0,
99
+ "sw_seed": 0,
100
+ "sw_full_num_projections": 2048,
101
+ "sw_marginal_num_projections": 1024,
102
+ "sw_p": 2,
103
+ "sw_include_marginals": true,
104
+ "sw_s_x_weight": 0.002,
105
+ "sw_z_weight": 0.002,
106
+ "sw_s_y_weight": 0.002,
107
+ "lambda_joint": 0.0005,
108
+ "epochs": 500,
109
+ "smoke": false,
110
+ "downstream_models": "mlp,resnet"
111
+ },
112
+ {
113
+ "dataset": "covertype",
114
+ "objective": "w_jepa_joint",
115
+ "torch_seed": 42,
116
+ "np_seed": 42,
117
+ "mask_seed": 0,
118
+ "sw_seed": 0,
119
+ "sw_full_num_projections": 2048,
120
+ "sw_marginal_num_projections": 1024,
121
+ "sw_p": 2,
122
+ "sw_include_marginals": true,
123
+ "sw_s_x_weight": 0.0005,
124
+ "sw_z_weight": 0.0005,
125
+ "sw_s_y_weight": 0.0005,
126
+ "lambda_joint": 0.001,
127
+ "epochs": 500,
128
+ "smoke": false,
129
+ "downstream_models": "mlp,resnet"
130
+ },
131
+ {
132
+ "dataset": "covertype",
133
+ "objective": "w_jepa_joint",
134
+ "torch_seed": 42,
135
+ "np_seed": 42,
136
+ "mask_seed": 0,
137
+ "sw_seed": 0,
138
+ "sw_full_num_projections": 2048,
139
+ "sw_marginal_num_projections": 1024,
140
+ "sw_p": 2,
141
+ "sw_include_marginals": true,
142
+ "sw_s_x_weight": 0.0001,
143
+ "sw_z_weight": 0.0001,
144
+ "sw_s_y_weight": 0.0001,
145
+ "lambda_joint": 0.0015,
146
+ "epochs": 500,
147
+ "smoke": false,
148
+ "downstream_models": "mlp,resnet"
149
+ },
150
+ {
151
+ "dataset": "covertype",
152
+ "objective": "w_jepa_joint",
153
+ "torch_seed": 42,
154
+ "np_seed": 42,
155
+ "mask_seed": 0,
156
+ "sw_seed": 0,
157
+ "sw_full_num_projections": 2048,
158
+ "sw_marginal_num_projections": 1024,
159
+ "sw_p": 2,
160
+ "sw_include_marginals": true,
161
+ "sw_s_x_weight": 0.002,
162
+ "sw_z_weight": 0.002,
163
+ "sw_s_y_weight": 0.002,
164
+ "lambda_joint": 0.0015,
165
+ "epochs": 500,
166
+ "smoke": false,
167
+ "downstream_models": "mlp,resnet"
168
+ },
169
+ {
170
+ "dataset": "covertype",
171
+ "objective": "w_jepa_joint",
172
+ "torch_seed": 42,
173
+ "np_seed": 42,
174
+ "mask_seed": 0,
175
+ "sw_seed": 0,
176
+ "sw_full_num_projections": 2048,
177
+ "sw_marginal_num_projections": 1024,
178
+ "sw_p": 2,
179
+ "sw_include_marginals": true,
180
+ "sw_s_x_weight": 0.0005,
181
+ "sw_z_weight": 0.0005,
182
+ "sw_s_y_weight": 0.0005,
183
+ "lambda_joint": 0.0025,
184
+ "epochs": 500,
185
+ "smoke": false,
186
+ "downstream_models": "mlp,resnet"
187
+ },
188
+ {
189
+ "dataset": "covertype",
190
+ "objective": "w_jepa_joint",
191
+ "torch_seed": 42,
192
+ "np_seed": 42,
193
+ "mask_seed": 0,
194
+ "sw_seed": 0,
195
+ "sw_full_num_projections": 2048,
196
+ "sw_marginal_num_projections": 1024,
197
+ "sw_p": 2,
198
+ "sw_include_marginals": true,
199
+ "sw_s_x_weight": 0.0001,
200
+ "sw_z_weight": 0.0001,
201
+ "sw_s_y_weight": 0.0001,
202
+ "lambda_joint": 0.004,
203
+ "epochs": 500,
204
+ "smoke": false,
205
+ "downstream_models": "mlp,resnet"
206
+ },
207
+ {
208
+ "dataset": "covertype",
209
+ "objective": "w_jepa_joint",
210
+ "torch_seed": 42,
211
+ "np_seed": 42,
212
+ "mask_seed": 0,
213
+ "sw_seed": 0,
214
+ "sw_full_num_projections": 2048,
215
+ "sw_marginal_num_projections": 1024,
216
+ "sw_p": 2,
217
+ "sw_include_marginals": true,
218
+ "sw_s_x_weight": 0.002,
219
+ "sw_z_weight": 0.002,
220
+ "sw_s_y_weight": 0.002,
221
+ "lambda_joint": 0.004,
222
+ "epochs": 500,
223
+ "smoke": false,
224
+ "downstream_models": "mlp,resnet"
225
+ },
226
+ {
227
+ "dataset": "covertype",
228
+ "objective": "w_jepa_joint",
229
+ "torch_seed": 42,
230
+ "np_seed": 42,
231
+ "mask_seed": 0,
232
+ "sw_seed": 0,
233
+ "sw_full_num_projections": 2048,
234
+ "sw_marginal_num_projections": 1024,
235
+ "sw_p": 2,
236
+ "sw_include_marginals": true,
237
+ "sw_s_x_weight": 0.0005,
238
+ "sw_z_weight": 0.0005,
239
+ "sw_s_y_weight": 0.0005,
240
+ "lambda_joint": 0.006,
241
+ "epochs": 500,
242
+ "smoke": false,
243
+ "downstream_models": "mlp,resnet"
244
+ }
245
+ ]
246
+ }
JEPA/artifacts/wjepa_covertype_sweep/covertype-sweep_shard02of04_protocol.json ADDED
@@ -0,0 +1,246 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "created_at_utc": "2026-09-05T17:02:19.469422+00:00",
3
+ "stage": "covertype-sweep",
4
+ "execute": true,
5
+ "batch_size": null,
6
+ "shard_index": 2,
7
+ "num_shards": 4,
8
+ "total_specifications": 48,
9
+ "source_sha256": {
10
+ "src/mask.py": "f447b737b9144d96f5649d51f457e0c207a0e05da62303fb93726471f75779a0",
11
+ "src/sliced_wasserstein.py": "a85be4c6433b3f3790cac2a6b8763803c80076715a39b554fd84079c2028bdf0",
12
+ "src/run_vtjepa.py": "6ae9c394e822156fc373cfb7dc33ae0b04f9a37073a76d5a816e559461308d35",
13
+ "src/train_vtjepa.py": "b8787906b52278fdd06206d55c2c08d13f5be5e18062b26ad924bda19f1533b8",
14
+ "src/vtjepa.py": "2e1dc60b0d48e1da098451b50426bfca437fbdbbad6809f1cd09a67937c90cbc"
15
+ },
16
+ "specifications": [
17
+ {
18
+ "dataset": "covertype",
19
+ "objective": "w_jepa_joint",
20
+ "torch_seed": 42,
21
+ "np_seed": 42,
22
+ "mask_seed": 0,
23
+ "sw_seed": 0,
24
+ "sw_full_num_projections": 2048,
25
+ "sw_marginal_num_projections": 1024,
26
+ "sw_p": 2,
27
+ "sw_include_marginals": true,
28
+ "sw_s_x_weight": 0.00025,
29
+ "sw_z_weight": 0.00025,
30
+ "sw_s_y_weight": 0.00025,
31
+ "lambda_joint": 0.0,
32
+ "epochs": 500,
33
+ "smoke": false,
34
+ "downstream_models": "mlp,resnet"
35
+ },
36
+ {
37
+ "dataset": "covertype",
38
+ "objective": "w_jepa_joint",
39
+ "torch_seed": 42,
40
+ "np_seed": 42,
41
+ "mask_seed": 0,
42
+ "sw_seed": 0,
43
+ "sw_full_num_projections": 2048,
44
+ "sw_marginal_num_projections": 1024,
45
+ "sw_p": 2,
46
+ "sw_include_marginals": true,
47
+ "sw_s_x_weight": 0.0,
48
+ "sw_z_weight": 0.0,
49
+ "sw_s_y_weight": 0.0,
50
+ "lambda_joint": 0.00025,
51
+ "epochs": 500,
52
+ "smoke": false,
53
+ "downstream_models": "mlp,resnet"
54
+ },
55
+ {
56
+ "dataset": "covertype",
57
+ "objective": "w_jepa_joint",
58
+ "torch_seed": 42,
59
+ "np_seed": 42,
60
+ "mask_seed": 0,
61
+ "sw_seed": 0,
62
+ "sw_full_num_projections": 2048,
63
+ "sw_marginal_num_projections": 1024,
64
+ "sw_p": 2,
65
+ "sw_include_marginals": true,
66
+ "sw_s_x_weight": 0.001,
67
+ "sw_z_weight": 0.001,
68
+ "sw_s_y_weight": 0.001,
69
+ "lambda_joint": 0.00025,
70
+ "epochs": 500,
71
+ "smoke": false,
72
+ "downstream_models": "mlp,resnet"
73
+ },
74
+ {
75
+ "dataset": "covertype",
76
+ "objective": "w_jepa_joint",
77
+ "torch_seed": 42,
78
+ "np_seed": 42,
79
+ "mask_seed": 0,
80
+ "sw_seed": 0,
81
+ "sw_full_num_projections": 2048,
82
+ "sw_marginal_num_projections": 1024,
83
+ "sw_p": 2,
84
+ "sw_include_marginals": true,
85
+ "sw_s_x_weight": 0.00025,
86
+ "sw_z_weight": 0.00025,
87
+ "sw_s_y_weight": 0.00025,
88
+ "lambda_joint": 0.0005,
89
+ "epochs": 500,
90
+ "smoke": false,
91
+ "downstream_models": "mlp,resnet"
92
+ },
93
+ {
94
+ "dataset": "covertype",
95
+ "objective": "w_jepa_joint",
96
+ "torch_seed": 42,
97
+ "np_seed": 42,
98
+ "mask_seed": 0,
99
+ "sw_seed": 0,
100
+ "sw_full_num_projections": 2048,
101
+ "sw_marginal_num_projections": 1024,
102
+ "sw_p": 2,
103
+ "sw_include_marginals": true,
104
+ "sw_s_x_weight": 0.0,
105
+ "sw_z_weight": 0.0,
106
+ "sw_s_y_weight": 0.0,
107
+ "lambda_joint": 0.001,
108
+ "epochs": 500,
109
+ "smoke": false,
110
+ "downstream_models": "mlp,resnet"
111
+ },
112
+ {
113
+ "dataset": "covertype",
114
+ "objective": "w_jepa_joint",
115
+ "torch_seed": 42,
116
+ "np_seed": 42,
117
+ "mask_seed": 0,
118
+ "sw_seed": 0,
119
+ "sw_full_num_projections": 2048,
120
+ "sw_marginal_num_projections": 1024,
121
+ "sw_p": 2,
122
+ "sw_include_marginals": true,
123
+ "sw_s_x_weight": 0.001,
124
+ "sw_z_weight": 0.001,
125
+ "sw_s_y_weight": 0.001,
126
+ "lambda_joint": 0.001,
127
+ "epochs": 500,
128
+ "smoke": false,
129
+ "downstream_models": "mlp,resnet"
130
+ },
131
+ {
132
+ "dataset": "covertype",
133
+ "objective": "w_jepa_joint",
134
+ "torch_seed": 42,
135
+ "np_seed": 42,
136
+ "mask_seed": 0,
137
+ "sw_seed": 0,
138
+ "sw_full_num_projections": 2048,
139
+ "sw_marginal_num_projections": 1024,
140
+ "sw_p": 2,
141
+ "sw_include_marginals": true,
142
+ "sw_s_x_weight": 0.00025,
143
+ "sw_z_weight": 0.00025,
144
+ "sw_s_y_weight": 0.00025,
145
+ "lambda_joint": 0.0015,
146
+ "epochs": 500,
147
+ "smoke": false,
148
+ "downstream_models": "mlp,resnet"
149
+ },
150
+ {
151
+ "dataset": "covertype",
152
+ "objective": "w_jepa_joint",
153
+ "torch_seed": 42,
154
+ "np_seed": 42,
155
+ "mask_seed": 0,
156
+ "sw_seed": 0,
157
+ "sw_full_num_projections": 2048,
158
+ "sw_marginal_num_projections": 1024,
159
+ "sw_p": 2,
160
+ "sw_include_marginals": true,
161
+ "sw_s_x_weight": 0.0,
162
+ "sw_z_weight": 0.0,
163
+ "sw_s_y_weight": 0.0,
164
+ "lambda_joint": 0.0025,
165
+ "epochs": 500,
166
+ "smoke": false,
167
+ "downstream_models": "mlp,resnet"
168
+ },
169
+ {
170
+ "dataset": "covertype",
171
+ "objective": "w_jepa_joint",
172
+ "torch_seed": 42,
173
+ "np_seed": 42,
174
+ "mask_seed": 0,
175
+ "sw_seed": 0,
176
+ "sw_full_num_projections": 2048,
177
+ "sw_marginal_num_projections": 1024,
178
+ "sw_p": 2,
179
+ "sw_include_marginals": true,
180
+ "sw_s_x_weight": 0.001,
181
+ "sw_z_weight": 0.001,
182
+ "sw_s_y_weight": 0.001,
183
+ "lambda_joint": 0.0025,
184
+ "epochs": 500,
185
+ "smoke": false,
186
+ "downstream_models": "mlp,resnet"
187
+ },
188
+ {
189
+ "dataset": "covertype",
190
+ "objective": "w_jepa_joint",
191
+ "torch_seed": 42,
192
+ "np_seed": 42,
193
+ "mask_seed": 0,
194
+ "sw_seed": 0,
195
+ "sw_full_num_projections": 2048,
196
+ "sw_marginal_num_projections": 1024,
197
+ "sw_p": 2,
198
+ "sw_include_marginals": true,
199
+ "sw_s_x_weight": 0.00025,
200
+ "sw_z_weight": 0.00025,
201
+ "sw_s_y_weight": 0.00025,
202
+ "lambda_joint": 0.004,
203
+ "epochs": 500,
204
+ "smoke": false,
205
+ "downstream_models": "mlp,resnet"
206
+ },
207
+ {
208
+ "dataset": "covertype",
209
+ "objective": "w_jepa_joint",
210
+ "torch_seed": 42,
211
+ "np_seed": 42,
212
+ "mask_seed": 0,
213
+ "sw_seed": 0,
214
+ "sw_full_num_projections": 2048,
215
+ "sw_marginal_num_projections": 1024,
216
+ "sw_p": 2,
217
+ "sw_include_marginals": true,
218
+ "sw_s_x_weight": 0.0,
219
+ "sw_z_weight": 0.0,
220
+ "sw_s_y_weight": 0.0,
221
+ "lambda_joint": 0.006,
222
+ "epochs": 500,
223
+ "smoke": false,
224
+ "downstream_models": "mlp,resnet"
225
+ },
226
+ {
227
+ "dataset": "covertype",
228
+ "objective": "w_jepa_joint",
229
+ "torch_seed": 42,
230
+ "np_seed": 42,
231
+ "mask_seed": 0,
232
+ "sw_seed": 0,
233
+ "sw_full_num_projections": 2048,
234
+ "sw_marginal_num_projections": 1024,
235
+ "sw_p": 2,
236
+ "sw_include_marginals": true,
237
+ "sw_s_x_weight": 0.001,
238
+ "sw_z_weight": 0.001,
239
+ "sw_s_y_weight": 0.001,
240
+ "lambda_joint": 0.006,
241
+ "epochs": 500,
242
+ "smoke": false,
243
+ "downstream_models": "mlp,resnet"
244
+ }
245
+ ]
246
+ }
JEPA/artifacts/wjepa_covertype_sweep/covertype-sweep_shard03of04_protocol.json ADDED
@@ -0,0 +1,246 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "created_at_utc": "2026-09-05T17:02:19.469890+00:00",
3
+ "stage": "covertype-sweep",
4
+ "execute": true,
5
+ "batch_size": null,
6
+ "shard_index": 3,
7
+ "num_shards": 4,
8
+ "total_specifications": 48,
9
+ "source_sha256": {
10
+ "src/mask.py": "f447b737b9144d96f5649d51f457e0c207a0e05da62303fb93726471f75779a0",
11
+ "src/sliced_wasserstein.py": "a85be4c6433b3f3790cac2a6b8763803c80076715a39b554fd84079c2028bdf0",
12
+ "src/run_vtjepa.py": "6ae9c394e822156fc373cfb7dc33ae0b04f9a37073a76d5a816e559461308d35",
13
+ "src/train_vtjepa.py": "b8787906b52278fdd06206d55c2c08d13f5be5e18062b26ad924bda19f1533b8",
14
+ "src/vtjepa.py": "2e1dc60b0d48e1da098451b50426bfca437fbdbbad6809f1cd09a67937c90cbc"
15
+ },
16
+ "specifications": [
17
+ {
18
+ "dataset": "covertype",
19
+ "objective": "w_jepa_joint",
20
+ "torch_seed": 42,
21
+ "np_seed": 42,
22
+ "mask_seed": 0,
23
+ "sw_seed": 0,
24
+ "sw_full_num_projections": 2048,
25
+ "sw_marginal_num_projections": 1024,
26
+ "sw_p": 2,
27
+ "sw_include_marginals": true,
28
+ "sw_s_x_weight": 0.0005,
29
+ "sw_z_weight": 0.0005,
30
+ "sw_s_y_weight": 0.0005,
31
+ "lambda_joint": 0.0,
32
+ "epochs": 500,
33
+ "smoke": false,
34
+ "downstream_models": "mlp,resnet"
35
+ },
36
+ {
37
+ "dataset": "covertype",
38
+ "objective": "w_jepa_joint",
39
+ "torch_seed": 42,
40
+ "np_seed": 42,
41
+ "mask_seed": 0,
42
+ "sw_seed": 0,
43
+ "sw_full_num_projections": 2048,
44
+ "sw_marginal_num_projections": 1024,
45
+ "sw_p": 2,
46
+ "sw_include_marginals": true,
47
+ "sw_s_x_weight": 0.0001,
48
+ "sw_z_weight": 0.0001,
49
+ "sw_s_y_weight": 0.0001,
50
+ "lambda_joint": 0.00025,
51
+ "epochs": 500,
52
+ "smoke": false,
53
+ "downstream_models": "mlp,resnet"
54
+ },
55
+ {
56
+ "dataset": "covertype",
57
+ "objective": "w_jepa_joint",
58
+ "torch_seed": 42,
59
+ "np_seed": 42,
60
+ "mask_seed": 0,
61
+ "sw_seed": 0,
62
+ "sw_full_num_projections": 2048,
63
+ "sw_marginal_num_projections": 1024,
64
+ "sw_p": 2,
65
+ "sw_include_marginals": true,
66
+ "sw_s_x_weight": 0.002,
67
+ "sw_z_weight": 0.002,
68
+ "sw_s_y_weight": 0.002,
69
+ "lambda_joint": 0.00025,
70
+ "epochs": 500,
71
+ "smoke": false,
72
+ "downstream_models": "mlp,resnet"
73
+ },
74
+ {
75
+ "dataset": "covertype",
76
+ "objective": "w_jepa_joint",
77
+ "torch_seed": 42,
78
+ "np_seed": 42,
79
+ "mask_seed": 0,
80
+ "sw_seed": 0,
81
+ "sw_full_num_projections": 2048,
82
+ "sw_marginal_num_projections": 1024,
83
+ "sw_p": 2,
84
+ "sw_include_marginals": true,
85
+ "sw_s_x_weight": 0.0005,
86
+ "sw_z_weight": 0.0005,
87
+ "sw_s_y_weight": 0.0005,
88
+ "lambda_joint": 0.0005,
89
+ "epochs": 500,
90
+ "smoke": false,
91
+ "downstream_models": "mlp,resnet"
92
+ },
93
+ {
94
+ "dataset": "covertype",
95
+ "objective": "w_jepa_joint",
96
+ "torch_seed": 42,
97
+ "np_seed": 42,
98
+ "mask_seed": 0,
99
+ "sw_seed": 0,
100
+ "sw_full_num_projections": 2048,
101
+ "sw_marginal_num_projections": 1024,
102
+ "sw_p": 2,
103
+ "sw_include_marginals": true,
104
+ "sw_s_x_weight": 0.0001,
105
+ "sw_z_weight": 0.0001,
106
+ "sw_s_y_weight": 0.0001,
107
+ "lambda_joint": 0.001,
108
+ "epochs": 500,
109
+ "smoke": false,
110
+ "downstream_models": "mlp,resnet"
111
+ },
112
+ {
113
+ "dataset": "covertype",
114
+ "objective": "w_jepa_joint",
115
+ "torch_seed": 42,
116
+ "np_seed": 42,
117
+ "mask_seed": 0,
118
+ "sw_seed": 0,
119
+ "sw_full_num_projections": 2048,
120
+ "sw_marginal_num_projections": 1024,
121
+ "sw_p": 2,
122
+ "sw_include_marginals": true,
123
+ "sw_s_x_weight": 0.002,
124
+ "sw_z_weight": 0.002,
125
+ "sw_s_y_weight": 0.002,
126
+ "lambda_joint": 0.001,
127
+ "epochs": 500,
128
+ "smoke": false,
129
+ "downstream_models": "mlp,resnet"
130
+ },
131
+ {
132
+ "dataset": "covertype",
133
+ "objective": "w_jepa_joint",
134
+ "torch_seed": 42,
135
+ "np_seed": 42,
136
+ "mask_seed": 0,
137
+ "sw_seed": 0,
138
+ "sw_full_num_projections": 2048,
139
+ "sw_marginal_num_projections": 1024,
140
+ "sw_p": 2,
141
+ "sw_include_marginals": true,
142
+ "sw_s_x_weight": 0.0005,
143
+ "sw_z_weight": 0.0005,
144
+ "sw_s_y_weight": 0.0005,
145
+ "lambda_joint": 0.0015,
146
+ "epochs": 500,
147
+ "smoke": false,
148
+ "downstream_models": "mlp,resnet"
149
+ },
150
+ {
151
+ "dataset": "covertype",
152
+ "objective": "w_jepa_joint",
153
+ "torch_seed": 42,
154
+ "np_seed": 42,
155
+ "mask_seed": 0,
156
+ "sw_seed": 0,
157
+ "sw_full_num_projections": 2048,
158
+ "sw_marginal_num_projections": 1024,
159
+ "sw_p": 2,
160
+ "sw_include_marginals": true,
161
+ "sw_s_x_weight": 0.0001,
162
+ "sw_z_weight": 0.0001,
163
+ "sw_s_y_weight": 0.0001,
164
+ "lambda_joint": 0.0025,
165
+ "epochs": 500,
166
+ "smoke": false,
167
+ "downstream_models": "mlp,resnet"
168
+ },
169
+ {
170
+ "dataset": "covertype",
171
+ "objective": "w_jepa_joint",
172
+ "torch_seed": 42,
173
+ "np_seed": 42,
174
+ "mask_seed": 0,
175
+ "sw_seed": 0,
176
+ "sw_full_num_projections": 2048,
177
+ "sw_marginal_num_projections": 1024,
178
+ "sw_p": 2,
179
+ "sw_include_marginals": true,
180
+ "sw_s_x_weight": 0.002,
181
+ "sw_z_weight": 0.002,
182
+ "sw_s_y_weight": 0.002,
183
+ "lambda_joint": 0.0025,
184
+ "epochs": 500,
185
+ "smoke": false,
186
+ "downstream_models": "mlp,resnet"
187
+ },
188
+ {
189
+ "dataset": "covertype",
190
+ "objective": "w_jepa_joint",
191
+ "torch_seed": 42,
192
+ "np_seed": 42,
193
+ "mask_seed": 0,
194
+ "sw_seed": 0,
195
+ "sw_full_num_projections": 2048,
196
+ "sw_marginal_num_projections": 1024,
197
+ "sw_p": 2,
198
+ "sw_include_marginals": true,
199
+ "sw_s_x_weight": 0.0005,
200
+ "sw_z_weight": 0.0005,
201
+ "sw_s_y_weight": 0.0005,
202
+ "lambda_joint": 0.004,
203
+ "epochs": 500,
204
+ "smoke": false,
205
+ "downstream_models": "mlp,resnet"
206
+ },
207
+ {
208
+ "dataset": "covertype",
209
+ "objective": "w_jepa_joint",
210
+ "torch_seed": 42,
211
+ "np_seed": 42,
212
+ "mask_seed": 0,
213
+ "sw_seed": 0,
214
+ "sw_full_num_projections": 2048,
215
+ "sw_marginal_num_projections": 1024,
216
+ "sw_p": 2,
217
+ "sw_include_marginals": true,
218
+ "sw_s_x_weight": 0.0001,
219
+ "sw_z_weight": 0.0001,
220
+ "sw_s_y_weight": 0.0001,
221
+ "lambda_joint": 0.006,
222
+ "epochs": 500,
223
+ "smoke": false,
224
+ "downstream_models": "mlp,resnet"
225
+ },
226
+ {
227
+ "dataset": "covertype",
228
+ "objective": "w_jepa_joint",
229
+ "torch_seed": 42,
230
+ "np_seed": 42,
231
+ "mask_seed": 0,
232
+ "sw_seed": 0,
233
+ "sw_full_num_projections": 2048,
234
+ "sw_marginal_num_projections": 1024,
235
+ "sw_p": 2,
236
+ "sw_include_marginals": true,
237
+ "sw_s_x_weight": 0.002,
238
+ "sw_z_weight": 0.002,
239
+ "sw_s_y_weight": 0.002,
240
+ "lambda_joint": 0.006,
241
+ "epochs": 500,
242
+ "smoke": false,
243
+ "downstream_models": "mlp,resnet"
244
+ }
245
+ ]
246
+ }
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.001_sx0_z0_sy0/seed_42/wjepa_joint/covertype/20260905_183754/downstream_results/resnet_covertype_downstream_results.json ADDED
@@ -0,0 +1,566 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "dataset": "covertype",
3
+ "model": "resnet",
4
+ "config": {
5
+ "script_path": "src/run_benchmark.py",
6
+ "folder_name": "/tmp/tmp67e6ox2l",
7
+ "data_path": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/baselines/Var-T-JEPA/datasets/subset_views/size_10000",
8
+ "data_set": "covertype",
9
+ "model_name": "resnet",
10
+ "using_embedding": true,
11
+ "emb_train": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.001_sx0_z0_sy0/seed_42/wjepa_joint/covertype/20260905_183754/embedding.npy",
12
+ "emb_test": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.001_sx0_z0_sy0/seed_42/wjepa_joint/covertype/20260905_183754/embedding.npy",
13
+ "uncertainty_test": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.001_sx0_z0_sy0/seed_42/wjepa_joint/covertype/20260905_183754/uncertainty.npy",
14
+ "use_split_assignments": true,
15
+ "exp_train_total_epochs": 50,
16
+ "split_config_file": "/tmp/tmp67e6ox2l/split_data/split_config.json",
17
+ "sigma_aggregation": "mean",
18
+ "lr": 0.001,
19
+ "weight_decay": 0.01,
20
+ "batch_size": 128,
21
+ "exp_patience": 16,
22
+ "encoder_type": "linear_flatten",
23
+ "n_blocks": 3,
24
+ "d_out": 128,
25
+ "d_block": 128,
26
+ "d_hidden": 256,
27
+ "dropout1": 0.1,
28
+ "dropout2": 0.0,
29
+ "filter_uncertainty": true
30
+ },
31
+ "runs": [
32
+ {
33
+ "seed": 0,
34
+ "val_metrics": {
35
+ "covertype_val_loss": 0.6084050536155701,
36
+ "lr": 0.0,
37
+ "covertype_val_accuracy": 0.7487487196922302,
38
+ "covertype_val_precision": 0.7467004656791687,
39
+ "covertype_val_recall": 0.7487487196922302,
40
+ "covertype_val_f1-score": 0.7474203109741211,
41
+ "covertype_val_support": 999.0,
42
+ "covertype_val_score": 0.7487487196922302
43
+ },
44
+ "test_metrics": {
45
+ "0": {
46
+ "covertype_test_loss": 0.5384343862533569,
47
+ "lr": 0.0,
48
+ "covertype_test_accuracy": 0.7904999852180481,
49
+ "covertype_test_precision": 0.792335033416748,
50
+ "covertype_test_recall": 0.7904999852180481,
51
+ "covertype_test_f1-score": 0.7908890843391418,
52
+ "covertype_test_support": 2000.0,
53
+ "covertype_test_score": 0.7904999852180481
54
+ },
55
+ "5": {
56
+ "covertype_test_loss": 0.5137165784835815,
57
+ "covertype_test_accuracy": 0.8005263209342957,
58
+ "covertype_test_precision": 0.8037148714065552,
59
+ "covertype_test_recall": 0.8005263209342957,
60
+ "covertype_test_f1-score": 0.8008355498313904,
61
+ "covertype_test_support": 1900.0,
62
+ "covertype_test_score": 0.8005263209342957
63
+ },
64
+ "10": {
65
+ "covertype_test_loss": 0.48469462990760803,
66
+ "covertype_test_accuracy": 0.8077777624130249,
67
+ "covertype_test_precision": 0.8091175556182861,
68
+ "covertype_test_recall": 0.8077777624130249,
69
+ "covertype_test_f1-score": 0.807754397392273,
70
+ "covertype_test_support": 1800.0,
71
+ "covertype_test_score": 0.8077777624130249
72
+ },
73
+ "20": {
74
+ "covertype_test_loss": 0.4721856713294983,
75
+ "covertype_test_accuracy": 0.8125,
76
+ "covertype_test_precision": 0.8128763437271118,
77
+ "covertype_test_recall": 0.8125,
78
+ "covertype_test_f1-score": 0.8122999668121338,
79
+ "covertype_test_support": 1600.0,
80
+ "covertype_test_score": 0.8125
81
+ },
82
+ "50": {
83
+ "covertype_test_loss": 0.4632924199104309,
84
+ "covertype_test_accuracy": 0.8050000071525574,
85
+ "covertype_test_precision": 0.8051193952560425,
86
+ "covertype_test_recall": 0.8050000071525574,
87
+ "covertype_test_f1-score": 0.8045963048934937,
88
+ "covertype_test_support": 1000.0,
89
+ "covertype_test_score": 0.8050000071525574
90
+ }
91
+ }
92
+ },
93
+ {
94
+ "seed": 1,
95
+ "val_metrics": {
96
+ "covertype_val_loss": 0.6097705960273743,
97
+ "lr": 0.0,
98
+ "covertype_val_accuracy": 0.7627627849578857,
99
+ "covertype_val_precision": 0.7531444430351257,
100
+ "covertype_val_recall": 0.7627627849578857,
101
+ "covertype_val_f1-score": 0.7567340731620789,
102
+ "covertype_val_support": 999.0,
103
+ "covertype_val_score": 0.7627627849578857
104
+ },
105
+ "test_metrics": {
106
+ "0": {
107
+ "covertype_test_loss": 0.5612261295318604,
108
+ "lr": 0.0,
109
+ "covertype_test_accuracy": 0.7860000133514404,
110
+ "covertype_test_precision": 0.7851513624191284,
111
+ "covertype_test_recall": 0.7860000133514404,
112
+ "covertype_test_f1-score": 0.783981442451477,
113
+ "covertype_test_support": 2000.0,
114
+ "covertype_test_score": 0.7860000133514404
115
+ },
116
+ "5": {
117
+ "covertype_test_loss": 0.5397699475288391,
118
+ "covertype_test_accuracy": 0.7915789484977722,
119
+ "covertype_test_precision": 0.7900335788726807,
120
+ "covertype_test_recall": 0.7915789484977722,
121
+ "covertype_test_f1-score": 0.7900670766830444,
122
+ "covertype_test_support": 1900.0,
123
+ "covertype_test_score": 0.7915789484977722
124
+ },
125
+ "10": {
126
+ "covertype_test_loss": 0.5162078142166138,
127
+ "covertype_test_accuracy": 0.7961111068725586,
128
+ "covertype_test_precision": 0.7944092750549316,
129
+ "covertype_test_recall": 0.7961111068725586,
130
+ "covertype_test_f1-score": 0.7944211959838867,
131
+ "covertype_test_support": 1800.0,
132
+ "covertype_test_score": 0.7961111068725586
133
+ },
134
+ "20": {
135
+ "covertype_test_loss": 0.4939921200275421,
136
+ "covertype_test_accuracy": 0.8031250238418579,
137
+ "covertype_test_precision": 0.8033768534660339,
138
+ "covertype_test_recall": 0.8031250238418579,
139
+ "covertype_test_f1-score": 0.8024389147758484,
140
+ "covertype_test_support": 1600.0,
141
+ "covertype_test_score": 0.8031250238418579
142
+ },
143
+ "50": {
144
+ "covertype_test_loss": 0.4812321960926056,
145
+ "covertype_test_accuracy": 0.8080000281333923,
146
+ "covertype_test_precision": 0.8106704950332642,
147
+ "covertype_test_recall": 0.8080000281333923,
148
+ "covertype_test_f1-score": 0.8066928386688232,
149
+ "covertype_test_support": 1000.0,
150
+ "covertype_test_score": 0.8080000281333923
151
+ }
152
+ }
153
+ },
154
+ {
155
+ "seed": 2,
156
+ "val_metrics": {
157
+ "covertype_val_loss": 0.6067405343055725,
158
+ "lr": 0.0,
159
+ "covertype_val_accuracy": 0.7527527809143066,
160
+ "covertype_val_precision": 0.7544311881065369,
161
+ "covertype_val_recall": 0.7527527809143066,
162
+ "covertype_val_f1-score": 0.7501770853996277,
163
+ "covertype_val_support": 999.0,
164
+ "covertype_val_score": 0.7527527809143066
165
+ },
166
+ "test_metrics": {
167
+ "0": {
168
+ "covertype_test_loss": 0.5569266080856323,
169
+ "lr": 0.0,
170
+ "covertype_test_accuracy": 0.7714999914169312,
171
+ "covertype_test_precision": 0.7781301140785217,
172
+ "covertype_test_recall": 0.7714999914169312,
173
+ "covertype_test_f1-score": 0.7714440822601318,
174
+ "covertype_test_support": 2000.0,
175
+ "covertype_test_score": 0.7714999914169312
176
+ },
177
+ "5": {
178
+ "covertype_test_loss": 0.5373858213424683,
179
+ "covertype_test_accuracy": 0.7768421173095703,
180
+ "covertype_test_precision": 0.7848212122917175,
181
+ "covertype_test_recall": 0.7768421173095703,
182
+ "covertype_test_f1-score": 0.7772281765937805,
183
+ "covertype_test_support": 1900.0,
184
+ "covertype_test_score": 0.7768421173095703
185
+ },
186
+ "10": {
187
+ "covertype_test_loss": 0.515751838684082,
188
+ "covertype_test_accuracy": 0.7827777862548828,
189
+ "covertype_test_precision": 0.7902193665504456,
190
+ "covertype_test_recall": 0.7827777862548828,
191
+ "covertype_test_f1-score": 0.78303462266922,
192
+ "covertype_test_support": 1800.0,
193
+ "covertype_test_score": 0.7827777862548828
194
+ },
195
+ "20": {
196
+ "covertype_test_loss": 0.5000463724136353,
197
+ "covertype_test_accuracy": 0.7887499928474426,
198
+ "covertype_test_precision": 0.7951571345329285,
199
+ "covertype_test_recall": 0.7887499928474426,
200
+ "covertype_test_f1-score": 0.7889785766601562,
201
+ "covertype_test_support": 1600.0,
202
+ "covertype_test_score": 0.7887499928474426
203
+ },
204
+ "50": {
205
+ "covertype_test_loss": 0.49490901827812195,
206
+ "covertype_test_accuracy": 0.7919999957084656,
207
+ "covertype_test_precision": 0.7957948446273804,
208
+ "covertype_test_recall": 0.7919999957084656,
209
+ "covertype_test_f1-score": 0.791094958782196,
210
+ "covertype_test_support": 1000.0,
211
+ "covertype_test_score": 0.7919999957084656
212
+ }
213
+ }
214
+ },
215
+ {
216
+ "seed": 3,
217
+ "val_metrics": {
218
+ "covertype_val_loss": 0.5799944996833801,
219
+ "lr": 0.0,
220
+ "covertype_val_accuracy": 0.7787787914276123,
221
+ "covertype_val_precision": 0.7706867456436157,
222
+ "covertype_val_recall": 0.7787787914276123,
223
+ "covertype_val_f1-score": 0.7735482454299927,
224
+ "covertype_val_support": 999.0,
225
+ "covertype_val_score": 0.7787787914276123
226
+ },
227
+ "test_metrics": {
228
+ "0": {
229
+ "covertype_test_loss": 0.5833912491798401,
230
+ "lr": 0.0,
231
+ "covertype_test_accuracy": 0.7795000076293945,
232
+ "covertype_test_precision": 0.7790085673332214,
233
+ "covertype_test_recall": 0.7795000076293945,
234
+ "covertype_test_f1-score": 0.7784900069236755,
235
+ "covertype_test_support": 2000.0,
236
+ "covertype_test_score": 0.7795000076293945
237
+ },
238
+ "5": {
239
+ "covertype_test_loss": 0.5617518424987793,
240
+ "covertype_test_accuracy": 0.7884210348129272,
241
+ "covertype_test_precision": 0.7866570353507996,
242
+ "covertype_test_recall": 0.7884210348129272,
243
+ "covertype_test_f1-score": 0.7874839901924133,
244
+ "covertype_test_support": 1900.0,
245
+ "covertype_test_score": 0.7884210348129272
246
+ },
247
+ "10": {
248
+ "covertype_test_loss": 0.5307733416557312,
249
+ "covertype_test_accuracy": 0.7950000166893005,
250
+ "covertype_test_precision": 0.7925735712051392,
251
+ "covertype_test_recall": 0.7950000166893005,
252
+ "covertype_test_f1-score": 0.7936902046203613,
253
+ "covertype_test_support": 1800.0,
254
+ "covertype_test_score": 0.7950000166893005
255
+ },
256
+ "20": {
257
+ "covertype_test_loss": 0.508714497089386,
258
+ "covertype_test_accuracy": 0.7975000143051147,
259
+ "covertype_test_precision": 0.795590341091156,
260
+ "covertype_test_recall": 0.7975000143051147,
261
+ "covertype_test_f1-score": 0.7961288094520569,
262
+ "covertype_test_support": 1600.0,
263
+ "covertype_test_score": 0.7975000143051147
264
+ },
265
+ "50": {
266
+ "covertype_test_loss": 0.47752997279167175,
267
+ "covertype_test_accuracy": 0.8029999732971191,
268
+ "covertype_test_precision": 0.7997534275054932,
269
+ "covertype_test_recall": 0.8029999732971191,
270
+ "covertype_test_f1-score": 0.8003390431404114,
271
+ "covertype_test_support": 1000.0,
272
+ "covertype_test_score": 0.8029999732971191
273
+ }
274
+ }
275
+ },
276
+ {
277
+ "seed": 4,
278
+ "val_metrics": {
279
+ "covertype_val_loss": 0.5509503483772278,
280
+ "lr": 0.0005000000237487257,
281
+ "covertype_val_accuracy": 0.7837837934494019,
282
+ "covertype_val_precision": 0.7762391567230225,
283
+ "covertype_val_recall": 0.7837837934494019,
284
+ "covertype_val_f1-score": 0.7791574597358704,
285
+ "covertype_val_support": 999.0,
286
+ "covertype_val_score": 0.7837837934494019
287
+ },
288
+ "test_metrics": {
289
+ "0": {
290
+ "covertype_test_loss": 0.5476185083389282,
291
+ "lr": 0.0005000000819563866,
292
+ "covertype_test_accuracy": 0.7875000238418579,
293
+ "covertype_test_precision": 0.7864752411842346,
294
+ "covertype_test_recall": 0.7875000238418579,
295
+ "covertype_test_f1-score": 0.7840257287025452,
296
+ "covertype_test_support": 2000.0,
297
+ "covertype_test_score": 0.7875000238418579
298
+ },
299
+ "5": {
300
+ "covertype_test_loss": 0.5301433205604553,
301
+ "covertype_test_accuracy": 0.793684184551239,
302
+ "covertype_test_precision": 0.7905617952346802,
303
+ "covertype_test_recall": 0.793684184551239,
304
+ "covertype_test_f1-score": 0.7907732129096985,
305
+ "covertype_test_support": 1900.0,
306
+ "covertype_test_score": 0.793684184551239
307
+ },
308
+ "10": {
309
+ "covertype_test_loss": 0.5052878260612488,
310
+ "covertype_test_accuracy": 0.7988888621330261,
311
+ "covertype_test_precision": 0.7961391806602478,
312
+ "covertype_test_recall": 0.7988888621330261,
313
+ "covertype_test_f1-score": 0.7966334819793701,
314
+ "covertype_test_support": 1800.0,
315
+ "covertype_test_score": 0.7988888621330261
316
+ },
317
+ "20": {
318
+ "covertype_test_loss": 0.48336002230644226,
319
+ "covertype_test_accuracy": 0.8056250214576721,
320
+ "covertype_test_precision": 0.8040944337844849,
321
+ "covertype_test_recall": 0.8056250214576721,
322
+ "covertype_test_f1-score": 0.8036404252052307,
323
+ "covertype_test_support": 1600.0,
324
+ "covertype_test_score": 0.8056250214576721
325
+ },
326
+ "50": {
327
+ "covertype_test_loss": 0.48196154832839966,
328
+ "covertype_test_accuracy": 0.8059999942779541,
329
+ "covertype_test_precision": 0.8096011281013489,
330
+ "covertype_test_recall": 0.8059999942779541,
331
+ "covertype_test_f1-score": 0.8026127219200134,
332
+ "covertype_test_support": 1000.0,
333
+ "covertype_test_score": 0.8059999942779541
334
+ }
335
+ }
336
+ }
337
+ ],
338
+ "summary": {
339
+ "0": {
340
+ "covertype_test_loss": {
341
+ "mean": 0.5575193762779236,
342
+ "std": 0.016924163431699654,
343
+ "n": 5,
344
+ "ci95": 0.0210107555580352
345
+ },
346
+ "lr": {
347
+ "mean": 0.00010000001639127731,
348
+ "std": 0.00022360683440198926,
349
+ "n": 5,
350
+ "ci95": 0.00027760004550218576
351
+ },
352
+ "covertype_test_accuracy": {
353
+ "mean": 0.7830000042915344,
354
+ "std": 0.007582879020561913,
355
+ "n": 5,
356
+ "ci95": 0.009413878456690098
357
+ },
358
+ "covertype_test_precision": {
359
+ "mean": 0.7842200636863709,
360
+ "std": 0.005832089185413672,
361
+ "n": 5,
362
+ "ci95": 0.007240334257105506
363
+ },
364
+ "covertype_test_recall": {
365
+ "mean": 0.7830000042915344,
366
+ "std": 0.007582879020561913,
367
+ "n": 5,
368
+ "ci95": 0.009413878456690098
369
+ },
370
+ "covertype_test_f1-score": {
371
+ "mean": 0.7817660689353942,
372
+ "std": 0.007254642364806462,
373
+ "n": 5,
374
+ "ci95": 0.009006384156183208
375
+ },
376
+ "covertype_test_support": {
377
+ "mean": 2000.0,
378
+ "std": 0.0,
379
+ "n": 5,
380
+ "ci95": 0.0
381
+ },
382
+ "covertype_test_score": {
383
+ "mean": 0.7830000042915344,
384
+ "std": 0.007582879020561913,
385
+ "n": 5,
386
+ "ci95": 0.009413878456690098
387
+ }
388
+ },
389
+ "5": {
390
+ "covertype_test_loss": {
391
+ "mean": 0.5365535020828247,
392
+ "std": 0.017382535366013828,
393
+ "n": 5,
394
+ "ci95": 0.02157980824447405
395
+ },
396
+ "covertype_test_accuracy": {
397
+ "mean": 0.7902105212211609,
398
+ "std": 0.008692973291864784,
399
+ "n": 5,
400
+ "ci95": 0.010792021575837314
401
+ },
402
+ "covertype_test_precision": {
403
+ "mean": 0.7911576986312866,
404
+ "std": 0.007411281321296465,
405
+ "n": 5,
406
+ "ci95": 0.00920084592907727
407
+ },
408
+ "covertype_test_recall": {
409
+ "mean": 0.7902105212211609,
410
+ "std": 0.008692973291864784,
411
+ "n": 5,
412
+ "ci95": 0.010792021575837314
413
+ },
414
+ "covertype_test_f1-score": {
415
+ "mean": 0.7892776012420655,
416
+ "std": 0.008438779181224584,
417
+ "n": 5,
418
+ "ci95": 0.010476448499241408
419
+ },
420
+ "covertype_test_support": {
421
+ "mean": 1900.0,
422
+ "std": 0.0,
423
+ "n": 5,
424
+ "ci95": 0.0
425
+ },
426
+ "covertype_test_score": {
427
+ "mean": 0.7902105212211609,
428
+ "std": 0.008692973291864784,
429
+ "n": 5,
430
+ "ci95": 0.010792021575837314
431
+ }
432
+ },
433
+ "10": {
434
+ "covertype_test_loss": {
435
+ "mean": 0.5105430901050567,
436
+ "std": 0.01706050947050198,
437
+ "n": 5,
438
+ "ci95": 0.021180024385067223
439
+ },
440
+ "covertype_test_accuracy": {
441
+ "mean": 0.7961111068725586,
442
+ "std": 0.00898385685376858,
443
+ "n": 5,
444
+ "ci95": 0.011153143319885461
445
+ },
446
+ "covertype_test_precision": {
447
+ "mean": 0.7964917898178101,
448
+ "std": 0.007392004020320382,
449
+ "n": 5,
450
+ "ci95": 0.009176913835756279
451
+ },
452
+ "covertype_test_recall": {
453
+ "mean": 0.7961111068725586,
454
+ "std": 0.00898385685376858,
455
+ "n": 5,
456
+ "ci95": 0.011153143319885461
457
+ },
458
+ "covertype_test_f1-score": {
459
+ "mean": 0.7951067805290222,
460
+ "std": 0.00881060069608751,
461
+ "n": 5,
462
+ "ci95": 0.010938051874293354
463
+ },
464
+ "covertype_test_support": {
465
+ "mean": 1800.0,
466
+ "std": 0.0,
467
+ "n": 5,
468
+ "ci95": 0.0
469
+ },
470
+ "covertype_test_score": {
471
+ "mean": 0.7961111068725586,
472
+ "std": 0.00898385685376858,
473
+ "n": 5,
474
+ "ci95": 0.011153143319885461
475
+ }
476
+ },
477
+ "20": {
478
+ "covertype_test_loss": {
479
+ "mean": 0.49165973663330076,
480
+ "std": 0.014272044383938058,
481
+ "n": 5,
482
+ "ci95": 0.017718242740594754
483
+ },
484
+ "covertype_test_accuracy": {
485
+ "mean": 0.8015000104904175,
486
+ "std": 0.00893335144923033,
487
+ "n": 5,
488
+ "ci95": 0.011090442630814755
489
+ },
490
+ "covertype_test_precision": {
491
+ "mean": 0.8022190213203431,
492
+ "std": 0.007284331037390206,
493
+ "n": 5,
494
+ "ci95": 0.009043241602343958
495
+ },
496
+ "covertype_test_recall": {
497
+ "mean": 0.8015000104904175,
498
+ "std": 0.00893335144923033,
499
+ "n": 5,
500
+ "ci95": 0.011090442630814755
501
+ },
502
+ "covertype_test_f1-score": {
503
+ "mean": 0.8006973385810852,
504
+ "std": 0.008725202973993073,
505
+ "n": 5,
506
+ "ci95": 0.010832033596262636
507
+ },
508
+ "covertype_test_support": {
509
+ "mean": 1600.0,
510
+ "std": 0.0,
511
+ "n": 5,
512
+ "ci95": 0.0
513
+ },
514
+ "covertype_test_score": {
515
+ "mean": 0.8015000104904175,
516
+ "std": 0.00893335144923033,
517
+ "n": 5,
518
+ "ci95": 0.011090442630814755
519
+ }
520
+ },
521
+ "50": {
522
+ "covertype_test_loss": {
523
+ "mean": 0.47978503108024595,
524
+ "std": 0.01132097625814135,
525
+ "n": 5,
526
+ "ci95": 0.014054595123597195
527
+ },
528
+ "covertype_test_accuracy": {
529
+ "mean": 0.8027999997138977,
530
+ "std": 0.006300800930338869,
531
+ "n": 5,
532
+ "ci95": 0.00782222345591564
533
+ },
534
+ "covertype_test_precision": {
535
+ "mean": 0.8041878581047058,
536
+ "std": 0.006369903551824486,
537
+ "n": 5,
538
+ "ci95": 0.00790801193782868
539
+ },
540
+ "covertype_test_recall": {
541
+ "mean": 0.8027999997138977,
542
+ "std": 0.006300800930338869,
543
+ "n": 5,
544
+ "ci95": 0.00782222345591564
545
+ },
546
+ "covertype_test_f1-score": {
547
+ "mean": 0.8010671734809875,
548
+ "std": 0.00605117420632971,
549
+ "n": 5,
550
+ "ci95": 0.007512320629694654
551
+ },
552
+ "covertype_test_support": {
553
+ "mean": 1000.0,
554
+ "std": 0.0,
555
+ "n": 5,
556
+ "ci95": 0.0
557
+ },
558
+ "covertype_test_score": {
559
+ "mean": 0.8027999997138977,
560
+ "std": 0.006300800930338869,
561
+ "n": 5,
562
+ "ci95": 0.00782222345591564
563
+ }
564
+ }
565
+ }
566
+ }
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.001_sx0_z0_sy0/seed_42/wjepa_joint/covertype/20260905_183754/embedding.npy ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d13ec905119036da46c28b43efffd7c4ae3623b4a1bae4b904da7e5092e198a6
3
+ size 138240128
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.001_sx0_z0_sy0/seed_42/wjepa_joint/covertype/20260905_183754/uncertainty.npy ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:2860f881fda8b5b017c55d7a36f445543d70f916f9365858351a0a97ff7184bc
3
+ size 138240128
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.001_sx0_z0_sy0/seed_42/wjepa_joint/covertype/20260905_183754/vtjepa_best_model.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1d2774c6e02031b3c7ccf05a2c8c6fbba8a6c06948066533fef3b55396fc5fbd
3
+ size 11498064
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.001_sx0_z0_sy0/seed_42/wjepa_joint/covertype/20260905_183754/vtjepa_config.yaml ADDED
@@ -0,0 +1,129 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ batch_size: 512
2
+ data_loader_nprocs: 0
3
+ data_path: /pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/baselines/Var-T-JEPA/datasets/subset_views/size_10000
4
+ data_set: covertype
5
+ deterministic_mode: warn
6
+ downstream_evaluation_epochs: 50
7
+ downstream_probe_patience: 20
8
+ exp_cadence_type: improvement
9
+ exp_device: null
10
+ exp_final_lr: 0.0
11
+ exp_final_weight_decay: 0.0
12
+ exp_gradient_clipping: 1.0
13
+ exp_ipe_scale: 1.0
14
+ exp_lr: 0.0005
15
+ exp_n_runs: 1
16
+ exp_patience: 15
17
+ exp_scheduler: true
18
+ exp_start_lr: 0.0
19
+ exp_train_total_epochs: 500
20
+ exp_val_cache_cadence: 1
21
+ exp_warmup: 12
22
+ exp_weight_decay: 0.0
23
+ exp_weight_decay_scheduler: true
24
+ full_dataset_cuda: false
25
+ init_type: trunc_normal
26
+ is_batchlearning: true
27
+ iteration: 0
28
+ jepa_objective: w_jepa_joint
29
+ load_from_checkpoint: false
30
+ load_path: null
31
+ log_sigma_x_init: -2.0
32
+ log_sigma_y_init: -2.0
33
+ log_tensorboard: false
34
+ logvar_init_bias: -4.0
35
+ logvar_init_std: 0.005
36
+ mask_allow_overlap: false
37
+ mask_max_ctx_share: 0.35
38
+ mask_max_trgt_share: 0.6
39
+ mask_min_ctx_share: 0.15
40
+ mask_min_trgt_share: 0.15
41
+ mask_num_encs: 1
42
+ mask_num_preds: 4
43
+ mask_seed: 0
44
+ mask_shared: auto
45
+ mock: false
46
+ model_act_func: relu
47
+ model_amp: false
48
+ model_dim_feedforward: 64
49
+ model_dim_hidden: 64
50
+ model_dropout_prob: 0.0015
51
+ model_dtype: float32
52
+ model_feature_index_embedding: true
53
+ model_feature_type_embedding: true
54
+ model_layer_norm_eps: 1.0e-05
55
+ model_num_heads: 8
56
+ model_num_layers: 8
57
+ model_selection: filtered_20
58
+ mp_distributed: false
59
+ mp_gpus: 1
60
+ mp_nodes: 1
61
+ mp_nr: 0
62
+ mu_init_std: 0.03
63
+ n_cls_tokens: 1
64
+ np_seed: 42
65
+ pin_memory: false
66
+ pooled_context_representation_size_for_auxiliary_encoder: 1
67
+ pooled_context_representation_size_for_target_posterior: 1
68
+ pre_evaluation: true
69
+ pred_activation: relu
70
+ pred_dim_feedforward: 256
71
+ pred_embed_dim: 16
72
+ pred_layer_norm_eps: 1.0e-05
73
+ pred_num_heads: 4
74
+ pred_num_layers: 16
75
+ pred_p_dropout: 0.002
76
+ pred_type: transformer
77
+ probe_cadence: 2
78
+ probe_encoder_type: target_posterior
79
+ probe_model: linear_probe
80
+ probe_representation_type: mean
81
+ random: false
82
+ recon_x_weight: 0.001
83
+ recon_y_weight: 0.5
84
+ res_dir: ./
85
+ safe_exit: false
86
+ sigma_aggregation: mean
87
+ subset_size: -1
88
+ sw_full_num_projections: 2048
89
+ sw_include_marginals: true
90
+ sw_marginal_num_projections: 1024
91
+ sw_p: 2
92
+ sw_s_x_weight: 0.0
93
+ sw_s_y_weight: 0.0
94
+ sw_seed: 0
95
+ sw_z_weight: 0.0
96
+ test: false
97
+ torch_seed: 42
98
+ using_embedding: false
99
+ verbose: false
100
+ vtjepa_kl_x_annealing_epochs: 60
101
+ vtjepa_kl_x_end_weight: 1.0e-06
102
+ vtjepa_kl_x_start_epoch: 1
103
+ vtjepa_kl_x_start_weight: 0.0
104
+ vtjepa_kl_y_annealing_epochs: 20
105
+ vtjepa_kl_y_end_weight: 1.0e-06
106
+ vtjepa_kl_y_start_epoch: 1
107
+ vtjepa_kl_y_start_weight: 0.0
108
+ vtjepa_kl_z_annealing_epochs: 60
109
+ vtjepa_kl_z_end_weight: 1.0e-05
110
+ vtjepa_kl_z_start_epoch: 1
111
+ vtjepa_kl_z_start_weight: 0.0
112
+ wjepa_joint_annealing_epochs: 60
113
+ wjepa_joint_end_weight: 0.001
114
+ wjepa_joint_start_epoch: 1
115
+ wjepa_joint_start_weight: 0.0
116
+ wjepa_marginal_end_scale: 1.0
117
+ wjepa_marginal_start_scale: 0.0
118
+ wjepa_s_x_annealing_epochs: 30
119
+ wjepa_s_x_end_scale: 1.0
120
+ wjepa_s_x_start_epoch: 0
121
+ wjepa_s_x_start_scale: 0.0
122
+ wjepa_s_y_annealing_epochs: 30
123
+ wjepa_s_y_end_scale: 1.0
124
+ wjepa_s_y_start_epoch: 0
125
+ wjepa_s_y_start_scale: 0.0
126
+ wjepa_z_annealing_epochs: 30
127
+ wjepa_z_end_scale: 1.0
128
+ wjepa_z_start_epoch: 0
129
+ wjepa_z_start_scale: 0.0
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0001_z0.0001_sy0.0001/seed_42/comparison_complete.json ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "completed_at_utc": "2026-09-05T20:35:36.410656+00:00",
3
+ "spec": {
4
+ "dataset": "covertype",
5
+ "objective": "w_jepa_joint",
6
+ "torch_seed": 42,
7
+ "np_seed": 42,
8
+ "mask_seed": 0,
9
+ "sw_seed": 0,
10
+ "sw_full_num_projections": 2048,
11
+ "sw_marginal_num_projections": 1024,
12
+ "sw_p": 2,
13
+ "sw_include_marginals": true,
14
+ "sw_s_x_weight": 0.0001,
15
+ "sw_z_weight": 0.0001,
16
+ "sw_s_y_weight": 0.0001,
17
+ "lambda_joint": 0.0025,
18
+ "epochs": 500,
19
+ "smoke": false,
20
+ "downstream_models": "mlp,resnet"
21
+ }
22
+ }
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0001_z0.0001_sy0.0001/seed_42/comparison_manifest.json ADDED
@@ -0,0 +1,60 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "spec": {
3
+ "dataset": "covertype",
4
+ "objective": "w_jepa_joint",
5
+ "torch_seed": 42,
6
+ "np_seed": 42,
7
+ "mask_seed": 0,
8
+ "sw_seed": 0,
9
+ "sw_full_num_projections": 2048,
10
+ "sw_marginal_num_projections": 1024,
11
+ "sw_p": 2,
12
+ "sw_include_marginals": true,
13
+ "sw_s_x_weight": 0.0001,
14
+ "sw_z_weight": 0.0001,
15
+ "sw_s_y_weight": 0.0001,
16
+ "lambda_joint": 0.0025,
17
+ "epochs": 500,
18
+ "smoke": false,
19
+ "downstream_models": "mlp,resnet"
20
+ },
21
+ "train_command": [
22
+ "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/.venv/bin/python3",
23
+ "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/hessian_train_vtjepa.py",
24
+ "--dataset",
25
+ "covertype",
26
+ "--results-root",
27
+ "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0001_z0.0001_sy0.0001/seed_42",
28
+ "--epochs",
29
+ "500",
30
+ "--objective",
31
+ "w_jepa_joint",
32
+ "--sw-full-end-weight",
33
+ "0.0025",
34
+ "--torch-seed",
35
+ "42",
36
+ "--np-seed",
37
+ "42",
38
+ "--mask-seed",
39
+ "0",
40
+ "--sw-seed",
41
+ "0",
42
+ "--sw-full-num-projections",
43
+ "2048",
44
+ "--sw-marginal-num-projections",
45
+ "1024",
46
+ "--sw-p",
47
+ "2",
48
+ "--sw-s-x-end-weight",
49
+ "0.0001",
50
+ "--sw-z-end-weight",
51
+ "0.0001",
52
+ "--sw-s-y-end-weight",
53
+ "0.0001",
54
+ "--model-selection",
55
+ "filtered_20",
56
+ "--deterministic-mode",
57
+ "warn",
58
+ "--sw-include-marginals"
59
+ ]
60
+ }
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0001_z0.0001_sy0.0001/seed_42/paper_alignment_manifest.json ADDED
@@ -0,0 +1,201 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "code_variant": "paper-aligned-v4-token-joint-sw",
3
+ "upstream_commit": "eba7a9b1e01bb6613f4968b0f460d1bd1ae409ef",
4
+ "source_sha256": {
5
+ "src/encoder.py": "c29e003ed6a59e239cfe5cbc6823817fed99c54bfa2f4ffa94bc9ea8eb6f777c",
6
+ "src/mask.py": "f447b737b9144d96f5649d51f457e0c207a0e05da62303fb93726471f75779a0",
7
+ "src/run_vtjepa.py": "6ae9c394e822156fc373cfb7dc33ae0b04f9a37073a76d5a816e559461308d35",
8
+ "src/train_vtjepa.py": "b8787906b52278fdd06206d55c2c08d13f5be5e18062b26ad924bda19f1533b8",
9
+ "src/vtjepa.py": "2e1dc60b0d48e1da098451b50426bfca437fbdbbad6809f1cd09a67937c90cbc",
10
+ "src/sliced_wasserstein.py": "a85be4c6433b3f3790cac2a6b8763803c80076715a39b554fd84079c2028bdf0"
11
+ },
12
+ "dataset": "covertype",
13
+ "objective": "w_jepa_joint",
14
+ "seeds": {
15
+ "torch": 42,
16
+ "numpy": 42,
17
+ "mask": 0,
18
+ "sliced_wasserstein": 0
19
+ },
20
+ "smoke": false,
21
+ "sw_include_marginals": true,
22
+ "sw_full_num_projections": 2048,
23
+ "sw_marginal_num_projections": 1024,
24
+ "sw_component_weights": {
25
+ "full": 0.0025,
26
+ "s_x": 0.0001,
27
+ "z": 0.0001,
28
+ "s_y": 0.0001
29
+ },
30
+ "command": [
31
+ "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/.venv/bin/python3",
32
+ "-W",
33
+ "ignore",
34
+ "-m",
35
+ "src.run_vtjepa",
36
+ "--data_set",
37
+ "covertype",
38
+ "--data_path",
39
+ "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/baselines/Var-T-JEPA/datasets/subset_views/size_10000",
40
+ "--batch_size",
41
+ "512",
42
+ "--model_dim_hidden",
43
+ "64",
44
+ "--model_dim_feedforward",
45
+ "64",
46
+ "--model_num_layers",
47
+ "8",
48
+ "--model_num_heads",
49
+ "8",
50
+ "--model_dropout_prob",
51
+ "0.0015",
52
+ "--model_feature_index_embedding",
53
+ "true",
54
+ "--model_feature_type_embedding",
55
+ "true",
56
+ "--exp_train_total_epochs",
57
+ "500",
58
+ "--init_type",
59
+ "trunc_normal",
60
+ "--pre_evaluation",
61
+ "true",
62
+ "--pin_memory",
63
+ "false",
64
+ "--mask_min_ctx_share",
65
+ "0.15",
66
+ "--mask_max_ctx_share",
67
+ "0.35",
68
+ "--mask_min_trgt_share",
69
+ "0.15",
70
+ "--mask_max_trgt_share",
71
+ "0.6",
72
+ "--mask_num_preds",
73
+ "4",
74
+ "--pred_num_layers",
75
+ "16",
76
+ "--pred_embed_dim",
77
+ "16",
78
+ "--pred_num_heads",
79
+ "4",
80
+ "--pred_p_dropout",
81
+ "0.002",
82
+ "--pred_dim_feedforward",
83
+ "256",
84
+ "--pred_type",
85
+ "transformer",
86
+ "--probe_model",
87
+ "linear_probe",
88
+ "--probe_cadence",
89
+ "2",
90
+ "--probe_representation_type",
91
+ "mean",
92
+ "--probe_encoder_type",
93
+ "target_posterior",
94
+ "--downstream_evaluation_epochs",
95
+ "50",
96
+ "--downstream_probe_patience",
97
+ "20",
98
+ "--exp_final_lr",
99
+ "0.0",
100
+ "--exp_final_weight_decay",
101
+ "0.0",
102
+ "--exp_start_lr",
103
+ "0.0",
104
+ "--exp_patience",
105
+ "15",
106
+ "--exp_weight_decay",
107
+ "0.0",
108
+ "--exp_lr",
109
+ "0.0005",
110
+ "--exp_warmup",
111
+ "12",
112
+ "--log_tensorboard",
113
+ "false",
114
+ "--n_cls_tokens",
115
+ "1",
116
+ "--vtjepa_kl_x_start_weight",
117
+ "0",
118
+ "--vtjepa_kl_x_end_weight",
119
+ "1e-06",
120
+ "--vtjepa_kl_x_annealing_epochs",
121
+ "60",
122
+ "--vtjepa_kl_z_start_weight",
123
+ "0",
124
+ "--vtjepa_kl_z_end_weight",
125
+ "1e-05",
126
+ "--vtjepa_kl_z_annealing_epochs",
127
+ "60",
128
+ "--vtjepa_kl_y_start_weight",
129
+ "0",
130
+ "--vtjepa_kl_y_end_weight",
131
+ "1e-06",
132
+ "--vtjepa_kl_y_annealing_epochs",
133
+ "20",
134
+ "--vtjepa_kl_x_start_epoch",
135
+ "1",
136
+ "--vtjepa_kl_z_start_epoch",
137
+ "1",
138
+ "--vtjepa_kl_y_start_epoch",
139
+ "1",
140
+ "--recon_x_weight",
141
+ "0.001",
142
+ "--recon_y_weight",
143
+ "0.5",
144
+ "--mu_init_std",
145
+ "0.03",
146
+ "--logvar_init_std",
147
+ "0.005",
148
+ "--logvar_init_bias",
149
+ "-4.0",
150
+ "--log_sigma_x_init",
151
+ "-2.0",
152
+ "--log_sigma_y_init",
153
+ "-2.0",
154
+ "--pooled_context_representation_size_for_target_posterior",
155
+ "1",
156
+ "--pooled_context_representation_size_for_auxiliary_encoder",
157
+ "1",
158
+ "--sigma_aggregation",
159
+ "mean",
160
+ "--model_selection",
161
+ "filtered_20",
162
+ "--jepa_objective",
163
+ "w_jepa_joint",
164
+ "--wjepa_joint_start_weight",
165
+ "0.0",
166
+ "--wjepa_joint_end_weight",
167
+ "0.0025",
168
+ "--wjepa_joint_start_epoch",
169
+ "1",
170
+ "--wjepa_joint_annealing_epochs",
171
+ "60",
172
+ "--sw_full_num_projections",
173
+ "2048",
174
+ "--sw_marginal_num_projections",
175
+ "1024",
176
+ "--sw_p",
177
+ "2",
178
+ "--sw_include_marginals",
179
+ "true",
180
+ "--sw_s_x_weight",
181
+ "0.0001",
182
+ "--sw_z_weight",
183
+ "0.0001",
184
+ "--sw_s_y_weight",
185
+ "0.0001",
186
+ "--torch_seed",
187
+ "42",
188
+ "--np_seed",
189
+ "42",
190
+ "--mask_seed",
191
+ "0",
192
+ "--sw_seed",
193
+ "0",
194
+ "--deterministic_mode",
195
+ "warn",
196
+ "--random",
197
+ "false",
198
+ "--safe_exit",
199
+ "false"
200
+ ]
201
+ }
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0001_z0.0001_sy0.0001/seed_42/wjepa_joint/covertype/20260905_200355/downstream_results/mlp_covertype_downstream_results.json ADDED
@@ -0,0 +1,563 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "dataset": "covertype",
3
+ "model": "mlp",
4
+ "config": {
5
+ "script_path": "src/run_benchmark.py",
6
+ "folder_name": "/tmp/tmpbcvov7rb",
7
+ "data_path": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/baselines/Var-T-JEPA/datasets/subset_views/size_10000",
8
+ "data_set": "covertype",
9
+ "model_name": "mlp",
10
+ "using_embedding": true,
11
+ "emb_train": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0001_z0.0001_sy0.0001/seed_42/wjepa_joint/covertype/20260905_200355/embedding.npy",
12
+ "emb_test": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0001_z0.0001_sy0.0001/seed_42/wjepa_joint/covertype/20260905_200355/embedding.npy",
13
+ "uncertainty_test": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0001_z0.0001_sy0.0001/seed_42/wjepa_joint/covertype/20260905_200355/uncertainty.npy",
14
+ "use_split_assignments": true,
15
+ "exp_train_total_epochs": 50,
16
+ "split_config_file": "/tmp/tmpbcvov7rb/split_data/split_config.json",
17
+ "sigma_aggregation": "mean",
18
+ "lr": 0.001,
19
+ "weight_decay": 0.01,
20
+ "batch_size": 128,
21
+ "exp_patience": 16,
22
+ "encoder_type": "linear_flatten",
23
+ "n_hidden": 2,
24
+ "hidden_dim": 128,
25
+ "dropout": 0.1,
26
+ "filter_uncertainty": true
27
+ },
28
+ "runs": [
29
+ {
30
+ "seed": 0,
31
+ "val_metrics": {
32
+ "covertype_val_loss": 0.700831413269043,
33
+ "lr": 0.0010000000474974513,
34
+ "covertype_val_accuracy": 0.7147147059440613,
35
+ "covertype_val_precision": 0.7244920134544373,
36
+ "covertype_val_recall": 0.7147147059440613,
37
+ "covertype_val_f1-score": 0.706165075302124,
38
+ "covertype_val_support": 999.0,
39
+ "covertype_val_score": 0.7147147059440613
40
+ },
41
+ "test_metrics": {
42
+ "0": {
43
+ "covertype_test_loss": 0.6981233358383179,
44
+ "lr": 0.0010000001639127731,
45
+ "covertype_test_accuracy": 0.7045000195503235,
46
+ "covertype_test_precision": 0.7087348103523254,
47
+ "covertype_test_recall": 0.7045000195503235,
48
+ "covertype_test_f1-score": 0.6962039470672607,
49
+ "covertype_test_support": 2000.0,
50
+ "covertype_test_score": 0.7045000195503235
51
+ },
52
+ "5": {
53
+ "covertype_test_loss": 0.6739929914474487,
54
+ "covertype_test_accuracy": 0.7131578922271729,
55
+ "covertype_test_precision": 0.7177098393440247,
56
+ "covertype_test_recall": 0.7131578922271729,
57
+ "covertype_test_f1-score": 0.7063541412353516,
58
+ "covertype_test_support": 1900.0,
59
+ "covertype_test_score": 0.7131578922271729
60
+ },
61
+ "10": {
62
+ "covertype_test_loss": 0.6643614768981934,
63
+ "covertype_test_accuracy": 0.7172222137451172,
64
+ "covertype_test_precision": 0.7206505537033081,
65
+ "covertype_test_recall": 0.7172222137451172,
66
+ "covertype_test_f1-score": 0.7103294134140015,
67
+ "covertype_test_support": 1800.0,
68
+ "covertype_test_score": 0.7172222137451172
69
+ },
70
+ "20": {
71
+ "covertype_test_loss": 0.6488902568817139,
72
+ "covertype_test_accuracy": 0.7200000286102295,
73
+ "covertype_test_precision": 0.7254378795623779,
74
+ "covertype_test_recall": 0.7200000286102295,
75
+ "covertype_test_f1-score": 0.7136293649673462,
76
+ "covertype_test_support": 1600.0,
77
+ "covertype_test_score": 0.7200000286102295
78
+ },
79
+ "50": {
80
+ "covertype_test_loss": 0.6040688157081604,
81
+ "covertype_test_accuracy": 0.7300000190734863,
82
+ "covertype_test_precision": 0.7309079170227051,
83
+ "covertype_test_recall": 0.7300000190734863,
84
+ "covertype_test_f1-score": 0.7228662371635437,
85
+ "covertype_test_support": 1000.0,
86
+ "covertype_test_score": 0.7300000190734863
87
+ }
88
+ }
89
+ },
90
+ {
91
+ "seed": 1,
92
+ "val_metrics": {
93
+ "covertype_val_loss": 0.6468324661254883,
94
+ "lr": 0.0010000000474974513,
95
+ "covertype_val_accuracy": 0.717717707157135,
96
+ "covertype_val_precision": 0.7059855461120605,
97
+ "covertype_val_recall": 0.717717707157135,
98
+ "covertype_val_f1-score": 0.6948747038841248,
99
+ "covertype_val_support": 999.0,
100
+ "covertype_val_score": 0.717717707157135
101
+ },
102
+ "test_metrics": {
103
+ "0": {
104
+ "covertype_test_loss": 0.6560418009757996,
105
+ "lr": 0.0010000001639127731,
106
+ "covertype_test_accuracy": 0.7070000171661377,
107
+ "covertype_test_precision": 0.6961761713027954,
108
+ "covertype_test_recall": 0.7070000171661377,
109
+ "covertype_test_f1-score": 0.685649037361145,
110
+ "covertype_test_support": 2000.0,
111
+ "covertype_test_score": 0.7070000171661377
112
+ },
113
+ "5": {
114
+ "covertype_test_loss": 0.6372483968734741,
115
+ "covertype_test_accuracy": 0.7157894968986511,
116
+ "covertype_test_precision": 0.7078526616096497,
117
+ "covertype_test_recall": 0.7157894968986511,
118
+ "covertype_test_f1-score": 0.6968318819999695,
119
+ "covertype_test_support": 1900.0,
120
+ "covertype_test_score": 0.7157894968986511
121
+ },
122
+ "10": {
123
+ "covertype_test_loss": 0.6292979121208191,
124
+ "covertype_test_accuracy": 0.7194444537162781,
125
+ "covertype_test_precision": 0.7112605571746826,
126
+ "covertype_test_recall": 0.7194444537162781,
127
+ "covertype_test_f1-score": 0.7009807825088501,
128
+ "covertype_test_support": 1800.0,
129
+ "covertype_test_score": 0.7194444537162781
130
+ },
131
+ "20": {
132
+ "covertype_test_loss": 0.6129342913627625,
133
+ "covertype_test_accuracy": 0.721875011920929,
134
+ "covertype_test_precision": 0.7165736556053162,
135
+ "covertype_test_recall": 0.721875011920929,
136
+ "covertype_test_f1-score": 0.7036011219024658,
137
+ "covertype_test_support": 1600.0,
138
+ "covertype_test_score": 0.721875011920929
139
+ },
140
+ "50": {
141
+ "covertype_test_loss": 0.5922966599464417,
142
+ "covertype_test_accuracy": 0.7200000286102295,
143
+ "covertype_test_precision": 0.7293063402175903,
144
+ "covertype_test_recall": 0.7200000286102295,
145
+ "covertype_test_f1-score": 0.6980486512184143,
146
+ "covertype_test_support": 1000.0,
147
+ "covertype_test_score": 0.7200000286102295
148
+ }
149
+ }
150
+ },
151
+ {
152
+ "seed": 2,
153
+ "val_metrics": {
154
+ "covertype_val_loss": 0.6521791815757751,
155
+ "lr": 0.0010000000474974513,
156
+ "covertype_val_accuracy": 0.7237237095832825,
157
+ "covertype_val_precision": 0.7088123559951782,
158
+ "covertype_val_recall": 0.7237237095832825,
159
+ "covertype_val_f1-score": 0.7078835368156433,
160
+ "covertype_val_support": 999.0,
161
+ "covertype_val_score": 0.7237237095832825
162
+ },
163
+ "test_metrics": {
164
+ "0": {
165
+ "covertype_test_loss": 0.6492904424667358,
166
+ "lr": 0.0010000001639127731,
167
+ "covertype_test_accuracy": 0.7235000133514404,
168
+ "covertype_test_precision": 0.7088594436645508,
169
+ "covertype_test_recall": 0.7235000133514404,
170
+ "covertype_test_f1-score": 0.7076008915901184,
171
+ "covertype_test_support": 2000.0,
172
+ "covertype_test_score": 0.7235000133514404
173
+ },
174
+ "5": {
175
+ "covertype_test_loss": 0.625873327255249,
176
+ "covertype_test_accuracy": 0.7331578731536865,
177
+ "covertype_test_precision": 0.7177702188491821,
178
+ "covertype_test_recall": 0.7331578731536865,
179
+ "covertype_test_f1-score": 0.7197182774543762,
180
+ "covertype_test_support": 1900.0,
181
+ "covertype_test_score": 0.7331578731536865
182
+ },
183
+ "10": {
184
+ "covertype_test_loss": 0.6174570918083191,
185
+ "covertype_test_accuracy": 0.7366666793823242,
186
+ "covertype_test_precision": 0.7211698293685913,
187
+ "covertype_test_recall": 0.7366666793823242,
188
+ "covertype_test_f1-score": 0.7243892550468445,
189
+ "covertype_test_support": 1800.0,
190
+ "covertype_test_score": 0.7366666793823242
191
+ },
192
+ "20": {
193
+ "covertype_test_loss": 0.6023716926574707,
194
+ "covertype_test_accuracy": 0.737500011920929,
195
+ "covertype_test_precision": 0.7252104878425598,
196
+ "covertype_test_recall": 0.737500011920929,
197
+ "covertype_test_f1-score": 0.7261819243431091,
198
+ "covertype_test_support": 1600.0,
199
+ "covertype_test_score": 0.737500011920929
200
+ },
201
+ "50": {
202
+ "covertype_test_loss": 0.5757527947425842,
203
+ "covertype_test_accuracy": 0.7379999756813049,
204
+ "covertype_test_precision": 0.7336111664772034,
205
+ "covertype_test_recall": 0.7379999756813049,
206
+ "covertype_test_f1-score": 0.7242369055747986,
207
+ "covertype_test_support": 1000.0,
208
+ "covertype_test_score": 0.7379999756813049
209
+ }
210
+ }
211
+ },
212
+ {
213
+ "seed": 3,
214
+ "val_metrics": {
215
+ "covertype_val_loss": 0.7334414720535278,
216
+ "lr": 0.0010000000474974513,
217
+ "covertype_val_accuracy": 0.706706702709198,
218
+ "covertype_val_precision": 0.7148322463035583,
219
+ "covertype_val_recall": 0.706706702709198,
220
+ "covertype_val_f1-score": 0.6911720633506775,
221
+ "covertype_val_support": 999.0,
222
+ "covertype_val_score": 0.706706702709198
223
+ },
224
+ "test_metrics": {
225
+ "0": {
226
+ "covertype_test_loss": 0.7355464696884155,
227
+ "lr": 0.0010000001639127731,
228
+ "covertype_test_accuracy": 0.6875,
229
+ "covertype_test_precision": 0.705081582069397,
230
+ "covertype_test_recall": 0.6875,
231
+ "covertype_test_f1-score": 0.6738440990447998,
232
+ "covertype_test_support": 2000.0,
233
+ "covertype_test_score": 0.6875
234
+ },
235
+ "5": {
236
+ "covertype_test_loss": 0.696438193321228,
237
+ "covertype_test_accuracy": 0.6978947520256042,
238
+ "covertype_test_precision": 0.7172389030456543,
239
+ "covertype_test_recall": 0.6978947520256042,
240
+ "covertype_test_f1-score": 0.6869115829467773,
241
+ "covertype_test_support": 1900.0,
242
+ "covertype_test_score": 0.6978947520256042
243
+ },
244
+ "10": {
245
+ "covertype_test_loss": 0.6799842119216919,
246
+ "covertype_test_accuracy": 0.7055555582046509,
247
+ "covertype_test_precision": 0.7249009013175964,
248
+ "covertype_test_recall": 0.7055555582046509,
249
+ "covertype_test_f1-score": 0.6951091289520264,
250
+ "covertype_test_support": 1800.0,
251
+ "covertype_test_score": 0.7055555582046509
252
+ },
253
+ "20": {
254
+ "covertype_test_loss": 0.6583748459815979,
255
+ "covertype_test_accuracy": 0.7174999713897705,
256
+ "covertype_test_precision": 0.7328862547874451,
257
+ "covertype_test_recall": 0.7174999713897705,
258
+ "covertype_test_f1-score": 0.7037885785102844,
259
+ "covertype_test_support": 1600.0,
260
+ "covertype_test_score": 0.7174999713897705
261
+ },
262
+ "50": {
263
+ "covertype_test_loss": 0.6151595115661621,
264
+ "covertype_test_accuracy": 0.7179999947547913,
265
+ "covertype_test_precision": 0.7302416563034058,
266
+ "covertype_test_recall": 0.7179999947547913,
267
+ "covertype_test_f1-score": 0.6991966962814331,
268
+ "covertype_test_support": 1000.0,
269
+ "covertype_test_score": 0.7179999947547913
270
+ }
271
+ }
272
+ },
273
+ {
274
+ "seed": 4,
275
+ "val_metrics": {
276
+ "covertype_val_loss": 0.7273522019386292,
277
+ "lr": 0.0010000000474974513,
278
+ "covertype_val_accuracy": 0.7337337136268616,
279
+ "covertype_val_precision": 0.7282075881958008,
280
+ "covertype_val_recall": 0.7337337136268616,
281
+ "covertype_val_f1-score": 0.7266309857368469,
282
+ "covertype_val_support": 999.0,
283
+ "covertype_val_score": 0.7337337136268616
284
+ },
285
+ "test_metrics": {
286
+ "0": {
287
+ "covertype_test_loss": 0.6329594850540161,
288
+ "lr": 0.0010000001639127731,
289
+ "covertype_test_accuracy": 0.7264999747276306,
290
+ "covertype_test_precision": 0.7209511995315552,
291
+ "covertype_test_recall": 0.7264999747276306,
292
+ "covertype_test_f1-score": 0.7178583145141602,
293
+ "covertype_test_support": 2000.0,
294
+ "covertype_test_score": 0.7264999747276306
295
+ },
296
+ "5": {
297
+ "covertype_test_loss": 0.6137271523475647,
298
+ "covertype_test_accuracy": 0.7363157868385315,
299
+ "covertype_test_precision": 0.7289384603500366,
300
+ "covertype_test_recall": 0.7363157868385315,
301
+ "covertype_test_f1-score": 0.7301386594772339,
302
+ "covertype_test_support": 1900.0,
303
+ "covertype_test_score": 0.7363157868385315
304
+ },
305
+ "10": {
306
+ "covertype_test_loss": 0.6054736971855164,
307
+ "covertype_test_accuracy": 0.7427777647972107,
308
+ "covertype_test_precision": 0.7340912818908691,
309
+ "covertype_test_recall": 0.7427777647972107,
310
+ "covertype_test_f1-score": 0.7371168732643127,
311
+ "covertype_test_support": 1800.0,
312
+ "covertype_test_score": 0.7427777647972107
313
+ },
314
+ "20": {
315
+ "covertype_test_loss": 0.5912255644798279,
316
+ "covertype_test_accuracy": 0.7450000047683716,
317
+ "covertype_test_precision": 0.7371590733528137,
318
+ "covertype_test_recall": 0.7450000047683716,
319
+ "covertype_test_f1-score": 0.7398546934127808,
320
+ "covertype_test_support": 1600.0,
321
+ "covertype_test_score": 0.7450000047683716
322
+ },
323
+ "50": {
324
+ "covertype_test_loss": 0.5717570781707764,
325
+ "covertype_test_accuracy": 0.7519999742507935,
326
+ "covertype_test_precision": 0.7409583926200867,
327
+ "covertype_test_recall": 0.7519999742507935,
328
+ "covertype_test_f1-score": 0.7456937432289124,
329
+ "covertype_test_support": 1000.0,
330
+ "covertype_test_score": 0.7519999742507935
331
+ }
332
+ }
333
+ }
334
+ ],
335
+ "summary": {
336
+ "0": {
337
+ "covertype_test_loss": {
338
+ "mean": 0.674392306804657,
339
+ "std": 0.04179269299962744,
340
+ "n": 5,
341
+ "ci95": 0.051884163153522324
342
+ },
343
+ "lr": {
344
+ "mean": 0.0010000001639127731,
345
+ "std": 0.0,
346
+ "n": 5,
347
+ "ci95": 0.0
348
+ },
349
+ "covertype_test_accuracy": {
350
+ "mean": 0.7098000049591064,
351
+ "std": 0.01580980090299923,
352
+ "n": 5,
353
+ "ci95": 0.019627313546969297
354
+ },
355
+ "covertype_test_precision": {
356
+ "mean": 0.7079606413841247,
357
+ "std": 0.008906802200395242,
358
+ "n": 5,
359
+ "ci95": 0.011057482669173243
360
+ },
361
+ "covertype_test_recall": {
362
+ "mean": 0.7098000049591064,
363
+ "std": 0.01580980090299923,
364
+ "n": 5,
365
+ "ci95": 0.019627313546969297
366
+ },
367
+ "covertype_test_f1-score": {
368
+ "mean": 0.6962312579154968,
369
+ "std": 0.017393728518219444,
370
+ "n": 5,
371
+ "ci95": 0.02159370415051781
372
+ },
373
+ "covertype_test_support": {
374
+ "mean": 2000.0,
375
+ "std": 0.0,
376
+ "n": 5,
377
+ "ci95": 0.0
378
+ },
379
+ "covertype_test_score": {
380
+ "mean": 0.7098000049591064,
381
+ "std": 0.01580980090299923,
382
+ "n": 5,
383
+ "ci95": 0.019627313546969297
384
+ }
385
+ },
386
+ "5": {
387
+ "covertype_test_loss": {
388
+ "mean": 0.649456012248993,
389
+ "std": 0.03460891872413953,
390
+ "n": 5,
391
+ "ci95": 0.04296575924567139
392
+ },
393
+ "covertype_test_accuracy": {
394
+ "mean": 0.7192631602287293,
395
+ "std": 0.015730580289655943,
396
+ "n": 5,
397
+ "ci95": 0.019528963932890542
398
+ },
399
+ "covertype_test_precision": {
400
+ "mean": 0.7179020166397094,
401
+ "std": 0.00747138957458038,
402
+ "n": 5,
403
+ "ci95": 0.009275468218200484
404
+ },
405
+ "covertype_test_recall": {
406
+ "mean": 0.7192631602287293,
407
+ "std": 0.015730580289655943,
408
+ "n": 5,
409
+ "ci95": 0.019528963932890542
410
+ },
411
+ "covertype_test_f1-score": {
412
+ "mean": 0.7079909086227417,
413
+ "std": 0.01731758428034483,
414
+ "n": 5,
415
+ "ci95": 0.0214991737487291
416
+ },
417
+ "covertype_test_support": {
418
+ "mean": 1900.0,
419
+ "std": 0.0,
420
+ "n": 5,
421
+ "ci95": 0.0
422
+ },
423
+ "covertype_test_score": {
424
+ "mean": 0.7192631602287293,
425
+ "std": 0.015730580289655943,
426
+ "n": 5,
427
+ "ci95": 0.019528963932890542
428
+ }
429
+ },
430
+ "10": {
431
+ "covertype_test_loss": {
432
+ "mean": 0.639314877986908,
433
+ "std": 0.031641170883619125,
434
+ "n": 5,
435
+ "ci95": 0.039281404347616684
436
+ },
437
+ "covertype_test_accuracy": {
438
+ "mean": 0.7243333339691163,
439
+ "std": 0.015160660286421906,
440
+ "n": 5,
441
+ "ci95": 0.018821428229639395
442
+ },
443
+ "covertype_test_precision": {
444
+ "mean": 0.7224146246910095,
445
+ "std": 0.008240154410417458,
446
+ "n": 5,
447
+ "ci95": 0.010229862809848772
448
+ },
449
+ "covertype_test_recall": {
450
+ "mean": 0.7243333339691163,
451
+ "std": 0.015160660286421906,
452
+ "n": 5,
453
+ "ci95": 0.018821428229639395
454
+ },
455
+ "covertype_test_f1-score": {
456
+ "mean": 0.713585090637207,
457
+ "std": 0.017185051207141915,
458
+ "n": 5,
459
+ "ci95": 0.02133463858481039
460
+ },
461
+ "covertype_test_support": {
462
+ "mean": 1800.0,
463
+ "std": 0.0,
464
+ "n": 5,
465
+ "ci95": 0.0
466
+ },
467
+ "covertype_test_score": {
468
+ "mean": 0.7243333339691163,
469
+ "std": 0.015160660286421906,
470
+ "n": 5,
471
+ "ci95": 0.018821428229639395
472
+ }
473
+ },
474
+ "20": {
475
+ "covertype_test_loss": {
476
+ "mean": 0.6227593302726746,
477
+ "std": 0.029401767918136458,
478
+ "n": 5,
479
+ "ci95": 0.036501264076956925
480
+ },
481
+ "covertype_test_accuracy": {
482
+ "mean": 0.7283750057220459,
483
+ "std": 0.012148177478393208,
484
+ "n": 5,
485
+ "ci95": 0.015081536437781536
486
+ },
487
+ "covertype_test_precision": {
488
+ "mean": 0.7274534702301025,
489
+ "std": 0.007924295268704364,
490
+ "n": 5,
491
+ "ci95": 0.00983773475908354
492
+ },
493
+ "covertype_test_recall": {
494
+ "mean": 0.7283750057220459,
495
+ "std": 0.012148177478393208,
496
+ "n": 5,
497
+ "ci95": 0.015081536437781536
498
+ },
499
+ "covertype_test_f1-score": {
500
+ "mean": 0.7174111366271972,
501
+ "std": 0.015582300468628834,
502
+ "n": 5,
503
+ "ci95": 0.019344879733611636
504
+ },
505
+ "covertype_test_support": {
506
+ "mean": 1600.0,
507
+ "std": 0.0,
508
+ "n": 5,
509
+ "ci95": 0.0
510
+ },
511
+ "covertype_test_score": {
512
+ "mean": 0.7283750057220459,
513
+ "std": 0.012148177478393208,
514
+ "n": 5,
515
+ "ci95": 0.015081536437781536
516
+ }
517
+ },
518
+ "50": {
519
+ "covertype_test_loss": {
520
+ "mean": 0.591806972026825,
521
+ "std": 0.018409702330381902,
522
+ "n": 5,
523
+ "ci95": 0.022855000019401227
524
+ },
525
+ "covertype_test_accuracy": {
526
+ "mean": 0.731599998474121,
527
+ "std": 0.013957059647654355,
528
+ "n": 5,
529
+ "ci95": 0.017327200233514424
530
+ },
531
+ "covertype_test_precision": {
532
+ "mean": 0.7330050945281983,
533
+ "std": 0.004725933810048505,
534
+ "n": 5,
535
+ "ci95": 0.005867081139171621
536
+ },
537
+ "covertype_test_recall": {
538
+ "mean": 0.731599998474121,
539
+ "std": 0.013957059647654355,
540
+ "n": 5,
541
+ "ci95": 0.017327200233514424
542
+ },
543
+ "covertype_test_f1-score": {
544
+ "mean": 0.7180084466934205,
545
+ "std": 0.01988179356543154,
546
+ "n": 5,
547
+ "ci95": 0.024682549677827553
548
+ },
549
+ "covertype_test_support": {
550
+ "mean": 1000.0,
551
+ "std": 0.0,
552
+ "n": 5,
553
+ "ci95": 0.0
554
+ },
555
+ "covertype_test_score": {
556
+ "mean": 0.731599998474121,
557
+ "std": 0.013957059647654355,
558
+ "n": 5,
559
+ "ci95": 0.017327200233514424
560
+ }
561
+ }
562
+ }
563
+ }
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0001_z0.0001_sy0.0001/seed_42/wjepa_joint/covertype/20260905_200355/downstream_results/resnet_covertype_downstream_results.json ADDED
@@ -0,0 +1,566 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "dataset": "covertype",
3
+ "model": "resnet",
4
+ "config": {
5
+ "script_path": "src/run_benchmark.py",
6
+ "folder_name": "/tmp/tmp8oi11v4s",
7
+ "data_path": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/baselines/Var-T-JEPA/datasets/subset_views/size_10000",
8
+ "data_set": "covertype",
9
+ "model_name": "resnet",
10
+ "using_embedding": true,
11
+ "emb_train": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0001_z0.0001_sy0.0001/seed_42/wjepa_joint/covertype/20260905_200355/embedding.npy",
12
+ "emb_test": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0001_z0.0001_sy0.0001/seed_42/wjepa_joint/covertype/20260905_200355/embedding.npy",
13
+ "uncertainty_test": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0001_z0.0001_sy0.0001/seed_42/wjepa_joint/covertype/20260905_200355/uncertainty.npy",
14
+ "use_split_assignments": true,
15
+ "exp_train_total_epochs": 50,
16
+ "split_config_file": "/tmp/tmp8oi11v4s/split_data/split_config.json",
17
+ "sigma_aggregation": "mean",
18
+ "lr": 0.001,
19
+ "weight_decay": 0.01,
20
+ "batch_size": 128,
21
+ "exp_patience": 16,
22
+ "encoder_type": "linear_flatten",
23
+ "n_blocks": 3,
24
+ "d_out": 128,
25
+ "d_block": 128,
26
+ "d_hidden": 256,
27
+ "dropout1": 0.1,
28
+ "dropout2": 0.0,
29
+ "filter_uncertainty": true
30
+ },
31
+ "runs": [
32
+ {
33
+ "seed": 0,
34
+ "val_metrics": {
35
+ "covertype_val_loss": 0.6074548959732056,
36
+ "lr": 0.0,
37
+ "covertype_val_accuracy": 0.7577577829360962,
38
+ "covertype_val_precision": 0.7550824880599976,
39
+ "covertype_val_recall": 0.7577577829360962,
40
+ "covertype_val_f1-score": 0.7555413842201233,
41
+ "covertype_val_support": 999.0,
42
+ "covertype_val_score": 0.7577577829360962
43
+ },
44
+ "test_metrics": {
45
+ "0": {
46
+ "covertype_test_loss": 0.555286169052124,
47
+ "lr": 0.0,
48
+ "covertype_test_accuracy": 0.7735000252723694,
49
+ "covertype_test_precision": 0.7746749520301819,
50
+ "covertype_test_recall": 0.7735000252723694,
51
+ "covertype_test_f1-score": 0.7727035284042358,
52
+ "covertype_test_support": 2000.0,
53
+ "covertype_test_score": 0.7735000252723694
54
+ },
55
+ "5": {
56
+ "covertype_test_loss": 0.5359973311424255,
57
+ "covertype_test_accuracy": 0.780526340007782,
58
+ "covertype_test_precision": 0.781394362449646,
59
+ "covertype_test_recall": 0.780526340007782,
60
+ "covertype_test_f1-score": 0.7792323231697083,
61
+ "covertype_test_support": 1900.0,
62
+ "covertype_test_score": 0.780526340007782
63
+ },
64
+ "10": {
65
+ "covertype_test_loss": 0.5155143141746521,
66
+ "covertype_test_accuracy": 0.7861111164093018,
67
+ "covertype_test_precision": 0.786002516746521,
68
+ "covertype_test_recall": 0.7861111164093018,
69
+ "covertype_test_f1-score": 0.7843698859214783,
70
+ "covertype_test_support": 1800.0,
71
+ "covertype_test_score": 0.7861111164093018
72
+ },
73
+ "20": {
74
+ "covertype_test_loss": 0.5064663887023926,
75
+ "covertype_test_accuracy": 0.7893750071525574,
76
+ "covertype_test_precision": 0.7904410362243652,
77
+ "covertype_test_recall": 0.7893750071525574,
78
+ "covertype_test_f1-score": 0.7885225415229797,
79
+ "covertype_test_support": 1600.0,
80
+ "covertype_test_score": 0.7893750071525574
81
+ },
82
+ "50": {
83
+ "covertype_test_loss": 0.49049606919288635,
84
+ "covertype_test_accuracy": 0.7829999923706055,
85
+ "covertype_test_precision": 0.7857305407524109,
86
+ "covertype_test_recall": 0.7829999923706055,
87
+ "covertype_test_f1-score": 0.7819259762763977,
88
+ "covertype_test_support": 1000.0,
89
+ "covertype_test_score": 0.7829999923706055
90
+ }
91
+ }
92
+ },
93
+ {
94
+ "seed": 1,
95
+ "val_metrics": {
96
+ "covertype_val_loss": 0.5996856689453125,
97
+ "lr": 0.0,
98
+ "covertype_val_accuracy": 0.7677677869796753,
99
+ "covertype_val_precision": 0.7603069543838501,
100
+ "covertype_val_recall": 0.7677677869796753,
101
+ "covertype_val_f1-score": 0.761724054813385,
102
+ "covertype_val_support": 999.0,
103
+ "covertype_val_score": 0.7677677869796753
104
+ },
105
+ "test_metrics": {
106
+ "0": {
107
+ "covertype_test_loss": 0.5748305916786194,
108
+ "lr": 0.0,
109
+ "covertype_test_accuracy": 0.7764999866485596,
110
+ "covertype_test_precision": 0.7771564722061157,
111
+ "covertype_test_recall": 0.7764999866485596,
112
+ "covertype_test_f1-score": 0.7758339047431946,
113
+ "covertype_test_support": 2000.0,
114
+ "covertype_test_score": 0.7764999866485596
115
+ },
116
+ "5": {
117
+ "covertype_test_loss": 0.5526188611984253,
118
+ "covertype_test_accuracy": 0.7836841940879822,
119
+ "covertype_test_precision": 0.7857431173324585,
120
+ "covertype_test_recall": 0.7836841940879822,
121
+ "covertype_test_f1-score": 0.783333420753479,
122
+ "covertype_test_support": 1900.0,
123
+ "covertype_test_score": 0.7836841940879822
124
+ },
125
+ "10": {
126
+ "covertype_test_loss": 0.535900354385376,
127
+ "covertype_test_accuracy": 0.7861111164093018,
128
+ "covertype_test_precision": 0.7881194353103638,
129
+ "covertype_test_recall": 0.7861111164093018,
130
+ "covertype_test_f1-score": 0.7856569886207581,
131
+ "covertype_test_support": 1800.0,
132
+ "covertype_test_score": 0.7861111164093018
133
+ },
134
+ "20": {
135
+ "covertype_test_loss": 0.5217756628990173,
136
+ "covertype_test_accuracy": 0.7875000238418579,
137
+ "covertype_test_precision": 0.7889388799667358,
138
+ "covertype_test_recall": 0.7875000238418579,
139
+ "covertype_test_f1-score": 0.7872087955474854,
140
+ "covertype_test_support": 1600.0,
141
+ "covertype_test_score": 0.7875000238418579
142
+ },
143
+ "50": {
144
+ "covertype_test_loss": 0.4825308620929718,
145
+ "covertype_test_accuracy": 0.7900000214576721,
146
+ "covertype_test_precision": 0.7921660542488098,
147
+ "covertype_test_recall": 0.7900000214576721,
148
+ "covertype_test_f1-score": 0.788590133190155,
149
+ "covertype_test_support": 1000.0,
150
+ "covertype_test_score": 0.7900000214576721
151
+ }
152
+ }
153
+ },
154
+ {
155
+ "seed": 2,
156
+ "val_metrics": {
157
+ "covertype_val_loss": 0.6017587780952454,
158
+ "lr": 0.0,
159
+ "covertype_val_accuracy": 0.7697697877883911,
160
+ "covertype_val_precision": 0.7704640030860901,
161
+ "covertype_val_recall": 0.7697697877883911,
162
+ "covertype_val_f1-score": 0.767454206943512,
163
+ "covertype_val_support": 999.0,
164
+ "covertype_val_score": 0.7697697877883911
165
+ },
166
+ "test_metrics": {
167
+ "0": {
168
+ "covertype_test_loss": 0.5678715109825134,
169
+ "lr": 0.0,
170
+ "covertype_test_accuracy": 0.7699999809265137,
171
+ "covertype_test_precision": 0.7770473957061768,
172
+ "covertype_test_recall": 0.7699999809265137,
173
+ "covertype_test_f1-score": 0.7700293660163879,
174
+ "covertype_test_support": 2000.0,
175
+ "covertype_test_score": 0.7699999809265137
176
+ },
177
+ "5": {
178
+ "covertype_test_loss": 0.5509124398231506,
179
+ "covertype_test_accuracy": 0.7784210443496704,
180
+ "covertype_test_precision": 0.7869547605514526,
181
+ "covertype_test_recall": 0.7784210443496704,
182
+ "covertype_test_f1-score": 0.7787366509437561,
183
+ "covertype_test_support": 1900.0,
184
+ "covertype_test_score": 0.7784210443496704
185
+ },
186
+ "10": {
187
+ "covertype_test_loss": 0.5377542972564697,
188
+ "covertype_test_accuracy": 0.7833333611488342,
189
+ "covertype_test_precision": 0.7917550206184387,
190
+ "covertype_test_recall": 0.7833333611488342,
191
+ "covertype_test_f1-score": 0.7834444642066956,
192
+ "covertype_test_support": 1800.0,
193
+ "covertype_test_score": 0.7833333611488342
194
+ },
195
+ "20": {
196
+ "covertype_test_loss": 0.524426281452179,
197
+ "covertype_test_accuracy": 0.7881249785423279,
198
+ "covertype_test_precision": 0.7945988178253174,
199
+ "covertype_test_recall": 0.7881249785423279,
200
+ "covertype_test_f1-score": 0.7878827452659607,
201
+ "covertype_test_support": 1600.0,
202
+ "covertype_test_score": 0.7881249785423279
203
+ },
204
+ "50": {
205
+ "covertype_test_loss": 0.5030496716499329,
206
+ "covertype_test_accuracy": 0.777999997138977,
207
+ "covertype_test_precision": 0.7822158932685852,
208
+ "covertype_test_recall": 0.777999997138977,
209
+ "covertype_test_f1-score": 0.7766245603561401,
210
+ "covertype_test_support": 1000.0,
211
+ "covertype_test_score": 0.777999997138977
212
+ }
213
+ }
214
+ },
215
+ {
216
+ "seed": 3,
217
+ "val_metrics": {
218
+ "covertype_val_loss": 0.574861466884613,
219
+ "lr": 0.0,
220
+ "covertype_val_accuracy": 0.7727727890014648,
221
+ "covertype_val_precision": 0.7689051628112793,
222
+ "covertype_val_recall": 0.7727727890014648,
223
+ "covertype_val_f1-score": 0.7705228924751282,
224
+ "covertype_val_support": 999.0,
225
+ "covertype_val_score": 0.7727727890014648
226
+ },
227
+ "test_metrics": {
228
+ "0": {
229
+ "covertype_test_loss": 0.5719425082206726,
230
+ "lr": 0.0,
231
+ "covertype_test_accuracy": 0.7820000052452087,
232
+ "covertype_test_precision": 0.783136785030365,
233
+ "covertype_test_recall": 0.7820000052452087,
234
+ "covertype_test_f1-score": 0.7822432518005371,
235
+ "covertype_test_support": 2000.0,
236
+ "covertype_test_score": 0.7820000052452087
237
+ },
238
+ "5": {
239
+ "covertype_test_loss": 0.5479354858398438,
240
+ "covertype_test_accuracy": 0.7884210348129272,
241
+ "covertype_test_precision": 0.7877281308174133,
242
+ "covertype_test_recall": 0.7884210348129272,
243
+ "covertype_test_f1-score": 0.7878292202949524,
244
+ "covertype_test_support": 1900.0,
245
+ "covertype_test_score": 0.7884210348129272
246
+ },
247
+ "10": {
248
+ "covertype_test_loss": 0.5266554355621338,
249
+ "covertype_test_accuracy": 0.7938888669013977,
250
+ "covertype_test_precision": 0.7919105887413025,
251
+ "covertype_test_recall": 0.7938888669013977,
252
+ "covertype_test_f1-score": 0.7927643656730652,
253
+ "covertype_test_support": 1800.0,
254
+ "covertype_test_score": 0.7938888669013977
255
+ },
256
+ "20": {
257
+ "covertype_test_loss": 0.5054894685745239,
258
+ "covertype_test_accuracy": 0.796875,
259
+ "covertype_test_precision": 0.7963939309120178,
260
+ "covertype_test_recall": 0.796875,
261
+ "covertype_test_f1-score": 0.7964015007019043,
262
+ "covertype_test_support": 1600.0,
263
+ "covertype_test_score": 0.796875
264
+ },
265
+ "50": {
266
+ "covertype_test_loss": 0.4843014180660248,
267
+ "covertype_test_accuracy": 0.7919999957084656,
268
+ "covertype_test_precision": 0.7901543974876404,
269
+ "covertype_test_recall": 0.7919999957084656,
270
+ "covertype_test_f1-score": 0.7899999022483826,
271
+ "covertype_test_support": 1000.0,
272
+ "covertype_test_score": 0.7919999957084656
273
+ }
274
+ }
275
+ },
276
+ {
277
+ "seed": 4,
278
+ "val_metrics": {
279
+ "covertype_val_loss": 0.5540156364440918,
280
+ "lr": 0.0005000000237487257,
281
+ "covertype_val_accuracy": 0.7767767906188965,
282
+ "covertype_val_precision": 0.7701126933097839,
283
+ "covertype_val_recall": 0.7767767906188965,
284
+ "covertype_val_f1-score": 0.7724365592002869,
285
+ "covertype_val_support": 999.0,
286
+ "covertype_val_score": 0.7767767906188965
287
+ },
288
+ "test_metrics": {
289
+ "0": {
290
+ "covertype_test_loss": 0.546895444393158,
291
+ "lr": 0.0005000000819563866,
292
+ "covertype_test_accuracy": 0.7894999980926514,
293
+ "covertype_test_precision": 0.7877593040466309,
294
+ "covertype_test_recall": 0.7894999980926514,
295
+ "covertype_test_f1-score": 0.787198007106781,
296
+ "covertype_test_support": 2000.0,
297
+ "covertype_test_score": 0.7894999980926514
298
+ },
299
+ "5": {
300
+ "covertype_test_loss": 0.5297205448150635,
301
+ "covertype_test_accuracy": 0.7952631711959839,
302
+ "covertype_test_precision": 0.7940829992294312,
303
+ "covertype_test_recall": 0.7952631711959839,
304
+ "covertype_test_f1-score": 0.7935062050819397,
305
+ "covertype_test_support": 1900.0,
306
+ "covertype_test_score": 0.7952631711959839
307
+ },
308
+ "10": {
309
+ "covertype_test_loss": 0.5147009491920471,
310
+ "covertype_test_accuracy": 0.7988888621330261,
311
+ "covertype_test_precision": 0.7979477047920227,
312
+ "covertype_test_recall": 0.7988888621330261,
313
+ "covertype_test_f1-score": 0.7971944212913513,
314
+ "covertype_test_support": 1800.0,
315
+ "covertype_test_score": 0.7988888621330261
316
+ },
317
+ "20": {
318
+ "covertype_test_loss": 0.501991331577301,
319
+ "covertype_test_accuracy": 0.8006250262260437,
320
+ "covertype_test_precision": 0.7990067601203918,
321
+ "covertype_test_recall": 0.8006250262260437,
322
+ "covertype_test_f1-score": 0.798945963382721,
323
+ "covertype_test_support": 1600.0,
324
+ "covertype_test_score": 0.8006250262260437
325
+ },
326
+ "50": {
327
+ "covertype_test_loss": 0.4859475791454315,
328
+ "covertype_test_accuracy": 0.7940000295639038,
329
+ "covertype_test_precision": 0.7984344363212585,
330
+ "covertype_test_recall": 0.7940000295639038,
331
+ "covertype_test_f1-score": 0.7917358875274658,
332
+ "covertype_test_support": 1000.0,
333
+ "covertype_test_score": 0.7940000295639038
334
+ }
335
+ }
336
+ }
337
+ ],
338
+ "summary": {
339
+ "0": {
340
+ "covertype_test_loss": {
341
+ "mean": 0.5633652448654175,
342
+ "std": 0.011851749365847557,
343
+ "n": 5,
344
+ "ci95": 0.014713531328497328
345
+ },
346
+ "lr": {
347
+ "mean": 0.00010000001639127731,
348
+ "std": 0.00022360683440198926,
349
+ "n": 5,
350
+ "ci95": 0.00027760004550218576
351
+ },
352
+ "covertype_test_accuracy": {
353
+ "mean": 0.7782999992370605,
354
+ "std": 0.0076534325332078415,
355
+ "n": 5,
356
+ "ci95": 0.009501468169112029
357
+ },
358
+ "covertype_test_precision": {
359
+ "mean": 0.779954981803894,
360
+ "std": 0.005366464029885987,
361
+ "n": 5,
362
+ "ci95": 0.006662276950819981
363
+ },
364
+ "covertype_test_recall": {
365
+ "mean": 0.7782999992370605,
366
+ "std": 0.0076534325332078415,
367
+ "n": 5,
368
+ "ci95": 0.009501468169112029
369
+ },
370
+ "covertype_test_f1-score": {
371
+ "mean": 0.7776016116142273,
372
+ "std": 0.007037232058426192,
373
+ "n": 5,
374
+ "ci95": 0.008736476882976579
375
+ },
376
+ "covertype_test_support": {
377
+ "mean": 2000.0,
378
+ "std": 0.0,
379
+ "n": 5,
380
+ "ci95": 0.0
381
+ },
382
+ "covertype_test_score": {
383
+ "mean": 0.7782999992370605,
384
+ "std": 0.0076534325332078415,
385
+ "n": 5,
386
+ "ci95": 0.009501468169112029
387
+ }
388
+ },
389
+ "5": {
390
+ "covertype_test_loss": {
391
+ "mean": 0.5434369325637818,
392
+ "std": 0.01004881791550586,
393
+ "n": 5,
394
+ "ci95": 0.012475255141677324
395
+ },
396
+ "covertype_test_accuracy": {
397
+ "mean": 0.7852631568908691,
398
+ "std": 0.006740132432236601,
399
+ "n": 5,
400
+ "ci95": 0.008367638113045944
401
+ },
402
+ "covertype_test_precision": {
403
+ "mean": 0.7871806740760803,
404
+ "std": 0.004570033094961181,
405
+ "n": 5,
406
+ "ci95": 0.005673535867097059
407
+ },
408
+ "covertype_test_recall": {
409
+ "mean": 0.7852631568908691,
410
+ "std": 0.006740132432236601,
411
+ "n": 5,
412
+ "ci95": 0.008367638113045944
413
+ },
414
+ "covertype_test_f1-score": {
415
+ "mean": 0.7845275640487671,
416
+ "std": 0.006215246526431404,
417
+ "n": 5,
418
+ "ci95": 0.007716010662907139
419
+ },
420
+ "covertype_test_support": {
421
+ "mean": 1900.0,
422
+ "std": 0.0,
423
+ "n": 5,
424
+ "ci95": 0.0
425
+ },
426
+ "covertype_test_score": {
427
+ "mean": 0.7852631568908691,
428
+ "std": 0.006740132432236601,
429
+ "n": 5,
430
+ "ci95": 0.008367638113045944
431
+ }
432
+ },
433
+ "10": {
434
+ "covertype_test_loss": {
435
+ "mean": 0.5261050701141358,
436
+ "std": 0.01088775774057467,
437
+ "n": 5,
438
+ "ci95": 0.013516769522199431
439
+ },
440
+ "covertype_test_accuracy": {
441
+ "mean": 0.7896666646003723,
442
+ "std": 0.006485955945143795,
443
+ "n": 5,
444
+ "ci95": 0.008052086915466265
445
+ },
446
+ "covertype_test_precision": {
447
+ "mean": 0.7911470532417297,
448
+ "std": 0.004550664742310065,
449
+ "n": 5,
450
+ "ci95": 0.0056494907363136854
451
+ },
452
+ "covertype_test_recall": {
453
+ "mean": 0.7896666646003723,
454
+ "std": 0.006485955945143795,
455
+ "n": 5,
456
+ "ci95": 0.008052086915466265
457
+ },
458
+ "covertype_test_f1-score": {
459
+ "mean": 0.7886860251426697,
460
+ "std": 0.006006324741014225,
461
+ "n": 5,
462
+ "ci95": 0.007456641590878047
463
+ },
464
+ "covertype_test_support": {
465
+ "mean": 1800.0,
466
+ "std": 0.0,
467
+ "n": 5,
468
+ "ci95": 0.0
469
+ },
470
+ "covertype_test_score": {
471
+ "mean": 0.7896666646003723,
472
+ "std": 0.006485955945143795,
473
+ "n": 5,
474
+ "ci95": 0.008052086915466265
475
+ }
476
+ },
477
+ "20": {
478
+ "covertype_test_loss": {
479
+ "mean": 0.5120298266410828,
480
+ "std": 0.010285340596354246,
481
+ "n": 5,
482
+ "ci95": 0.012768889757727444
483
+ },
484
+ "covertype_test_accuracy": {
485
+ "mean": 0.7925000071525574,
486
+ "std": 0.00589624522063174,
487
+ "n": 5,
488
+ "ci95": 0.00731998172558922
489
+ },
490
+ "covertype_test_precision": {
491
+ "mean": 0.7938758850097656,
492
+ "std": 0.0041641707276468135,
493
+ "n": 5,
494
+ "ci95": 0.005169671967161222
495
+ },
496
+ "covertype_test_recall": {
497
+ "mean": 0.7925000071525574,
498
+ "std": 0.00589624522063174,
499
+ "n": 5,
500
+ "ci95": 0.00731998172558922
501
+ },
502
+ "covertype_test_f1-score": {
503
+ "mean": 0.7917923092842102,
504
+ "std": 0.0054636087590072555,
505
+ "n": 5,
506
+ "ci95": 0.0067828787262374565
507
+ },
508
+ "covertype_test_support": {
509
+ "mean": 1600.0,
510
+ "std": 0.0,
511
+ "n": 5,
512
+ "ci95": 0.0
513
+ },
514
+ "covertype_test_score": {
515
+ "mean": 0.7925000071525574,
516
+ "std": 0.00589624522063174,
517
+ "n": 5,
518
+ "ci95": 0.00731998172558922
519
+ }
520
+ },
521
+ "50": {
522
+ "covertype_test_loss": {
523
+ "mean": 0.48926512002944944,
524
+ "std": 0.00825414659238898,
525
+ "n": 5,
526
+ "ci95": 0.01024723361321602
527
+ },
528
+ "covertype_test_accuracy": {
529
+ "mean": 0.7874000072479248,
530
+ "std": 0.006693291105061256,
531
+ "n": 5,
532
+ "ci95": 0.008309486247562791
533
+ },
534
+ "covertype_test_precision": {
535
+ "mean": 0.789740264415741,
536
+ "std": 0.006211655026129741,
537
+ "n": 5,
538
+ "ci95": 0.0077115519411966454
539
+ },
540
+ "covertype_test_recall": {
541
+ "mean": 0.7874000072479248,
542
+ "std": 0.006693291105061256,
543
+ "n": 5,
544
+ "ci95": 0.008309486247562791
545
+ },
546
+ "covertype_test_f1-score": {
547
+ "mean": 0.7857752919197083,
548
+ "std": 0.006321639084851492,
549
+ "n": 5,
550
+ "ci95": 0.00784809329418045
551
+ },
552
+ "covertype_test_support": {
553
+ "mean": 1000.0,
554
+ "std": 0.0,
555
+ "n": 5,
556
+ "ci95": 0.0
557
+ },
558
+ "covertype_test_score": {
559
+ "mean": 0.7874000072479248,
560
+ "std": 0.006693291105061256,
561
+ "n": 5,
562
+ "ci95": 0.008309486247562791
563
+ }
564
+ }
565
+ }
566
+ }
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0001_z0.0001_sy0.0001/seed_42/wjepa_joint/covertype/20260905_200355/embedding.npy ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e019549428876c9a1da7d3cb0d531769594087733237b0340f4b646339fb5483
3
+ size 138240128
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0001_z0.0001_sy0.0001/seed_42/wjepa_joint/covertype/20260905_200355/uncertainty.npy ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:636eaa8805013b6903c18805db957f951bda34333a6e0f040ce5f2a05942f8fd
3
+ size 138240128
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0001_z0.0001_sy0.0001/seed_42/wjepa_joint/covertype/20260905_200355/vtjepa_best_model.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e96b4b34653d7c6c74e5606be5e52905b46284a6d765860183675fccfe0024cb
3
+ size 11502352
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0001_z0.0001_sy0.0001/seed_42/wjepa_joint/covertype/20260905_200355/vtjepa_config.yaml ADDED
@@ -0,0 +1,129 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ batch_size: 512
2
+ data_loader_nprocs: 0
3
+ data_path: /pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/baselines/Var-T-JEPA/datasets/subset_views/size_10000
4
+ data_set: covertype
5
+ deterministic_mode: warn
6
+ downstream_evaluation_epochs: 50
7
+ downstream_probe_patience: 20
8
+ exp_cadence_type: improvement
9
+ exp_device: null
10
+ exp_final_lr: 0.0
11
+ exp_final_weight_decay: 0.0
12
+ exp_gradient_clipping: 1.0
13
+ exp_ipe_scale: 1.0
14
+ exp_lr: 0.0005
15
+ exp_n_runs: 1
16
+ exp_patience: 15
17
+ exp_scheduler: true
18
+ exp_start_lr: 0.0
19
+ exp_train_total_epochs: 500
20
+ exp_val_cache_cadence: 1
21
+ exp_warmup: 12
22
+ exp_weight_decay: 0.0
23
+ exp_weight_decay_scheduler: true
24
+ full_dataset_cuda: false
25
+ init_type: trunc_normal
26
+ is_batchlearning: true
27
+ iteration: 0
28
+ jepa_objective: w_jepa_joint
29
+ load_from_checkpoint: false
30
+ load_path: null
31
+ log_sigma_x_init: -2.0
32
+ log_sigma_y_init: -2.0
33
+ log_tensorboard: false
34
+ logvar_init_bias: -4.0
35
+ logvar_init_std: 0.005
36
+ mask_allow_overlap: false
37
+ mask_max_ctx_share: 0.35
38
+ mask_max_trgt_share: 0.6
39
+ mask_min_ctx_share: 0.15
40
+ mask_min_trgt_share: 0.15
41
+ mask_num_encs: 1
42
+ mask_num_preds: 4
43
+ mask_seed: 0
44
+ mask_shared: auto
45
+ mock: false
46
+ model_act_func: relu
47
+ model_amp: false
48
+ model_dim_feedforward: 64
49
+ model_dim_hidden: 64
50
+ model_dropout_prob: 0.0015
51
+ model_dtype: float32
52
+ model_feature_index_embedding: true
53
+ model_feature_type_embedding: true
54
+ model_layer_norm_eps: 1.0e-05
55
+ model_num_heads: 8
56
+ model_num_layers: 8
57
+ model_selection: filtered_20
58
+ mp_distributed: false
59
+ mp_gpus: 1
60
+ mp_nodes: 1
61
+ mp_nr: 0
62
+ mu_init_std: 0.03
63
+ n_cls_tokens: 1
64
+ np_seed: 42
65
+ pin_memory: false
66
+ pooled_context_representation_size_for_auxiliary_encoder: 1
67
+ pooled_context_representation_size_for_target_posterior: 1
68
+ pre_evaluation: true
69
+ pred_activation: relu
70
+ pred_dim_feedforward: 256
71
+ pred_embed_dim: 16
72
+ pred_layer_norm_eps: 1.0e-05
73
+ pred_num_heads: 4
74
+ pred_num_layers: 16
75
+ pred_p_dropout: 0.002
76
+ pred_type: transformer
77
+ probe_cadence: 2
78
+ probe_encoder_type: target_posterior
79
+ probe_model: linear_probe
80
+ probe_representation_type: mean
81
+ random: false
82
+ recon_x_weight: 0.001
83
+ recon_y_weight: 0.5
84
+ res_dir: ./
85
+ safe_exit: false
86
+ sigma_aggregation: mean
87
+ subset_size: -1
88
+ sw_full_num_projections: 2048
89
+ sw_include_marginals: true
90
+ sw_marginal_num_projections: 1024
91
+ sw_p: 2
92
+ sw_s_x_weight: 0.0001
93
+ sw_s_y_weight: 0.0001
94
+ sw_seed: 0
95
+ sw_z_weight: 0.0001
96
+ test: false
97
+ torch_seed: 42
98
+ using_embedding: false
99
+ verbose: false
100
+ vtjepa_kl_x_annealing_epochs: 60
101
+ vtjepa_kl_x_end_weight: 1.0e-06
102
+ vtjepa_kl_x_start_epoch: 1
103
+ vtjepa_kl_x_start_weight: 0.0
104
+ vtjepa_kl_y_annealing_epochs: 20
105
+ vtjepa_kl_y_end_weight: 1.0e-06
106
+ vtjepa_kl_y_start_epoch: 1
107
+ vtjepa_kl_y_start_weight: 0.0
108
+ vtjepa_kl_z_annealing_epochs: 60
109
+ vtjepa_kl_z_end_weight: 1.0e-05
110
+ vtjepa_kl_z_start_epoch: 1
111
+ vtjepa_kl_z_start_weight: 0.0
112
+ wjepa_joint_annealing_epochs: 60
113
+ wjepa_joint_end_weight: 0.0025
114
+ wjepa_joint_start_epoch: 1
115
+ wjepa_joint_start_weight: 0.0
116
+ wjepa_marginal_end_scale: 1.0
117
+ wjepa_marginal_start_scale: 0.0
118
+ wjepa_s_x_annealing_epochs: 30
119
+ wjepa_s_x_end_scale: 1.0
120
+ wjepa_s_x_start_epoch: 0
121
+ wjepa_s_x_start_scale: 0.0
122
+ wjepa_s_y_annealing_epochs: 30
123
+ wjepa_s_y_end_scale: 1.0
124
+ wjepa_s_y_start_epoch: 0
125
+ wjepa_s_y_start_scale: 0.0
126
+ wjepa_z_annealing_epochs: 30
127
+ wjepa_z_end_scale: 1.0
128
+ wjepa_z_start_epoch: 0
129
+ wjepa_z_start_scale: 0.0
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.00025_z0.00025_sy0.00025/seed_42/comparison_complete.json ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "completed_at_utc": "2026-09-05T21:02:18.659589+00:00",
3
+ "spec": {
4
+ "dataset": "covertype",
5
+ "objective": "w_jepa_joint",
6
+ "torch_seed": 42,
7
+ "np_seed": 42,
8
+ "mask_seed": 0,
9
+ "sw_seed": 0,
10
+ "sw_full_num_projections": 2048,
11
+ "sw_marginal_num_projections": 1024,
12
+ "sw_p": 2,
13
+ "sw_include_marginals": true,
14
+ "sw_s_x_weight": 0.00025,
15
+ "sw_z_weight": 0.00025,
16
+ "sw_s_y_weight": 0.00025,
17
+ "lambda_joint": 0.0025,
18
+ "epochs": 500,
19
+ "smoke": false,
20
+ "downstream_models": "mlp,resnet"
21
+ }
22
+ }
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.00025_z0.00025_sy0.00025/seed_42/comparison_manifest.json ADDED
@@ -0,0 +1,60 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "spec": {
3
+ "dataset": "covertype",
4
+ "objective": "w_jepa_joint",
5
+ "torch_seed": 42,
6
+ "np_seed": 42,
7
+ "mask_seed": 0,
8
+ "sw_seed": 0,
9
+ "sw_full_num_projections": 2048,
10
+ "sw_marginal_num_projections": 1024,
11
+ "sw_p": 2,
12
+ "sw_include_marginals": true,
13
+ "sw_s_x_weight": 0.00025,
14
+ "sw_z_weight": 0.00025,
15
+ "sw_s_y_weight": 0.00025,
16
+ "lambda_joint": 0.0025,
17
+ "epochs": 500,
18
+ "smoke": false,
19
+ "downstream_models": "mlp,resnet"
20
+ },
21
+ "train_command": [
22
+ "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/.venv/bin/python3",
23
+ "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/hessian_train_vtjepa.py",
24
+ "--dataset",
25
+ "covertype",
26
+ "--results-root",
27
+ "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.00025_z0.00025_sy0.00025/seed_42",
28
+ "--epochs",
29
+ "500",
30
+ "--objective",
31
+ "w_jepa_joint",
32
+ "--sw-full-end-weight",
33
+ "0.0025",
34
+ "--torch-seed",
35
+ "42",
36
+ "--np-seed",
37
+ "42",
38
+ "--mask-seed",
39
+ "0",
40
+ "--sw-seed",
41
+ "0",
42
+ "--sw-full-num-projections",
43
+ "2048",
44
+ "--sw-marginal-num-projections",
45
+ "1024",
46
+ "--sw-p",
47
+ "2",
48
+ "--sw-s-x-end-weight",
49
+ "0.00025",
50
+ "--sw-z-end-weight",
51
+ "0.00025",
52
+ "--sw-s-y-end-weight",
53
+ "0.00025",
54
+ "--model-selection",
55
+ "filtered_20",
56
+ "--deterministic-mode",
57
+ "warn",
58
+ "--sw-include-marginals"
59
+ ]
60
+ }
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.00025_z0.00025_sy0.00025/seed_42/paper_alignment_manifest.json ADDED
@@ -0,0 +1,201 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "code_variant": "paper-aligned-v4-token-joint-sw",
3
+ "upstream_commit": "eba7a9b1e01bb6613f4968b0f460d1bd1ae409ef",
4
+ "source_sha256": {
5
+ "src/encoder.py": "c29e003ed6a59e239cfe5cbc6823817fed99c54bfa2f4ffa94bc9ea8eb6f777c",
6
+ "src/mask.py": "f447b737b9144d96f5649d51f457e0c207a0e05da62303fb93726471f75779a0",
7
+ "src/run_vtjepa.py": "6ae9c394e822156fc373cfb7dc33ae0b04f9a37073a76d5a816e559461308d35",
8
+ "src/train_vtjepa.py": "b8787906b52278fdd06206d55c2c08d13f5be5e18062b26ad924bda19f1533b8",
9
+ "src/vtjepa.py": "2e1dc60b0d48e1da098451b50426bfca437fbdbbad6809f1cd09a67937c90cbc",
10
+ "src/sliced_wasserstein.py": "a85be4c6433b3f3790cac2a6b8763803c80076715a39b554fd84079c2028bdf0"
11
+ },
12
+ "dataset": "covertype",
13
+ "objective": "w_jepa_joint",
14
+ "seeds": {
15
+ "torch": 42,
16
+ "numpy": 42,
17
+ "mask": 0,
18
+ "sliced_wasserstein": 0
19
+ },
20
+ "smoke": false,
21
+ "sw_include_marginals": true,
22
+ "sw_full_num_projections": 2048,
23
+ "sw_marginal_num_projections": 1024,
24
+ "sw_component_weights": {
25
+ "full": 0.0025,
26
+ "s_x": 0.00025,
27
+ "z": 0.00025,
28
+ "s_y": 0.00025
29
+ },
30
+ "command": [
31
+ "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/.venv/bin/python3",
32
+ "-W",
33
+ "ignore",
34
+ "-m",
35
+ "src.run_vtjepa",
36
+ "--data_set",
37
+ "covertype",
38
+ "--data_path",
39
+ "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/baselines/Var-T-JEPA/datasets/subset_views/size_10000",
40
+ "--batch_size",
41
+ "512",
42
+ "--model_dim_hidden",
43
+ "64",
44
+ "--model_dim_feedforward",
45
+ "64",
46
+ "--model_num_layers",
47
+ "8",
48
+ "--model_num_heads",
49
+ "8",
50
+ "--model_dropout_prob",
51
+ "0.0015",
52
+ "--model_feature_index_embedding",
53
+ "true",
54
+ "--model_feature_type_embedding",
55
+ "true",
56
+ "--exp_train_total_epochs",
57
+ "500",
58
+ "--init_type",
59
+ "trunc_normal",
60
+ "--pre_evaluation",
61
+ "true",
62
+ "--pin_memory",
63
+ "false",
64
+ "--mask_min_ctx_share",
65
+ "0.15",
66
+ "--mask_max_ctx_share",
67
+ "0.35",
68
+ "--mask_min_trgt_share",
69
+ "0.15",
70
+ "--mask_max_trgt_share",
71
+ "0.6",
72
+ "--mask_num_preds",
73
+ "4",
74
+ "--pred_num_layers",
75
+ "16",
76
+ "--pred_embed_dim",
77
+ "16",
78
+ "--pred_num_heads",
79
+ "4",
80
+ "--pred_p_dropout",
81
+ "0.002",
82
+ "--pred_dim_feedforward",
83
+ "256",
84
+ "--pred_type",
85
+ "transformer",
86
+ "--probe_model",
87
+ "linear_probe",
88
+ "--probe_cadence",
89
+ "2",
90
+ "--probe_representation_type",
91
+ "mean",
92
+ "--probe_encoder_type",
93
+ "target_posterior",
94
+ "--downstream_evaluation_epochs",
95
+ "50",
96
+ "--downstream_probe_patience",
97
+ "20",
98
+ "--exp_final_lr",
99
+ "0.0",
100
+ "--exp_final_weight_decay",
101
+ "0.0",
102
+ "--exp_start_lr",
103
+ "0.0",
104
+ "--exp_patience",
105
+ "15",
106
+ "--exp_weight_decay",
107
+ "0.0",
108
+ "--exp_lr",
109
+ "0.0005",
110
+ "--exp_warmup",
111
+ "12",
112
+ "--log_tensorboard",
113
+ "false",
114
+ "--n_cls_tokens",
115
+ "1",
116
+ "--vtjepa_kl_x_start_weight",
117
+ "0",
118
+ "--vtjepa_kl_x_end_weight",
119
+ "1e-06",
120
+ "--vtjepa_kl_x_annealing_epochs",
121
+ "60",
122
+ "--vtjepa_kl_z_start_weight",
123
+ "0",
124
+ "--vtjepa_kl_z_end_weight",
125
+ "1e-05",
126
+ "--vtjepa_kl_z_annealing_epochs",
127
+ "60",
128
+ "--vtjepa_kl_y_start_weight",
129
+ "0",
130
+ "--vtjepa_kl_y_end_weight",
131
+ "1e-06",
132
+ "--vtjepa_kl_y_annealing_epochs",
133
+ "20",
134
+ "--vtjepa_kl_x_start_epoch",
135
+ "1",
136
+ "--vtjepa_kl_z_start_epoch",
137
+ "1",
138
+ "--vtjepa_kl_y_start_epoch",
139
+ "1",
140
+ "--recon_x_weight",
141
+ "0.001",
142
+ "--recon_y_weight",
143
+ "0.5",
144
+ "--mu_init_std",
145
+ "0.03",
146
+ "--logvar_init_std",
147
+ "0.005",
148
+ "--logvar_init_bias",
149
+ "-4.0",
150
+ "--log_sigma_x_init",
151
+ "-2.0",
152
+ "--log_sigma_y_init",
153
+ "-2.0",
154
+ "--pooled_context_representation_size_for_target_posterior",
155
+ "1",
156
+ "--pooled_context_representation_size_for_auxiliary_encoder",
157
+ "1",
158
+ "--sigma_aggregation",
159
+ "mean",
160
+ "--model_selection",
161
+ "filtered_20",
162
+ "--jepa_objective",
163
+ "w_jepa_joint",
164
+ "--wjepa_joint_start_weight",
165
+ "0.0",
166
+ "--wjepa_joint_end_weight",
167
+ "0.0025",
168
+ "--wjepa_joint_start_epoch",
169
+ "1",
170
+ "--wjepa_joint_annealing_epochs",
171
+ "60",
172
+ "--sw_full_num_projections",
173
+ "2048",
174
+ "--sw_marginal_num_projections",
175
+ "1024",
176
+ "--sw_p",
177
+ "2",
178
+ "--sw_include_marginals",
179
+ "true",
180
+ "--sw_s_x_weight",
181
+ "0.00025",
182
+ "--sw_z_weight",
183
+ "0.00025",
184
+ "--sw_s_y_weight",
185
+ "0.00025",
186
+ "--torch_seed",
187
+ "42",
188
+ "--np_seed",
189
+ "42",
190
+ "--mask_seed",
191
+ "0",
192
+ "--sw_seed",
193
+ "0",
194
+ "--deterministic_mode",
195
+ "warn",
196
+ "--random",
197
+ "false",
198
+ "--safe_exit",
199
+ "false"
200
+ ]
201
+ }
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.00025_z0.00025_sy0.00025/seed_42/wjepa_joint/covertype/20260905_203718/downstream_results/mlp_covertype_downstream_results.json ADDED
@@ -0,0 +1,563 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "dataset": "covertype",
3
+ "model": "mlp",
4
+ "config": {
5
+ "script_path": "src/run_benchmark.py",
6
+ "folder_name": "/tmp/tmphc94mt90",
7
+ "data_path": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/baselines/Var-T-JEPA/datasets/subset_views/size_10000",
8
+ "data_set": "covertype",
9
+ "model_name": "mlp",
10
+ "using_embedding": true,
11
+ "emb_train": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.00025_z0.00025_sy0.00025/seed_42/wjepa_joint/covertype/20260905_203718/embedding.npy",
12
+ "emb_test": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.00025_z0.00025_sy0.00025/seed_42/wjepa_joint/covertype/20260905_203718/embedding.npy",
13
+ "uncertainty_test": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.00025_z0.00025_sy0.00025/seed_42/wjepa_joint/covertype/20260905_203718/uncertainty.npy",
14
+ "use_split_assignments": true,
15
+ "exp_train_total_epochs": 50,
16
+ "split_config_file": "/tmp/tmphc94mt90/split_data/split_config.json",
17
+ "sigma_aggregation": "mean",
18
+ "lr": 0.001,
19
+ "weight_decay": 0.01,
20
+ "batch_size": 128,
21
+ "exp_patience": 16,
22
+ "encoder_type": "linear_flatten",
23
+ "n_hidden": 2,
24
+ "hidden_dim": 128,
25
+ "dropout": 0.1,
26
+ "filter_uncertainty": true
27
+ },
28
+ "runs": [
29
+ {
30
+ "seed": 0,
31
+ "val_metrics": {
32
+ "covertype_val_loss": 0.6361363530158997,
33
+ "lr": 0.0010000000474974513,
34
+ "covertype_val_accuracy": 0.7237237095832825,
35
+ "covertype_val_precision": 0.7104774117469788,
36
+ "covertype_val_recall": 0.7237237095832825,
37
+ "covertype_val_f1-score": 0.706310510635376,
38
+ "covertype_val_support": 999.0,
39
+ "covertype_val_score": 0.7237237095832825
40
+ },
41
+ "test_metrics": {
42
+ "0": {
43
+ "covertype_test_loss": 0.6402767300605774,
44
+ "lr": 0.0010000001639127731,
45
+ "covertype_test_accuracy": 0.7160000205039978,
46
+ "covertype_test_precision": 0.7069310545921326,
47
+ "covertype_test_recall": 0.7160000205039978,
48
+ "covertype_test_f1-score": 0.6977341175079346,
49
+ "covertype_test_support": 2000.0,
50
+ "covertype_test_score": 0.7160000205039978
51
+ },
52
+ "5": {
53
+ "covertype_test_loss": 0.6198853254318237,
54
+ "covertype_test_accuracy": 0.725789487361908,
55
+ "covertype_test_precision": 0.7156748175621033,
56
+ "covertype_test_recall": 0.725789487361908,
57
+ "covertype_test_f1-score": 0.7106446623802185,
58
+ "covertype_test_support": 1900.0,
59
+ "covertype_test_score": 0.725789487361908
60
+ },
61
+ "10": {
62
+ "covertype_test_loss": 0.6097231507301331,
63
+ "covertype_test_accuracy": 0.7311111092567444,
64
+ "covertype_test_precision": 0.7202529907226562,
65
+ "covertype_test_recall": 0.7311111092567444,
66
+ "covertype_test_f1-score": 0.7171145677566528,
67
+ "covertype_test_support": 1800.0,
68
+ "covertype_test_score": 0.7311111092567444
69
+ },
70
+ "20": {
71
+ "covertype_test_loss": 0.6031416058540344,
72
+ "covertype_test_accuracy": 0.7306249737739563,
73
+ "covertype_test_precision": 0.7224208116531372,
74
+ "covertype_test_recall": 0.7306249737739563,
75
+ "covertype_test_f1-score": 0.7171655297279358,
76
+ "covertype_test_support": 1600.0,
77
+ "covertype_test_score": 0.7306249737739563
78
+ },
79
+ "50": {
80
+ "covertype_test_loss": 0.5662031769752502,
81
+ "covertype_test_accuracy": 0.7429999709129333,
82
+ "covertype_test_precision": 0.7507822513580322,
83
+ "covertype_test_recall": 0.7429999709129333,
84
+ "covertype_test_f1-score": 0.7270957827568054,
85
+ "covertype_test_support": 1000.0,
86
+ "covertype_test_score": 0.7429999709129333
87
+ }
88
+ }
89
+ },
90
+ {
91
+ "seed": 1,
92
+ "val_metrics": {
93
+ "covertype_val_loss": 0.6411306262016296,
94
+ "lr": 0.0010000000474974513,
95
+ "covertype_val_accuracy": 0.7267267107963562,
96
+ "covertype_val_precision": 0.7055138945579529,
97
+ "covertype_val_recall": 0.7267267107963562,
98
+ "covertype_val_f1-score": 0.701919674873352,
99
+ "covertype_val_support": 999.0,
100
+ "covertype_val_score": 0.7267267107963562
101
+ },
102
+ "test_metrics": {
103
+ "0": {
104
+ "covertype_test_loss": 0.6563846468925476,
105
+ "lr": 0.0010000001639127731,
106
+ "covertype_test_accuracy": 0.6984999775886536,
107
+ "covertype_test_precision": 0.6909087896347046,
108
+ "covertype_test_recall": 0.6984999775886536,
109
+ "covertype_test_f1-score": 0.6724364161491394,
110
+ "covertype_test_support": 2000.0,
111
+ "covertype_test_score": 0.6984999775886536
112
+ },
113
+ "5": {
114
+ "covertype_test_loss": 0.6392666101455688,
115
+ "covertype_test_accuracy": 0.7073684334754944,
116
+ "covertype_test_precision": 0.6995511651039124,
117
+ "covertype_test_recall": 0.7073684334754944,
118
+ "covertype_test_f1-score": 0.6847174167633057,
119
+ "covertype_test_support": 1900.0,
120
+ "covertype_test_score": 0.7073684334754944
121
+ },
122
+ "10": {
123
+ "covertype_test_loss": 0.6287595629692078,
124
+ "covertype_test_accuracy": 0.7111111283302307,
125
+ "covertype_test_precision": 0.7040344476699829,
126
+ "covertype_test_recall": 0.7111111283302307,
127
+ "covertype_test_f1-score": 0.6896448135375977,
128
+ "covertype_test_support": 1800.0,
129
+ "covertype_test_score": 0.7111111283302307
130
+ },
131
+ "20": {
132
+ "covertype_test_loss": 0.6230453848838806,
133
+ "covertype_test_accuracy": 0.7087500095367432,
134
+ "covertype_test_precision": 0.7030419707298279,
135
+ "covertype_test_recall": 0.7087500095367432,
136
+ "covertype_test_f1-score": 0.6883204579353333,
137
+ "covertype_test_support": 1600.0,
138
+ "covertype_test_score": 0.7087500095367432
139
+ },
140
+ "50": {
141
+ "covertype_test_loss": 0.5824409127235413,
142
+ "covertype_test_accuracy": 0.7210000157356262,
143
+ "covertype_test_precision": 0.7239392995834351,
144
+ "covertype_test_recall": 0.7210000157356262,
145
+ "covertype_test_f1-score": 0.6978214383125305,
146
+ "covertype_test_support": 1000.0,
147
+ "covertype_test_score": 0.7210000157356262
148
+ }
149
+ }
150
+ },
151
+ {
152
+ "seed": 2,
153
+ "val_metrics": {
154
+ "covertype_val_loss": 0.6769697666168213,
155
+ "lr": 0.0010000000474974513,
156
+ "covertype_val_accuracy": 0.706706702709198,
157
+ "covertype_val_precision": 0.6951671838760376,
158
+ "covertype_val_recall": 0.706706702709198,
159
+ "covertype_val_f1-score": 0.6803379058837891,
160
+ "covertype_val_support": 999.0,
161
+ "covertype_val_score": 0.706706702709198
162
+ },
163
+ "test_metrics": {
164
+ "0": {
165
+ "covertype_test_loss": 0.6959565281867981,
166
+ "lr": 0.0010000001639127731,
167
+ "covertype_test_accuracy": 0.6949999928474426,
168
+ "covertype_test_precision": 0.6993361711502075,
169
+ "covertype_test_recall": 0.6949999928474426,
170
+ "covertype_test_f1-score": 0.6703532338142395,
171
+ "covertype_test_support": 2000.0,
172
+ "covertype_test_score": 0.6949999928474426
173
+ },
174
+ "5": {
175
+ "covertype_test_loss": 0.6745685935020447,
176
+ "covertype_test_accuracy": 0.703157901763916,
177
+ "covertype_test_precision": 0.7052344679832458,
178
+ "covertype_test_recall": 0.703157901763916,
179
+ "covertype_test_f1-score": 0.6798533797264099,
180
+ "covertype_test_support": 1900.0,
181
+ "covertype_test_score": 0.703157901763916
182
+ },
183
+ "10": {
184
+ "covertype_test_loss": 0.6663141250610352,
185
+ "covertype_test_accuracy": 0.7072222232818604,
186
+ "covertype_test_precision": 0.710331380367279,
187
+ "covertype_test_recall": 0.7072222232818604,
188
+ "covertype_test_f1-score": 0.6833378076553345,
189
+ "covertype_test_support": 1800.0,
190
+ "covertype_test_score": 0.7072222232818604
191
+ },
192
+ "20": {
193
+ "covertype_test_loss": 0.6601758003234863,
194
+ "covertype_test_accuracy": 0.7024999856948853,
195
+ "covertype_test_precision": 0.7073145508766174,
196
+ "covertype_test_recall": 0.7024999856948853,
197
+ "covertype_test_f1-score": 0.6774247288703918,
198
+ "covertype_test_support": 1600.0,
199
+ "covertype_test_score": 0.7024999856948853
200
+ },
201
+ "50": {
202
+ "covertype_test_loss": 0.6272298097610474,
203
+ "covertype_test_accuracy": 0.7070000171661377,
204
+ "covertype_test_precision": 0.7246015667915344,
205
+ "covertype_test_recall": 0.7070000171661377,
206
+ "covertype_test_f1-score": 0.6795778870582581,
207
+ "covertype_test_support": 1000.0,
208
+ "covertype_test_score": 0.7070000171661377
209
+ }
210
+ }
211
+ },
212
+ {
213
+ "seed": 3,
214
+ "val_metrics": {
215
+ "covertype_val_loss": 0.7913278341293335,
216
+ "lr": 0.0010000000474974513,
217
+ "covertype_val_accuracy": 0.6416416168212891,
218
+ "covertype_val_precision": 0.6451663970947266,
219
+ "covertype_val_recall": 0.6416416168212891,
220
+ "covertype_val_f1-score": 0.5810694694519043,
221
+ "covertype_val_support": 999.0,
222
+ "covertype_val_score": 0.6416416168212891
223
+ },
224
+ "test_metrics": {
225
+ "0": {
226
+ "covertype_test_loss": 0.7997791767120361,
227
+ "lr": 0.0010000001639127731,
228
+ "covertype_test_accuracy": 0.6365000009536743,
229
+ "covertype_test_precision": 0.6519161462783813,
230
+ "covertype_test_recall": 0.6365000009536743,
231
+ "covertype_test_f1-score": 0.5749049782752991,
232
+ "covertype_test_support": 2000.0,
233
+ "covertype_test_score": 0.6365000009536743
234
+ },
235
+ "5": {
236
+ "covertype_test_loss": 0.7778581976890564,
237
+ "covertype_test_accuracy": 0.6431578993797302,
238
+ "covertype_test_precision": 0.6670262217521667,
239
+ "covertype_test_recall": 0.6431578993797302,
240
+ "covertype_test_f1-score": 0.5825305581092834,
241
+ "covertype_test_support": 1900.0,
242
+ "covertype_test_score": 0.6431578993797302
243
+ },
244
+ "10": {
245
+ "covertype_test_loss": 0.7654728293418884,
246
+ "covertype_test_accuracy": 0.644444465637207,
247
+ "covertype_test_precision": 0.6714367866516113,
248
+ "covertype_test_recall": 0.644444465637207,
249
+ "covertype_test_f1-score": 0.5833393931388855,
250
+ "covertype_test_support": 1800.0,
251
+ "covertype_test_score": 0.644444465637207
252
+ },
253
+ "20": {
254
+ "covertype_test_loss": 0.7629249095916748,
255
+ "covertype_test_accuracy": 0.640625,
256
+ "covertype_test_precision": 0.6752408742904663,
257
+ "covertype_test_recall": 0.640625,
258
+ "covertype_test_f1-score": 0.5810014009475708,
259
+ "covertype_test_support": 1600.0,
260
+ "covertype_test_score": 0.640625
261
+ },
262
+ "50": {
263
+ "covertype_test_loss": 0.7560687065124512,
264
+ "covertype_test_accuracy": 0.6309999823570251,
265
+ "covertype_test_precision": 0.6823964715003967,
266
+ "covertype_test_recall": 0.6309999823570251,
267
+ "covertype_test_f1-score": 0.5670716166496277,
268
+ "covertype_test_support": 1000.0,
269
+ "covertype_test_score": 0.6309999823570251
270
+ }
271
+ }
272
+ },
273
+ {
274
+ "seed": 4,
275
+ "val_metrics": {
276
+ "covertype_val_loss": 0.6533644795417786,
277
+ "lr": 0.0010000000474974513,
278
+ "covertype_val_accuracy": 0.7257257103919983,
279
+ "covertype_val_precision": 0.7146914005279541,
280
+ "covertype_val_recall": 0.7257257103919983,
281
+ "covertype_val_f1-score": 0.7124851942062378,
282
+ "covertype_val_support": 999.0,
283
+ "covertype_val_score": 0.7257257103919983
284
+ },
285
+ "test_metrics": {
286
+ "0": {
287
+ "covertype_test_loss": 0.6510215401649475,
288
+ "lr": 0.0010000001639127731,
289
+ "covertype_test_accuracy": 0.7145000100135803,
290
+ "covertype_test_precision": 0.7230645418167114,
291
+ "covertype_test_recall": 0.7145000100135803,
292
+ "covertype_test_f1-score": 0.7021842002868652,
293
+ "covertype_test_support": 2000.0,
294
+ "covertype_test_score": 0.7145000100135803
295
+ },
296
+ "5": {
297
+ "covertype_test_loss": 0.6365222930908203,
298
+ "covertype_test_accuracy": 0.7221052646636963,
299
+ "covertype_test_precision": 0.7317820191383362,
300
+ "covertype_test_recall": 0.7221052646636963,
301
+ "covertype_test_f1-score": 0.7130845785140991,
302
+ "covertype_test_support": 1900.0,
303
+ "covertype_test_score": 0.7221052646636963
304
+ },
305
+ "10": {
306
+ "covertype_test_loss": 0.6251605153083801,
307
+ "covertype_test_accuracy": 0.726111114025116,
308
+ "covertype_test_precision": 0.738187313079834,
309
+ "covertype_test_recall": 0.726111114025116,
310
+ "covertype_test_f1-score": 0.7191230058670044,
311
+ "covertype_test_support": 1800.0,
312
+ "covertype_test_score": 0.726111114025116
313
+ },
314
+ "20": {
315
+ "covertype_test_loss": 0.6135573387145996,
316
+ "covertype_test_accuracy": 0.7250000238418579,
317
+ "covertype_test_precision": 0.7361317276954651,
318
+ "covertype_test_recall": 0.7250000238418579,
319
+ "covertype_test_f1-score": 0.71858811378479,
320
+ "covertype_test_support": 1600.0,
321
+ "covertype_test_score": 0.7250000238418579
322
+ },
323
+ "50": {
324
+ "covertype_test_loss": 0.5647161602973938,
325
+ "covertype_test_accuracy": 0.7519999742507935,
326
+ "covertype_test_precision": 0.7422692775726318,
327
+ "covertype_test_recall": 0.7519999742507935,
328
+ "covertype_test_f1-score": 0.746210515499115,
329
+ "covertype_test_support": 1000.0,
330
+ "covertype_test_score": 0.7519999742507935
331
+ }
332
+ }
333
+ }
334
+ ],
335
+ "summary": {
336
+ "0": {
337
+ "covertype_test_loss": {
338
+ "mean": 0.6886837244033813,
339
+ "std": 0.06557438682424241,
340
+ "n": 5,
341
+ "ci95": 0.08140830227694365
342
+ },
343
+ "lr": {
344
+ "mean": 0.0010000001639127731,
345
+ "std": 0.0,
346
+ "n": 5,
347
+ "ci95": 0.0
348
+ },
349
+ "covertype_test_accuracy": {
350
+ "mean": 0.6921000003814697,
351
+ "std": 0.03245651319189231,
352
+ "n": 5,
353
+ "ci95": 0.040293623238339814
354
+ },
355
+ "covertype_test_precision": {
356
+ "mean": 0.6944313406944275,
357
+ "std": 0.026552356477515075,
358
+ "n": 5,
359
+ "ci95": 0.03296381967063377
360
+ },
361
+ "covertype_test_recall": {
362
+ "mean": 0.6921000003814697,
363
+ "std": 0.03245651319189231,
364
+ "n": 5,
365
+ "ci95": 0.040293623238339814
366
+ },
367
+ "covertype_test_f1-score": {
368
+ "mean": 0.6635225892066956,
369
+ "std": 0.05158571464980287,
370
+ "n": 5,
371
+ "ci95": 0.06404185619972558
372
+ },
373
+ "covertype_test_support": {
374
+ "mean": 2000.0,
375
+ "std": 0.0,
376
+ "n": 5,
377
+ "ci95": 0.0
378
+ },
379
+ "covertype_test_score": {
380
+ "mean": 0.6921000003814697,
381
+ "std": 0.03245651319189231,
382
+ "n": 5,
383
+ "ci95": 0.040293623238339814
384
+ }
385
+ },
386
+ "5": {
387
+ "covertype_test_loss": {
388
+ "mean": 0.6696202039718628,
389
+ "std": 0.06369913725695026,
390
+ "n": 5,
391
+ "ci95": 0.07908024568332271
392
+ },
393
+ "covertype_test_accuracy": {
394
+ "mean": 0.700315797328949,
395
+ "std": 0.03334865927903031,
396
+ "n": 5,
397
+ "ci95": 0.041401191327868216
398
+ },
399
+ "covertype_test_precision": {
400
+ "mean": 0.7038537383079528,
401
+ "std": 0.023960442979798623,
402
+ "n": 5,
403
+ "ci95": 0.029746049932834487
404
+ },
405
+ "covertype_test_recall": {
406
+ "mean": 0.700315797328949,
407
+ "std": 0.03334865927903031,
408
+ "n": 5,
409
+ "ci95": 0.041401191327868216
410
+ },
411
+ "covertype_test_f1-score": {
412
+ "mean": 0.6741661190986633,
413
+ "std": 0.053352791531721615,
414
+ "n": 5,
415
+ "ci95": 0.06623562019686993
416
+ },
417
+ "covertype_test_support": {
418
+ "mean": 1900.0,
419
+ "std": 0.0,
420
+ "n": 5,
421
+ "ci95": 0.0
422
+ },
423
+ "covertype_test_score": {
424
+ "mean": 0.700315797328949,
425
+ "std": 0.03334865927903031,
426
+ "n": 5,
427
+ "ci95": 0.041401191327868216
428
+ }
429
+ },
430
+ "10": {
431
+ "covertype_test_loss": {
432
+ "mean": 0.659086036682129,
433
+ "std": 0.06300342338296958,
434
+ "n": 5,
435
+ "ci95": 0.07821654129973335
436
+ },
437
+ "covertype_test_accuracy": {
438
+ "mean": 0.7040000081062316,
439
+ "std": 0.03475530948936964,
440
+ "n": 5,
441
+ "ci95": 0.04314749824840653
442
+ },
443
+ "covertype_test_precision": {
444
+ "mean": 0.7088485836982727,
445
+ "std": 0.024575590996064423,
446
+ "n": 5,
447
+ "ci95": 0.03050973462862054
448
+ },
449
+ "covertype_test_recall": {
450
+ "mean": 0.7040000081062316,
451
+ "std": 0.03475530948936964,
452
+ "n": 5,
453
+ "ci95": 0.04314749824840653
454
+ },
455
+ "covertype_test_f1-score": {
456
+ "mean": 0.678511917591095,
457
+ "std": 0.055552824159605836,
458
+ "n": 5,
459
+ "ci95": 0.06896688357368165
460
+ },
461
+ "covertype_test_support": {
462
+ "mean": 1800.0,
463
+ "std": 0.0,
464
+ "n": 5,
465
+ "ci95": 0.0
466
+ },
467
+ "covertype_test_score": {
468
+ "mean": 0.7040000081062316,
469
+ "std": 0.03475530948936964,
470
+ "n": 5,
471
+ "ci95": 0.04314749824840653
472
+ }
473
+ },
474
+ "20": {
475
+ "covertype_test_loss": {
476
+ "mean": 0.6525690078735351,
477
+ "std": 0.0653316750336297,
478
+ "n": 5,
479
+ "ci95": 0.08110698409810445
480
+ },
481
+ "covertype_test_accuracy": {
482
+ "mean": 0.7014999985694885,
483
+ "std": 0.035916025157909544,
484
+ "n": 5,
485
+ "ci95": 0.04458848605749342
486
+ },
487
+ "covertype_test_precision": {
488
+ "mean": 0.7088299870491028,
489
+ "std": 0.022880787417374454,
490
+ "n": 5,
491
+ "ci95": 0.028405695403612766
492
+ },
493
+ "covertype_test_recall": {
494
+ "mean": 0.7014999985694885,
495
+ "std": 0.035916025157909544,
496
+ "n": 5,
497
+ "ci95": 0.04458848605749342
498
+ },
499
+ "covertype_test_f1-score": {
500
+ "mean": 0.6765000462532044,
501
+ "std": 0.056315307422284654,
502
+ "n": 5,
503
+ "ci95": 0.06991347981247895
504
+ },
505
+ "covertype_test_support": {
506
+ "mean": 1600.0,
507
+ "std": 0.0,
508
+ "n": 5,
509
+ "ci95": 0.0
510
+ },
511
+ "covertype_test_score": {
512
+ "mean": 0.7014999985694885,
513
+ "std": 0.035916025157909544,
514
+ "n": 5,
515
+ "ci95": 0.04458848605749342
516
+ }
517
+ },
518
+ "50": {
519
+ "covertype_test_loss": {
520
+ "mean": 0.6193317532539367,
521
+ "std": 0.0805074785492701,
522
+ "n": 5,
523
+ "ci95": 0.09994721211591376
524
+ },
525
+ "covertype_test_accuracy": {
526
+ "mean": 0.7107999920845032,
527
+ "std": 0.04801249579907103,
528
+ "n": 5,
529
+ "ci95": 0.0596058302696362
530
+ },
531
+ "covertype_test_precision": {
532
+ "mean": 0.7247977733612061,
533
+ "std": 0.026358549039704308,
534
+ "n": 5,
535
+ "ci95": 0.032723214531265754
536
+ },
537
+ "covertype_test_recall": {
538
+ "mean": 0.7107999920845032,
539
+ "std": 0.04801249579907103,
540
+ "n": 5,
541
+ "ci95": 0.0596058302696362
542
+ },
543
+ "covertype_test_f1-score": {
544
+ "mean": 0.6835554480552674,
545
+ "std": 0.07001649925331492,
546
+ "n": 5,
547
+ "ci95": 0.08692302912209675
548
+ },
549
+ "covertype_test_support": {
550
+ "mean": 1000.0,
551
+ "std": 0.0,
552
+ "n": 5,
553
+ "ci95": 0.0
554
+ },
555
+ "covertype_test_score": {
556
+ "mean": 0.7107999920845032,
557
+ "std": 0.04801249579907103,
558
+ "n": 5,
559
+ "ci95": 0.0596058302696362
560
+ }
561
+ }
562
+ }
563
+ }
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.00025_z0.00025_sy0.00025/seed_42/wjepa_joint/covertype/20260905_203718/downstream_results/resnet_covertype_downstream_results.json ADDED
@@ -0,0 +1,566 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "dataset": "covertype",
3
+ "model": "resnet",
4
+ "config": {
5
+ "script_path": "src/run_benchmark.py",
6
+ "folder_name": "/tmp/tmp8vljykv4",
7
+ "data_path": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/baselines/Var-T-JEPA/datasets/subset_views/size_10000",
8
+ "data_set": "covertype",
9
+ "model_name": "resnet",
10
+ "using_embedding": true,
11
+ "emb_train": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.00025_z0.00025_sy0.00025/seed_42/wjepa_joint/covertype/20260905_203718/embedding.npy",
12
+ "emb_test": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.00025_z0.00025_sy0.00025/seed_42/wjepa_joint/covertype/20260905_203718/embedding.npy",
13
+ "uncertainty_test": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.00025_z0.00025_sy0.00025/seed_42/wjepa_joint/covertype/20260905_203718/uncertainty.npy",
14
+ "use_split_assignments": true,
15
+ "exp_train_total_epochs": 50,
16
+ "split_config_file": "/tmp/tmp8vljykv4/split_data/split_config.json",
17
+ "sigma_aggregation": "mean",
18
+ "lr": 0.001,
19
+ "weight_decay": 0.01,
20
+ "batch_size": 128,
21
+ "exp_patience": 16,
22
+ "encoder_type": "linear_flatten",
23
+ "n_blocks": 3,
24
+ "d_out": 128,
25
+ "d_block": 128,
26
+ "d_hidden": 256,
27
+ "dropout1": 0.1,
28
+ "dropout2": 0.0,
29
+ "filter_uncertainty": true
30
+ },
31
+ "runs": [
32
+ {
33
+ "seed": 0,
34
+ "val_metrics": {
35
+ "covertype_val_loss": 0.6017175912857056,
36
+ "lr": 0.0,
37
+ "covertype_val_accuracy": 0.7517517805099487,
38
+ "covertype_val_precision": 0.7504949569702148,
39
+ "covertype_val_recall": 0.7517517805099487,
40
+ "covertype_val_f1-score": 0.7506386041641235,
41
+ "covertype_val_support": 999.0,
42
+ "covertype_val_score": 0.7517517805099487
43
+ },
44
+ "test_metrics": {
45
+ "0": {
46
+ "covertype_test_loss": 0.5458137392997742,
47
+ "lr": 0.0,
48
+ "covertype_test_accuracy": 0.7835000157356262,
49
+ "covertype_test_precision": 0.784896731376648,
50
+ "covertype_test_recall": 0.7835000157356262,
51
+ "covertype_test_f1-score": 0.7838413715362549,
52
+ "covertype_test_support": 2000.0,
53
+ "covertype_test_score": 0.7835000157356262
54
+ },
55
+ "5": {
56
+ "covertype_test_loss": 0.5235384702682495,
57
+ "covertype_test_accuracy": 0.7921052575111389,
58
+ "covertype_test_precision": 0.7939469814300537,
59
+ "covertype_test_recall": 0.7921052575111389,
60
+ "covertype_test_f1-score": 0.7921348810195923,
61
+ "covertype_test_support": 1900.0,
62
+ "covertype_test_score": 0.7921052575111389
63
+ },
64
+ "10": {
65
+ "covertype_test_loss": 0.4997258484363556,
66
+ "covertype_test_accuracy": 0.79666668176651,
67
+ "covertype_test_precision": 0.7969169616699219,
68
+ "covertype_test_recall": 0.79666668176651,
69
+ "covertype_test_f1-score": 0.7960548400878906,
70
+ "covertype_test_support": 1800.0,
71
+ "covertype_test_score": 0.79666668176651
72
+ },
73
+ "20": {
74
+ "covertype_test_loss": 0.49359074234962463,
75
+ "covertype_test_accuracy": 0.7987499833106995,
76
+ "covertype_test_precision": 0.7987769842147827,
77
+ "covertype_test_recall": 0.7987499833106995,
78
+ "covertype_test_f1-score": 0.7984840869903564,
79
+ "covertype_test_support": 1600.0,
80
+ "covertype_test_score": 0.7987499833106995
81
+ },
82
+ "50": {
83
+ "covertype_test_loss": 0.45593276619911194,
84
+ "covertype_test_accuracy": 0.7990000247955322,
85
+ "covertype_test_precision": 0.7993430495262146,
86
+ "covertype_test_recall": 0.7990000247955322,
87
+ "covertype_test_f1-score": 0.7989856004714966,
88
+ "covertype_test_support": 1000.0,
89
+ "covertype_test_score": 0.7990000247955322
90
+ }
91
+ }
92
+ },
93
+ {
94
+ "seed": 1,
95
+ "val_metrics": {
96
+ "covertype_val_loss": 0.6118508577346802,
97
+ "lr": 0.0,
98
+ "covertype_val_accuracy": 0.7517517805099487,
99
+ "covertype_val_precision": 0.7425726652145386,
100
+ "covertype_val_recall": 0.7517517805099487,
101
+ "covertype_val_f1-score": 0.7432884573936462,
102
+ "covertype_val_support": 999.0,
103
+ "covertype_val_score": 0.7517517805099487
104
+ },
105
+ "test_metrics": {
106
+ "0": {
107
+ "covertype_test_loss": 0.5676587820053101,
108
+ "lr": 0.0,
109
+ "covertype_test_accuracy": 0.7804999947547913,
110
+ "covertype_test_precision": 0.7811294794082642,
111
+ "covertype_test_recall": 0.7804999947547913,
112
+ "covertype_test_f1-score": 0.7779779434204102,
113
+ "covertype_test_support": 2000.0,
114
+ "covertype_test_score": 0.7804999947547913
115
+ },
116
+ "5": {
117
+ "covertype_test_loss": 0.5519716143608093,
118
+ "covertype_test_accuracy": 0.7831578850746155,
119
+ "covertype_test_precision": 0.7839395999908447,
120
+ "covertype_test_recall": 0.7831578850746155,
121
+ "covertype_test_f1-score": 0.7808099985122681,
122
+ "covertype_test_support": 1900.0,
123
+ "covertype_test_score": 0.7831578850746155
124
+ },
125
+ "10": {
126
+ "covertype_test_loss": 0.5321730375289917,
127
+ "covertype_test_accuracy": 0.7866666913032532,
128
+ "covertype_test_precision": 0.785980224609375,
129
+ "covertype_test_recall": 0.7866666913032532,
130
+ "covertype_test_f1-score": 0.7835261225700378,
131
+ "covertype_test_support": 1800.0,
132
+ "covertype_test_score": 0.7866666913032532
133
+ },
134
+ "20": {
135
+ "covertype_test_loss": 0.5256393551826477,
136
+ "covertype_test_accuracy": 0.7881249785423279,
137
+ "covertype_test_precision": 0.7882014513015747,
138
+ "covertype_test_recall": 0.7881249785423279,
139
+ "covertype_test_f1-score": 0.7857347726821899,
140
+ "covertype_test_support": 1600.0,
141
+ "covertype_test_score": 0.7881249785423279
142
+ },
143
+ "50": {
144
+ "covertype_test_loss": 0.4830467104911804,
145
+ "covertype_test_accuracy": 0.7850000262260437,
146
+ "covertype_test_precision": 0.7886316776275635,
147
+ "covertype_test_recall": 0.7850000262260437,
148
+ "covertype_test_f1-score": 0.7832889556884766,
149
+ "covertype_test_support": 1000.0,
150
+ "covertype_test_score": 0.7850000262260437
151
+ }
152
+ }
153
+ },
154
+ {
155
+ "seed": 2,
156
+ "val_metrics": {
157
+ "covertype_val_loss": 0.5841020941734314,
158
+ "lr": 0.0,
159
+ "covertype_val_accuracy": 0.7537537813186646,
160
+ "covertype_val_precision": 0.7523232698440552,
161
+ "covertype_val_recall": 0.7537537813186646,
162
+ "covertype_val_f1-score": 0.7502070069313049,
163
+ "covertype_val_support": 999.0,
164
+ "covertype_val_score": 0.7537537813186646
165
+ },
166
+ "test_metrics": {
167
+ "0": {
168
+ "covertype_test_loss": 0.5529506206512451,
169
+ "lr": 0.0,
170
+ "covertype_test_accuracy": 0.7710000276565552,
171
+ "covertype_test_precision": 0.774501621723175,
172
+ "covertype_test_recall": 0.7710000276565552,
173
+ "covertype_test_f1-score": 0.7700295448303223,
174
+ "covertype_test_support": 2000.0,
175
+ "covertype_test_score": 0.7710000276565552
176
+ },
177
+ "5": {
178
+ "covertype_test_loss": 0.5319169163703918,
179
+ "covertype_test_accuracy": 0.7784210443496704,
180
+ "covertype_test_precision": 0.7821164727210999,
181
+ "covertype_test_recall": 0.7784210443496704,
182
+ "covertype_test_f1-score": 0.7775249481201172,
183
+ "covertype_test_support": 1900.0,
184
+ "covertype_test_score": 0.7784210443496704
185
+ },
186
+ "10": {
187
+ "covertype_test_loss": 0.5159162878990173,
188
+ "covertype_test_accuracy": 0.7838888764381409,
189
+ "covertype_test_precision": 0.7872349619865417,
190
+ "covertype_test_recall": 0.7838888764381409,
191
+ "covertype_test_f1-score": 0.7824023962020874,
192
+ "covertype_test_support": 1800.0,
193
+ "covertype_test_score": 0.7838888764381409
194
+ },
195
+ "20": {
196
+ "covertype_test_loss": 0.5061448812484741,
197
+ "covertype_test_accuracy": 0.784375011920929,
198
+ "covertype_test_precision": 0.7897316217422485,
199
+ "covertype_test_recall": 0.784375011920929,
200
+ "covertype_test_f1-score": 0.7835532426834106,
201
+ "covertype_test_support": 1600.0,
202
+ "covertype_test_score": 0.784375011920929
203
+ },
204
+ "50": {
205
+ "covertype_test_loss": 0.48449981212615967,
206
+ "covertype_test_accuracy": 0.777999997138977,
207
+ "covertype_test_precision": 0.7837439179420471,
208
+ "covertype_test_recall": 0.777999997138977,
209
+ "covertype_test_f1-score": 0.7780113220214844,
210
+ "covertype_test_support": 1000.0,
211
+ "covertype_test_score": 0.777999997138977
212
+ }
213
+ }
214
+ },
215
+ {
216
+ "seed": 3,
217
+ "val_metrics": {
218
+ "covertype_val_loss": 0.5690118670463562,
219
+ "lr": 0.0,
220
+ "covertype_val_accuracy": 0.7877877950668335,
221
+ "covertype_val_precision": 0.7792168855667114,
222
+ "covertype_val_recall": 0.7877877950668335,
223
+ "covertype_val_f1-score": 0.7821498513221741,
224
+ "covertype_val_support": 999.0,
225
+ "covertype_val_score": 0.7877877950668335
226
+ },
227
+ "test_metrics": {
228
+ "0": {
229
+ "covertype_test_loss": 0.5497918725013733,
230
+ "lr": 0.0,
231
+ "covertype_test_accuracy": 0.7825000286102295,
232
+ "covertype_test_precision": 0.7802066802978516,
233
+ "covertype_test_recall": 0.7825000286102295,
234
+ "covertype_test_f1-score": 0.7806214690208435,
235
+ "covertype_test_support": 2000.0,
236
+ "covertype_test_score": 0.7825000286102295
237
+ },
238
+ "5": {
239
+ "covertype_test_loss": 0.5262365341186523,
240
+ "covertype_test_accuracy": 0.7884210348129272,
241
+ "covertype_test_precision": 0.784637987613678,
242
+ "covertype_test_recall": 0.7884210348129272,
243
+ "covertype_test_f1-score": 0.7861682772636414,
244
+ "covertype_test_support": 1900.0,
245
+ "covertype_test_score": 0.7884210348129272
246
+ },
247
+ "10": {
248
+ "covertype_test_loss": 0.5046935081481934,
249
+ "covertype_test_accuracy": 0.7944444417953491,
250
+ "covertype_test_precision": 0.7896401882171631,
251
+ "covertype_test_recall": 0.7944444417953491,
252
+ "covertype_test_f1-score": 0.7915472388267517,
253
+ "covertype_test_support": 1800.0,
254
+ "covertype_test_score": 0.7944444417953491
255
+ },
256
+ "20": {
257
+ "covertype_test_loss": 0.49299803376197815,
258
+ "covertype_test_accuracy": 0.7993749976158142,
259
+ "covertype_test_precision": 0.7961881756782532,
260
+ "covertype_test_recall": 0.7993749976158142,
261
+ "covertype_test_f1-score": 0.7969783544540405,
262
+ "covertype_test_support": 1600.0,
263
+ "covertype_test_score": 0.7993749976158142
264
+ },
265
+ "50": {
266
+ "covertype_test_loss": 0.4646410048007965,
267
+ "covertype_test_accuracy": 0.8090000152587891,
268
+ "covertype_test_precision": 0.8095613718032837,
269
+ "covertype_test_recall": 0.8090000152587891,
270
+ "covertype_test_f1-score": 0.8068526983261108,
271
+ "covertype_test_support": 1000.0,
272
+ "covertype_test_score": 0.8090000152587891
273
+ }
274
+ }
275
+ },
276
+ {
277
+ "seed": 4,
278
+ "val_metrics": {
279
+ "covertype_val_loss": 0.5710328817367554,
280
+ "lr": 0.0005000000237487257,
281
+ "covertype_val_accuracy": 0.7807807922363281,
282
+ "covertype_val_precision": 0.7751795053482056,
283
+ "covertype_val_recall": 0.7807807922363281,
284
+ "covertype_val_f1-score": 0.7763472199440002,
285
+ "covertype_val_support": 999.0,
286
+ "covertype_val_score": 0.7807807922363281
287
+ },
288
+ "test_metrics": {
289
+ "0": {
290
+ "covertype_test_loss": 0.5685181021690369,
291
+ "lr": 0.0005000000819563866,
292
+ "covertype_test_accuracy": 0.7839999794960022,
293
+ "covertype_test_precision": 0.7821772694587708,
294
+ "covertype_test_recall": 0.7839999794960022,
295
+ "covertype_test_f1-score": 0.7807624936103821,
296
+ "covertype_test_support": 2000.0,
297
+ "covertype_test_score": 0.7839999794960022
298
+ },
299
+ "5": {
300
+ "covertype_test_loss": 0.5497187972068787,
301
+ "covertype_test_accuracy": 0.7900000214576721,
302
+ "covertype_test_precision": 0.7871125936508179,
303
+ "covertype_test_recall": 0.7900000214576721,
304
+ "covertype_test_f1-score": 0.7868867516517639,
305
+ "covertype_test_support": 1900.0,
306
+ "covertype_test_score": 0.7900000214576721
307
+ },
308
+ "10": {
309
+ "covertype_test_loss": 0.5247740149497986,
310
+ "covertype_test_accuracy": 0.7961111068725586,
311
+ "covertype_test_precision": 0.7934219241142273,
312
+ "covertype_test_recall": 0.7961111068725586,
313
+ "covertype_test_f1-score": 0.7929130792617798,
314
+ "covertype_test_support": 1800.0,
315
+ "covertype_test_score": 0.7961111068725586
316
+ },
317
+ "20": {
318
+ "covertype_test_loss": 0.5105600953102112,
319
+ "covertype_test_accuracy": 0.7993749976158142,
320
+ "covertype_test_precision": 0.7991901636123657,
321
+ "covertype_test_recall": 0.7993749976158142,
322
+ "covertype_test_f1-score": 0.7970564961433411,
323
+ "covertype_test_support": 1600.0,
324
+ "covertype_test_score": 0.7993749976158142
325
+ },
326
+ "50": {
327
+ "covertype_test_loss": 0.4911178946495056,
328
+ "covertype_test_accuracy": 0.7979999780654907,
329
+ "covertype_test_precision": 0.8045311570167542,
330
+ "covertype_test_recall": 0.7979999780654907,
331
+ "covertype_test_f1-score": 0.7952977418899536,
332
+ "covertype_test_support": 1000.0,
333
+ "covertype_test_score": 0.7979999780654907
334
+ }
335
+ }
336
+ }
337
+ ],
338
+ "summary": {
339
+ "0": {
340
+ "covertype_test_loss": {
341
+ "mean": 0.556946623325348,
342
+ "std": 0.010485097396616143,
343
+ "n": 5,
344
+ "ci95": 0.013016880822000478
345
+ },
346
+ "lr": {
347
+ "mean": 0.00010000001639127731,
348
+ "std": 0.00022360683440198926,
349
+ "n": 5,
350
+ "ci95": 0.00027760004550218576
351
+ },
352
+ "covertype_test_accuracy": {
353
+ "mean": 0.7803000092506409,
354
+ "std": 0.005368881595716075,
355
+ "n": 5,
356
+ "ci95": 0.006665278274040855
357
+ },
358
+ "covertype_test_precision": {
359
+ "mean": 0.7805823564529419,
360
+ "std": 0.003826662692020371,
361
+ "n": 5,
362
+ "ci95": 0.004750667573588803
363
+ },
364
+ "covertype_test_recall": {
365
+ "mean": 0.7803000092506409,
366
+ "std": 0.005368881595716075,
367
+ "n": 5,
368
+ "ci95": 0.006665278274040855
369
+ },
370
+ "covertype_test_f1-score": {
371
+ "mean": 0.7786465644836426,
372
+ "std": 0.005245557790793523,
373
+ "n": 5,
374
+ "ci95": 0.006512176093825478
375
+ },
376
+ "covertype_test_support": {
377
+ "mean": 2000.0,
378
+ "std": 0.0,
379
+ "n": 5,
380
+ "ci95": 0.0
381
+ },
382
+ "covertype_test_score": {
383
+ "mean": 0.7803000092506409,
384
+ "std": 0.005368881595716075,
385
+ "n": 5,
386
+ "ci95": 0.006665278274040855
387
+ }
388
+ },
389
+ "5": {
390
+ "covertype_test_loss": {
391
+ "mean": 0.5366764664649963,
392
+ "std": 0.013306919148515036,
393
+ "n": 5,
394
+ "ci95": 0.016520073597038578
395
+ },
396
+ "covertype_test_accuracy": {
397
+ "mean": 0.7864210486412049,
398
+ "std": 0.005562542734937308,
399
+ "n": 5,
400
+ "ci95": 0.006905701788839029
401
+ },
402
+ "covertype_test_precision": {
403
+ "mean": 0.7863507270812988,
404
+ "std": 0.0046086722903093255,
405
+ "n": 5,
406
+ "ci95": 0.005721505073474399
407
+ },
408
+ "covertype_test_recall": {
409
+ "mean": 0.7864210486412049,
410
+ "std": 0.005562542734937308,
411
+ "n": 5,
412
+ "ci95": 0.006905701788839029
413
+ },
414
+ "covertype_test_f1-score": {
415
+ "mean": 0.7847049713134766,
416
+ "std": 0.005675132909648242,
417
+ "n": 5,
418
+ "ci95": 0.0070454785434558645
419
+ },
420
+ "covertype_test_support": {
421
+ "mean": 1900.0,
422
+ "std": 0.0,
423
+ "n": 5,
424
+ "ci95": 0.0
425
+ },
426
+ "covertype_test_score": {
427
+ "mean": 0.7864210486412049,
428
+ "std": 0.005562542734937308,
429
+ "n": 5,
430
+ "ci95": 0.006905701788839029
431
+ }
432
+ },
433
+ "10": {
434
+ "covertype_test_loss": {
435
+ "mean": 0.5154565393924713,
436
+ "std": 0.01350708618578667,
437
+ "n": 5,
438
+ "ci95": 0.01676857395617675
439
+ },
440
+ "covertype_test_accuracy": {
441
+ "mean": 0.7915555596351623,
442
+ "std": 0.005871568892114392,
443
+ "n": 5,
444
+ "ci95": 0.007289346928859671
445
+ },
446
+ "covertype_test_precision": {
447
+ "mean": 0.7906388521194458,
448
+ "std": 0.004512392856348739,
449
+ "n": 5,
450
+ "ci95": 0.005601977531662619
451
+ },
452
+ "covertype_test_recall": {
453
+ "mean": 0.7915555596351623,
454
+ "std": 0.005871568892114392,
455
+ "n": 5,
456
+ "ci95": 0.007289346928859671
457
+ },
458
+ "covertype_test_f1-score": {
459
+ "mean": 0.7892887353897095,
460
+ "std": 0.0060134485318600155,
461
+ "n": 5,
462
+ "ci95": 0.0074654855274608805
463
+ },
464
+ "covertype_test_support": {
465
+ "mean": 1800.0,
466
+ "std": 0.0,
467
+ "n": 5,
468
+ "ci95": 0.0
469
+ },
470
+ "covertype_test_score": {
471
+ "mean": 0.7915555596351623,
472
+ "std": 0.005871568892114392,
473
+ "n": 5,
474
+ "ci95": 0.007289346928859671
475
+ }
476
+ },
477
+ "20": {
478
+ "covertype_test_loss": {
479
+ "mean": 0.5057866215705872,
480
+ "std": 0.013503081884535905,
481
+ "n": 5,
482
+ "ci95": 0.01676360275656029
483
+ },
484
+ "covertype_test_accuracy": {
485
+ "mean": 0.793999993801117,
486
+ "std": 0.007202426897270734,
487
+ "n": 5,
488
+ "ci95": 0.008941560483854045
489
+ },
490
+ "covertype_test_precision": {
491
+ "mean": 0.794417679309845,
492
+ "std": 0.005136035174144532,
493
+ "n": 5,
494
+ "ci95": 0.006376207604997357
495
+ },
496
+ "covertype_test_recall": {
497
+ "mean": 0.793999993801117,
498
+ "std": 0.007202426897270734,
499
+ "n": 5,
500
+ "ci95": 0.008941560483854045
501
+ },
502
+ "covertype_test_f1-score": {
503
+ "mean": 0.7923613905906677,
504
+ "std": 0.007112371565277494,
505
+ "n": 5,
506
+ "ci95": 0.008829759946424607
507
+ },
508
+ "covertype_test_support": {
509
+ "mean": 1600.0,
510
+ "std": 0.0,
511
+ "n": 5,
512
+ "ci95": 0.0
513
+ },
514
+ "covertype_test_score": {
515
+ "mean": 0.793999993801117,
516
+ "std": 0.007202426897270734,
517
+ "n": 5,
518
+ "ci95": 0.008941560483854045
519
+ }
520
+ },
521
+ "50": {
522
+ "covertype_test_loss": {
523
+ "mean": 0.4758476376533508,
524
+ "std": 0.014849732712171318,
525
+ "n": 5,
526
+ "ci95": 0.01843542254698357
527
+ },
528
+ "covertype_test_accuracy": {
529
+ "mean": 0.7938000082969665,
530
+ "std": 0.01227599452511365,
531
+ "n": 5,
532
+ "ci95": 0.015240216820160914
533
+ },
534
+ "covertype_test_precision": {
535
+ "mean": 0.7971622347831726,
536
+ "std": 0.010789082432087042,
537
+ "n": 5,
538
+ "ci95": 0.013394267586159036
539
+ },
540
+ "covertype_test_recall": {
541
+ "mean": 0.7938000082969665,
542
+ "std": 0.01227599452511365,
543
+ "n": 5,
544
+ "ci95": 0.015240216820160914
545
+ },
546
+ "covertype_test_f1-score": {
547
+ "mean": 0.7924872636795044,
548
+ "std": 0.011733015790960309,
549
+ "n": 5,
550
+ "ci95": 0.014566127757942403
551
+ },
552
+ "covertype_test_support": {
553
+ "mean": 1000.0,
554
+ "std": 0.0,
555
+ "n": 5,
556
+ "ci95": 0.0
557
+ },
558
+ "covertype_test_score": {
559
+ "mean": 0.7938000082969665,
560
+ "std": 0.01227599452511365,
561
+ "n": 5,
562
+ "ci95": 0.015240216820160914
563
+ }
564
+ }
565
+ }
566
+ }
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.00025_z0.00025_sy0.00025/seed_42/wjepa_joint/covertype/20260905_203718/embedding.npy ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d44b48d80e218d4e08d36122be8a19f5da5f70566c53e055ad7915d2e252a481
3
+ size 138240128
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.00025_z0.00025_sy0.00025/seed_42/wjepa_joint/covertype/20260905_203718/uncertainty.npy ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:01ac6366df97187b31798f199a2a651d5ddfc6e7e2204028568d2eb404ed4189
3
+ size 138240128
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.00025_z0.00025_sy0.00025/seed_42/wjepa_joint/covertype/20260905_203718/vtjepa_best_model.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d52276fd19307e4480f3b14a23207a39952f44e868b04d8a5457353226e4575c
3
+ size 11498832
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.00025_z0.00025_sy0.00025/seed_42/wjepa_joint/covertype/20260905_203718/vtjepa_config.yaml ADDED
@@ -0,0 +1,129 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ batch_size: 512
2
+ data_loader_nprocs: 0
3
+ data_path: /pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/baselines/Var-T-JEPA/datasets/subset_views/size_10000
4
+ data_set: covertype
5
+ deterministic_mode: warn
6
+ downstream_evaluation_epochs: 50
7
+ downstream_probe_patience: 20
8
+ exp_cadence_type: improvement
9
+ exp_device: null
10
+ exp_final_lr: 0.0
11
+ exp_final_weight_decay: 0.0
12
+ exp_gradient_clipping: 1.0
13
+ exp_ipe_scale: 1.0
14
+ exp_lr: 0.0005
15
+ exp_n_runs: 1
16
+ exp_patience: 15
17
+ exp_scheduler: true
18
+ exp_start_lr: 0.0
19
+ exp_train_total_epochs: 500
20
+ exp_val_cache_cadence: 1
21
+ exp_warmup: 12
22
+ exp_weight_decay: 0.0
23
+ exp_weight_decay_scheduler: true
24
+ full_dataset_cuda: false
25
+ init_type: trunc_normal
26
+ is_batchlearning: true
27
+ iteration: 0
28
+ jepa_objective: w_jepa_joint
29
+ load_from_checkpoint: false
30
+ load_path: null
31
+ log_sigma_x_init: -2.0
32
+ log_sigma_y_init: -2.0
33
+ log_tensorboard: false
34
+ logvar_init_bias: -4.0
35
+ logvar_init_std: 0.005
36
+ mask_allow_overlap: false
37
+ mask_max_ctx_share: 0.35
38
+ mask_max_trgt_share: 0.6
39
+ mask_min_ctx_share: 0.15
40
+ mask_min_trgt_share: 0.15
41
+ mask_num_encs: 1
42
+ mask_num_preds: 4
43
+ mask_seed: 0
44
+ mask_shared: auto
45
+ mock: false
46
+ model_act_func: relu
47
+ model_amp: false
48
+ model_dim_feedforward: 64
49
+ model_dim_hidden: 64
50
+ model_dropout_prob: 0.0015
51
+ model_dtype: float32
52
+ model_feature_index_embedding: true
53
+ model_feature_type_embedding: true
54
+ model_layer_norm_eps: 1.0e-05
55
+ model_num_heads: 8
56
+ model_num_layers: 8
57
+ model_selection: filtered_20
58
+ mp_distributed: false
59
+ mp_gpus: 1
60
+ mp_nodes: 1
61
+ mp_nr: 0
62
+ mu_init_std: 0.03
63
+ n_cls_tokens: 1
64
+ np_seed: 42
65
+ pin_memory: false
66
+ pooled_context_representation_size_for_auxiliary_encoder: 1
67
+ pooled_context_representation_size_for_target_posterior: 1
68
+ pre_evaluation: true
69
+ pred_activation: relu
70
+ pred_dim_feedforward: 256
71
+ pred_embed_dim: 16
72
+ pred_layer_norm_eps: 1.0e-05
73
+ pred_num_heads: 4
74
+ pred_num_layers: 16
75
+ pred_p_dropout: 0.002
76
+ pred_type: transformer
77
+ probe_cadence: 2
78
+ probe_encoder_type: target_posterior
79
+ probe_model: linear_probe
80
+ probe_representation_type: mean
81
+ random: false
82
+ recon_x_weight: 0.001
83
+ recon_y_weight: 0.5
84
+ res_dir: ./
85
+ safe_exit: false
86
+ sigma_aggregation: mean
87
+ subset_size: -1
88
+ sw_full_num_projections: 2048
89
+ sw_include_marginals: true
90
+ sw_marginal_num_projections: 1024
91
+ sw_p: 2
92
+ sw_s_x_weight: 0.00025
93
+ sw_s_y_weight: 0.00025
94
+ sw_seed: 0
95
+ sw_z_weight: 0.00025
96
+ test: false
97
+ torch_seed: 42
98
+ using_embedding: false
99
+ verbose: false
100
+ vtjepa_kl_x_annealing_epochs: 60
101
+ vtjepa_kl_x_end_weight: 1.0e-06
102
+ vtjepa_kl_x_start_epoch: 1
103
+ vtjepa_kl_x_start_weight: 0.0
104
+ vtjepa_kl_y_annealing_epochs: 20
105
+ vtjepa_kl_y_end_weight: 1.0e-06
106
+ vtjepa_kl_y_start_epoch: 1
107
+ vtjepa_kl_y_start_weight: 0.0
108
+ vtjepa_kl_z_annealing_epochs: 60
109
+ vtjepa_kl_z_end_weight: 1.0e-05
110
+ vtjepa_kl_z_start_epoch: 1
111
+ vtjepa_kl_z_start_weight: 0.0
112
+ wjepa_joint_annealing_epochs: 60
113
+ wjepa_joint_end_weight: 0.0025
114
+ wjepa_joint_start_epoch: 1
115
+ wjepa_joint_start_weight: 0.0
116
+ wjepa_marginal_end_scale: 1.0
117
+ wjepa_marginal_start_scale: 0.0
118
+ wjepa_s_x_annealing_epochs: 30
119
+ wjepa_s_x_end_scale: 1.0
120
+ wjepa_s_x_start_epoch: 0
121
+ wjepa_s_x_start_scale: 0.0
122
+ wjepa_s_y_annealing_epochs: 30
123
+ wjepa_s_y_end_scale: 1.0
124
+ wjepa_s_y_start_epoch: 0
125
+ wjepa_s_y_start_scale: 0.0
126
+ wjepa_z_annealing_epochs: 30
127
+ wjepa_z_end_scale: 1.0
128
+ wjepa_z_start_epoch: 0
129
+ wjepa_z_start_scale: 0.0
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0005_z0.0005_sy0.0005/seed_42/comparison_complete.json ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "completed_at_utc": "2026-09-05T20:35:33.154675+00:00",
3
+ "spec": {
4
+ "dataset": "covertype",
5
+ "objective": "w_jepa_joint",
6
+ "torch_seed": 42,
7
+ "np_seed": 42,
8
+ "mask_seed": 0,
9
+ "sw_seed": 0,
10
+ "sw_full_num_projections": 2048,
11
+ "sw_marginal_num_projections": 1024,
12
+ "sw_p": 2,
13
+ "sw_include_marginals": true,
14
+ "sw_s_x_weight": 0.0005,
15
+ "sw_z_weight": 0.0005,
16
+ "sw_s_y_weight": 0.0005,
17
+ "lambda_joint": 0.0025,
18
+ "epochs": 500,
19
+ "smoke": false,
20
+ "downstream_models": "mlp,resnet"
21
+ }
22
+ }
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0005_z0.0005_sy0.0005/seed_42/comparison_manifest.json ADDED
@@ -0,0 +1,60 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "spec": {
3
+ "dataset": "covertype",
4
+ "objective": "w_jepa_joint",
5
+ "torch_seed": 42,
6
+ "np_seed": 42,
7
+ "mask_seed": 0,
8
+ "sw_seed": 0,
9
+ "sw_full_num_projections": 2048,
10
+ "sw_marginal_num_projections": 1024,
11
+ "sw_p": 2,
12
+ "sw_include_marginals": true,
13
+ "sw_s_x_weight": 0.0005,
14
+ "sw_z_weight": 0.0005,
15
+ "sw_s_y_weight": 0.0005,
16
+ "lambda_joint": 0.0025,
17
+ "epochs": 500,
18
+ "smoke": false,
19
+ "downstream_models": "mlp,resnet"
20
+ },
21
+ "train_command": [
22
+ "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/.venv/bin/python3",
23
+ "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/hessian_train_vtjepa.py",
24
+ "--dataset",
25
+ "covertype",
26
+ "--results-root",
27
+ "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0005_z0.0005_sy0.0005/seed_42",
28
+ "--epochs",
29
+ "500",
30
+ "--objective",
31
+ "w_jepa_joint",
32
+ "--sw-full-end-weight",
33
+ "0.0025",
34
+ "--torch-seed",
35
+ "42",
36
+ "--np-seed",
37
+ "42",
38
+ "--mask-seed",
39
+ "0",
40
+ "--sw-seed",
41
+ "0",
42
+ "--sw-full-num-projections",
43
+ "2048",
44
+ "--sw-marginal-num-projections",
45
+ "1024",
46
+ "--sw-p",
47
+ "2",
48
+ "--sw-s-x-end-weight",
49
+ "0.0005",
50
+ "--sw-z-end-weight",
51
+ "0.0005",
52
+ "--sw-s-y-end-weight",
53
+ "0.0005",
54
+ "--model-selection",
55
+ "filtered_20",
56
+ "--deterministic-mode",
57
+ "warn",
58
+ "--sw-include-marginals"
59
+ ]
60
+ }
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0005_z0.0005_sy0.0005/seed_42/paper_alignment_manifest.json ADDED
@@ -0,0 +1,201 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "code_variant": "paper-aligned-v4-token-joint-sw",
3
+ "upstream_commit": "eba7a9b1e01bb6613f4968b0f460d1bd1ae409ef",
4
+ "source_sha256": {
5
+ "src/encoder.py": "c29e003ed6a59e239cfe5cbc6823817fed99c54bfa2f4ffa94bc9ea8eb6f777c",
6
+ "src/mask.py": "f447b737b9144d96f5649d51f457e0c207a0e05da62303fb93726471f75779a0",
7
+ "src/run_vtjepa.py": "6ae9c394e822156fc373cfb7dc33ae0b04f9a37073a76d5a816e559461308d35",
8
+ "src/train_vtjepa.py": "b8787906b52278fdd06206d55c2c08d13f5be5e18062b26ad924bda19f1533b8",
9
+ "src/vtjepa.py": "2e1dc60b0d48e1da098451b50426bfca437fbdbbad6809f1cd09a67937c90cbc",
10
+ "src/sliced_wasserstein.py": "a85be4c6433b3f3790cac2a6b8763803c80076715a39b554fd84079c2028bdf0"
11
+ },
12
+ "dataset": "covertype",
13
+ "objective": "w_jepa_joint",
14
+ "seeds": {
15
+ "torch": 42,
16
+ "numpy": 42,
17
+ "mask": 0,
18
+ "sliced_wasserstein": 0
19
+ },
20
+ "smoke": false,
21
+ "sw_include_marginals": true,
22
+ "sw_full_num_projections": 2048,
23
+ "sw_marginal_num_projections": 1024,
24
+ "sw_component_weights": {
25
+ "full": 0.0025,
26
+ "s_x": 0.0005,
27
+ "z": 0.0005,
28
+ "s_y": 0.0005
29
+ },
30
+ "command": [
31
+ "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/.venv/bin/python3",
32
+ "-W",
33
+ "ignore",
34
+ "-m",
35
+ "src.run_vtjepa",
36
+ "--data_set",
37
+ "covertype",
38
+ "--data_path",
39
+ "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/baselines/Var-T-JEPA/datasets/subset_views/size_10000",
40
+ "--batch_size",
41
+ "512",
42
+ "--model_dim_hidden",
43
+ "64",
44
+ "--model_dim_feedforward",
45
+ "64",
46
+ "--model_num_layers",
47
+ "8",
48
+ "--model_num_heads",
49
+ "8",
50
+ "--model_dropout_prob",
51
+ "0.0015",
52
+ "--model_feature_index_embedding",
53
+ "true",
54
+ "--model_feature_type_embedding",
55
+ "true",
56
+ "--exp_train_total_epochs",
57
+ "500",
58
+ "--init_type",
59
+ "trunc_normal",
60
+ "--pre_evaluation",
61
+ "true",
62
+ "--pin_memory",
63
+ "false",
64
+ "--mask_min_ctx_share",
65
+ "0.15",
66
+ "--mask_max_ctx_share",
67
+ "0.35",
68
+ "--mask_min_trgt_share",
69
+ "0.15",
70
+ "--mask_max_trgt_share",
71
+ "0.6",
72
+ "--mask_num_preds",
73
+ "4",
74
+ "--pred_num_layers",
75
+ "16",
76
+ "--pred_embed_dim",
77
+ "16",
78
+ "--pred_num_heads",
79
+ "4",
80
+ "--pred_p_dropout",
81
+ "0.002",
82
+ "--pred_dim_feedforward",
83
+ "256",
84
+ "--pred_type",
85
+ "transformer",
86
+ "--probe_model",
87
+ "linear_probe",
88
+ "--probe_cadence",
89
+ "2",
90
+ "--probe_representation_type",
91
+ "mean",
92
+ "--probe_encoder_type",
93
+ "target_posterior",
94
+ "--downstream_evaluation_epochs",
95
+ "50",
96
+ "--downstream_probe_patience",
97
+ "20",
98
+ "--exp_final_lr",
99
+ "0.0",
100
+ "--exp_final_weight_decay",
101
+ "0.0",
102
+ "--exp_start_lr",
103
+ "0.0",
104
+ "--exp_patience",
105
+ "15",
106
+ "--exp_weight_decay",
107
+ "0.0",
108
+ "--exp_lr",
109
+ "0.0005",
110
+ "--exp_warmup",
111
+ "12",
112
+ "--log_tensorboard",
113
+ "false",
114
+ "--n_cls_tokens",
115
+ "1",
116
+ "--vtjepa_kl_x_start_weight",
117
+ "0",
118
+ "--vtjepa_kl_x_end_weight",
119
+ "1e-06",
120
+ "--vtjepa_kl_x_annealing_epochs",
121
+ "60",
122
+ "--vtjepa_kl_z_start_weight",
123
+ "0",
124
+ "--vtjepa_kl_z_end_weight",
125
+ "1e-05",
126
+ "--vtjepa_kl_z_annealing_epochs",
127
+ "60",
128
+ "--vtjepa_kl_y_start_weight",
129
+ "0",
130
+ "--vtjepa_kl_y_end_weight",
131
+ "1e-06",
132
+ "--vtjepa_kl_y_annealing_epochs",
133
+ "20",
134
+ "--vtjepa_kl_x_start_epoch",
135
+ "1",
136
+ "--vtjepa_kl_z_start_epoch",
137
+ "1",
138
+ "--vtjepa_kl_y_start_epoch",
139
+ "1",
140
+ "--recon_x_weight",
141
+ "0.001",
142
+ "--recon_y_weight",
143
+ "0.5",
144
+ "--mu_init_std",
145
+ "0.03",
146
+ "--logvar_init_std",
147
+ "0.005",
148
+ "--logvar_init_bias",
149
+ "-4.0",
150
+ "--log_sigma_x_init",
151
+ "-2.0",
152
+ "--log_sigma_y_init",
153
+ "-2.0",
154
+ "--pooled_context_representation_size_for_target_posterior",
155
+ "1",
156
+ "--pooled_context_representation_size_for_auxiliary_encoder",
157
+ "1",
158
+ "--sigma_aggregation",
159
+ "mean",
160
+ "--model_selection",
161
+ "filtered_20",
162
+ "--jepa_objective",
163
+ "w_jepa_joint",
164
+ "--wjepa_joint_start_weight",
165
+ "0.0",
166
+ "--wjepa_joint_end_weight",
167
+ "0.0025",
168
+ "--wjepa_joint_start_epoch",
169
+ "1",
170
+ "--wjepa_joint_annealing_epochs",
171
+ "60",
172
+ "--sw_full_num_projections",
173
+ "2048",
174
+ "--sw_marginal_num_projections",
175
+ "1024",
176
+ "--sw_p",
177
+ "2",
178
+ "--sw_include_marginals",
179
+ "true",
180
+ "--sw_s_x_weight",
181
+ "0.0005",
182
+ "--sw_z_weight",
183
+ "0.0005",
184
+ "--sw_s_y_weight",
185
+ "0.0005",
186
+ "--torch_seed",
187
+ "42",
188
+ "--np_seed",
189
+ "42",
190
+ "--mask_seed",
191
+ "0",
192
+ "--sw_seed",
193
+ "0",
194
+ "--deterministic_mode",
195
+ "warn",
196
+ "--random",
197
+ "false",
198
+ "--safe_exit",
199
+ "false"
200
+ ]
201
+ }
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0005_z0.0005_sy0.0005/seed_42/wjepa_joint/covertype/20260905_201548/downstream_results/mlp_covertype_downstream_results.json ADDED
@@ -0,0 +1,563 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "dataset": "covertype",
3
+ "model": "mlp",
4
+ "config": {
5
+ "script_path": "src/run_benchmark.py",
6
+ "folder_name": "/tmp/tmp0ia1ic_9",
7
+ "data_path": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/baselines/Var-T-JEPA/datasets/subset_views/size_10000",
8
+ "data_set": "covertype",
9
+ "model_name": "mlp",
10
+ "using_embedding": true,
11
+ "emb_train": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0005_z0.0005_sy0.0005/seed_42/wjepa_joint/covertype/20260905_201548/embedding.npy",
12
+ "emb_test": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0005_z0.0005_sy0.0005/seed_42/wjepa_joint/covertype/20260905_201548/embedding.npy",
13
+ "uncertainty_test": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0005_z0.0005_sy0.0005/seed_42/wjepa_joint/covertype/20260905_201548/uncertainty.npy",
14
+ "use_split_assignments": true,
15
+ "exp_train_total_epochs": 50,
16
+ "split_config_file": "/tmp/tmp0ia1ic_9/split_data/split_config.json",
17
+ "sigma_aggregation": "mean",
18
+ "lr": 0.001,
19
+ "weight_decay": 0.01,
20
+ "batch_size": 128,
21
+ "exp_patience": 16,
22
+ "encoder_type": "linear_flatten",
23
+ "n_hidden": 2,
24
+ "hidden_dim": 128,
25
+ "dropout": 0.1,
26
+ "filter_uncertainty": true
27
+ },
28
+ "runs": [
29
+ {
30
+ "seed": 0,
31
+ "val_metrics": {
32
+ "covertype_val_loss": 0.6183673739433289,
33
+ "lr": 0.0010000000474974513,
34
+ "covertype_val_accuracy": 0.739739716053009,
35
+ "covertype_val_precision": 0.7352824807167053,
36
+ "covertype_val_recall": 0.739739716053009,
37
+ "covertype_val_f1-score": 0.731623113155365,
38
+ "covertype_val_support": 999.0,
39
+ "covertype_val_score": 0.739739716053009
40
+ },
41
+ "test_metrics": {
42
+ "0": {
43
+ "covertype_test_loss": 0.6203979253768921,
44
+ "lr": 0.0010000001639127731,
45
+ "covertype_test_accuracy": 0.7250000238418579,
46
+ "covertype_test_precision": 0.721306324005127,
47
+ "covertype_test_recall": 0.7250000238418579,
48
+ "covertype_test_f1-score": 0.7172144651412964,
49
+ "covertype_test_support": 2000.0,
50
+ "covertype_test_score": 0.7250000238418579
51
+ },
52
+ "5": {
53
+ "covertype_test_loss": 0.6034596562385559,
54
+ "covertype_test_accuracy": 0.7336841821670532,
55
+ "covertype_test_precision": 0.7299686670303345,
56
+ "covertype_test_recall": 0.7336841821670532,
57
+ "covertype_test_f1-score": 0.7276975512504578,
58
+ "covertype_test_support": 1900.0,
59
+ "covertype_test_score": 0.7336841821670532
60
+ },
61
+ "10": {
62
+ "covertype_test_loss": 0.5929902195930481,
63
+ "covertype_test_accuracy": 0.7372221946716309,
64
+ "covertype_test_precision": 0.7321426272392273,
65
+ "covertype_test_recall": 0.7372221946716309,
66
+ "covertype_test_f1-score": 0.7308507561683655,
67
+ "covertype_test_support": 1800.0,
68
+ "covertype_test_score": 0.7372221946716309
69
+ },
70
+ "20": {
71
+ "covertype_test_loss": 0.5646715760231018,
72
+ "covertype_test_accuracy": 0.7475000023841858,
73
+ "covertype_test_precision": 0.7431593537330627,
74
+ "covertype_test_recall": 0.7475000023841858,
75
+ "covertype_test_f1-score": 0.7414748668670654,
76
+ "covertype_test_support": 1600.0,
77
+ "covertype_test_score": 0.7475000023841858
78
+ },
79
+ "50": {
80
+ "covertype_test_loss": 0.5323089361190796,
81
+ "covertype_test_accuracy": 0.7549999952316284,
82
+ "covertype_test_precision": 0.7446904182434082,
83
+ "covertype_test_recall": 0.7549999952316284,
84
+ "covertype_test_f1-score": 0.7466608881950378,
85
+ "covertype_test_support": 1000.0,
86
+ "covertype_test_score": 0.7549999952316284
87
+ }
88
+ }
89
+ },
90
+ {
91
+ "seed": 1,
92
+ "val_metrics": {
93
+ "covertype_val_loss": 0.6124423146247864,
94
+ "lr": 0.0010000000474974513,
95
+ "covertype_val_accuracy": 0.7247247099876404,
96
+ "covertype_val_precision": 0.7086052298545837,
97
+ "covertype_val_recall": 0.7247247099876404,
98
+ "covertype_val_f1-score": 0.7104952335357666,
99
+ "covertype_val_support": 999.0,
100
+ "covertype_val_score": 0.7247247099876404
101
+ },
102
+ "test_metrics": {
103
+ "0": {
104
+ "covertype_test_loss": 0.6093956232070923,
105
+ "lr": 0.0010000001639127731,
106
+ "covertype_test_accuracy": 0.7239999771118164,
107
+ "covertype_test_precision": 0.7156984806060791,
108
+ "covertype_test_recall": 0.7239999771118164,
109
+ "covertype_test_f1-score": 0.7097676396369934,
110
+ "covertype_test_support": 2000.0,
111
+ "covertype_test_score": 0.7239999771118164
112
+ },
113
+ "5": {
114
+ "covertype_test_loss": 0.5967186689376831,
115
+ "covertype_test_accuracy": 0.7294737100601196,
116
+ "covertype_test_precision": 0.7204482555389404,
117
+ "covertype_test_recall": 0.7294737100601196,
118
+ "covertype_test_f1-score": 0.717613160610199,
119
+ "covertype_test_support": 1900.0,
120
+ "covertype_test_score": 0.7294737100601196
121
+ },
122
+ "10": {
123
+ "covertype_test_loss": 0.587440550327301,
124
+ "covertype_test_accuracy": 0.7322221994400024,
125
+ "covertype_test_precision": 0.7210878133773804,
126
+ "covertype_test_recall": 0.7322221994400024,
127
+ "covertype_test_f1-score": 0.7208200693130493,
128
+ "covertype_test_support": 1800.0,
129
+ "covertype_test_score": 0.7322221994400024
130
+ },
131
+ "20": {
132
+ "covertype_test_loss": 0.5614010691642761,
133
+ "covertype_test_accuracy": 0.7393749952316284,
134
+ "covertype_test_precision": 0.7293296456336975,
135
+ "covertype_test_recall": 0.7393749952316284,
136
+ "covertype_test_f1-score": 0.7287630438804626,
137
+ "covertype_test_support": 1600.0,
138
+ "covertype_test_score": 0.7393749952316284
139
+ },
140
+ "50": {
141
+ "covertype_test_loss": 0.5377237200737,
142
+ "covertype_test_accuracy": 0.7360000014305115,
143
+ "covertype_test_precision": 0.7329181432723999,
144
+ "covertype_test_recall": 0.7360000014305115,
145
+ "covertype_test_f1-score": 0.7219996452331543,
146
+ "covertype_test_support": 1000.0,
147
+ "covertype_test_score": 0.7360000014305115
148
+ }
149
+ }
150
+ },
151
+ {
152
+ "seed": 2,
153
+ "val_metrics": {
154
+ "covertype_val_loss": 0.6232222318649292,
155
+ "lr": 0.0010000000474974513,
156
+ "covertype_val_accuracy": 0.7337337136268616,
157
+ "covertype_val_precision": 0.7316417098045349,
158
+ "covertype_val_recall": 0.7337337136268616,
159
+ "covertype_val_f1-score": 0.7313220500946045,
160
+ "covertype_val_support": 999.0,
161
+ "covertype_val_score": 0.7337337136268616
162
+ },
163
+ "test_metrics": {
164
+ "0": {
165
+ "covertype_test_loss": 0.6201196312904358,
166
+ "lr": 0.0010000001639127731,
167
+ "covertype_test_accuracy": 0.7304999828338623,
168
+ "covertype_test_precision": 0.724054217338562,
169
+ "covertype_test_recall": 0.7304999828338623,
170
+ "covertype_test_f1-score": 0.7258160710334778,
171
+ "covertype_test_support": 2000.0,
172
+ "covertype_test_score": 0.7304999828338623
173
+ },
174
+ "5": {
175
+ "covertype_test_loss": 0.6044568419456482,
176
+ "covertype_test_accuracy": 0.7378947138786316,
177
+ "covertype_test_precision": 0.733591616153717,
178
+ "covertype_test_recall": 0.7378947138786316,
179
+ "covertype_test_f1-score": 0.7323216199874878,
180
+ "covertype_test_support": 1900.0,
181
+ "covertype_test_score": 0.7378947138786316
182
+ },
183
+ "10": {
184
+ "covertype_test_loss": 0.5911373496055603,
185
+ "covertype_test_accuracy": 0.7405555844306946,
186
+ "covertype_test_precision": 0.7318373918533325,
187
+ "covertype_test_recall": 0.7405555844306946,
188
+ "covertype_test_f1-score": 0.7343132495880127,
189
+ "covertype_test_support": 1800.0,
190
+ "covertype_test_score": 0.7405555844306946
191
+ },
192
+ "20": {
193
+ "covertype_test_loss": 0.566239595413208,
194
+ "covertype_test_accuracy": 0.7506250143051147,
195
+ "covertype_test_precision": 0.7403136491775513,
196
+ "covertype_test_recall": 0.7506250143051147,
197
+ "covertype_test_f1-score": 0.7441883087158203,
198
+ "covertype_test_support": 1600.0,
199
+ "covertype_test_score": 0.7506250143051147
200
+ },
201
+ "50": {
202
+ "covertype_test_loss": 0.534310519695282,
203
+ "covertype_test_accuracy": 0.7549999952316284,
204
+ "covertype_test_precision": 0.7454482316970825,
205
+ "covertype_test_recall": 0.7549999952316284,
206
+ "covertype_test_f1-score": 0.7473915815353394,
207
+ "covertype_test_support": 1000.0,
208
+ "covertype_test_score": 0.7549999952316284
209
+ }
210
+ }
211
+ },
212
+ {
213
+ "seed": 3,
214
+ "val_metrics": {
215
+ "covertype_val_loss": 0.6680705547332764,
216
+ "lr": 0.0010000000474974513,
217
+ "covertype_val_accuracy": 0.7207207083702087,
218
+ "covertype_val_precision": 0.6878404021263123,
219
+ "covertype_val_recall": 0.7207207083702087,
220
+ "covertype_val_f1-score": 0.7002893090248108,
221
+ "covertype_val_support": 999.0,
222
+ "covertype_val_score": 0.7207207083702087
223
+ },
224
+ "test_metrics": {
225
+ "0": {
226
+ "covertype_test_loss": 0.7036412358283997,
227
+ "lr": 0.0010000001639127731,
228
+ "covertype_test_accuracy": 0.7160000205039978,
229
+ "covertype_test_precision": 0.7023584842681885,
230
+ "covertype_test_recall": 0.7160000205039978,
231
+ "covertype_test_f1-score": 0.6984236240386963,
232
+ "covertype_test_support": 2000.0,
233
+ "covertype_test_score": 0.7160000205039978
234
+ },
235
+ "5": {
236
+ "covertype_test_loss": 0.6655457019805908,
237
+ "covertype_test_accuracy": 0.7215789556503296,
238
+ "covertype_test_precision": 0.7100861072540283,
239
+ "covertype_test_recall": 0.7215789556503296,
240
+ "covertype_test_f1-score": 0.7083072662353516,
241
+ "covertype_test_support": 1900.0,
242
+ "covertype_test_score": 0.7215789556503296
243
+ },
244
+ "10": {
245
+ "covertype_test_loss": 0.6452010273933411,
246
+ "covertype_test_accuracy": 0.7277777791023254,
247
+ "covertype_test_precision": 0.7150603532791138,
248
+ "covertype_test_recall": 0.7277777791023254,
249
+ "covertype_test_f1-score": 0.7175129055976868,
250
+ "covertype_test_support": 1800.0,
251
+ "covertype_test_score": 0.7277777791023254
252
+ },
253
+ "20": {
254
+ "covertype_test_loss": 0.6126328706741333,
255
+ "covertype_test_accuracy": 0.734375,
256
+ "covertype_test_precision": 0.7251578569412231,
257
+ "covertype_test_recall": 0.734375,
258
+ "covertype_test_f1-score": 0.7261900305747986,
259
+ "covertype_test_support": 1600.0,
260
+ "covertype_test_score": 0.734375
261
+ },
262
+ "50": {
263
+ "covertype_test_loss": 0.5675455927848816,
264
+ "covertype_test_accuracy": 0.7540000081062317,
265
+ "covertype_test_precision": 0.743207573890686,
266
+ "covertype_test_recall": 0.7540000081062317,
267
+ "covertype_test_f1-score": 0.7467807531356812,
268
+ "covertype_test_support": 1000.0,
269
+ "covertype_test_score": 0.7540000081062317
270
+ }
271
+ }
272
+ },
273
+ {
274
+ "seed": 4,
275
+ "val_metrics": {
276
+ "covertype_val_loss": 2.4794180393218994,
277
+ "lr": 0.0010000000474974513,
278
+ "covertype_val_accuracy": 0.4124124050140381,
279
+ "covertype_val_precision": 0.4532128870487213,
280
+ "covertype_val_recall": 0.4124124050140381,
281
+ "covertype_val_f1-score": 0.3255487084388733,
282
+ "covertype_val_support": 999.0,
283
+ "covertype_val_score": 0.4124124050140381
284
+ },
285
+ "test_metrics": {
286
+ "0": {
287
+ "covertype_test_loss": 2.530526876449585,
288
+ "lr": 0.0010000001639127731,
289
+ "covertype_test_accuracy": 0.41200000047683716,
290
+ "covertype_test_precision": 0.3876135051250458,
291
+ "covertype_test_recall": 0.41200000047683716,
292
+ "covertype_test_f1-score": 0.3257759213447571,
293
+ "covertype_test_support": 2000.0,
294
+ "covertype_test_score": 0.41200000047683716
295
+ },
296
+ "5": {
297
+ "covertype_test_loss": 2.518960475921631,
298
+ "covertype_test_accuracy": 0.4094736874103546,
299
+ "covertype_test_precision": 0.39306291937828064,
300
+ "covertype_test_recall": 0.4094736874103546,
301
+ "covertype_test_f1-score": 0.3282759487628937,
302
+ "covertype_test_support": 1900.0,
303
+ "covertype_test_score": 0.4094736874103546
304
+ },
305
+ "10": {
306
+ "covertype_test_loss": 2.519360303878784,
307
+ "covertype_test_accuracy": 0.4072222113609314,
308
+ "covertype_test_precision": 0.3980782628059387,
309
+ "covertype_test_recall": 0.4072222113609314,
310
+ "covertype_test_f1-score": 0.32812654972076416,
311
+ "covertype_test_support": 1800.0,
312
+ "covertype_test_score": 0.4072222113609314
313
+ },
314
+ "20": {
315
+ "covertype_test_loss": 2.5248045921325684,
316
+ "covertype_test_accuracy": 0.4012500047683716,
317
+ "covertype_test_precision": 0.3901112675666809,
318
+ "covertype_test_recall": 0.4012500047683716,
319
+ "covertype_test_f1-score": 0.3232848048210144,
320
+ "covertype_test_support": 1600.0,
321
+ "covertype_test_score": 0.4012500047683716
322
+ },
323
+ "50": {
324
+ "covertype_test_loss": 2.3046438694000244,
325
+ "covertype_test_accuracy": 0.4020000100135803,
326
+ "covertype_test_precision": 0.3917945921421051,
327
+ "covertype_test_recall": 0.4020000100135803,
328
+ "covertype_test_f1-score": 0.31984493136405945,
329
+ "covertype_test_support": 1000.0,
330
+ "covertype_test_score": 0.4020000100135803
331
+ }
332
+ }
333
+ }
334
+ ],
335
+ "summary": {
336
+ "0": {
337
+ "covertype_test_loss": {
338
+ "mean": 1.016816258430481,
339
+ "std": 0.8470398031758448,
340
+ "n": 5,
341
+ "ci95": 1.051570219365733
342
+ },
343
+ "lr": {
344
+ "mean": 0.0010000001639127731,
345
+ "std": 0.0,
346
+ "n": 5,
347
+ "ci95": 0.0
348
+ },
349
+ "covertype_test_accuracy": {
350
+ "mean": 0.6615000009536743,
351
+ "std": 0.1395707703953104,
352
+ "n": 5,
353
+ "ci95": 0.17327221824919592
354
+ },
355
+ "covertype_test_precision": {
356
+ "mean": 0.6502062022686005,
357
+ "std": 0.1470312724163189,
358
+ "n": 5,
359
+ "ci95": 0.18253416995134245
360
+ },
361
+ "covertype_test_recall": {
362
+ "mean": 0.6615000009536743,
363
+ "std": 0.1395707703953104,
364
+ "n": 5,
365
+ "ci95": 0.17327221824919592
366
+ },
367
+ "covertype_test_f1-score": {
368
+ "mean": 0.6353995442390442,
369
+ "std": 0.17337694894485356,
370
+ "n": 5,
371
+ "ci95": 0.21524140371128708
372
+ },
373
+ "covertype_test_support": {
374
+ "mean": 2000.0,
375
+ "std": 0.0,
376
+ "n": 5,
377
+ "ci95": 0.0
378
+ },
379
+ "covertype_test_score": {
380
+ "mean": 0.6615000009536743,
381
+ "std": 0.1395707703953104,
382
+ "n": 5,
383
+ "ci95": 0.17327221824919592
384
+ }
385
+ },
386
+ "5": {
387
+ "covertype_test_loss": {
388
+ "mean": 0.9978282690048218,
389
+ "std": 0.8507954350041487,
390
+ "n": 5,
391
+ "ci95": 1.0562327046122812
392
+ },
393
+ "covertype_test_accuracy": {
394
+ "mean": 0.6664210498332978,
395
+ "std": 0.14376438468490765,
396
+ "n": 5,
397
+ "ci95": 0.17847844336625993
398
+ },
399
+ "covertype_test_precision": {
400
+ "mean": 0.6574315130710602,
401
+ "std": 0.1480678640497378,
402
+ "n": 5,
403
+ "ci95": 0.18382106212247776
404
+ },
405
+ "covertype_test_recall": {
406
+ "mean": 0.6664210498332978,
407
+ "std": 0.14376438468490765,
408
+ "n": 5,
409
+ "ci95": 0.17847844336625993
410
+ },
411
+ "covertype_test_f1-score": {
412
+ "mean": 0.6428431093692779,
413
+ "std": 0.1760932246695896,
414
+ "n": 5,
415
+ "ci95": 0.21861356479392927
416
+ },
417
+ "covertype_test_support": {
418
+ "mean": 1900.0,
419
+ "std": 0.0,
420
+ "n": 5,
421
+ "ci95": 0.0
422
+ },
423
+ "covertype_test_score": {
424
+ "mean": 0.6664210498332978,
425
+ "std": 0.14376438468490765,
426
+ "n": 5,
427
+ "ci95": 0.17847844336625993
428
+ }
429
+ },
430
+ "10": {
431
+ "covertype_test_loss": {
432
+ "mean": 0.9872258901596069,
433
+ "std": 0.8568186917754277,
434
+ "n": 5,
435
+ "ci95": 1.0637103667251149
436
+ },
437
+ "covertype_test_accuracy": {
438
+ "mean": 0.668999993801117,
439
+ "std": 0.146418880230681,
440
+ "n": 5,
441
+ "ci95": 0.18177390652266456
442
+ },
443
+ "covertype_test_precision": {
444
+ "mean": 0.6596412897109986,
445
+ "std": 0.14639918547341335,
446
+ "n": 5,
447
+ "ci95": 0.18174945617199317
448
+ },
449
+ "covertype_test_recall": {
450
+ "mean": 0.668999993801117,
451
+ "std": 0.146418880230681,
452
+ "n": 5,
453
+ "ci95": 0.18177390652266456
454
+ },
455
+ "covertype_test_f1-score": {
456
+ "mean": 0.6463247060775756,
457
+ "std": 0.1780126558256554,
458
+ "n": 5,
459
+ "ci95": 0.22099647128105512
460
+ },
461
+ "covertype_test_support": {
462
+ "mean": 1800.0,
463
+ "std": 0.0,
464
+ "n": 5,
465
+ "ci95": 0.0
466
+ },
467
+ "covertype_test_score": {
468
+ "mean": 0.668999993801117,
469
+ "std": 0.146418880230681,
470
+ "n": 5,
471
+ "ci95": 0.18177390652266456
472
+ }
473
+ },
474
+ "20": {
475
+ "covertype_test_loss": {
476
+ "mean": 0.9659499406814576,
477
+ "std": 0.8716813138717179,
478
+ "n": 5,
479
+ "ci95": 1.0821617909905943
480
+ },
481
+ "covertype_test_accuracy": {
482
+ "mean": 0.6746250033378601,
483
+ "std": 0.1529569224873963,
484
+ "n": 5,
485
+ "ci95": 0.1898906567678585
486
+ },
487
+ "covertype_test_precision": {
488
+ "mean": 0.6656143546104432,
489
+ "std": 0.1541916254603238,
490
+ "n": 5,
491
+ "ci95": 0.19142349722142965
492
+ },
493
+ "covertype_test_recall": {
494
+ "mean": 0.6746250033378601,
495
+ "std": 0.1529569224873963,
496
+ "n": 5,
497
+ "ci95": 0.1898906567678585
498
+ },
499
+ "covertype_test_f1-score": {
500
+ "mean": 0.6527802109718323,
501
+ "std": 0.18435820940698683,
502
+ "n": 5,
503
+ "ci95": 0.2288742535841997
504
+ },
505
+ "covertype_test_support": {
506
+ "mean": 1600.0,
507
+ "std": 0.0,
508
+ "n": 5,
509
+ "ci95": 0.0
510
+ },
511
+ "covertype_test_score": {
512
+ "mean": 0.6746250033378601,
513
+ "std": 0.1529569224873963,
514
+ "n": 5,
515
+ "ci95": 0.1898906567678585
516
+ }
517
+ },
518
+ "50": {
519
+ "covertype_test_loss": {
520
+ "mean": 0.8953065276145935,
521
+ "std": 0.7879736364189671,
522
+ "n": 5,
523
+ "ci95": 0.9782416441314375
524
+ },
525
+ "covertype_test_accuracy": {
526
+ "mean": 0.6804000020027161,
527
+ "std": 0.1558406191866122,
528
+ "n": 5,
529
+ "ci95": 0.19347066512072358
530
+ },
531
+ "covertype_test_precision": {
532
+ "mean": 0.6716117918491363,
533
+ "std": 0.15650430941986176,
534
+ "n": 5,
535
+ "ci95": 0.1942946132770586
536
+ },
537
+ "covertype_test_recall": {
538
+ "mean": 0.6804000020027161,
539
+ "std": 0.1558406191866122,
540
+ "n": 5,
541
+ "ci95": 0.19347066512072358
542
+ },
543
+ "covertype_test_f1-score": {
544
+ "mean": 0.6565355598926544,
545
+ "std": 0.1885256694605991,
546
+ "n": 5,
547
+ "ci95": 0.23404800913422688
548
+ },
549
+ "covertype_test_support": {
550
+ "mean": 1000.0,
551
+ "std": 0.0,
552
+ "n": 5,
553
+ "ci95": 0.0
554
+ },
555
+ "covertype_test_score": {
556
+ "mean": 0.6804000020027161,
557
+ "std": 0.1558406191866122,
558
+ "n": 5,
559
+ "ci95": 0.19347066512072358
560
+ }
561
+ }
562
+ }
563
+ }
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0005_z0.0005_sy0.0005/seed_42/wjepa_joint/covertype/20260905_201548/downstream_results/resnet_covertype_downstream_results.json ADDED
@@ -0,0 +1,566 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "dataset": "covertype",
3
+ "model": "resnet",
4
+ "config": {
5
+ "script_path": "src/run_benchmark.py",
6
+ "folder_name": "/tmp/tmpknjt9h6x",
7
+ "data_path": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/baselines/Var-T-JEPA/datasets/subset_views/size_10000",
8
+ "data_set": "covertype",
9
+ "model_name": "resnet",
10
+ "using_embedding": true,
11
+ "emb_train": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0005_z0.0005_sy0.0005/seed_42/wjepa_joint/covertype/20260905_201548/embedding.npy",
12
+ "emb_test": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0005_z0.0005_sy0.0005/seed_42/wjepa_joint/covertype/20260905_201548/embedding.npy",
13
+ "uncertainty_test": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0005_z0.0005_sy0.0005/seed_42/wjepa_joint/covertype/20260905_201548/uncertainty.npy",
14
+ "use_split_assignments": true,
15
+ "exp_train_total_epochs": 50,
16
+ "split_config_file": "/tmp/tmpknjt9h6x/split_data/split_config.json",
17
+ "sigma_aggregation": "mean",
18
+ "lr": 0.001,
19
+ "weight_decay": 0.01,
20
+ "batch_size": 128,
21
+ "exp_patience": 16,
22
+ "encoder_type": "linear_flatten",
23
+ "n_blocks": 3,
24
+ "d_out": 128,
25
+ "d_block": 128,
26
+ "d_hidden": 256,
27
+ "dropout1": 0.1,
28
+ "dropout2": 0.0,
29
+ "filter_uncertainty": true
30
+ },
31
+ "runs": [
32
+ {
33
+ "seed": 0,
34
+ "val_metrics": {
35
+ "covertype_val_loss": 0.5690523982048035,
36
+ "lr": 0.0,
37
+ "covertype_val_accuracy": 0.7767767906188965,
38
+ "covertype_val_precision": 0.7737979292869568,
39
+ "covertype_val_recall": 0.7767767906188965,
40
+ "covertype_val_f1-score": 0.7730191349983215,
41
+ "covertype_val_support": 999.0,
42
+ "covertype_val_score": 0.7767767906188965
43
+ },
44
+ "test_metrics": {
45
+ "0": {
46
+ "covertype_test_loss": 0.5659062266349792,
47
+ "lr": 0.0,
48
+ "covertype_test_accuracy": 0.7764999866485596,
49
+ "covertype_test_precision": 0.7775969505310059,
50
+ "covertype_test_recall": 0.7764999866485596,
51
+ "covertype_test_f1-score": 0.7756094336509705,
52
+ "covertype_test_support": 2000.0,
53
+ "covertype_test_score": 0.7764999866485596
54
+ },
55
+ "5": {
56
+ "covertype_test_loss": 0.5407371520996094,
57
+ "covertype_test_accuracy": 0.7842105031013489,
58
+ "covertype_test_precision": 0.7855327725410461,
59
+ "covertype_test_recall": 0.7842105031013489,
60
+ "covertype_test_f1-score": 0.7834218144416809,
61
+ "covertype_test_support": 1900.0,
62
+ "covertype_test_score": 0.7842105031013489
63
+ },
64
+ "10": {
65
+ "covertype_test_loss": 0.5230185985565186,
66
+ "covertype_test_accuracy": 0.7905555367469788,
67
+ "covertype_test_precision": 0.7907182574272156,
68
+ "covertype_test_recall": 0.7905555367469788,
69
+ "covertype_test_f1-score": 0.7890455722808838,
70
+ "covertype_test_support": 1800.0,
71
+ "covertype_test_score": 0.7905555367469788
72
+ },
73
+ "20": {
74
+ "covertype_test_loss": 0.49009817838668823,
75
+ "covertype_test_accuracy": 0.7962499856948853,
76
+ "covertype_test_precision": 0.796981692314148,
77
+ "covertype_test_recall": 0.7962499856948853,
78
+ "covertype_test_f1-score": 0.7955743670463562,
79
+ "covertype_test_support": 1600.0,
80
+ "covertype_test_score": 0.7962499856948853
81
+ },
82
+ "50": {
83
+ "covertype_test_loss": 0.4649538993835449,
84
+ "covertype_test_accuracy": 0.7860000133514404,
85
+ "covertype_test_precision": 0.7850573658943176,
86
+ "covertype_test_recall": 0.7860000133514404,
87
+ "covertype_test_f1-score": 0.7849366068840027,
88
+ "covertype_test_support": 1000.0,
89
+ "covertype_test_score": 0.7860000133514404
90
+ }
91
+ }
92
+ },
93
+ {
94
+ "seed": 1,
95
+ "val_metrics": {
96
+ "covertype_val_loss": 0.6086022257804871,
97
+ "lr": 0.0,
98
+ "covertype_val_accuracy": 0.7517517805099487,
99
+ "covertype_val_precision": 0.7455532550811768,
100
+ "covertype_val_recall": 0.7517517805099487,
101
+ "covertype_val_f1-score": 0.7435056567192078,
102
+ "covertype_val_support": 999.0,
103
+ "covertype_val_score": 0.7517517805099487
104
+ },
105
+ "test_metrics": {
106
+ "0": {
107
+ "covertype_test_loss": 0.5647607445716858,
108
+ "lr": 0.0,
109
+ "covertype_test_accuracy": 0.7684999704360962,
110
+ "covertype_test_precision": 0.774086058139801,
111
+ "covertype_test_recall": 0.7684999704360962,
112
+ "covertype_test_f1-score": 0.7655841708183289,
113
+ "covertype_test_support": 2000.0,
114
+ "covertype_test_score": 0.7684999704360962
115
+ },
116
+ "5": {
117
+ "covertype_test_loss": 0.5410714745521545,
118
+ "covertype_test_accuracy": 0.774210512638092,
119
+ "covertype_test_precision": 0.7813857793807983,
120
+ "covertype_test_recall": 0.774210512638092,
121
+ "covertype_test_f1-score": 0.7726193070411682,
122
+ "covertype_test_support": 1900.0,
123
+ "covertype_test_score": 0.774210512638092
124
+ },
125
+ "10": {
126
+ "covertype_test_loss": 0.526405394077301,
127
+ "covertype_test_accuracy": 0.7811111211776733,
128
+ "covertype_test_precision": 0.7851704359054565,
129
+ "covertype_test_recall": 0.7811111211776733,
130
+ "covertype_test_f1-score": 0.7804974317550659,
131
+ "covertype_test_support": 1800.0,
132
+ "covertype_test_score": 0.7811111211776733
133
+ },
134
+ "20": {
135
+ "covertype_test_loss": 0.4962295591831207,
136
+ "covertype_test_accuracy": 0.7850000262260437,
137
+ "covertype_test_precision": 0.788371205329895,
138
+ "covertype_test_recall": 0.7850000262260437,
139
+ "covertype_test_f1-score": 0.7850871682167053,
140
+ "covertype_test_support": 1600.0,
141
+ "covertype_test_score": 0.7850000262260437
142
+ },
143
+ "50": {
144
+ "covertype_test_loss": 0.4631168246269226,
145
+ "covertype_test_accuracy": 0.7770000100135803,
146
+ "covertype_test_precision": 0.7786434888839722,
147
+ "covertype_test_recall": 0.7770000100135803,
148
+ "covertype_test_f1-score": 0.7763821482658386,
149
+ "covertype_test_support": 1000.0,
150
+ "covertype_test_score": 0.7770000100135803
151
+ }
152
+ }
153
+ },
154
+ {
155
+ "seed": 2,
156
+ "val_metrics": {
157
+ "covertype_val_loss": 0.6244600415229797,
158
+ "lr": 0.0,
159
+ "covertype_val_accuracy": 0.7487487196922302,
160
+ "covertype_val_precision": 0.7430173754692078,
161
+ "covertype_val_recall": 0.7487487196922302,
162
+ "covertype_val_f1-score": 0.740490734577179,
163
+ "covertype_val_support": 999.0,
164
+ "covertype_val_score": 0.7487487196922302
165
+ },
166
+ "test_metrics": {
167
+ "0": {
168
+ "covertype_test_loss": 0.57328200340271,
169
+ "lr": 0.0,
170
+ "covertype_test_accuracy": 0.7674999833106995,
171
+ "covertype_test_precision": 0.7682700157165527,
172
+ "covertype_test_recall": 0.7674999833106995,
173
+ "covertype_test_f1-score": 0.7635643482208252,
174
+ "covertype_test_support": 2000.0,
175
+ "covertype_test_score": 0.7674999833106995
176
+ },
177
+ "5": {
178
+ "covertype_test_loss": 0.5504230260848999,
179
+ "covertype_test_accuracy": 0.7726315855979919,
180
+ "covertype_test_precision": 0.7756707668304443,
181
+ "covertype_test_recall": 0.7726315855979919,
182
+ "covertype_test_f1-score": 0.7695106863975525,
183
+ "covertype_test_support": 1900.0,
184
+ "covertype_test_score": 0.7726315855979919
185
+ },
186
+ "10": {
187
+ "covertype_test_loss": 0.5346646904945374,
188
+ "covertype_test_accuracy": 0.7799999713897705,
189
+ "covertype_test_precision": 0.7825936079025269,
190
+ "covertype_test_recall": 0.7799999713897705,
191
+ "covertype_test_f1-score": 0.7764433026313782,
192
+ "covertype_test_support": 1800.0,
193
+ "covertype_test_score": 0.7799999713897705
194
+ },
195
+ "20": {
196
+ "covertype_test_loss": 0.5007796287536621,
197
+ "covertype_test_accuracy": 0.7868750095367432,
198
+ "covertype_test_precision": 0.7914666533470154,
199
+ "covertype_test_recall": 0.7868750095367432,
200
+ "covertype_test_f1-score": 0.7849776148796082,
201
+ "covertype_test_support": 1600.0,
202
+ "covertype_test_score": 0.7868750095367432
203
+ },
204
+ "50": {
205
+ "covertype_test_loss": 0.48899343609809875,
206
+ "covertype_test_accuracy": 0.7730000019073486,
207
+ "covertype_test_precision": 0.7773512005805969,
208
+ "covertype_test_recall": 0.7730000019073486,
209
+ "covertype_test_f1-score": 0.7710617780685425,
210
+ "covertype_test_support": 1000.0,
211
+ "covertype_test_score": 0.7730000019073486
212
+ }
213
+ }
214
+ },
215
+ {
216
+ "seed": 3,
217
+ "val_metrics": {
218
+ "covertype_val_loss": 0.5789745450019836,
219
+ "lr": 0.0,
220
+ "covertype_val_accuracy": 0.7767767906188965,
221
+ "covertype_val_precision": 0.7716190814971924,
222
+ "covertype_val_recall": 0.7767767906188965,
223
+ "covertype_val_f1-score": 0.7727386951446533,
224
+ "covertype_val_support": 999.0,
225
+ "covertype_val_score": 0.7767767906188965
226
+ },
227
+ "test_metrics": {
228
+ "0": {
229
+ "covertype_test_loss": 0.5675299763679504,
230
+ "lr": 0.0,
231
+ "covertype_test_accuracy": 0.7854999899864197,
232
+ "covertype_test_precision": 0.7863305807113647,
233
+ "covertype_test_recall": 0.7854999899864197,
234
+ "covertype_test_f1-score": 0.7847449779510498,
235
+ "covertype_test_support": 2000.0,
236
+ "covertype_test_score": 0.7854999899864197
237
+ },
238
+ "5": {
239
+ "covertype_test_loss": 0.5378387570381165,
240
+ "covertype_test_accuracy": 0.7926315665245056,
241
+ "covertype_test_precision": 0.7933536171913147,
242
+ "covertype_test_recall": 0.7926315665245056,
243
+ "covertype_test_f1-score": 0.7919314503669739,
244
+ "covertype_test_support": 1900.0,
245
+ "covertype_test_score": 0.7926315665245056
246
+ },
247
+ "10": {
248
+ "covertype_test_loss": 0.5253614187240601,
249
+ "covertype_test_accuracy": 0.7977777719497681,
250
+ "covertype_test_precision": 0.7967730760574341,
251
+ "covertype_test_recall": 0.7977777719497681,
252
+ "covertype_test_f1-score": 0.7963750958442688,
253
+ "covertype_test_support": 1800.0,
254
+ "covertype_test_score": 0.7977777719497681
255
+ },
256
+ "20": {
257
+ "covertype_test_loss": 0.4919535517692566,
258
+ "covertype_test_accuracy": 0.8056250214576721,
259
+ "covertype_test_precision": 0.8070342540740967,
260
+ "covertype_test_recall": 0.8056250214576721,
261
+ "covertype_test_f1-score": 0.8054801225662231,
262
+ "covertype_test_support": 1600.0,
263
+ "covertype_test_score": 0.8056250214576721
264
+ },
265
+ "50": {
266
+ "covertype_test_loss": 0.4516482949256897,
267
+ "covertype_test_accuracy": 0.8149999976158142,
268
+ "covertype_test_precision": 0.8149913549423218,
269
+ "covertype_test_recall": 0.8149999976158142,
270
+ "covertype_test_f1-score": 0.8144530057907104,
271
+ "covertype_test_support": 1000.0,
272
+ "covertype_test_score": 0.8149999976158142
273
+ }
274
+ }
275
+ },
276
+ {
277
+ "seed": 4,
278
+ "val_metrics": {
279
+ "covertype_val_loss": 0.5971511602401733,
280
+ "lr": 0.0,
281
+ "covertype_val_accuracy": 0.7477477192878723,
282
+ "covertype_val_precision": 0.7454501390457153,
283
+ "covertype_val_recall": 0.7477477192878723,
284
+ "covertype_val_f1-score": 0.7462557554244995,
285
+ "covertype_val_support": 999.0,
286
+ "covertype_val_score": 0.7477477192878723
287
+ },
288
+ "test_metrics": {
289
+ "0": {
290
+ "covertype_test_loss": 0.5794773697853088,
291
+ "lr": 0.0,
292
+ "covertype_test_accuracy": 0.7599999904632568,
293
+ "covertype_test_precision": 0.7627784609794617,
294
+ "covertype_test_recall": 0.7599999904632568,
295
+ "covertype_test_f1-score": 0.7609229683876038,
296
+ "covertype_test_support": 2000.0,
297
+ "covertype_test_score": 0.7599999904632568
298
+ },
299
+ "5": {
300
+ "covertype_test_loss": 0.5510346293449402,
301
+ "covertype_test_accuracy": 0.7642105221748352,
302
+ "covertype_test_precision": 0.7687592506408691,
303
+ "covertype_test_recall": 0.7642105221748352,
304
+ "covertype_test_f1-score": 0.7655753493309021,
305
+ "covertype_test_support": 1900.0,
306
+ "covertype_test_score": 0.7642105221748352
307
+ },
308
+ "10": {
309
+ "covertype_test_loss": 0.5422699451446533,
310
+ "covertype_test_accuracy": 0.7683333158493042,
311
+ "covertype_test_precision": 0.7702271938323975,
312
+ "covertype_test_recall": 0.7683333158493042,
313
+ "covertype_test_f1-score": 0.7686032056808472,
314
+ "covertype_test_support": 1800.0,
315
+ "covertype_test_score": 0.7683333158493042
316
+ },
317
+ "20": {
318
+ "covertype_test_loss": 0.5104485750198364,
319
+ "covertype_test_accuracy": 0.7762500047683716,
320
+ "covertype_test_precision": 0.7773582339286804,
321
+ "covertype_test_recall": 0.7762500047683716,
322
+ "covertype_test_f1-score": 0.776524007320404,
323
+ "covertype_test_support": 1600.0,
324
+ "covertype_test_score": 0.7762500047683716
325
+ },
326
+ "50": {
327
+ "covertype_test_loss": 0.4884800910949707,
328
+ "covertype_test_accuracy": 0.7689999938011169,
329
+ "covertype_test_precision": 0.7691220045089722,
330
+ "covertype_test_recall": 0.7689999938011169,
331
+ "covertype_test_f1-score": 0.7675653100013733,
332
+ "covertype_test_support": 1000.0,
333
+ "covertype_test_score": 0.7689999938011169
334
+ }
335
+ }
336
+ }
337
+ ],
338
+ "summary": {
339
+ "0": {
340
+ "covertype_test_loss": {
341
+ "mean": 0.5701912641525269,
342
+ "std": 0.006138382707457073,
343
+ "n": 5,
344
+ "ci95": 0.007620586926410843
345
+ },
346
+ "lr": {
347
+ "mean": 0.0,
348
+ "std": 0.0,
349
+ "n": 5,
350
+ "ci95": 0.0
351
+ },
352
+ "covertype_test_accuracy": {
353
+ "mean": 0.7715999841690063,
354
+ "std": 0.009723684129221923,
355
+ "n": 5,
356
+ "ci95": 0.012071612944836153
357
+ },
358
+ "covertype_test_precision": {
359
+ "mean": 0.7738124132156372,
360
+ "std": 0.008994003470022245,
361
+ "n": 5,
362
+ "ci95": 0.011165739988235264
363
+ },
364
+ "covertype_test_recall": {
365
+ "mean": 0.7715999841690063,
366
+ "std": 0.009723684129221923,
367
+ "n": 5,
368
+ "ci95": 0.012071612944836153
369
+ },
370
+ "covertype_test_f1-score": {
371
+ "mean": 0.7700851798057556,
372
+ "std": 0.009901433062213479,
373
+ "n": 5,
374
+ "ci95": 0.012292282013464504
375
+ },
376
+ "covertype_test_support": {
377
+ "mean": 2000.0,
378
+ "std": 0.0,
379
+ "n": 5,
380
+ "ci95": 0.0
381
+ },
382
+ "covertype_test_score": {
383
+ "mean": 0.7715999841690063,
384
+ "std": 0.009723684129221923,
385
+ "n": 5,
386
+ "ci95": 0.012071612944836153
387
+ }
388
+ },
389
+ "5": {
390
+ "covertype_test_loss": {
391
+ "mean": 0.5442210078239441,
392
+ "std": 0.00607619133116908,
393
+ "n": 5,
394
+ "ci95": 0.007543378513110052
395
+ },
396
+ "covertype_test_accuracy": {
397
+ "mean": 0.7775789380073548,
398
+ "std": 0.011012452134664475,
399
+ "n": 5,
400
+ "ci95": 0.013671573240814612
401
+ },
402
+ "covertype_test_precision": {
403
+ "mean": 0.7809404373168946,
404
+ "std": 0.00937450855820611,
405
+ "n": 5,
406
+ "ci95": 0.011638123715128694
407
+ },
408
+ "covertype_test_recall": {
409
+ "mean": 0.7775789380073548,
410
+ "std": 0.011012452134664475,
411
+ "n": 5,
412
+ "ci95": 0.013671573240814612
413
+ },
414
+ "covertype_test_f1-score": {
415
+ "mean": 0.7766117215156555,
416
+ "std": 0.010830939961795148,
417
+ "n": 5,
418
+ "ci95": 0.013446232241813032
419
+ },
420
+ "covertype_test_support": {
421
+ "mean": 1900.0,
422
+ "std": 0.0,
423
+ "n": 5,
424
+ "ci95": 0.0
425
+ },
426
+ "covertype_test_score": {
427
+ "mean": 0.7775789380073548,
428
+ "std": 0.011012452134664475,
429
+ "n": 5,
430
+ "ci95": 0.013671573240814612
431
+ }
432
+ },
433
+ "10": {
434
+ "covertype_test_loss": {
435
+ "mean": 0.5303440093994141,
436
+ "std": 0.007982743466945599,
437
+ "n": 5,
438
+ "ci95": 0.009910296148070957
439
+ },
440
+ "covertype_test_accuracy": {
441
+ "mean": 0.783555543422699,
442
+ "std": 0.011198272140219656,
443
+ "n": 5,
444
+ "ci95": 0.013902262263067844
445
+ },
446
+ "covertype_test_precision": {
447
+ "mean": 0.7850965142250061,
448
+ "std": 0.009941237174895496,
449
+ "n": 5,
450
+ "ci95": 0.012341697423871135
451
+ },
452
+ "covertype_test_recall": {
453
+ "mean": 0.783555543422699,
454
+ "std": 0.011198272140219656,
455
+ "n": 5,
456
+ "ci95": 0.013902262263067844
457
+ },
458
+ "covertype_test_f1-score": {
459
+ "mean": 0.7821929216384887,
460
+ "std": 0.01082481028137335,
461
+ "n": 5,
462
+ "ci95": 0.013438622458469175
463
+ },
464
+ "covertype_test_support": {
465
+ "mean": 1800.0,
466
+ "std": 0.0,
467
+ "n": 5,
468
+ "ci95": 0.0
469
+ },
470
+ "covertype_test_score": {
471
+ "mean": 0.783555543422699,
472
+ "std": 0.011198272140219656,
473
+ "n": 5,
474
+ "ci95": 0.013902262263067844
475
+ }
476
+ },
477
+ "20": {
478
+ "covertype_test_loss": {
479
+ "mean": 0.49790189862251283,
480
+ "std": 0.008136000527487223,
481
+ "n": 5,
482
+ "ci95": 0.010100559415710631
483
+ },
484
+ "covertype_test_accuracy": {
485
+ "mean": 0.7900000095367432,
486
+ "std": 0.011258677639314828,
487
+ "n": 5,
488
+ "ci95": 0.013977253572444623
489
+ },
490
+ "covertype_test_precision": {
491
+ "mean": 0.7922424077987671,
492
+ "std": 0.010936020405866286,
493
+ "n": 5,
494
+ "ci95": 0.013576685929123396
495
+ },
496
+ "covertype_test_recall": {
497
+ "mean": 0.7900000095367432,
498
+ "std": 0.011258677639314828,
499
+ "n": 5,
500
+ "ci95": 0.013977253572444623
501
+ },
502
+ "covertype_test_f1-score": {
503
+ "mean": 0.7895286560058594,
504
+ "std": 0.01118659447684748,
505
+ "n": 5,
506
+ "ci95": 0.013887764853397225
507
+ },
508
+ "covertype_test_support": {
509
+ "mean": 1600.0,
510
+ "std": 0.0,
511
+ "n": 5,
512
+ "ci95": 0.0
513
+ },
514
+ "covertype_test_score": {
515
+ "mean": 0.7900000095367432,
516
+ "std": 0.011258677639314828,
517
+ "n": 5,
518
+ "ci95": 0.013977253572444623
519
+ }
520
+ },
521
+ "50": {
522
+ "covertype_test_loss": {
523
+ "mean": 0.47143850922584535,
524
+ "std": 0.0165947593497854,
525
+ "n": 5,
526
+ "ci95": 0.020601811938880825
527
+ },
528
+ "covertype_test_accuracy": {
529
+ "mean": 0.7840000033378601,
530
+ "std": 0.018439088300409613,
531
+ "n": 5,
532
+ "ci95": 0.022891481670951078
533
+ },
534
+ "covertype_test_precision": {
535
+ "mean": 0.7850330829620361,
536
+ "std": 0.017681199737643802,
537
+ "n": 5,
538
+ "ci95": 0.02195058959101068
539
+ },
540
+ "covertype_test_recall": {
541
+ "mean": 0.7840000033378601,
542
+ "std": 0.018439088300409613,
543
+ "n": 5,
544
+ "ci95": 0.022891481670951078
545
+ },
546
+ "covertype_test_f1-score": {
547
+ "mean": 0.7828797698020935,
548
+ "std": 0.018824960177945743,
549
+ "n": 5,
550
+ "ci95": 0.023370528078671658
551
+ },
552
+ "covertype_test_support": {
553
+ "mean": 1000.0,
554
+ "std": 0.0,
555
+ "n": 5,
556
+ "ci95": 0.0
557
+ },
558
+ "covertype_test_score": {
559
+ "mean": 0.7840000033378601,
560
+ "std": 0.018439088300409613,
561
+ "n": 5,
562
+ "ci95": 0.022891481670951078
563
+ }
564
+ }
565
+ }
566
+ }
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0005_z0.0005_sy0.0005/seed_42/wjepa_joint/covertype/20260905_201548/embedding.npy ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f38e5ba44b7181bea9773d148976d292a094516a20fbf14d3a1d50a5fa4c53ee
3
+ size 138240128
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0005_z0.0005_sy0.0005/seed_42/wjepa_joint/covertype/20260905_201548/uncertainty.npy ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:360959cb6884069ea8fd9e5a8410f46db61fa7915dd1a8c3aa8de0d153928878
3
+ size 138240128
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0005_z0.0005_sy0.0005/seed_42/wjepa_joint/covertype/20260905_201548/vtjepa_best_model.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f1b8c1cca79b05f3e5a88fb05ac1262667213c12f7750f9bacd9f6208967ce7e
3
+ size 11493776
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0005_z0.0005_sy0.0005/seed_42/wjepa_joint/covertype/20260905_201548/vtjepa_config.yaml ADDED
@@ -0,0 +1,129 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ batch_size: 512
2
+ data_loader_nprocs: 0
3
+ data_path: /pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/baselines/Var-T-JEPA/datasets/subset_views/size_10000
4
+ data_set: covertype
5
+ deterministic_mode: warn
6
+ downstream_evaluation_epochs: 50
7
+ downstream_probe_patience: 20
8
+ exp_cadence_type: improvement
9
+ exp_device: null
10
+ exp_final_lr: 0.0
11
+ exp_final_weight_decay: 0.0
12
+ exp_gradient_clipping: 1.0
13
+ exp_ipe_scale: 1.0
14
+ exp_lr: 0.0005
15
+ exp_n_runs: 1
16
+ exp_patience: 15
17
+ exp_scheduler: true
18
+ exp_start_lr: 0.0
19
+ exp_train_total_epochs: 500
20
+ exp_val_cache_cadence: 1
21
+ exp_warmup: 12
22
+ exp_weight_decay: 0.0
23
+ exp_weight_decay_scheduler: true
24
+ full_dataset_cuda: false
25
+ init_type: trunc_normal
26
+ is_batchlearning: true
27
+ iteration: 0
28
+ jepa_objective: w_jepa_joint
29
+ load_from_checkpoint: false
30
+ load_path: null
31
+ log_sigma_x_init: -2.0
32
+ log_sigma_y_init: -2.0
33
+ log_tensorboard: false
34
+ logvar_init_bias: -4.0
35
+ logvar_init_std: 0.005
36
+ mask_allow_overlap: false
37
+ mask_max_ctx_share: 0.35
38
+ mask_max_trgt_share: 0.6
39
+ mask_min_ctx_share: 0.15
40
+ mask_min_trgt_share: 0.15
41
+ mask_num_encs: 1
42
+ mask_num_preds: 4
43
+ mask_seed: 0
44
+ mask_shared: auto
45
+ mock: false
46
+ model_act_func: relu
47
+ model_amp: false
48
+ model_dim_feedforward: 64
49
+ model_dim_hidden: 64
50
+ model_dropout_prob: 0.0015
51
+ model_dtype: float32
52
+ model_feature_index_embedding: true
53
+ model_feature_type_embedding: true
54
+ model_layer_norm_eps: 1.0e-05
55
+ model_num_heads: 8
56
+ model_num_layers: 8
57
+ model_selection: filtered_20
58
+ mp_distributed: false
59
+ mp_gpus: 1
60
+ mp_nodes: 1
61
+ mp_nr: 0
62
+ mu_init_std: 0.03
63
+ n_cls_tokens: 1
64
+ np_seed: 42
65
+ pin_memory: false
66
+ pooled_context_representation_size_for_auxiliary_encoder: 1
67
+ pooled_context_representation_size_for_target_posterior: 1
68
+ pre_evaluation: true
69
+ pred_activation: relu
70
+ pred_dim_feedforward: 256
71
+ pred_embed_dim: 16
72
+ pred_layer_norm_eps: 1.0e-05
73
+ pred_num_heads: 4
74
+ pred_num_layers: 16
75
+ pred_p_dropout: 0.002
76
+ pred_type: transformer
77
+ probe_cadence: 2
78
+ probe_encoder_type: target_posterior
79
+ probe_model: linear_probe
80
+ probe_representation_type: mean
81
+ random: false
82
+ recon_x_weight: 0.001
83
+ recon_y_weight: 0.5
84
+ res_dir: ./
85
+ safe_exit: false
86
+ sigma_aggregation: mean
87
+ subset_size: -1
88
+ sw_full_num_projections: 2048
89
+ sw_include_marginals: true
90
+ sw_marginal_num_projections: 1024
91
+ sw_p: 2
92
+ sw_s_x_weight: 0.0005
93
+ sw_s_y_weight: 0.0005
94
+ sw_seed: 0
95
+ sw_z_weight: 0.0005
96
+ test: false
97
+ torch_seed: 42
98
+ using_embedding: false
99
+ verbose: false
100
+ vtjepa_kl_x_annealing_epochs: 60
101
+ vtjepa_kl_x_end_weight: 1.0e-06
102
+ vtjepa_kl_x_start_epoch: 1
103
+ vtjepa_kl_x_start_weight: 0.0
104
+ vtjepa_kl_y_annealing_epochs: 20
105
+ vtjepa_kl_y_end_weight: 1.0e-06
106
+ vtjepa_kl_y_start_epoch: 1
107
+ vtjepa_kl_y_start_weight: 0.0
108
+ vtjepa_kl_z_annealing_epochs: 60
109
+ vtjepa_kl_z_end_weight: 1.0e-05
110
+ vtjepa_kl_z_start_epoch: 1
111
+ vtjepa_kl_z_start_weight: 0.0
112
+ wjepa_joint_annealing_epochs: 60
113
+ wjepa_joint_end_weight: 0.0025
114
+ wjepa_joint_start_epoch: 1
115
+ wjepa_joint_start_weight: 0.0
116
+ wjepa_marginal_end_scale: 1.0
117
+ wjepa_marginal_start_scale: 0.0
118
+ wjepa_s_x_annealing_epochs: 30
119
+ wjepa_s_x_end_scale: 1.0
120
+ wjepa_s_x_start_epoch: 0
121
+ wjepa_s_x_start_scale: 0.0
122
+ wjepa_s_y_annealing_epochs: 30
123
+ wjepa_s_y_end_scale: 1.0
124
+ wjepa_s_y_start_epoch: 0
125
+ wjepa_s_y_start_scale: 0.0
126
+ wjepa_z_annealing_epochs: 30
127
+ wjepa_z_end_scale: 1.0
128
+ wjepa_z_start_epoch: 0
129
+ wjepa_z_start_scale: 0.0
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/comparison_complete.json ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "completed_at_utc": "2026-09-05T20:40:25.403106+00:00",
3
+ "spec": {
4
+ "dataset": "covertype",
5
+ "objective": "w_jepa_joint",
6
+ "torch_seed": 42,
7
+ "np_seed": 42,
8
+ "mask_seed": 0,
9
+ "sw_seed": 0,
10
+ "sw_full_num_projections": 2048,
11
+ "sw_marginal_num_projections": 1024,
12
+ "sw_p": 2,
13
+ "sw_include_marginals": true,
14
+ "sw_s_x_weight": 0.001,
15
+ "sw_z_weight": 0.001,
16
+ "sw_s_y_weight": 0.001,
17
+ "lambda_joint": 0.0025,
18
+ "epochs": 500,
19
+ "smoke": false,
20
+ "downstream_models": "mlp,resnet"
21
+ }
22
+ }
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/comparison_manifest.json ADDED
@@ -0,0 +1,60 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "spec": {
3
+ "dataset": "covertype",
4
+ "objective": "w_jepa_joint",
5
+ "torch_seed": 42,
6
+ "np_seed": 42,
7
+ "mask_seed": 0,
8
+ "sw_seed": 0,
9
+ "sw_full_num_projections": 2048,
10
+ "sw_marginal_num_projections": 1024,
11
+ "sw_p": 2,
12
+ "sw_include_marginals": true,
13
+ "sw_s_x_weight": 0.001,
14
+ "sw_z_weight": 0.001,
15
+ "sw_s_y_weight": 0.001,
16
+ "lambda_joint": 0.0025,
17
+ "epochs": 500,
18
+ "smoke": false,
19
+ "downstream_models": "mlp,resnet"
20
+ },
21
+ "train_command": [
22
+ "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/.venv/bin/python3",
23
+ "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/hessian_train_vtjepa.py",
24
+ "--dataset",
25
+ "covertype",
26
+ "--results-root",
27
+ "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42",
28
+ "--epochs",
29
+ "500",
30
+ "--objective",
31
+ "w_jepa_joint",
32
+ "--sw-full-end-weight",
33
+ "0.0025",
34
+ "--torch-seed",
35
+ "42",
36
+ "--np-seed",
37
+ "42",
38
+ "--mask-seed",
39
+ "0",
40
+ "--sw-seed",
41
+ "0",
42
+ "--sw-full-num-projections",
43
+ "2048",
44
+ "--sw-marginal-num-projections",
45
+ "1024",
46
+ "--sw-p",
47
+ "2",
48
+ "--sw-s-x-end-weight",
49
+ "0.001",
50
+ "--sw-z-end-weight",
51
+ "0.001",
52
+ "--sw-s-y-end-weight",
53
+ "0.001",
54
+ "--model-selection",
55
+ "filtered_20",
56
+ "--deterministic-mode",
57
+ "warn",
58
+ "--sw-include-marginals"
59
+ ]
60
+ }
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/paper_alignment_manifest.json ADDED
@@ -0,0 +1,201 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "code_variant": "paper-aligned-v4-token-joint-sw",
3
+ "upstream_commit": "eba7a9b1e01bb6613f4968b0f460d1bd1ae409ef",
4
+ "source_sha256": {
5
+ "src/encoder.py": "c29e003ed6a59e239cfe5cbc6823817fed99c54bfa2f4ffa94bc9ea8eb6f777c",
6
+ "src/mask.py": "f447b737b9144d96f5649d51f457e0c207a0e05da62303fb93726471f75779a0",
7
+ "src/run_vtjepa.py": "6ae9c394e822156fc373cfb7dc33ae0b04f9a37073a76d5a816e559461308d35",
8
+ "src/train_vtjepa.py": "b8787906b52278fdd06206d55c2c08d13f5be5e18062b26ad924bda19f1533b8",
9
+ "src/vtjepa.py": "2e1dc60b0d48e1da098451b50426bfca437fbdbbad6809f1cd09a67937c90cbc",
10
+ "src/sliced_wasserstein.py": "a85be4c6433b3f3790cac2a6b8763803c80076715a39b554fd84079c2028bdf0"
11
+ },
12
+ "dataset": "covertype",
13
+ "objective": "w_jepa_joint",
14
+ "seeds": {
15
+ "torch": 42,
16
+ "numpy": 42,
17
+ "mask": 0,
18
+ "sliced_wasserstein": 0
19
+ },
20
+ "smoke": false,
21
+ "sw_include_marginals": true,
22
+ "sw_full_num_projections": 2048,
23
+ "sw_marginal_num_projections": 1024,
24
+ "sw_component_weights": {
25
+ "full": 0.0025,
26
+ "s_x": 0.001,
27
+ "z": 0.001,
28
+ "s_y": 0.001
29
+ },
30
+ "command": [
31
+ "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/.venv/bin/python3",
32
+ "-W",
33
+ "ignore",
34
+ "-m",
35
+ "src.run_vtjepa",
36
+ "--data_set",
37
+ "covertype",
38
+ "--data_path",
39
+ "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/baselines/Var-T-JEPA/datasets/subset_views/size_10000",
40
+ "--batch_size",
41
+ "512",
42
+ "--model_dim_hidden",
43
+ "64",
44
+ "--model_dim_feedforward",
45
+ "64",
46
+ "--model_num_layers",
47
+ "8",
48
+ "--model_num_heads",
49
+ "8",
50
+ "--model_dropout_prob",
51
+ "0.0015",
52
+ "--model_feature_index_embedding",
53
+ "true",
54
+ "--model_feature_type_embedding",
55
+ "true",
56
+ "--exp_train_total_epochs",
57
+ "500",
58
+ "--init_type",
59
+ "trunc_normal",
60
+ "--pre_evaluation",
61
+ "true",
62
+ "--pin_memory",
63
+ "false",
64
+ "--mask_min_ctx_share",
65
+ "0.15",
66
+ "--mask_max_ctx_share",
67
+ "0.35",
68
+ "--mask_min_trgt_share",
69
+ "0.15",
70
+ "--mask_max_trgt_share",
71
+ "0.6",
72
+ "--mask_num_preds",
73
+ "4",
74
+ "--pred_num_layers",
75
+ "16",
76
+ "--pred_embed_dim",
77
+ "16",
78
+ "--pred_num_heads",
79
+ "4",
80
+ "--pred_p_dropout",
81
+ "0.002",
82
+ "--pred_dim_feedforward",
83
+ "256",
84
+ "--pred_type",
85
+ "transformer",
86
+ "--probe_model",
87
+ "linear_probe",
88
+ "--probe_cadence",
89
+ "2",
90
+ "--probe_representation_type",
91
+ "mean",
92
+ "--probe_encoder_type",
93
+ "target_posterior",
94
+ "--downstream_evaluation_epochs",
95
+ "50",
96
+ "--downstream_probe_patience",
97
+ "20",
98
+ "--exp_final_lr",
99
+ "0.0",
100
+ "--exp_final_weight_decay",
101
+ "0.0",
102
+ "--exp_start_lr",
103
+ "0.0",
104
+ "--exp_patience",
105
+ "15",
106
+ "--exp_weight_decay",
107
+ "0.0",
108
+ "--exp_lr",
109
+ "0.0005",
110
+ "--exp_warmup",
111
+ "12",
112
+ "--log_tensorboard",
113
+ "false",
114
+ "--n_cls_tokens",
115
+ "1",
116
+ "--vtjepa_kl_x_start_weight",
117
+ "0",
118
+ "--vtjepa_kl_x_end_weight",
119
+ "1e-06",
120
+ "--vtjepa_kl_x_annealing_epochs",
121
+ "60",
122
+ "--vtjepa_kl_z_start_weight",
123
+ "0",
124
+ "--vtjepa_kl_z_end_weight",
125
+ "1e-05",
126
+ "--vtjepa_kl_z_annealing_epochs",
127
+ "60",
128
+ "--vtjepa_kl_y_start_weight",
129
+ "0",
130
+ "--vtjepa_kl_y_end_weight",
131
+ "1e-06",
132
+ "--vtjepa_kl_y_annealing_epochs",
133
+ "20",
134
+ "--vtjepa_kl_x_start_epoch",
135
+ "1",
136
+ "--vtjepa_kl_z_start_epoch",
137
+ "1",
138
+ "--vtjepa_kl_y_start_epoch",
139
+ "1",
140
+ "--recon_x_weight",
141
+ "0.001",
142
+ "--recon_y_weight",
143
+ "0.5",
144
+ "--mu_init_std",
145
+ "0.03",
146
+ "--logvar_init_std",
147
+ "0.005",
148
+ "--logvar_init_bias",
149
+ "-4.0",
150
+ "--log_sigma_x_init",
151
+ "-2.0",
152
+ "--log_sigma_y_init",
153
+ "-2.0",
154
+ "--pooled_context_representation_size_for_target_posterior",
155
+ "1",
156
+ "--pooled_context_representation_size_for_auxiliary_encoder",
157
+ "1",
158
+ "--sigma_aggregation",
159
+ "mean",
160
+ "--model_selection",
161
+ "filtered_20",
162
+ "--jepa_objective",
163
+ "w_jepa_joint",
164
+ "--wjepa_joint_start_weight",
165
+ "0.0",
166
+ "--wjepa_joint_end_weight",
167
+ "0.0025",
168
+ "--wjepa_joint_start_epoch",
169
+ "1",
170
+ "--wjepa_joint_annealing_epochs",
171
+ "60",
172
+ "--sw_full_num_projections",
173
+ "2048",
174
+ "--sw_marginal_num_projections",
175
+ "1024",
176
+ "--sw_p",
177
+ "2",
178
+ "--sw_include_marginals",
179
+ "true",
180
+ "--sw_s_x_weight",
181
+ "0.001",
182
+ "--sw_z_weight",
183
+ "0.001",
184
+ "--sw_s_y_weight",
185
+ "0.001",
186
+ "--torch_seed",
187
+ "42",
188
+ "--np_seed",
189
+ "42",
190
+ "--mask_seed",
191
+ "0",
192
+ "--sw_seed",
193
+ "0",
194
+ "--deterministic_mode",
195
+ "warn",
196
+ "--random",
197
+ "false",
198
+ "--safe_exit",
199
+ "false"
200
+ ]
201
+ }
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/downstream_results/autoint_covertype_downstream_results.json ADDED
@@ -0,0 +1,568 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "dataset": "covertype",
3
+ "model": "autoint",
4
+ "config": {
5
+ "script_path": "src/run_benchmark.py",
6
+ "folder_name": "/tmp/tmpdnoadja8",
7
+ "data_path": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/baselines/Var-T-JEPA/datasets/subset_views/size_10000",
8
+ "data_set": "covertype",
9
+ "model_name": "autoint",
10
+ "using_embedding": true,
11
+ "emb_train": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/embedding.npy",
12
+ "emb_test": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/embedding.npy",
13
+ "uncertainty_test": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/uncertainty.npy",
14
+ "use_split_assignments": true,
15
+ "exp_train_total_epochs": 50,
16
+ "split_config_file": "/tmp/tmpdnoadja8/split_data/split_config.json",
17
+ "sigma_aggregation": "mean",
18
+ "lr": 0.001,
19
+ "weight_decay": 0.01,
20
+ "batch_size": 128,
21
+ "exp_patience": 16,
22
+ "encoder_type": "linear_flatten",
23
+ "activation": "relu",
24
+ "initialization": "kaiming",
25
+ "n_layers": 3,
26
+ "d_token": 128,
27
+ "n_heads": 2,
28
+ "attention_dropout": 0.1,
29
+ "residual_dropout": 0.1,
30
+ "prenormalization": false,
31
+ "filter_uncertainty": true
32
+ },
33
+ "runs": [
34
+ {
35
+ "seed": 0,
36
+ "val_metrics": {
37
+ "covertype_val_loss": 0.6227191090583801,
38
+ "lr": 3.9426490729965735e-06,
39
+ "covertype_val_accuracy": 0.7527527809143066,
40
+ "covertype_val_precision": 0.7493445873260498,
41
+ "covertype_val_recall": 0.7527527809143066,
42
+ "covertype_val_f1-score": 0.7498795986175537,
43
+ "covertype_val_support": 999.0,
44
+ "covertype_val_score": 0.7527527809143066
45
+ },
46
+ "test_metrics": {
47
+ "0": {
48
+ "covertype_test_loss": 0.5736028552055359,
49
+ "lr": 3.9426490729965735e-06,
50
+ "covertype_test_accuracy": 0.7630000114440918,
51
+ "covertype_test_precision": 0.7640408873558044,
52
+ "covertype_test_recall": 0.7630000114440918,
53
+ "covertype_test_f1-score": 0.7622241973876953,
54
+ "covertype_test_support": 2000.0,
55
+ "covertype_test_score": 0.7630000114440918
56
+ },
57
+ "5": {
58
+ "covertype_test_loss": 0.5558332800865173,
59
+ "covertype_test_accuracy": 0.7668421268463135,
60
+ "covertype_test_precision": 0.7687429785728455,
61
+ "covertype_test_recall": 0.7668421268463135,
62
+ "covertype_test_f1-score": 0.7665857672691345,
63
+ "covertype_test_support": 1900.0,
64
+ "covertype_test_score": 0.7668421268463135
65
+ },
66
+ "10": {
67
+ "covertype_test_loss": 0.5396714806556702,
68
+ "covertype_test_accuracy": 0.7777777910232544,
69
+ "covertype_test_precision": 0.7774384617805481,
70
+ "covertype_test_recall": 0.7777777910232544,
71
+ "covertype_test_f1-score": 0.7765528559684753,
72
+ "covertype_test_support": 1800.0,
73
+ "covertype_test_score": 0.7777777910232544
74
+ },
75
+ "20": {
76
+ "covertype_test_loss": 0.5296876430511475,
77
+ "covertype_test_accuracy": 0.7806249856948853,
78
+ "covertype_test_precision": 0.7806271910667419,
79
+ "covertype_test_recall": 0.7806249856948853,
80
+ "covertype_test_f1-score": 0.7797450423240662,
81
+ "covertype_test_support": 1600.0,
82
+ "covertype_test_score": 0.7806249856948853
83
+ },
84
+ "50": {
85
+ "covertype_test_loss": 0.5050999522209167,
86
+ "covertype_test_accuracy": 0.7820000052452087,
87
+ "covertype_test_precision": 0.7800952196121216,
88
+ "covertype_test_recall": 0.7820000052452087,
89
+ "covertype_test_f1-score": 0.7802810072898865,
90
+ "covertype_test_support": 1000.0,
91
+ "covertype_test_score": 0.7820000052452087
92
+ }
93
+ }
94
+ },
95
+ {
96
+ "seed": 1,
97
+ "val_metrics": {
98
+ "covertype_val_loss": 0.6061885952949524,
99
+ "lr": 0.0,
100
+ "covertype_val_accuracy": 0.7617617845535278,
101
+ "covertype_val_precision": 0.7582873702049255,
102
+ "covertype_val_recall": 0.7617617845535278,
103
+ "covertype_val_f1-score": 0.7564228177070618,
104
+ "covertype_val_support": 999.0,
105
+ "covertype_val_score": 0.7617617845535278
106
+ },
107
+ "test_metrics": {
108
+ "0": {
109
+ "covertype_test_loss": 0.5955497026443481,
110
+ "lr": 0.0,
111
+ "covertype_test_accuracy": 0.7570000290870667,
112
+ "covertype_test_precision": 0.7593827843666077,
113
+ "covertype_test_recall": 0.7570000290870667,
114
+ "covertype_test_f1-score": 0.7563842535018921,
115
+ "covertype_test_support": 2000.0,
116
+ "covertype_test_score": 0.7570000290870667
117
+ },
118
+ "5": {
119
+ "covertype_test_loss": 0.5727545619010925,
120
+ "covertype_test_accuracy": 0.7642105221748352,
121
+ "covertype_test_precision": 0.7648363709449768,
122
+ "covertype_test_recall": 0.7642105221748352,
123
+ "covertype_test_f1-score": 0.7633760571479797,
124
+ "covertype_test_support": 1900.0,
125
+ "covertype_test_score": 0.7642105221748352
126
+ },
127
+ "10": {
128
+ "covertype_test_loss": 0.5555543899536133,
129
+ "covertype_test_accuracy": 0.7705555558204651,
130
+ "covertype_test_precision": 0.7698370218276978,
131
+ "covertype_test_recall": 0.7705555558204651,
132
+ "covertype_test_f1-score": 0.7691683769226074,
133
+ "covertype_test_support": 1800.0,
134
+ "covertype_test_score": 0.7705555558204651
135
+ },
136
+ "20": {
137
+ "covertype_test_loss": 0.5408009886741638,
138
+ "covertype_test_accuracy": 0.7724999785423279,
139
+ "covertype_test_precision": 0.773466169834137,
140
+ "covertype_test_recall": 0.7724999785423279,
141
+ "covertype_test_f1-score": 0.7718889117240906,
142
+ "covertype_test_support": 1600.0,
143
+ "covertype_test_score": 0.7724999785423279
144
+ },
145
+ "50": {
146
+ "covertype_test_loss": 0.5100069046020508,
147
+ "covertype_test_accuracy": 0.7739999890327454,
148
+ "covertype_test_precision": 0.7739907503128052,
149
+ "covertype_test_recall": 0.7739999890327454,
150
+ "covertype_test_f1-score": 0.7732037305831909,
151
+ "covertype_test_support": 1000.0,
152
+ "covertype_test_score": 0.7739999890327454
153
+ }
154
+ }
155
+ },
156
+ {
157
+ "seed": 2,
158
+ "val_metrics": {
159
+ "covertype_val_loss": 0.6064443588256836,
160
+ "lr": 6.18466583546251e-05,
161
+ "covertype_val_accuracy": 0.7547547817230225,
162
+ "covertype_val_precision": 0.7550883889198303,
163
+ "covertype_val_recall": 0.7547547817230225,
164
+ "covertype_val_f1-score": 0.7527393102645874,
165
+ "covertype_val_support": 999.0,
166
+ "covertype_val_score": 0.7547547817230225
167
+ },
168
+ "test_metrics": {
169
+ "0": {
170
+ "covertype_test_loss": 0.5780057907104492,
171
+ "lr": 6.184667290654033e-05,
172
+ "covertype_test_accuracy": 0.7639999985694885,
173
+ "covertype_test_precision": 0.7628186345100403,
174
+ "covertype_test_recall": 0.7639999985694885,
175
+ "covertype_test_f1-score": 0.7617276310920715,
176
+ "covertype_test_support": 2000.0,
177
+ "covertype_test_score": 0.7639999985694885
178
+ },
179
+ "5": {
180
+ "covertype_test_loss": 0.5554308891296387,
181
+ "covertype_test_accuracy": 0.7699999809265137,
182
+ "covertype_test_precision": 0.769136905670166,
183
+ "covertype_test_recall": 0.7699999809265137,
184
+ "covertype_test_f1-score": 0.7677167057991028,
185
+ "covertype_test_support": 1900.0,
186
+ "covertype_test_score": 0.7699999809265137
187
+ },
188
+ "10": {
189
+ "covertype_test_loss": 0.5430968403816223,
190
+ "covertype_test_accuracy": 0.7761111259460449,
191
+ "covertype_test_precision": 0.774114727973938,
192
+ "covertype_test_recall": 0.7761111259460449,
193
+ "covertype_test_f1-score": 0.7729935646057129,
194
+ "covertype_test_support": 1800.0,
195
+ "covertype_test_score": 0.7761111259460449
196
+ },
197
+ "20": {
198
+ "covertype_test_loss": 0.5303099751472473,
199
+ "covertype_test_accuracy": 0.7768750190734863,
200
+ "covertype_test_precision": 0.7752091884613037,
201
+ "covertype_test_recall": 0.7768750190734863,
202
+ "covertype_test_f1-score": 0.7738415002822876,
203
+ "covertype_test_support": 1600.0,
204
+ "covertype_test_score": 0.7768750190734863
205
+ },
206
+ "50": {
207
+ "covertype_test_loss": 0.5077810883522034,
208
+ "covertype_test_accuracy": 0.7789999842643738,
209
+ "covertype_test_precision": 0.7777783274650574,
210
+ "covertype_test_recall": 0.7789999842643738,
211
+ "covertype_test_f1-score": 0.7761390805244446,
212
+ "covertype_test_support": 1000.0,
213
+ "covertype_test_score": 0.7789999842643738
214
+ }
215
+ }
216
+ },
217
+ {
218
+ "seed": 3,
219
+ "val_metrics": {
220
+ "covertype_val_loss": 0.6119850277900696,
221
+ "lr": 0.0,
222
+ "covertype_val_accuracy": 0.7527527809143066,
223
+ "covertype_val_precision": 0.7492412328720093,
224
+ "covertype_val_recall": 0.7527527809143066,
225
+ "covertype_val_f1-score": 0.748984694480896,
226
+ "covertype_val_support": 999.0,
227
+ "covertype_val_score": 0.7527527809143066
228
+ },
229
+ "test_metrics": {
230
+ "0": {
231
+ "covertype_test_loss": 0.5828191041946411,
232
+ "lr": 0.0,
233
+ "covertype_test_accuracy": 0.7664999961853027,
234
+ "covertype_test_precision": 0.7666080594062805,
235
+ "covertype_test_recall": 0.7664999961853027,
236
+ "covertype_test_f1-score": 0.7654499411582947,
237
+ "covertype_test_support": 2000.0,
238
+ "covertype_test_score": 0.7664999961853027
239
+ },
240
+ "5": {
241
+ "covertype_test_loss": 0.5565449595451355,
242
+ "covertype_test_accuracy": 0.7699999809265137,
243
+ "covertype_test_precision": 0.7690040469169617,
244
+ "covertype_test_recall": 0.7699999809265137,
245
+ "covertype_test_f1-score": 0.7688502669334412,
246
+ "covertype_test_support": 1900.0,
247
+ "covertype_test_score": 0.7699999809265137
248
+ },
249
+ "10": {
250
+ "covertype_test_loss": 0.5403887629508972,
251
+ "covertype_test_accuracy": 0.7766666412353516,
252
+ "covertype_test_precision": 0.7741339206695557,
253
+ "covertype_test_recall": 0.7766666412353516,
254
+ "covertype_test_f1-score": 0.7747812867164612,
255
+ "covertype_test_support": 1800.0,
256
+ "covertype_test_score": 0.7766666412353516
257
+ },
258
+ "20": {
259
+ "covertype_test_loss": 0.518406093120575,
260
+ "covertype_test_accuracy": 0.7787500023841858,
261
+ "covertype_test_precision": 0.7780702710151672,
262
+ "covertype_test_recall": 0.7787500023841858,
263
+ "covertype_test_f1-score": 0.7776488661766052,
264
+ "covertype_test_support": 1600.0,
265
+ "covertype_test_score": 0.7787500023841858
266
+ },
267
+ "50": {
268
+ "covertype_test_loss": 0.4867652654647827,
269
+ "covertype_test_accuracy": 0.7829999923706055,
270
+ "covertype_test_precision": 0.7824611067771912,
271
+ "covertype_test_recall": 0.7829999923706055,
272
+ "covertype_test_f1-score": 0.7815766930580139,
273
+ "covertype_test_support": 1000.0,
274
+ "covertype_test_score": 0.7829999923706055
275
+ }
276
+ }
277
+ },
278
+ {
279
+ "seed": 4,
280
+ "val_metrics": {
281
+ "covertype_val_loss": 0.6095190048217773,
282
+ "lr": 0.0,
283
+ "covertype_val_accuracy": 0.7527527809143066,
284
+ "covertype_val_precision": 0.7511676549911499,
285
+ "covertype_val_recall": 0.7527527809143066,
286
+ "covertype_val_f1-score": 0.7491932511329651,
287
+ "covertype_val_support": 999.0,
288
+ "covertype_val_score": 0.7527527809143066
289
+ },
290
+ "test_metrics": {
291
+ "0": {
292
+ "covertype_test_loss": 0.5841885805130005,
293
+ "lr": 0.0,
294
+ "covertype_test_accuracy": 0.765999972820282,
295
+ "covertype_test_precision": 0.7669252753257751,
296
+ "covertype_test_recall": 0.765999972820282,
297
+ "covertype_test_f1-score": 0.7654603719711304,
298
+ "covertype_test_support": 2000.0,
299
+ "covertype_test_score": 0.765999972820282
300
+ },
301
+ "5": {
302
+ "covertype_test_loss": 0.5645024180412292,
303
+ "covertype_test_accuracy": 0.7715789675712585,
304
+ "covertype_test_precision": 0.7738929986953735,
305
+ "covertype_test_recall": 0.7715789675712585,
306
+ "covertype_test_f1-score": 0.7716341614723206,
307
+ "covertype_test_support": 1900.0,
308
+ "covertype_test_score": 0.7715789675712585
309
+ },
310
+ "10": {
311
+ "covertype_test_loss": 0.5518347024917603,
312
+ "covertype_test_accuracy": 0.777222216129303,
313
+ "covertype_test_precision": 0.7781770825386047,
314
+ "covertype_test_recall": 0.777222216129303,
315
+ "covertype_test_f1-score": 0.7767027616500854,
316
+ "covertype_test_support": 1800.0,
317
+ "covertype_test_score": 0.777222216129303
318
+ },
319
+ "20": {
320
+ "covertype_test_loss": 0.5332773327827454,
321
+ "covertype_test_accuracy": 0.7837499976158142,
322
+ "covertype_test_precision": 0.784110963344574,
323
+ "covertype_test_recall": 0.7837499976158142,
324
+ "covertype_test_f1-score": 0.7832521796226501,
325
+ "covertype_test_support": 1600.0,
326
+ "covertype_test_score": 0.7837499976158142
327
+ },
328
+ "50": {
329
+ "covertype_test_loss": 0.5071794986724854,
330
+ "covertype_test_accuracy": 0.7870000004768372,
331
+ "covertype_test_precision": 0.7858993411064148,
332
+ "covertype_test_recall": 0.7870000004768372,
333
+ "covertype_test_f1-score": 0.7857155203819275,
334
+ "covertype_test_support": 1000.0,
335
+ "covertype_test_score": 0.7870000004768372
336
+ }
337
+ }
338
+ }
339
+ ],
340
+ "summary": {
341
+ "0": {
342
+ "covertype_test_loss": {
343
+ "mean": 0.582833206653595,
344
+ "std": 0.008246966715159187,
345
+ "n": 5,
346
+ "ci95": 0.010238320047353772
347
+ },
348
+ "lr": {
349
+ "mean": 1.3157864395907382e-05,
350
+ "std": 2.7271360683031365e-05,
351
+ "n": 5,
352
+ "ci95": 3.385643818429137e-05
353
+ },
354
+ "covertype_test_accuracy": {
355
+ "mean": 0.7633000016212463,
356
+ "std": 0.003801297589342634,
357
+ "n": 5,
358
+ "ci95": 0.004719177687886791
359
+ },
360
+ "covertype_test_precision": {
361
+ "mean": 0.7639551281929016,
362
+ "std": 0.0030848467792133055,
363
+ "n": 5,
364
+ "ci95": 0.0038297291250828894
365
+ },
366
+ "covertype_test_recall": {
367
+ "mean": 0.7633000016212463,
368
+ "std": 0.003801297589342634,
369
+ "n": 5,
370
+ "ci95": 0.004719177687886791
371
+ },
372
+ "covertype_test_f1-score": {
373
+ "mean": 0.7622492790222168,
374
+ "std": 0.003715730952361874,
375
+ "n": 5,
376
+ "ci95": 0.004612949707946672
377
+ },
378
+ "covertype_test_support": {
379
+ "mean": 2000.0,
380
+ "std": 0.0,
381
+ "n": 5,
382
+ "ci95": 0.0
383
+ },
384
+ "covertype_test_score": {
385
+ "mean": 0.7633000016212463,
386
+ "std": 0.003801297589342634,
387
+ "n": 5,
388
+ "ci95": 0.004719177687886791
389
+ }
390
+ },
391
+ "5": {
392
+ "covertype_test_loss": {
393
+ "mean": 0.5610132217407227,
394
+ "std": 0.007549721179541,
395
+ "n": 5,
396
+ "ci95": 0.009372714159539806
397
+ },
398
+ "covertype_test_accuracy": {
399
+ "mean": 0.7685263156890869,
400
+ "std": 0.0029633016929392192,
401
+ "n": 5,
402
+ "ci95": 0.0036788351617096783
403
+ },
404
+ "covertype_test_precision": {
405
+ "mean": 0.7691226601600647,
406
+ "std": 0.003212741629842883,
407
+ "n": 5,
408
+ "ci95": 0.003988506098287739
409
+ },
410
+ "covertype_test_recall": {
411
+ "mean": 0.7685263156890869,
412
+ "std": 0.0029633016929392192,
413
+ "n": 5,
414
+ "ci95": 0.0036788351617096783
415
+ },
416
+ "covertype_test_f1-score": {
417
+ "mean": 0.7676325917243958,
418
+ "std": 0.0030296986888200873,
419
+ "n": 5,
420
+ "ci95": 0.0037612647042906604
421
+ },
422
+ "covertype_test_support": {
423
+ "mean": 1900.0,
424
+ "std": 0.0,
425
+ "n": 5,
426
+ "ci95": 0.0
427
+ },
428
+ "covertype_test_score": {
429
+ "mean": 0.7685263156890869,
430
+ "std": 0.0029633016929392192,
431
+ "n": 5,
432
+ "ci95": 0.0036788351617096783
433
+ }
434
+ },
435
+ "10": {
436
+ "covertype_test_loss": {
437
+ "mean": 0.5461092352867126,
438
+ "std": 0.0071630114633494625,
439
+ "n": 5,
440
+ "ci95": 0.008892627604502231
441
+ },
442
+ "covertype_test_accuracy": {
443
+ "mean": 0.7756666660308837,
444
+ "std": 0.002923932602287775,
445
+ "n": 5,
446
+ "ci95": 0.0036299598159026123
447
+ },
448
+ "covertype_test_precision": {
449
+ "mean": 0.7747402429580689,
450
+ "std": 0.003312579217262475,
451
+ "n": 5,
452
+ "ci95": 0.004112450962873956
453
+ },
454
+ "covertype_test_recall": {
455
+ "mean": 0.7756666660308837,
456
+ "std": 0.002923932602287775,
457
+ "n": 5,
458
+ "ci95": 0.0036299598159026123
459
+ },
460
+ "covertype_test_f1-score": {
461
+ "mean": 0.7740397691726685,
462
+ "std": 0.003113759339434576,
463
+ "n": 5,
464
+ "ci95": 0.0038656230549552672
465
+ },
466
+ "covertype_test_support": {
467
+ "mean": 1800.0,
468
+ "std": 0.0,
469
+ "n": 5,
470
+ "ci95": 0.0
471
+ },
472
+ "covertype_test_score": {
473
+ "mean": 0.7756666660308837,
474
+ "std": 0.002923932602287775,
475
+ "n": 5,
476
+ "ci95": 0.0036299598159026123
477
+ }
478
+ },
479
+ "20": {
480
+ "covertype_test_loss": {
481
+ "mean": 0.5304964065551758,
482
+ "std": 0.008074380740223241,
483
+ "n": 5,
484
+ "ci95": 0.01002406061014387
485
+ },
486
+ "covertype_test_accuracy": {
487
+ "mean": 0.7784999966621399,
488
+ "std": 0.004206582962025823,
489
+ "n": 5,
490
+ "ci95": 0.005222325269216813
491
+ },
492
+ "covertype_test_precision": {
493
+ "mean": 0.7782967567443848,
494
+ "std": 0.0042472010226203335,
495
+ "n": 5,
496
+ "ci95": 0.005272751167420694
497
+ },
498
+ "covertype_test_recall": {
499
+ "mean": 0.7784999966621399,
500
+ "std": 0.004206582962025823,
501
+ "n": 5,
502
+ "ci95": 0.005222325269216813
503
+ },
504
+ "covertype_test_f1-score": {
505
+ "mean": 0.7772753000259399,
506
+ "std": 0.004548802810065908,
507
+ "n": 5,
508
+ "ci95": 0.005647179212709846
509
+ },
510
+ "covertype_test_support": {
511
+ "mean": 1600.0,
512
+ "std": 0.0,
513
+ "n": 5,
514
+ "ci95": 0.0
515
+ },
516
+ "covertype_test_score": {
517
+ "mean": 0.7784999966621399,
518
+ "std": 0.004206582962025823,
519
+ "n": 5,
520
+ "ci95": 0.005222325269216813
521
+ }
522
+ },
523
+ "50": {
524
+ "covertype_test_loss": {
525
+ "mean": 0.5033665418624877,
526
+ "std": 0.009443627046339926,
527
+ "n": 5,
528
+ "ci95": 0.011723931894929207
529
+ },
530
+ "covertype_test_accuracy": {
531
+ "mean": 0.7809999942779541,
532
+ "std": 0.0048476850707127525,
533
+ "n": 5,
534
+ "ci95": 0.0060182310608219705
535
+ },
536
+ "covertype_test_precision": {
537
+ "mean": 0.780044949054718,
538
+ "std": 0.004525073132035367,
539
+ "n": 5,
540
+ "ci95": 0.005617719649371151
541
+ },
542
+ "covertype_test_recall": {
543
+ "mean": 0.7809999942779541,
544
+ "std": 0.0048476850707127525,
545
+ "n": 5,
546
+ "ci95": 0.0060182310608219705
547
+ },
548
+ "covertype_test_f1-score": {
549
+ "mean": 0.7793832063674927,
550
+ "std": 0.004858649621794539,
551
+ "n": 5,
552
+ "ci95": 0.006031843166584996
553
+ },
554
+ "covertype_test_support": {
555
+ "mean": 1000.0,
556
+ "std": 0.0,
557
+ "n": 5,
558
+ "ci95": 0.0
559
+ },
560
+ "covertype_test_score": {
561
+ "mean": 0.7809999942779541,
562
+ "std": 0.0048476850707127525,
563
+ "n": 5,
564
+ "ci95": 0.0060182310608219705
565
+ }
566
+ }
567
+ }
568
+ }
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/downstream_results/dcnv2_covertype_downstream_results.json ADDED
@@ -0,0 +1,567 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "dataset": "covertype",
3
+ "model": "dcnv2",
4
+ "config": {
5
+ "script_path": "src/run_benchmark.py",
6
+ "folder_name": "/tmp/tmpcj9n_uk1",
7
+ "data_path": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/baselines/Var-T-JEPA/datasets/subset_views/size_10000",
8
+ "data_set": "covertype",
9
+ "model_name": "dcnv2",
10
+ "using_embedding": true,
11
+ "emb_train": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/embedding.npy",
12
+ "emb_test": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/embedding.npy",
13
+ "uncertainty_test": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/uncertainty.npy",
14
+ "use_split_assignments": true,
15
+ "exp_train_total_epochs": 50,
16
+ "split_config_file": "/tmp/tmpcj9n_uk1/split_data/split_config.json",
17
+ "sigma_aggregation": "mean",
18
+ "lr": 0.001,
19
+ "weight_decay": 0.01,
20
+ "batch_size": 128,
21
+ "exp_patience": 16,
22
+ "encoder_type": "linear_flatten",
23
+ "hidden_dim": 128,
24
+ "n_hidden_layers": 4,
25
+ "n_cross_layers": 2,
26
+ "hidden_dropout": 0.1,
27
+ "cross_dropout": 0.1,
28
+ "d_embedding": 128,
29
+ "stacked": true,
30
+ "filter_uncertainty": true
31
+ },
32
+ "runs": [
33
+ {
34
+ "seed": 0,
35
+ "val_metrics": {
36
+ "covertype_val_loss": 0.5727385878562927,
37
+ "lr": 0.0,
38
+ "covertype_val_accuracy": 0.7767767906188965,
39
+ "covertype_val_precision": 0.7690936923027039,
40
+ "covertype_val_recall": 0.7767767906188965,
41
+ "covertype_val_f1-score": 0.7707734107971191,
42
+ "covertype_val_support": 999.0,
43
+ "covertype_val_score": 0.7767767906188965
44
+ },
45
+ "test_metrics": {
46
+ "0": {
47
+ "covertype_test_loss": 0.5583635568618774,
48
+ "lr": 0.0,
49
+ "covertype_test_accuracy": 0.7940000295639038,
50
+ "covertype_test_precision": 0.7938859462738037,
51
+ "covertype_test_recall": 0.7940000295639038,
52
+ "covertype_test_f1-score": 0.7927056550979614,
53
+ "covertype_test_support": 2000.0,
54
+ "covertype_test_score": 0.7940000295639038
55
+ },
56
+ "5": {
57
+ "covertype_test_loss": 0.5334818363189697,
58
+ "covertype_test_accuracy": 0.801578938961029,
59
+ "covertype_test_precision": 0.8020510673522949,
60
+ "covertype_test_recall": 0.801578938961029,
61
+ "covertype_test_f1-score": 0.8004539608955383,
62
+ "covertype_test_support": 1900.0,
63
+ "covertype_test_score": 0.801578938961029
64
+ },
65
+ "10": {
66
+ "covertype_test_loss": 0.5162128806114197,
67
+ "covertype_test_accuracy": 0.8100000023841858,
68
+ "covertype_test_precision": 0.8088367581367493,
69
+ "covertype_test_recall": 0.8100000023841858,
70
+ "covertype_test_f1-score": 0.8079950213432312,
71
+ "covertype_test_support": 1800.0,
72
+ "covertype_test_score": 0.8100000023841858
73
+ },
74
+ "20": {
75
+ "covertype_test_loss": 0.5075557231903076,
76
+ "covertype_test_accuracy": 0.8118749856948853,
77
+ "covertype_test_precision": 0.8108384609222412,
78
+ "covertype_test_recall": 0.8118749856948853,
79
+ "covertype_test_f1-score": 0.810418426990509,
80
+ "covertype_test_support": 1600.0,
81
+ "covertype_test_score": 0.8118749856948853
82
+ },
83
+ "50": {
84
+ "covertype_test_loss": 0.4629729092121124,
85
+ "covertype_test_accuracy": 0.8209999799728394,
86
+ "covertype_test_precision": 0.8208767175674438,
87
+ "covertype_test_recall": 0.8209999799728394,
88
+ "covertype_test_f1-score": 0.8183980584144592,
89
+ "covertype_test_support": 1000.0,
90
+ "covertype_test_score": 0.8209999799728394
91
+ }
92
+ }
93
+ },
94
+ {
95
+ "seed": 1,
96
+ "val_metrics": {
97
+ "covertype_val_loss": 0.5645118951797485,
98
+ "lr": 1.5708421415183693e-05,
99
+ "covertype_val_accuracy": 0.7697697877883911,
100
+ "covertype_val_precision": 0.7650015354156494,
101
+ "covertype_val_recall": 0.7697697877883911,
102
+ "covertype_val_f1-score": 0.766391932964325,
103
+ "covertype_val_support": 999.0,
104
+ "covertype_val_score": 0.7697697877883911
105
+ },
106
+ "test_metrics": {
107
+ "0": {
108
+ "covertype_test_loss": 0.5599690079689026,
109
+ "lr": 1.5708415958215483e-05,
110
+ "covertype_test_accuracy": 0.7850000262260437,
111
+ "covertype_test_precision": 0.7846285104751587,
112
+ "covertype_test_recall": 0.7850000262260437,
113
+ "covertype_test_f1-score": 0.7832919955253601,
114
+ "covertype_test_support": 2000.0,
115
+ "covertype_test_score": 0.7850000262260437
116
+ },
117
+ "5": {
118
+ "covertype_test_loss": 0.5354790687561035,
119
+ "covertype_test_accuracy": 0.7910526394844055,
120
+ "covertype_test_precision": 0.7890973687171936,
121
+ "covertype_test_recall": 0.7910526394844055,
122
+ "covertype_test_f1-score": 0.7892725467681885,
123
+ "covertype_test_support": 1900.0,
124
+ "covertype_test_score": 0.7910526394844055
125
+ },
126
+ "10": {
127
+ "covertype_test_loss": 0.5187162160873413,
128
+ "covertype_test_accuracy": 0.79666668176651,
129
+ "covertype_test_precision": 0.7935057282447815,
130
+ "covertype_test_recall": 0.79666668176651,
131
+ "covertype_test_f1-score": 0.7942770719528198,
132
+ "covertype_test_support": 1800.0,
133
+ "covertype_test_score": 0.79666668176651
134
+ },
135
+ "20": {
136
+ "covertype_test_loss": 0.5085495114326477,
137
+ "covertype_test_accuracy": 0.8006250262260437,
138
+ "covertype_test_precision": 0.7989212870597839,
139
+ "covertype_test_recall": 0.8006250262260437,
140
+ "covertype_test_f1-score": 0.7987136244773865,
141
+ "covertype_test_support": 1600.0,
142
+ "covertype_test_score": 0.8006250262260437
143
+ },
144
+ "50": {
145
+ "covertype_test_loss": 0.46944448351860046,
146
+ "covertype_test_accuracy": 0.800000011920929,
147
+ "covertype_test_precision": 0.800377607345581,
148
+ "covertype_test_recall": 0.800000011920929,
149
+ "covertype_test_f1-score": 0.7980070114135742,
150
+ "covertype_test_support": 1000.0,
151
+ "covertype_test_score": 0.800000011920929
152
+ }
153
+ }
154
+ },
155
+ {
156
+ "seed": 2,
157
+ "val_metrics": {
158
+ "covertype_val_loss": 0.5862288475036621,
159
+ "lr": 2.4471739379805513e-05,
160
+ "covertype_val_accuracy": 0.7677677869796753,
161
+ "covertype_val_precision": 0.7620816826820374,
162
+ "covertype_val_recall": 0.7677677869796753,
163
+ "covertype_val_f1-score": 0.763692319393158,
164
+ "covertype_val_support": 999.0,
165
+ "covertype_val_score": 0.7677677869796753
166
+ },
167
+ "test_metrics": {
168
+ "0": {
169
+ "covertype_test_loss": 0.5735887289047241,
170
+ "lr": 2.4471744836773723e-05,
171
+ "covertype_test_accuracy": 0.7854999899864197,
172
+ "covertype_test_precision": 0.7844746708869934,
173
+ "covertype_test_recall": 0.7854999899864197,
174
+ "covertype_test_f1-score": 0.7837316989898682,
175
+ "covertype_test_support": 2000.0,
176
+ "covertype_test_score": 0.7854999899864197
177
+ },
178
+ "5": {
179
+ "covertype_test_loss": 0.5417642593383789,
180
+ "covertype_test_accuracy": 0.7910526394844055,
181
+ "covertype_test_precision": 0.7899999618530273,
182
+ "covertype_test_recall": 0.7910526394844055,
183
+ "covertype_test_f1-score": 0.7893617153167725,
184
+ "covertype_test_support": 1900.0,
185
+ "covertype_test_score": 0.7910526394844055
186
+ },
187
+ "10": {
188
+ "covertype_test_loss": 0.5234380960464478,
189
+ "covertype_test_accuracy": 0.7994444370269775,
190
+ "covertype_test_precision": 0.7977012395858765,
191
+ "covertype_test_recall": 0.7994444370269775,
192
+ "covertype_test_f1-score": 0.7970684766769409,
193
+ "covertype_test_support": 1800.0,
194
+ "covertype_test_score": 0.7994444370269775
195
+ },
196
+ "20": {
197
+ "covertype_test_loss": 0.5116363763809204,
198
+ "covertype_test_accuracy": 0.8006250262260437,
199
+ "covertype_test_precision": 0.7991604804992676,
200
+ "covertype_test_recall": 0.8006250262260437,
201
+ "covertype_test_f1-score": 0.7981925010681152,
202
+ "covertype_test_support": 1600.0,
203
+ "covertype_test_score": 0.8006250262260437
204
+ },
205
+ "50": {
206
+ "covertype_test_loss": 0.46229076385498047,
207
+ "covertype_test_accuracy": 0.7990000247955322,
208
+ "covertype_test_precision": 0.8015883564949036,
209
+ "covertype_test_recall": 0.7990000247955322,
210
+ "covertype_test_f1-score": 0.7959025502204895,
211
+ "covertype_test_support": 1000.0,
212
+ "covertype_test_score": 0.7990000247955322
213
+ }
214
+ }
215
+ },
216
+ {
217
+ "seed": 3,
218
+ "val_metrics": {
219
+ "covertype_val_loss": 0.5796397924423218,
220
+ "lr": 0.0,
221
+ "covertype_val_accuracy": 0.7687687873840332,
222
+ "covertype_val_precision": 0.7618412375450134,
223
+ "covertype_val_recall": 0.7687687873840332,
224
+ "covertype_val_f1-score": 0.7619720101356506,
225
+ "covertype_val_support": 999.0,
226
+ "covertype_val_score": 0.7687687873840332
227
+ },
228
+ "test_metrics": {
229
+ "0": {
230
+ "covertype_test_loss": 0.5808490514755249,
231
+ "lr": 0.0,
232
+ "covertype_test_accuracy": 0.7875000238418579,
233
+ "covertype_test_precision": 0.7865710854530334,
234
+ "covertype_test_recall": 0.7875000238418579,
235
+ "covertype_test_f1-score": 0.7854031324386597,
236
+ "covertype_test_support": 2000.0,
237
+ "covertype_test_score": 0.7875000238418579
238
+ },
239
+ "5": {
240
+ "covertype_test_loss": 0.5393710732460022,
241
+ "covertype_test_accuracy": 0.7921052575111389,
242
+ "covertype_test_precision": 0.7902202606201172,
243
+ "covertype_test_recall": 0.7921052575111389,
244
+ "covertype_test_f1-score": 0.7904020547866821,
245
+ "covertype_test_support": 1900.0,
246
+ "covertype_test_score": 0.7921052575111389
247
+ },
248
+ "10": {
249
+ "covertype_test_loss": 0.516981840133667,
250
+ "covertype_test_accuracy": 0.7983333468437195,
251
+ "covertype_test_precision": 0.7950117588043213,
252
+ "covertype_test_recall": 0.7983333468437195,
253
+ "covertype_test_f1-score": 0.7960129380226135,
254
+ "covertype_test_support": 1800.0,
255
+ "covertype_test_score": 0.7983333468437195
256
+ },
257
+ "20": {
258
+ "covertype_test_loss": 0.49868854880332947,
259
+ "covertype_test_accuracy": 0.8018749952316284,
260
+ "covertype_test_precision": 0.8004124760627747,
261
+ "covertype_test_recall": 0.8018749952316284,
262
+ "covertype_test_f1-score": 0.8000568747520447,
263
+ "covertype_test_support": 1600.0,
264
+ "covertype_test_score": 0.8018749952316284
265
+ },
266
+ "50": {
267
+ "covertype_test_loss": 0.4533931314945221,
268
+ "covertype_test_accuracy": 0.8050000071525574,
269
+ "covertype_test_precision": 0.8040634393692017,
270
+ "covertype_test_recall": 0.8050000071525574,
271
+ "covertype_test_f1-score": 0.8029884099960327,
272
+ "covertype_test_support": 1000.0,
273
+ "covertype_test_score": 0.8050000071525574
274
+ }
275
+ }
276
+ },
277
+ {
278
+ "seed": 4,
279
+ "val_metrics": {
280
+ "covertype_val_loss": 0.5574451088905334,
281
+ "lr": 9.866357686405536e-07,
282
+ "covertype_val_accuracy": 0.7777777910232544,
283
+ "covertype_val_precision": 0.7706194519996643,
284
+ "covertype_val_recall": 0.7777777910232544,
285
+ "covertype_val_f1-score": 0.7725890874862671,
286
+ "covertype_val_support": 999.0,
287
+ "covertype_val_score": 0.7777777910232544
288
+ },
289
+ "test_metrics": {
290
+ "0": {
291
+ "covertype_test_loss": 0.5483801364898682,
292
+ "lr": 9.866358823273913e-07,
293
+ "covertype_test_accuracy": 0.7960000038146973,
294
+ "covertype_test_precision": 0.7956929206848145,
295
+ "covertype_test_recall": 0.7960000038146973,
296
+ "covertype_test_f1-score": 0.7940539717674255,
297
+ "covertype_test_support": 2000.0,
298
+ "covertype_test_score": 0.7960000038146973
299
+ },
300
+ "5": {
301
+ "covertype_test_loss": 0.5162187218666077,
302
+ "covertype_test_accuracy": 0.801578938961029,
303
+ "covertype_test_precision": 0.8021175265312195,
304
+ "covertype_test_recall": 0.801578938961029,
305
+ "covertype_test_f1-score": 0.8005831241607666,
306
+ "covertype_test_support": 1900.0,
307
+ "covertype_test_score": 0.801578938961029
308
+ },
309
+ "10": {
310
+ "covertype_test_loss": 0.5002922415733337,
311
+ "covertype_test_accuracy": 0.8105555772781372,
312
+ "covertype_test_precision": 0.8094671368598938,
313
+ "covertype_test_recall": 0.8105555772781372,
314
+ "covertype_test_f1-score": 0.8087565898895264,
315
+ "covertype_test_support": 1800.0,
316
+ "covertype_test_score": 0.8105555772781372
317
+ },
318
+ "20": {
319
+ "covertype_test_loss": 0.4906747341156006,
320
+ "covertype_test_accuracy": 0.8131250143051147,
321
+ "covertype_test_precision": 0.8127887845039368,
322
+ "covertype_test_recall": 0.8131250143051147,
323
+ "covertype_test_f1-score": 0.8119770884513855,
324
+ "covertype_test_support": 1600.0,
325
+ "covertype_test_score": 0.8131250143051147
326
+ },
327
+ "50": {
328
+ "covertype_test_loss": 0.4467577040195465,
329
+ "covertype_test_accuracy": 0.8220000267028809,
330
+ "covertype_test_precision": 0.8216438293457031,
331
+ "covertype_test_recall": 0.8220000267028809,
332
+ "covertype_test_f1-score": 0.8200432062149048,
333
+ "covertype_test_support": 1000.0,
334
+ "covertype_test_score": 0.8220000267028809
335
+ }
336
+ }
337
+ }
338
+ ],
339
+ "summary": {
340
+ "0": {
341
+ "covertype_test_loss": {
342
+ "mean": 0.5642300963401794,
343
+ "std": 0.012918669243420233,
344
+ "n": 5,
345
+ "ci95": 0.01603807495147492
346
+ },
347
+ "lr": {
348
+ "mean": 8.233359335463319e-06,
349
+ "std": 1.1265578634744769e-05,
350
+ "n": 5,
351
+ "ci95": 1.398582091632964e-05
352
+ },
353
+ "covertype_test_accuracy": {
354
+ "mean": 0.7896000146865845,
355
+ "std": 0.005067051649815662,
356
+ "n": 5,
357
+ "ci95": 0.0062905669780290024
358
+ },
359
+ "covertype_test_precision": {
360
+ "mean": 0.7890506267547608,
361
+ "std": 0.005341886208669966,
362
+ "n": 5,
363
+ "ci95": 0.006631764447451473
364
+ },
365
+ "covertype_test_recall": {
366
+ "mean": 0.7896000146865845,
367
+ "std": 0.005067051649815662,
368
+ "n": 5,
369
+ "ci95": 0.0062905669780290024
370
+ },
371
+ "covertype_test_f1-score": {
372
+ "mean": 0.787837290763855,
373
+ "std": 0.005142684448845388,
374
+ "n": 5,
375
+ "ci95": 0.006384462446422265
376
+ },
377
+ "covertype_test_support": {
378
+ "mean": 2000.0,
379
+ "std": 0.0,
380
+ "n": 5,
381
+ "ci95": 0.0
382
+ },
383
+ "covertype_test_score": {
384
+ "mean": 0.7896000146865845,
385
+ "std": 0.005067051649815662,
386
+ "n": 5,
387
+ "ci95": 0.0062905669780290024
388
+ }
389
+ },
390
+ "5": {
391
+ "covertype_test_loss": {
392
+ "mean": 0.5332629919052124,
393
+ "std": 0.010062880257054752,
394
+ "n": 5,
395
+ "ci95": 0.012492713045700158
396
+ },
397
+ "covertype_test_accuracy": {
398
+ "mean": 0.7954736828804017,
399
+ "std": 0.005589853363616316,
400
+ "n": 5,
401
+ "ci95": 0.006939606976863633
402
+ },
403
+ "covertype_test_precision": {
404
+ "mean": 0.7946972370147705,
405
+ "std": 0.00675658481917152,
406
+ "n": 5,
407
+ "ci95": 0.008388063174623189
408
+ },
409
+ "covertype_test_recall": {
410
+ "mean": 0.7954736828804017,
411
+ "std": 0.005589853363616316,
412
+ "n": 5,
413
+ "ci95": 0.006939606976863633
414
+ },
415
+ "covertype_test_f1-score": {
416
+ "mean": 0.7940146803855896,
417
+ "std": 0.005953943357310912,
418
+ "n": 5,
419
+ "ci95": 0.007391611939443664
420
+ },
421
+ "covertype_test_support": {
422
+ "mean": 1900.0,
423
+ "std": 0.0,
424
+ "n": 5,
425
+ "ci95": 0.0
426
+ },
427
+ "covertype_test_score": {
428
+ "mean": 0.7954736828804017,
429
+ "std": 0.005589853363616316,
430
+ "n": 5,
431
+ "ci95": 0.006939606976863633
432
+ }
433
+ },
434
+ "10": {
435
+ "covertype_test_loss": {
436
+ "mean": 0.5151282548904419,
437
+ "std": 0.008755661139263323,
438
+ "n": 5,
439
+ "ci95": 0.010869846340616121
440
+ },
441
+ "covertype_test_accuracy": {
442
+ "mean": 0.803000009059906,
443
+ "std": 0.006719698299903568,
444
+ "n": 5,
445
+ "ci95": 0.008342269854152524
446
+ },
447
+ "covertype_test_precision": {
448
+ "mean": 0.8009045243263244,
449
+ "std": 0.007680601680617819,
450
+ "n": 5,
451
+ "ci95": 0.009535197713101308
452
+ },
453
+ "covertype_test_recall": {
454
+ "mean": 0.803000009059906,
455
+ "std": 0.006719698299903568,
456
+ "n": 5,
457
+ "ci95": 0.008342269854152524
458
+ },
459
+ "covertype_test_f1-score": {
460
+ "mean": 0.8008220195770264,
461
+ "std": 0.006972482511368648,
462
+ "n": 5,
463
+ "ci95": 0.008656092590352023
464
+ },
465
+ "covertype_test_support": {
466
+ "mean": 1800.0,
467
+ "std": 0.0,
468
+ "n": 5,
469
+ "ci95": 0.0
470
+ },
471
+ "covertype_test_score": {
472
+ "mean": 0.803000009059906,
473
+ "std": 0.006719698299903568,
474
+ "n": 5,
475
+ "ci95": 0.008342269854152524
476
+ }
477
+ },
478
+ "20": {
479
+ "covertype_test_loss": {
480
+ "mean": 0.5034209787845612,
481
+ "std": 0.008598740645842753,
482
+ "n": 5,
483
+ "ci95": 0.010675035049493135
484
+ },
485
+ "covertype_test_accuracy": {
486
+ "mean": 0.8056250095367432,
487
+ "std": 0.006312181615853044,
488
+ "n": 5,
489
+ "ci95": 0.007836352177987262
490
+ },
491
+ "covertype_test_precision": {
492
+ "mean": 0.8044242978096008,
493
+ "std": 0.006804258589529633,
494
+ "n": 5,
495
+ "ci95": 0.008447248489133214
496
+ },
497
+ "covertype_test_recall": {
498
+ "mean": 0.8056250095367432,
499
+ "std": 0.006312181615853044,
500
+ "n": 5,
501
+ "ci95": 0.007836352177987262
502
+ },
503
+ "covertype_test_f1-score": {
504
+ "mean": 0.8038717031478881,
505
+ "std": 0.006744792278369412,
506
+ "n": 5,
507
+ "ci95": 0.008373423148650787
508
+ },
509
+ "covertype_test_support": {
510
+ "mean": 1600.0,
511
+ "std": 0.0,
512
+ "n": 5,
513
+ "ci95": 0.0
514
+ },
515
+ "covertype_test_score": {
516
+ "mean": 0.8056250095367432,
517
+ "std": 0.006312181615853044,
518
+ "n": 5,
519
+ "ci95": 0.007836352177987262
520
+ }
521
+ },
522
+ "50": {
523
+ "covertype_test_loss": {
524
+ "mean": 0.4589717984199524,
525
+ "std": 0.008902347709907936,
526
+ "n": 5,
527
+ "ci95": 0.011051952575402755
528
+ },
529
+ "covertype_test_accuracy": {
530
+ "mean": 0.8094000101089478,
531
+ "std": 0.011282723579447056,
532
+ "n": 5,
533
+ "ci95": 0.014007105764094764
534
+ },
535
+ "covertype_test_precision": {
536
+ "mean": 0.8097099900245667,
537
+ "std": 0.01063073559214432,
538
+ "n": 5,
539
+ "ci95": 0.013197685535834926
540
+ },
541
+ "covertype_test_recall": {
542
+ "mean": 0.8094000101089478,
543
+ "std": 0.011282723579447056,
544
+ "n": 5,
545
+ "ci95": 0.014007105764094764
546
+ },
547
+ "covertype_test_f1-score": {
548
+ "mean": 0.8070678472518921,
549
+ "std": 0.01140326748590378,
550
+ "n": 5,
551
+ "ci95": 0.014156756797824974
552
+ },
553
+ "covertype_test_support": {
554
+ "mean": 1000.0,
555
+ "std": 0.0,
556
+ "n": 5,
557
+ "ci95": 0.0
558
+ },
559
+ "covertype_test_score": {
560
+ "mean": 0.8094000101089478,
561
+ "std": 0.011282723579447056,
562
+ "n": 5,
563
+ "ci95": 0.014007105764094764
564
+ }
565
+ }
566
+ }
567
+ }
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/downstream_results/fttransformer_covertype_downstream_results.json ADDED
@@ -0,0 +1,567 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "dataset": "covertype",
3
+ "model": "fttransformer",
4
+ "config": {
5
+ "script_path": "src/run_benchmark.py",
6
+ "folder_name": "/tmp/tmp102tnz6o",
7
+ "data_path": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/baselines/Var-T-JEPA/datasets/subset_views/size_10000",
8
+ "data_set": "covertype",
9
+ "model_name": "fttransformer",
10
+ "using_embedding": true,
11
+ "emb_train": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/embedding.npy",
12
+ "emb_test": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/embedding.npy",
13
+ "uncertainty_test": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/uncertainty.npy",
14
+ "use_split_assignments": true,
15
+ "exp_train_total_epochs": 50,
16
+ "split_config_file": "/tmp/tmp102tnz6o/split_data/split_config.json",
17
+ "sigma_aggregation": "mean",
18
+ "lr": 0.001,
19
+ "weight_decay": 0.01,
20
+ "batch_size": 128,
21
+ "exp_patience": 16,
22
+ "encoder_type": "linear_flatten",
23
+ "n_blocks": 3,
24
+ "d_block": 128,
25
+ "attention_n_heads": 4,
26
+ "attention_dropout": 0.1,
27
+ "ffn_d_hidden_multiplier": 2.0,
28
+ "ffn_dropout": 0.1,
29
+ "residual_dropout": 0.0,
30
+ "filter_uncertainty": true
31
+ },
32
+ "runs": [
33
+ {
34
+ "seed": 0,
35
+ "val_metrics": {
36
+ "covertype_val_loss": 0.592303991317749,
37
+ "lr": 0.0,
38
+ "covertype_val_accuracy": 0.759759783744812,
39
+ "covertype_val_precision": 0.7567684054374695,
40
+ "covertype_val_recall": 0.759759783744812,
41
+ "covertype_val_f1-score": 0.7518698573112488,
42
+ "covertype_val_support": 999.0,
43
+ "covertype_val_score": 0.759759783744812
44
+ },
45
+ "test_metrics": {
46
+ "0": {
47
+ "covertype_test_loss": 0.5710654854774475,
48
+ "lr": 0.0,
49
+ "covertype_test_accuracy": 0.75,
50
+ "covertype_test_precision": 0.752081573009491,
51
+ "covertype_test_recall": 0.75,
52
+ "covertype_test_f1-score": 0.7442474365234375,
53
+ "covertype_test_support": 2000.0,
54
+ "covertype_test_score": 0.75
55
+ },
56
+ "5": {
57
+ "covertype_test_loss": 0.5546116828918457,
58
+ "covertype_test_accuracy": 0.7557894587516785,
59
+ "covertype_test_precision": 0.756767988204956,
60
+ "covertype_test_recall": 0.7557894587516785,
61
+ "covertype_test_f1-score": 0.7512852549552917,
62
+ "covertype_test_support": 1900.0,
63
+ "covertype_test_score": 0.7557894587516785
64
+ },
65
+ "10": {
66
+ "covertype_test_loss": 0.542330801486969,
67
+ "covertype_test_accuracy": 0.7594444155693054,
68
+ "covertype_test_precision": 0.7596036195755005,
69
+ "covertype_test_recall": 0.7594444155693054,
70
+ "covertype_test_f1-score": 0.7545623779296875,
71
+ "covertype_test_support": 1800.0,
72
+ "covertype_test_score": 0.7594444155693054
73
+ },
74
+ "20": {
75
+ "covertype_test_loss": 0.5318052172660828,
76
+ "covertype_test_accuracy": 0.7643749713897705,
77
+ "covertype_test_precision": 0.7664948105812073,
78
+ "covertype_test_recall": 0.7643749713897705,
79
+ "covertype_test_f1-score": 0.7603474259376526,
80
+ "covertype_test_support": 1600.0,
81
+ "covertype_test_score": 0.7643749713897705
82
+ },
83
+ "50": {
84
+ "covertype_test_loss": 0.5065582394599915,
85
+ "covertype_test_accuracy": 0.7710000276565552,
86
+ "covertype_test_precision": 0.7735205888748169,
87
+ "covertype_test_recall": 0.7710000276565552,
88
+ "covertype_test_f1-score": 0.7688266038894653,
89
+ "covertype_test_support": 1000.0,
90
+ "covertype_test_score": 0.7710000276565552
91
+ }
92
+ }
93
+ },
94
+ {
95
+ "seed": 1,
96
+ "val_metrics": {
97
+ "covertype_val_loss": 0.5969443917274475,
98
+ "lr": 0.0,
99
+ "covertype_val_accuracy": 0.7627627849578857,
100
+ "covertype_val_precision": 0.7549804449081421,
101
+ "covertype_val_recall": 0.7627627849578857,
102
+ "covertype_val_f1-score": 0.756070613861084,
103
+ "covertype_val_support": 999.0,
104
+ "covertype_val_score": 0.7627627849578857
105
+ },
106
+ "test_metrics": {
107
+ "0": {
108
+ "covertype_test_loss": 0.5925062298774719,
109
+ "lr": 0.0,
110
+ "covertype_test_accuracy": 0.7440000176429749,
111
+ "covertype_test_precision": 0.7420775890350342,
112
+ "covertype_test_recall": 0.7440000176429749,
113
+ "covertype_test_f1-score": 0.7405252456665039,
114
+ "covertype_test_support": 2000.0,
115
+ "covertype_test_score": 0.7440000176429749
116
+ },
117
+ "5": {
118
+ "covertype_test_loss": 0.5747191905975342,
119
+ "covertype_test_accuracy": 0.7510526180267334,
120
+ "covertype_test_precision": 0.7500605583190918,
121
+ "covertype_test_recall": 0.7510526180267334,
122
+ "covertype_test_f1-score": 0.7487537860870361,
123
+ "covertype_test_support": 1900.0,
124
+ "covertype_test_score": 0.7510526180267334
125
+ },
126
+ "10": {
127
+ "covertype_test_loss": 0.5620563626289368,
128
+ "covertype_test_accuracy": 0.7583333253860474,
129
+ "covertype_test_precision": 0.7556546330451965,
130
+ "covertype_test_recall": 0.7583333253860474,
131
+ "covertype_test_f1-score": 0.7551296353340149,
132
+ "covertype_test_support": 1800.0,
133
+ "covertype_test_score": 0.7583333253860474
134
+ },
135
+ "20": {
136
+ "covertype_test_loss": 0.5426440834999084,
137
+ "covertype_test_accuracy": 0.7618749737739563,
138
+ "covertype_test_precision": 0.7591427564620972,
139
+ "covertype_test_recall": 0.7618749737739563,
140
+ "covertype_test_f1-score": 0.7588258385658264,
141
+ "covertype_test_support": 1600.0,
142
+ "covertype_test_score": 0.7618749737739563
143
+ },
144
+ "50": {
145
+ "covertype_test_loss": 0.5124461054801941,
146
+ "covertype_test_accuracy": 0.7699999809265137,
147
+ "covertype_test_precision": 0.76762855052948,
148
+ "covertype_test_recall": 0.7699999809265137,
149
+ "covertype_test_f1-score": 0.7672595977783203,
150
+ "covertype_test_support": 1000.0,
151
+ "covertype_test_score": 0.7699999809265137
152
+ }
153
+ }
154
+ },
155
+ {
156
+ "seed": 2,
157
+ "val_metrics": {
158
+ "covertype_val_loss": 0.5877148509025574,
159
+ "lr": 0.0,
160
+ "covertype_val_accuracy": 0.7517517805099487,
161
+ "covertype_val_precision": 0.7449909448623657,
162
+ "covertype_val_recall": 0.7517517805099487,
163
+ "covertype_val_f1-score": 0.7450306415557861,
164
+ "covertype_val_support": 999.0,
165
+ "covertype_val_score": 0.7517517805099487
166
+ },
167
+ "test_metrics": {
168
+ "0": {
169
+ "covertype_test_loss": 0.5690605044364929,
170
+ "lr": 0.0,
171
+ "covertype_test_accuracy": 0.7534999847412109,
172
+ "covertype_test_precision": 0.756317138671875,
173
+ "covertype_test_recall": 0.7534999847412109,
174
+ "covertype_test_f1-score": 0.7493261694908142,
175
+ "covertype_test_support": 2000.0,
176
+ "covertype_test_score": 0.7534999847412109
177
+ },
178
+ "5": {
179
+ "covertype_test_loss": 0.5543461441993713,
180
+ "covertype_test_accuracy": 0.7594736814498901,
181
+ "covertype_test_precision": 0.7629244327545166,
182
+ "covertype_test_recall": 0.7594736814498901,
183
+ "covertype_test_f1-score": 0.7561254501342773,
184
+ "covertype_test_support": 1900.0,
185
+ "covertype_test_score": 0.7594736814498901
186
+ },
187
+ "10": {
188
+ "covertype_test_loss": 0.540648877620697,
189
+ "covertype_test_accuracy": 0.7633333206176758,
190
+ "covertype_test_precision": 0.7655894756317139,
191
+ "covertype_test_recall": 0.7633333206176758,
192
+ "covertype_test_f1-score": 0.7592752575874329,
193
+ "covertype_test_support": 1800.0,
194
+ "covertype_test_score": 0.7633333206176758
195
+ },
196
+ "20": {
197
+ "covertype_test_loss": 0.5276443362236023,
198
+ "covertype_test_accuracy": 0.768750011920929,
199
+ "covertype_test_precision": 0.7709870338439941,
200
+ "covertype_test_recall": 0.768750011920929,
201
+ "covertype_test_f1-score": 0.7649916410446167,
202
+ "covertype_test_support": 1600.0,
203
+ "covertype_test_score": 0.768750011920929
204
+ },
205
+ "50": {
206
+ "covertype_test_loss": 0.506098747253418,
207
+ "covertype_test_accuracy": 0.777999997138977,
208
+ "covertype_test_precision": 0.777683675289154,
209
+ "covertype_test_recall": 0.777999997138977,
210
+ "covertype_test_f1-score": 0.7757264375686646,
211
+ "covertype_test_support": 1000.0,
212
+ "covertype_test_score": 0.777999997138977
213
+ }
214
+ }
215
+ },
216
+ {
217
+ "seed": 3,
218
+ "val_metrics": {
219
+ "covertype_val_loss": 0.5923956036567688,
220
+ "lr": 0.0,
221
+ "covertype_val_accuracy": 0.7457457184791565,
222
+ "covertype_val_precision": 0.737766444683075,
223
+ "covertype_val_recall": 0.7457457184791565,
224
+ "covertype_val_f1-score": 0.7382081747055054,
225
+ "covertype_val_support": 999.0,
226
+ "covertype_val_score": 0.7457457184791565
227
+ },
228
+ "test_metrics": {
229
+ "0": {
230
+ "covertype_test_loss": 0.5879599452018738,
231
+ "lr": 0.0,
232
+ "covertype_test_accuracy": 0.7509999871253967,
233
+ "covertype_test_precision": 0.7559978365898132,
234
+ "covertype_test_recall": 0.7509999871253967,
235
+ "covertype_test_f1-score": 0.7464087605476379,
236
+ "covertype_test_support": 2000.0,
237
+ "covertype_test_score": 0.7509999871253967
238
+ },
239
+ "5": {
240
+ "covertype_test_loss": 0.5691677331924438,
241
+ "covertype_test_accuracy": 0.75789475440979,
242
+ "covertype_test_precision": 0.761281430721283,
243
+ "covertype_test_recall": 0.75789475440979,
244
+ "covertype_test_f1-score": 0.7544566988945007,
245
+ "covertype_test_support": 1900.0,
246
+ "covertype_test_score": 0.75789475440979
247
+ },
248
+ "10": {
249
+ "covertype_test_loss": 0.5564242601394653,
250
+ "covertype_test_accuracy": 0.7616666555404663,
251
+ "covertype_test_precision": 0.7637640237808228,
252
+ "covertype_test_recall": 0.7616666555404663,
253
+ "covertype_test_f1-score": 0.7579340934753418,
254
+ "covertype_test_support": 1800.0,
255
+ "covertype_test_score": 0.7616666555404663
256
+ },
257
+ "20": {
258
+ "covertype_test_loss": 0.5510652661323547,
259
+ "covertype_test_accuracy": 0.7637500166893005,
260
+ "covertype_test_precision": 0.7680882811546326,
261
+ "covertype_test_recall": 0.7637500166893005,
262
+ "covertype_test_f1-score": 0.7609916925430298,
263
+ "covertype_test_support": 1600.0,
264
+ "covertype_test_score": 0.7637500166893005
265
+ },
266
+ "50": {
267
+ "covertype_test_loss": 0.5216240882873535,
268
+ "covertype_test_accuracy": 0.7630000114440918,
269
+ "covertype_test_precision": 0.7646085619926453,
270
+ "covertype_test_recall": 0.7630000114440918,
271
+ "covertype_test_f1-score": 0.7608405351638794,
272
+ "covertype_test_support": 1000.0,
273
+ "covertype_test_score": 0.7630000114440918
274
+ }
275
+ }
276
+ },
277
+ {
278
+ "seed": 4,
279
+ "val_metrics": {
280
+ "covertype_val_loss": 0.5923006534576416,
281
+ "lr": 0.0,
282
+ "covertype_val_accuracy": 0.7527527809143066,
283
+ "covertype_val_precision": 0.753412127494812,
284
+ "covertype_val_recall": 0.7527527809143066,
285
+ "covertype_val_f1-score": 0.747797966003418,
286
+ "covertype_val_support": 999.0,
287
+ "covertype_val_score": 0.7527527809143066
288
+ },
289
+ "test_metrics": {
290
+ "0": {
291
+ "covertype_test_loss": 0.5718924403190613,
292
+ "lr": 0.0,
293
+ "covertype_test_accuracy": 0.7475000023841858,
294
+ "covertype_test_precision": 0.7519591450691223,
295
+ "covertype_test_recall": 0.7475000023841858,
296
+ "covertype_test_f1-score": 0.744210958480835,
297
+ "covertype_test_support": 2000.0,
298
+ "covertype_test_score": 0.7475000023841858
299
+ },
300
+ "5": {
301
+ "covertype_test_loss": 0.5570871233940125,
302
+ "covertype_test_accuracy": 0.7542105317115784,
303
+ "covertype_test_precision": 0.7574976086616516,
304
+ "covertype_test_recall": 0.7542105317115784,
305
+ "covertype_test_f1-score": 0.7516617178916931,
306
+ "covertype_test_support": 1900.0,
307
+ "covertype_test_score": 0.7542105317115784
308
+ },
309
+ "10": {
310
+ "covertype_test_loss": 0.5433500409126282,
311
+ "covertype_test_accuracy": 0.7594444155693054,
312
+ "covertype_test_precision": 0.7610765695571899,
313
+ "covertype_test_recall": 0.7594444155693054,
314
+ "covertype_test_f1-score": 0.7561647295951843,
315
+ "covertype_test_support": 1800.0,
316
+ "covertype_test_score": 0.7594444155693054
317
+ },
318
+ "20": {
319
+ "covertype_test_loss": 0.5271327495574951,
320
+ "covertype_test_accuracy": 0.7618749737739563,
321
+ "covertype_test_precision": 0.7658497095108032,
322
+ "covertype_test_recall": 0.7618749737739563,
323
+ "covertype_test_f1-score": 0.7597895264625549,
324
+ "covertype_test_support": 1600.0,
325
+ "covertype_test_score": 0.7618749737739563
326
+ },
327
+ "50": {
328
+ "covertype_test_loss": 0.5041751265525818,
329
+ "covertype_test_accuracy": 0.7590000033378601,
330
+ "covertype_test_precision": 0.7625321745872498,
331
+ "covertype_test_recall": 0.7590000033378601,
332
+ "covertype_test_f1-score": 0.7576671242713928,
333
+ "covertype_test_support": 1000.0,
334
+ "covertype_test_score": 0.7590000033378601
335
+ }
336
+ }
337
+ }
338
+ ],
339
+ "summary": {
340
+ "0": {
341
+ "covertype_test_loss": {
342
+ "mean": 0.5784969210624695,
343
+ "std": 0.010882335673241764,
344
+ "n": 5,
345
+ "ci95": 0.013510038215697302
346
+ },
347
+ "lr": {
348
+ "mean": 0.0,
349
+ "std": 0.0,
350
+ "n": 5,
351
+ "ci95": 0.0
352
+ },
353
+ "covertype_test_accuracy": {
354
+ "mean": 0.7491999983787536,
355
+ "std": 0.003615924184540327,
356
+ "n": 5,
357
+ "ci95": 0.004489043104810927
358
+ },
359
+ "covertype_test_precision": {
360
+ "mean": 0.7516866564750672,
361
+ "std": 0.005757430536421819,
362
+ "n": 5,
363
+ "ci95": 0.007147648161831641
364
+ },
365
+ "covertype_test_recall": {
366
+ "mean": 0.7491999983787536,
367
+ "std": 0.003615924184540327,
368
+ "n": 5,
369
+ "ci95": 0.004489043104810927
370
+ },
371
+ "covertype_test_f1-score": {
372
+ "mean": 0.7449437141418457,
373
+ "std": 0.0032363896901121225,
374
+ "n": 5,
375
+ "ci95": 0.004017864336037206
376
+ },
377
+ "covertype_test_support": {
378
+ "mean": 2000.0,
379
+ "std": 0.0,
380
+ "n": 5,
381
+ "ci95": 0.0
382
+ },
383
+ "covertype_test_score": {
384
+ "mean": 0.7491999983787536,
385
+ "std": 0.003615924184540327,
386
+ "n": 5,
387
+ "ci95": 0.004489043104810927
388
+ }
389
+ },
390
+ "5": {
391
+ "covertype_test_loss": {
392
+ "mean": 0.5619863748550415,
393
+ "std": 0.009360266759082105,
394
+ "n": 5,
395
+ "ci95": 0.01162044302081794
396
+ },
397
+ "covertype_test_accuracy": {
398
+ "mean": 0.755684208869934,
399
+ "std": 0.003274181182429542,
400
+ "n": 5,
401
+ "ci95": 0.00406478114882143
402
+ },
403
+ "covertype_test_precision": {
404
+ "mean": 0.7577064037322998,
405
+ "std": 0.0049847722118170935,
406
+ "n": 5,
407
+ "ci95": 0.00618841994037972
408
+ },
409
+ "covertype_test_recall": {
410
+ "mean": 0.755684208869934,
411
+ "std": 0.003274181182429542,
412
+ "n": 5,
413
+ "ci95": 0.00406478114882143
414
+ },
415
+ "covertype_test_f1-score": {
416
+ "mean": 0.7524565815925598,
417
+ "std": 0.002879912088405804,
418
+ "n": 5,
419
+ "ci95": 0.0035753098912285923
420
+ },
421
+ "covertype_test_support": {
422
+ "mean": 1900.0,
423
+ "std": 0.0,
424
+ "n": 5,
425
+ "ci95": 0.0
426
+ },
427
+ "covertype_test_score": {
428
+ "mean": 0.755684208869934,
429
+ "std": 0.003274181182429542,
430
+ "n": 5,
431
+ "ci95": 0.00406478114882143
432
+ }
433
+ },
434
+ "10": {
435
+ "covertype_test_loss": {
436
+ "mean": 0.5489620685577392,
437
+ "std": 0.009640053698430264,
438
+ "n": 5,
439
+ "ci95": 0.01196778869699856
440
+ },
441
+ "covertype_test_accuracy": {
442
+ "mean": 0.7604444265365601,
443
+ "std": 0.002018436566184968,
444
+ "n": 5,
445
+ "ci95": 0.002505818232768819
446
+ },
447
+ "covertype_test_precision": {
448
+ "mean": 0.7611376643180847,
449
+ "std": 0.003845030746990167,
450
+ "n": 5,
451
+ "ci95": 0.004773470869870147
452
+ },
453
+ "covertype_test_recall": {
454
+ "mean": 0.7604444265365601,
455
+ "std": 0.002018436566184968,
456
+ "n": 5,
457
+ "ci95": 0.002505818232768819
458
+ },
459
+ "covertype_test_f1-score": {
460
+ "mean": 0.7566132187843323,
461
+ "std": 0.0019646418984436468,
462
+ "n": 5,
463
+ "ci95": 0.0024390340387494217
464
+ },
465
+ "covertype_test_support": {
466
+ "mean": 1800.0,
467
+ "std": 0.0,
468
+ "n": 5,
469
+ "ci95": 0.0
470
+ },
471
+ "covertype_test_score": {
472
+ "mean": 0.7604444265365601,
473
+ "std": 0.002018436566184968,
474
+ "n": 5,
475
+ "ci95": 0.002505818232768819
476
+ }
477
+ },
478
+ "20": {
479
+ "covertype_test_loss": {
480
+ "mean": 0.5360583305358887,
481
+ "std": 0.0104538333480406,
482
+ "n": 5,
483
+ "ci95": 0.012978067601776848
484
+ },
485
+ "covertype_test_accuracy": {
486
+ "mean": 0.7641249895095825,
487
+ "std": 0.00281598426322665,
488
+ "n": 5,
489
+ "ci95": 0.0034959457375073983
490
+ },
491
+ "covertype_test_precision": {
492
+ "mean": 0.7661125183105468,
493
+ "std": 0.004371994298127078,
494
+ "n": 5,
495
+ "ci95": 0.005427677643848334
496
+ },
497
+ "covertype_test_recall": {
498
+ "mean": 0.7641249895095825,
499
+ "std": 0.00281598426322665,
500
+ "n": 5,
501
+ "ci95": 0.0034959457375073983
502
+ },
503
+ "covertype_test_f1-score": {
504
+ "mean": 0.7609892249107361,
505
+ "std": 0.002374382223006539,
506
+ "n": 5,
507
+ "ci95": 0.0029477122866524174
508
+ },
509
+ "covertype_test_support": {
510
+ "mean": 1600.0,
511
+ "std": 0.0,
512
+ "n": 5,
513
+ "ci95": 0.0
514
+ },
515
+ "covertype_test_score": {
516
+ "mean": 0.7641249895095825,
517
+ "std": 0.00281598426322665,
518
+ "n": 5,
519
+ "ci95": 0.0034959457375073983
520
+ }
521
+ },
522
+ "50": {
523
+ "covertype_test_loss": {
524
+ "mean": 0.5101804614067078,
525
+ "std": 0.007105185926873792,
526
+ "n": 5,
527
+ "ci95": 0.008820839228266932
528
+ },
529
+ "covertype_test_accuracy": {
530
+ "mean": 0.7682000041007996,
531
+ "std": 0.007395942294632284,
532
+ "n": 5,
533
+ "ci95": 0.00918180306524297
534
+ },
535
+ "covertype_test_precision": {
536
+ "mean": 0.7691947102546692,
537
+ "std": 0.006297831906272657,
538
+ "n": 5,
539
+ "ci95": 0.007818537516628131
540
+ },
541
+ "covertype_test_recall": {
542
+ "mean": 0.7682000041007996,
543
+ "std": 0.007395942294632284,
544
+ "n": 5,
545
+ "ci95": 0.00918180306524297
546
+ },
547
+ "covertype_test_f1-score": {
548
+ "mean": 0.7660640597343444,
549
+ "std": 0.00707488941510702,
550
+ "n": 5,
551
+ "ci95": 0.008783227171070622
552
+ },
553
+ "covertype_test_support": {
554
+ "mean": 1000.0,
555
+ "std": 0.0,
556
+ "n": 5,
557
+ "ci95": 0.0
558
+ },
559
+ "covertype_test_score": {
560
+ "mean": 0.7682000041007996,
561
+ "std": 0.007395942294632284,
562
+ "n": 5,
563
+ "ci95": 0.00918180306524297
564
+ }
565
+ }
566
+ }
567
+ }
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/downstream_results/mlp_covertype_downstream_results.json ADDED
@@ -0,0 +1,563 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "dataset": "covertype",
3
+ "model": "mlp",
4
+ "config": {
5
+ "script_path": "src/run_benchmark.py",
6
+ "folder_name": "/tmp/tmp7fa865j9",
7
+ "data_path": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/baselines/Var-T-JEPA/datasets/subset_views/size_10000",
8
+ "data_set": "covertype",
9
+ "model_name": "mlp",
10
+ "using_embedding": true,
11
+ "emb_train": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/embedding.npy",
12
+ "emb_test": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/embedding.npy",
13
+ "uncertainty_test": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/uncertainty.npy",
14
+ "use_split_assignments": true,
15
+ "exp_train_total_epochs": 50,
16
+ "split_config_file": "/tmp/tmp7fa865j9/split_data/split_config.json",
17
+ "sigma_aggregation": "mean",
18
+ "lr": 0.001,
19
+ "weight_decay": 0.01,
20
+ "batch_size": 128,
21
+ "exp_patience": 16,
22
+ "encoder_type": "linear_flatten",
23
+ "n_hidden": 2,
24
+ "hidden_dim": 128,
25
+ "dropout": 0.1,
26
+ "filter_uncertainty": true
27
+ },
28
+ "runs": [
29
+ {
30
+ "seed": 0,
31
+ "val_metrics": {
32
+ "covertype_val_loss": 0.6645206212997437,
33
+ "lr": 0.0010000000474974513,
34
+ "covertype_val_accuracy": 0.7257257103919983,
35
+ "covertype_val_precision": 0.7239595651626587,
36
+ "covertype_val_recall": 0.7257257103919983,
37
+ "covertype_val_f1-score": 0.7025399804115295,
38
+ "covertype_val_support": 999.0,
39
+ "covertype_val_score": 0.7257257103919983
40
+ },
41
+ "test_metrics": {
42
+ "0": {
43
+ "covertype_test_loss": 0.6751346588134766,
44
+ "lr": 0.0010000001639127731,
45
+ "covertype_test_accuracy": 0.703000009059906,
46
+ "covertype_test_precision": 0.6910732984542847,
47
+ "covertype_test_recall": 0.703000009059906,
48
+ "covertype_test_f1-score": 0.6797552704811096,
49
+ "covertype_test_support": 2000.0,
50
+ "covertype_test_score": 0.703000009059906
51
+ },
52
+ "5": {
53
+ "covertype_test_loss": 0.6542912125587463,
54
+ "covertype_test_accuracy": 0.7073684334754944,
55
+ "covertype_test_precision": 0.6945881843566895,
56
+ "covertype_test_recall": 0.7073684334754944,
57
+ "covertype_test_f1-score": 0.6864311099052429,
58
+ "covertype_test_support": 1900.0,
59
+ "covertype_test_score": 0.7073684334754944
60
+ },
61
+ "10": {
62
+ "covertype_test_loss": 0.6412947177886963,
63
+ "covertype_test_accuracy": 0.7105555534362793,
64
+ "covertype_test_precision": 0.7005685567855835,
65
+ "covertype_test_recall": 0.7105555534362793,
66
+ "covertype_test_f1-score": 0.6929680705070496,
67
+ "covertype_test_support": 1800.0,
68
+ "covertype_test_score": 0.7105555534362793
69
+ },
70
+ "20": {
71
+ "covertype_test_loss": 0.6226806044578552,
72
+ "covertype_test_accuracy": 0.7118750214576721,
73
+ "covertype_test_precision": 0.7044083476066589,
74
+ "covertype_test_recall": 0.7118750214576721,
75
+ "covertype_test_f1-score": 0.6953043341636658,
76
+ "covertype_test_support": 1600.0,
77
+ "covertype_test_score": 0.7118750214576721
78
+ },
79
+ "50": {
80
+ "covertype_test_loss": 0.5965061187744141,
81
+ "covertype_test_accuracy": 0.7179999947547913,
82
+ "covertype_test_precision": 0.7170565128326416,
83
+ "covertype_test_recall": 0.7179999947547913,
84
+ "covertype_test_f1-score": 0.6989115476608276,
85
+ "covertype_test_support": 1000.0,
86
+ "covertype_test_score": 0.7179999947547913
87
+ }
88
+ }
89
+ },
90
+ {
91
+ "seed": 1,
92
+ "val_metrics": {
93
+ "covertype_val_loss": 0.7024409770965576,
94
+ "lr": 0.0010000000474974513,
95
+ "covertype_val_accuracy": 0.7227227091789246,
96
+ "covertype_val_precision": 0.6955305933952332,
97
+ "covertype_val_recall": 0.7227227091789246,
98
+ "covertype_val_f1-score": 0.7057739496231079,
99
+ "covertype_val_support": 999.0,
100
+ "covertype_val_score": 0.7227227091789246
101
+ },
102
+ "test_metrics": {
103
+ "0": {
104
+ "covertype_test_loss": 0.6841253638267517,
105
+ "lr": 0.0010000001639127731,
106
+ "covertype_test_accuracy": 0.7239999771118164,
107
+ "covertype_test_precision": 0.7088666558265686,
108
+ "covertype_test_recall": 0.7239999771118164,
109
+ "covertype_test_f1-score": 0.7074037790298462,
110
+ "covertype_test_support": 2000.0,
111
+ "covertype_test_score": 0.7239999771118164
112
+ },
113
+ "5": {
114
+ "covertype_test_loss": 0.6663264632225037,
115
+ "covertype_test_accuracy": 0.7284210324287415,
116
+ "covertype_test_precision": 0.7157870531082153,
117
+ "covertype_test_recall": 0.7284210324287415,
118
+ "covertype_test_f1-score": 0.7156029939651489,
119
+ "covertype_test_support": 1900.0,
120
+ "covertype_test_score": 0.7284210324287415
121
+ },
122
+ "10": {
123
+ "covertype_test_loss": 0.6521351337432861,
124
+ "covertype_test_accuracy": 0.7327777743339539,
125
+ "covertype_test_precision": 0.7200937271118164,
126
+ "covertype_test_recall": 0.7327777743339539,
127
+ "covertype_test_f1-score": 0.7228522300720215,
128
+ "covertype_test_support": 1800.0,
129
+ "covertype_test_score": 0.7327777743339539
130
+ },
131
+ "20": {
132
+ "covertype_test_loss": 0.63135826587677,
133
+ "covertype_test_accuracy": 0.7350000143051147,
134
+ "covertype_test_precision": 0.7233952879905701,
135
+ "covertype_test_recall": 0.7350000143051147,
136
+ "covertype_test_f1-score": 0.7272869348526001,
137
+ "covertype_test_support": 1600.0,
138
+ "covertype_test_score": 0.7350000143051147
139
+ },
140
+ "50": {
141
+ "covertype_test_loss": 0.5837749242782593,
142
+ "covertype_test_accuracy": 0.7450000047683716,
143
+ "covertype_test_precision": 0.7336049675941467,
144
+ "covertype_test_recall": 0.7450000047683716,
145
+ "covertype_test_f1-score": 0.7383644580841064,
146
+ "covertype_test_support": 1000.0,
147
+ "covertype_test_score": 0.7450000047683716
148
+ }
149
+ }
150
+ },
151
+ {
152
+ "seed": 2,
153
+ "val_metrics": {
154
+ "covertype_val_loss": 0.6792716979980469,
155
+ "lr": 0.0010000000474974513,
156
+ "covertype_val_accuracy": 0.7087087035179138,
157
+ "covertype_val_precision": 0.7082071900367737,
158
+ "covertype_val_recall": 0.7087087035179138,
159
+ "covertype_val_f1-score": 0.7039894461631775,
160
+ "covertype_val_support": 999.0,
161
+ "covertype_val_score": 0.7087087035179138
162
+ },
163
+ "test_metrics": {
164
+ "0": {
165
+ "covertype_test_loss": 0.6709473729133606,
166
+ "lr": 0.0010000001639127731,
167
+ "covertype_test_accuracy": 0.7089999914169312,
168
+ "covertype_test_precision": 0.7060210704803467,
169
+ "covertype_test_recall": 0.7089999914169312,
170
+ "covertype_test_f1-score": 0.7037003040313721,
171
+ "covertype_test_support": 2000.0,
172
+ "covertype_test_score": 0.7089999914169312
173
+ },
174
+ "5": {
175
+ "covertype_test_loss": 0.6621272563934326,
176
+ "covertype_test_accuracy": 0.7126315832138062,
177
+ "covertype_test_precision": 0.7115692496299744,
178
+ "covertype_test_recall": 0.7126315832138062,
179
+ "covertype_test_f1-score": 0.7075014710426331,
180
+ "covertype_test_support": 1900.0,
181
+ "covertype_test_score": 0.7126315832138062
182
+ },
183
+ "10": {
184
+ "covertype_test_loss": 0.6495633125305176,
185
+ "covertype_test_accuracy": 0.7188888788223267,
186
+ "covertype_test_precision": 0.7134434580802917,
187
+ "covertype_test_recall": 0.7188888788223267,
188
+ "covertype_test_f1-score": 0.7115533947944641,
189
+ "covertype_test_support": 1800.0,
190
+ "covertype_test_score": 0.7188888788223267
191
+ },
192
+ "20": {
193
+ "covertype_test_loss": 0.6343958973884583,
194
+ "covertype_test_accuracy": 0.7193750143051147,
195
+ "covertype_test_precision": 0.7161900401115417,
196
+ "covertype_test_recall": 0.7193750143051147,
197
+ "covertype_test_f1-score": 0.7122839689254761,
198
+ "covertype_test_support": 1600.0,
199
+ "covertype_test_score": 0.7193750143051147
200
+ },
201
+ "50": {
202
+ "covertype_test_loss": 0.5865083932876587,
203
+ "covertype_test_accuracy": 0.7350000143051147,
204
+ "covertype_test_precision": 0.729048490524292,
205
+ "covertype_test_recall": 0.7350000143051147,
206
+ "covertype_test_f1-score": 0.7297230362892151,
207
+ "covertype_test_support": 1000.0,
208
+ "covertype_test_score": 0.7350000143051147
209
+ }
210
+ }
211
+ },
212
+ {
213
+ "seed": 3,
214
+ "val_metrics": {
215
+ "covertype_val_loss": 0.6037625670433044,
216
+ "lr": 0.0010000000474974513,
217
+ "covertype_val_accuracy": 0.7477477192878723,
218
+ "covertype_val_precision": 0.752313494682312,
219
+ "covertype_val_recall": 0.7477477192878723,
220
+ "covertype_val_f1-score": 0.7366721034049988,
221
+ "covertype_val_support": 999.0,
222
+ "covertype_val_score": 0.7477477192878723
223
+ },
224
+ "test_metrics": {
225
+ "0": {
226
+ "covertype_test_loss": 0.5967243313789368,
227
+ "lr": 0.0010000001639127731,
228
+ "covertype_test_accuracy": 0.7335000038146973,
229
+ "covertype_test_precision": 0.7355538010597229,
230
+ "covertype_test_recall": 0.7335000038146973,
231
+ "covertype_test_f1-score": 0.7231959104537964,
232
+ "covertype_test_support": 2000.0,
233
+ "covertype_test_score": 0.7335000038146973
234
+ },
235
+ "5": {
236
+ "covertype_test_loss": 0.582747757434845,
237
+ "covertype_test_accuracy": 0.7363157868385315,
238
+ "covertype_test_precision": 0.7362004518508911,
239
+ "covertype_test_recall": 0.7363157868385315,
240
+ "covertype_test_f1-score": 0.7283486127853394,
241
+ "covertype_test_support": 1900.0,
242
+ "covertype_test_score": 0.7363157868385315
243
+ },
244
+ "10": {
245
+ "covertype_test_loss": 0.5701514482498169,
246
+ "covertype_test_accuracy": 0.7427777647972107,
247
+ "covertype_test_precision": 0.7412219047546387,
248
+ "covertype_test_recall": 0.7427777647972107,
249
+ "covertype_test_f1-score": 0.736777126789093,
250
+ "covertype_test_support": 1800.0,
251
+ "covertype_test_score": 0.7427777647972107
252
+ },
253
+ "20": {
254
+ "covertype_test_loss": 0.5526182651519775,
255
+ "covertype_test_accuracy": 0.7481250166893005,
256
+ "covertype_test_precision": 0.7494440078735352,
257
+ "covertype_test_recall": 0.7481250166893005,
258
+ "covertype_test_f1-score": 0.7443409562110901,
259
+ "covertype_test_support": 1600.0,
260
+ "covertype_test_score": 0.7481250166893005
261
+ },
262
+ "50": {
263
+ "covertype_test_loss": 0.52567058801651,
264
+ "covertype_test_accuracy": 0.7630000114440918,
265
+ "covertype_test_precision": 0.7662796378135681,
266
+ "covertype_test_recall": 0.7630000114440918,
267
+ "covertype_test_f1-score": 0.7598034739494324,
268
+ "covertype_test_support": 1000.0,
269
+ "covertype_test_score": 0.7630000114440918
270
+ }
271
+ }
272
+ },
273
+ {
274
+ "seed": 4,
275
+ "val_metrics": {
276
+ "covertype_val_loss": 0.7119767665863037,
277
+ "lr": 0.0010000000474974513,
278
+ "covertype_val_accuracy": 0.7207207083702087,
279
+ "covertype_val_precision": 0.698334276676178,
280
+ "covertype_val_recall": 0.7207207083702087,
281
+ "covertype_val_f1-score": 0.700132429599762,
282
+ "covertype_val_support": 999.0,
283
+ "covertype_val_score": 0.7207207083702087
284
+ },
285
+ "test_metrics": {
286
+ "0": {
287
+ "covertype_test_loss": 0.7136950492858887,
288
+ "lr": 0.0010000001639127731,
289
+ "covertype_test_accuracy": 0.7005000114440918,
290
+ "covertype_test_precision": 0.6920304298400879,
291
+ "covertype_test_recall": 0.7005000114440918,
292
+ "covertype_test_f1-score": 0.680361270904541,
293
+ "covertype_test_support": 2000.0,
294
+ "covertype_test_score": 0.7005000114440918
295
+ },
296
+ "5": {
297
+ "covertype_test_loss": 0.6850234270095825,
298
+ "covertype_test_accuracy": 0.7084210515022278,
299
+ "covertype_test_precision": 0.7004907727241516,
300
+ "covertype_test_recall": 0.7084210515022278,
301
+ "covertype_test_f1-score": 0.6908095479011536,
302
+ "covertype_test_support": 1900.0,
303
+ "covertype_test_score": 0.7084210515022278
304
+ },
305
+ "10": {
306
+ "covertype_test_loss": 0.669235110282898,
307
+ "covertype_test_accuracy": 0.7161111235618591,
308
+ "covertype_test_precision": 0.7115508317947388,
309
+ "covertype_test_recall": 0.7161111235618591,
310
+ "covertype_test_f1-score": 0.6992901563644409,
311
+ "covertype_test_support": 1800.0,
312
+ "covertype_test_score": 0.7161111235618591
313
+ },
314
+ "20": {
315
+ "covertype_test_loss": 0.6505658626556396,
316
+ "covertype_test_accuracy": 0.7162500023841858,
317
+ "covertype_test_precision": 0.7118719816207886,
318
+ "covertype_test_recall": 0.7162500023841858,
319
+ "covertype_test_f1-score": 0.6972476840019226,
320
+ "covertype_test_support": 1600.0,
321
+ "covertype_test_score": 0.7162500023841858
322
+ },
323
+ "50": {
324
+ "covertype_test_loss": 0.6010408401489258,
325
+ "covertype_test_accuracy": 0.722000002861023,
326
+ "covertype_test_precision": 0.7204248309135437,
327
+ "covertype_test_recall": 0.722000002861023,
328
+ "covertype_test_f1-score": 0.6985725164413452,
329
+ "covertype_test_support": 1000.0,
330
+ "covertype_test_score": 0.722000002861023
331
+ }
332
+ }
333
+ }
334
+ ],
335
+ "summary": {
336
+ "0": {
337
+ "covertype_test_loss": {
338
+ "mean": 0.6681253552436829,
339
+ "std": 0.043266030609919785,
340
+ "n": 5,
341
+ "ci95": 0.053713260143115935
342
+ },
343
+ "lr": {
344
+ "mean": 0.0010000001639127731,
345
+ "std": 0.0,
346
+ "n": 5,
347
+ "ci95": 0.0
348
+ },
349
+ "covertype_test_accuracy": {
350
+ "mean": 0.7139999985694885,
351
+ "std": 0.014217060776867824,
352
+ "n": 5,
353
+ "ci95": 0.017649982520081407
354
+ },
355
+ "covertype_test_precision": {
356
+ "mean": 0.7067090511322022,
357
+ "std": 0.018007546047546303,
358
+ "n": 5,
359
+ "ci95": 0.022355737093414565
360
+ },
361
+ "covertype_test_recall": {
362
+ "mean": 0.7139999985694885,
363
+ "std": 0.014217060776867824,
364
+ "n": 5,
365
+ "ci95": 0.017649982520081407
366
+ },
367
+ "covertype_test_f1-score": {
368
+ "mean": 0.698883306980133,
369
+ "std": 0.018680552674524117,
370
+ "n": 5,
371
+ "ci95": 0.02319125122594079
372
+ },
373
+ "covertype_test_support": {
374
+ "mean": 2000.0,
375
+ "std": 0.0,
376
+ "n": 5,
377
+ "ci95": 0.0
378
+ },
379
+ "covertype_test_score": {
380
+ "mean": 0.7139999985694885,
381
+ "std": 0.014217060776867824,
382
+ "n": 5,
383
+ "ci95": 0.017649982520081407
384
+ }
385
+ },
386
+ "5": {
387
+ "covertype_test_loss": {
388
+ "mean": 0.650103223323822,
389
+ "std": 0.03931122469625329,
390
+ "n": 5,
391
+ "ci95": 0.04880350725241285
392
+ },
393
+ "covertype_test_accuracy": {
394
+ "mean": 0.7186315774917602,
395
+ "std": 0.012996902262011924,
396
+ "n": 5,
397
+ "ci95": 0.016135198501293545
398
+ },
399
+ "covertype_test_precision": {
400
+ "mean": 0.7117271423339844,
401
+ "std": 0.01608920885925772,
402
+ "n": 5,
403
+ "ci95": 0.019974188728930815
404
+ },
405
+ "covertype_test_recall": {
406
+ "mean": 0.7186315774917602,
407
+ "std": 0.012996902262011924,
408
+ "n": 5,
409
+ "ci95": 0.016135198501293545
410
+ },
411
+ "covertype_test_f1-score": {
412
+ "mean": 0.7057387471199036,
413
+ "std": 0.01737298499817189,
414
+ "n": 5,
415
+ "ci95": 0.0215679517976236
416
+ },
417
+ "covertype_test_support": {
418
+ "mean": 1900.0,
419
+ "std": 0.0,
420
+ "n": 5,
421
+ "ci95": 0.0
422
+ },
423
+ "covertype_test_score": {
424
+ "mean": 0.7186315774917602,
425
+ "std": 0.012996902262011924,
426
+ "n": 5,
427
+ "ci95": 0.016135198501293545
428
+ }
429
+ },
430
+ "10": {
431
+ "covertype_test_loss": {
432
+ "mean": 0.636475944519043,
433
+ "std": 0.038444153428587355,
434
+ "n": 5,
435
+ "ci95": 0.04772706867216362
436
+ },
437
+ "covertype_test_accuracy": {
438
+ "mean": 0.7242222189903259,
439
+ "std": 0.013214744995579118,
440
+ "n": 5,
441
+ "ci95": 0.016405642617692322
442
+ },
443
+ "covertype_test_precision": {
444
+ "mean": 0.7173756957054138,
445
+ "std": 0.01506569639723227,
446
+ "n": 5,
447
+ "ci95": 0.018703533890539206
448
+ },
449
+ "covertype_test_recall": {
450
+ "mean": 0.7242222189903259,
451
+ "std": 0.013214744995579118,
452
+ "n": 5,
453
+ "ci95": 0.016405642617692322
454
+ },
455
+ "covertype_test_f1-score": {
456
+ "mean": 0.7126881957054139,
457
+ "std": 0.017700725723037027,
458
+ "n": 5,
459
+ "ci95": 0.021974830417316953
460
+ },
461
+ "covertype_test_support": {
462
+ "mean": 1800.0,
463
+ "std": 0.0,
464
+ "n": 5,
465
+ "ci95": 0.0
466
+ },
467
+ "covertype_test_score": {
468
+ "mean": 0.7242222189903259,
469
+ "std": 0.013214744995579118,
470
+ "n": 5,
471
+ "ci95": 0.016405642617692322
472
+ }
473
+ },
474
+ "20": {
475
+ "covertype_test_loss": {
476
+ "mean": 0.6183237791061401,
477
+ "std": 0.03809186026631365,
478
+ "n": 5,
479
+ "ci95": 0.047289709062208786
480
+ },
481
+ "covertype_test_accuracy": {
482
+ "mean": 0.7261250138282775,
483
+ "std": 0.0150740371707021,
484
+ "n": 5,
485
+ "ci95": 0.018713888668383725
486
+ },
487
+ "covertype_test_precision": {
488
+ "mean": 0.7210619330406189,
489
+ "std": 0.017295369125586456,
490
+ "n": 5,
491
+ "ci95": 0.02147159441293529
492
+ },
493
+ "covertype_test_recall": {
494
+ "mean": 0.7261250138282775,
495
+ "std": 0.0150740371707021,
496
+ "n": 5,
497
+ "ci95": 0.018713888668383725
498
+ },
499
+ "covertype_test_f1-score": {
500
+ "mean": 0.715292775630951,
501
+ "std": 0.02074772693834597,
502
+ "n": 5,
503
+ "ci95": 0.02575757560163612
504
+ },
505
+ "covertype_test_support": {
506
+ "mean": 1600.0,
507
+ "std": 0.0,
508
+ "n": 5,
509
+ "ci95": 0.0
510
+ },
511
+ "covertype_test_score": {
512
+ "mean": 0.7261250138282775,
513
+ "std": 0.0150740371707021,
514
+ "n": 5,
515
+ "ci95": 0.018713888668383725
516
+ }
517
+ },
518
+ "50": {
519
+ "covertype_test_loss": {
520
+ "mean": 0.5787001729011536,
521
+ "std": 0.030475463087943598,
522
+ "n": 5,
523
+ "ci95": 0.03783421898770936
524
+ },
525
+ "covertype_test_accuracy": {
526
+ "mean": 0.7366000056266785,
527
+ "std": 0.018229102762893003,
528
+ "n": 5,
529
+ "ci95": 0.022630791987984508
530
+ },
531
+ "covertype_test_precision": {
532
+ "mean": 0.7332828879356384,
533
+ "std": 0.019592372486613826,
534
+ "n": 5,
535
+ "ci95": 0.024323243555257744
536
+ },
537
+ "covertype_test_recall": {
538
+ "mean": 0.7366000056266785,
539
+ "std": 0.018229102762893003,
540
+ "n": 5,
541
+ "ci95": 0.022630791987984508
542
+ },
543
+ "covertype_test_f1-score": {
544
+ "mean": 0.7250750064849854,
545
+ "std": 0.026415850892277663,
546
+ "n": 5,
547
+ "ci95": 0.03279435277229611
548
+ },
549
+ "covertype_test_support": {
550
+ "mean": 1000.0,
551
+ "std": 0.0,
552
+ "n": 5,
553
+ "ci95": 0.0
554
+ },
555
+ "covertype_test_score": {
556
+ "mean": 0.7366000056266785,
557
+ "std": 0.018229102762893003,
558
+ "n": 5,
559
+ "ci95": 0.022630791987984508
560
+ }
561
+ }
562
+ }
563
+ }
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/downstream_results/resnet_covertype_downstream_results.json ADDED
@@ -0,0 +1,566 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "dataset": "covertype",
3
+ "model": "resnet",
4
+ "config": {
5
+ "script_path": "src/run_benchmark.py",
6
+ "folder_name": "/tmp/tmpd7dak_tt",
7
+ "data_path": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/baselines/Var-T-JEPA/datasets/subset_views/size_10000",
8
+ "data_set": "covertype",
9
+ "model_name": "resnet",
10
+ "using_embedding": true,
11
+ "emb_train": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/embedding.npy",
12
+ "emb_test": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/embedding.npy",
13
+ "uncertainty_test": "/pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/reproduction/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/uncertainty.npy",
14
+ "use_split_assignments": true,
15
+ "exp_train_total_epochs": 50,
16
+ "split_config_file": "/tmp/tmpd7dak_tt/split_data/split_config.json",
17
+ "sigma_aggregation": "mean",
18
+ "lr": 0.001,
19
+ "weight_decay": 0.01,
20
+ "batch_size": 128,
21
+ "exp_patience": 16,
22
+ "encoder_type": "linear_flatten",
23
+ "n_blocks": 3,
24
+ "d_out": 128,
25
+ "d_block": 128,
26
+ "d_hidden": 256,
27
+ "dropout1": 0.1,
28
+ "dropout2": 0.0,
29
+ "filter_uncertainty": true
30
+ },
31
+ "runs": [
32
+ {
33
+ "seed": 0,
34
+ "val_metrics": {
35
+ "covertype_val_loss": 0.5853040814399719,
36
+ "lr": 0.0,
37
+ "covertype_val_accuracy": 0.7687687873840332,
38
+ "covertype_val_precision": 0.7676068544387817,
39
+ "covertype_val_recall": 0.7687687873840332,
40
+ "covertype_val_f1-score": 0.7676580548286438,
41
+ "covertype_val_support": 999.0,
42
+ "covertype_val_score": 0.7687687873840332
43
+ },
44
+ "test_metrics": {
45
+ "0": {
46
+ "covertype_test_loss": 0.5399554371833801,
47
+ "lr": 0.0,
48
+ "covertype_test_accuracy": 0.7795000076293945,
49
+ "covertype_test_precision": 0.7810521721839905,
50
+ "covertype_test_recall": 0.7795000076293945,
51
+ "covertype_test_f1-score": 0.7797281742095947,
52
+ "covertype_test_support": 2000.0,
53
+ "covertype_test_score": 0.7795000076293945
54
+ },
55
+ "5": {
56
+ "covertype_test_loss": 0.5150042772293091,
57
+ "covertype_test_accuracy": 0.7857894897460938,
58
+ "covertype_test_precision": 0.7871914505958557,
59
+ "covertype_test_recall": 0.7857894897460938,
60
+ "covertype_test_f1-score": 0.7857343554496765,
61
+ "covertype_test_support": 1900.0,
62
+ "covertype_test_score": 0.7857894897460938
63
+ },
64
+ "10": {
65
+ "covertype_test_loss": 0.495552122592926,
66
+ "covertype_test_accuracy": 0.7905555367469788,
67
+ "covertype_test_precision": 0.7895920276641846,
68
+ "covertype_test_recall": 0.7905555367469788,
69
+ "covertype_test_f1-score": 0.7897399067878723,
70
+ "covertype_test_support": 1800.0,
71
+ "covertype_test_score": 0.7905555367469788
72
+ },
73
+ "20": {
74
+ "covertype_test_loss": 0.4868070185184479,
75
+ "covertype_test_accuracy": 0.7956249713897705,
76
+ "covertype_test_precision": 0.7965440154075623,
77
+ "covertype_test_recall": 0.7956249713897705,
78
+ "covertype_test_f1-score": 0.7957804799079895,
79
+ "covertype_test_support": 1600.0,
80
+ "covertype_test_score": 0.7956249713897705
81
+ },
82
+ "50": {
83
+ "covertype_test_loss": 0.45975494384765625,
84
+ "covertype_test_accuracy": 0.7900000214576721,
85
+ "covertype_test_precision": 0.790250837802887,
86
+ "covertype_test_recall": 0.7900000214576721,
87
+ "covertype_test_f1-score": 0.7897955179214478,
88
+ "covertype_test_support": 1000.0,
89
+ "covertype_test_score": 0.7900000214576721
90
+ }
91
+ }
92
+ },
93
+ {
94
+ "seed": 1,
95
+ "val_metrics": {
96
+ "covertype_val_loss": 0.6012372374534607,
97
+ "lr": 0.0,
98
+ "covertype_val_accuracy": 0.7737737894058228,
99
+ "covertype_val_precision": 0.7703632712364197,
100
+ "covertype_val_recall": 0.7737737894058228,
101
+ "covertype_val_f1-score": 0.7690372467041016,
102
+ "covertype_val_support": 999.0,
103
+ "covertype_val_score": 0.7737737894058228
104
+ },
105
+ "test_metrics": {
106
+ "0": {
107
+ "covertype_test_loss": 0.5770635604858398,
108
+ "lr": 0.0,
109
+ "covertype_test_accuracy": 0.7680000066757202,
110
+ "covertype_test_precision": 0.770535945892334,
111
+ "covertype_test_recall": 0.7680000066757202,
112
+ "covertype_test_f1-score": 0.7674425840377808,
113
+ "covertype_test_support": 2000.0,
114
+ "covertype_test_score": 0.7680000066757202
115
+ },
116
+ "5": {
117
+ "covertype_test_loss": 0.5529384613037109,
118
+ "covertype_test_accuracy": 0.7736842036247253,
119
+ "covertype_test_precision": 0.7760513424873352,
120
+ "covertype_test_recall": 0.7736842036247253,
121
+ "covertype_test_f1-score": 0.773710310459137,
122
+ "covertype_test_support": 1900.0,
123
+ "covertype_test_score": 0.7736842036247253
124
+ },
125
+ "10": {
126
+ "covertype_test_loss": 0.5358451008796692,
127
+ "covertype_test_accuracy": 0.7811111211776733,
128
+ "covertype_test_precision": 0.7820324897766113,
129
+ "covertype_test_recall": 0.7811111211776733,
130
+ "covertype_test_f1-score": 0.7804253697395325,
131
+ "covertype_test_support": 1800.0,
132
+ "covertype_test_score": 0.7811111211776733
133
+ },
134
+ "20": {
135
+ "covertype_test_loss": 0.5174159407615662,
136
+ "covertype_test_accuracy": 0.7850000262260437,
137
+ "covertype_test_precision": 0.7883318066596985,
138
+ "covertype_test_recall": 0.7850000262260437,
139
+ "covertype_test_f1-score": 0.7853516936302185,
140
+ "covertype_test_support": 1600.0,
141
+ "covertype_test_score": 0.7850000262260437
142
+ },
143
+ "50": {
144
+ "covertype_test_loss": 0.4802376329898834,
145
+ "covertype_test_accuracy": 0.781000018119812,
146
+ "covertype_test_precision": 0.7824769616127014,
147
+ "covertype_test_recall": 0.781000018119812,
148
+ "covertype_test_f1-score": 0.7808254957199097,
149
+ "covertype_test_support": 1000.0,
150
+ "covertype_test_score": 0.781000018119812
151
+ }
152
+ }
153
+ },
154
+ {
155
+ "seed": 2,
156
+ "val_metrics": {
157
+ "covertype_val_loss": 0.6195715665817261,
158
+ "lr": 0.0,
159
+ "covertype_val_accuracy": 0.7497497200965881,
160
+ "covertype_val_precision": 0.7483435869216919,
161
+ "covertype_val_recall": 0.7497497200965881,
162
+ "covertype_val_f1-score": 0.7419993281364441,
163
+ "covertype_val_support": 999.0,
164
+ "covertype_val_score": 0.7497497200965881
165
+ },
166
+ "test_metrics": {
167
+ "0": {
168
+ "covertype_test_loss": 0.5764036178588867,
169
+ "lr": 0.0,
170
+ "covertype_test_accuracy": 0.765999972820282,
171
+ "covertype_test_precision": 0.7714423537254333,
172
+ "covertype_test_recall": 0.765999972820282,
173
+ "covertype_test_f1-score": 0.7630941271781921,
174
+ "covertype_test_support": 2000.0,
175
+ "covertype_test_score": 0.765999972820282
176
+ },
177
+ "5": {
178
+ "covertype_test_loss": 0.5551713109016418,
179
+ "covertype_test_accuracy": 0.7705262899398804,
180
+ "covertype_test_precision": 0.7776221632957458,
181
+ "covertype_test_recall": 0.7705262899398804,
182
+ "covertype_test_f1-score": 0.7682410478591919,
183
+ "covertype_test_support": 1900.0,
184
+ "covertype_test_score": 0.7705262899398804
185
+ },
186
+ "10": {
187
+ "covertype_test_loss": 0.536691427230835,
188
+ "covertype_test_accuracy": 0.7777777910232544,
189
+ "covertype_test_precision": 0.7831897735595703,
190
+ "covertype_test_recall": 0.7777777910232544,
191
+ "covertype_test_f1-score": 0.7745760679244995,
192
+ "covertype_test_support": 1800.0,
193
+ "covertype_test_score": 0.7777777910232544
194
+ },
195
+ "20": {
196
+ "covertype_test_loss": 0.517451286315918,
197
+ "covertype_test_accuracy": 0.7793750166893005,
198
+ "covertype_test_precision": 0.7871341109275818,
199
+ "covertype_test_recall": 0.7793750166893005,
200
+ "covertype_test_f1-score": 0.7773415446281433,
201
+ "covertype_test_support": 1600.0,
202
+ "covertype_test_score": 0.7793750166893005
203
+ },
204
+ "50": {
205
+ "covertype_test_loss": 0.4885833263397217,
206
+ "covertype_test_accuracy": 0.7689999938011169,
207
+ "covertype_test_precision": 0.7785176634788513,
208
+ "covertype_test_recall": 0.7689999938011169,
209
+ "covertype_test_f1-score": 0.7681530714035034,
210
+ "covertype_test_support": 1000.0,
211
+ "covertype_test_score": 0.7689999938011169
212
+ }
213
+ }
214
+ },
215
+ {
216
+ "seed": 3,
217
+ "val_metrics": {
218
+ "covertype_val_loss": 0.5693826079368591,
219
+ "lr": 0.0005000000237487257,
220
+ "covertype_val_accuracy": 0.7737737894058228,
221
+ "covertype_val_precision": 0.7643001079559326,
222
+ "covertype_val_recall": 0.7737737894058228,
223
+ "covertype_val_f1-score": 0.7674285173416138,
224
+ "covertype_val_support": 999.0,
225
+ "covertype_val_score": 0.7737737894058228
226
+ },
227
+ "test_metrics": {
228
+ "0": {
229
+ "covertype_test_loss": 0.5297243595123291,
230
+ "lr": 0.0005000000819563866,
231
+ "covertype_test_accuracy": 0.7870000004768372,
232
+ "covertype_test_precision": 0.7868384122848511,
233
+ "covertype_test_recall": 0.7870000004768372,
234
+ "covertype_test_f1-score": 0.7840598821640015,
235
+ "covertype_test_support": 2000.0,
236
+ "covertype_test_score": 0.7870000004768372
237
+ },
238
+ "5": {
239
+ "covertype_test_loss": 0.5077304244041443,
240
+ "covertype_test_accuracy": 0.7926315665245056,
241
+ "covertype_test_precision": 0.7943652272224426,
242
+ "covertype_test_recall": 0.7926315665245056,
243
+ "covertype_test_f1-score": 0.7898870706558228,
244
+ "covertype_test_support": 1900.0,
245
+ "covertype_test_score": 0.7926315665245056
246
+ },
247
+ "10": {
248
+ "covertype_test_loss": 0.49288761615753174,
249
+ "covertype_test_accuracy": 0.800000011920929,
250
+ "covertype_test_precision": 0.8008017539978027,
251
+ "covertype_test_recall": 0.800000011920929,
252
+ "covertype_test_f1-score": 0.796741247177124,
253
+ "covertype_test_support": 1800.0,
254
+ "covertype_test_score": 0.800000011920929
255
+ },
256
+ "20": {
257
+ "covertype_test_loss": 0.4814941883087158,
258
+ "covertype_test_accuracy": 0.8056250214576721,
259
+ "covertype_test_precision": 0.8063103556632996,
260
+ "covertype_test_recall": 0.8056250214576721,
261
+ "covertype_test_f1-score": 0.8029914498329163,
262
+ "covertype_test_support": 1600.0,
263
+ "covertype_test_score": 0.8056250214576721
264
+ },
265
+ "50": {
266
+ "covertype_test_loss": 0.4531056582927704,
267
+ "covertype_test_accuracy": 0.8090000152587891,
268
+ "covertype_test_precision": 0.8121863007545471,
269
+ "covertype_test_recall": 0.8090000152587891,
270
+ "covertype_test_f1-score": 0.8076353073120117,
271
+ "covertype_test_support": 1000.0,
272
+ "covertype_test_score": 0.8090000152587891
273
+ }
274
+ }
275
+ },
276
+ {
277
+ "seed": 4,
278
+ "val_metrics": {
279
+ "covertype_val_loss": 0.5869011878967285,
280
+ "lr": 0.0005000000237487257,
281
+ "covertype_val_accuracy": 0.7847847938537598,
282
+ "covertype_val_precision": 0.7772740721702576,
283
+ "covertype_val_recall": 0.7847847938537598,
284
+ "covertype_val_f1-score": 0.7793452143669128,
285
+ "covertype_val_support": 999.0,
286
+ "covertype_val_score": 0.7847847938537598
287
+ },
288
+ "test_metrics": {
289
+ "0": {
290
+ "covertype_test_loss": 0.5722181797027588,
291
+ "lr": 0.0005000000819563866,
292
+ "covertype_test_accuracy": 0.7714999914169312,
293
+ "covertype_test_precision": 0.768799901008606,
294
+ "covertype_test_recall": 0.7714999914169312,
295
+ "covertype_test_f1-score": 0.7686418890953064,
296
+ "covertype_test_support": 2000.0,
297
+ "covertype_test_score": 0.7714999914169312
298
+ },
299
+ "5": {
300
+ "covertype_test_loss": 0.5476824045181274,
301
+ "covertype_test_accuracy": 0.7763158082962036,
302
+ "covertype_test_precision": 0.7733977437019348,
303
+ "covertype_test_recall": 0.7763158082962036,
304
+ "covertype_test_f1-score": 0.7741469740867615,
305
+ "covertype_test_support": 1900.0,
306
+ "covertype_test_score": 0.7763158082962036
307
+ },
308
+ "10": {
309
+ "covertype_test_loss": 0.5341799855232239,
310
+ "covertype_test_accuracy": 0.7799999713897705,
311
+ "covertype_test_precision": 0.7776361703872681,
312
+ "covertype_test_recall": 0.7799999713897705,
313
+ "covertype_test_f1-score": 0.7782685160636902,
314
+ "covertype_test_support": 1800.0,
315
+ "covertype_test_score": 0.7799999713897705
316
+ },
317
+ "20": {
318
+ "covertype_test_loss": 0.5231777429580688,
319
+ "covertype_test_accuracy": 0.7837499976158142,
320
+ "covertype_test_precision": 0.7833889126777649,
321
+ "covertype_test_recall": 0.7837499976158142,
322
+ "covertype_test_f1-score": 0.7823596596717834,
323
+ "covertype_test_support": 1600.0,
324
+ "covertype_test_score": 0.7837499976158142
325
+ },
326
+ "50": {
327
+ "covertype_test_loss": 0.5055183172225952,
328
+ "covertype_test_accuracy": 0.777999997138977,
329
+ "covertype_test_precision": 0.7782026529312134,
330
+ "covertype_test_recall": 0.777999997138977,
331
+ "covertype_test_f1-score": 0.7765579223632812,
332
+ "covertype_test_support": 1000.0,
333
+ "covertype_test_score": 0.777999997138977
334
+ }
335
+ }
336
+ }
337
+ ],
338
+ "summary": {
339
+ "0": {
340
+ "covertype_test_loss": {
341
+ "mean": 0.5590730309486389,
342
+ "std": 0.022492388923258128,
343
+ "n": 5,
344
+ "ci95": 0.027923512289988253
345
+ },
346
+ "lr": {
347
+ "mean": 0.00020000003278255462,
348
+ "std": 0.0002738613236419447,
349
+ "n": 5,
350
+ "ci95": 0.0003399892320268738
351
+ },
352
+ "covertype_test_accuracy": {
353
+ "mean": 0.774399995803833,
354
+ "std": 0.008727836369753836,
355
+ "n": 5,
356
+ "ci95": 0.010835302864775687
357
+ },
358
+ "covertype_test_precision": {
359
+ "mean": 0.775733757019043,
360
+ "std": 0.007828005019639423,
361
+ "n": 5,
362
+ "ci95": 0.00971819379069887
363
+ },
364
+ "covertype_test_recall": {
365
+ "mean": 0.774399995803833,
366
+ "std": 0.008727836369753836,
367
+ "n": 5,
368
+ "ci95": 0.010835302864775687
369
+ },
370
+ "covertype_test_f1-score": {
371
+ "mean": 0.772593331336975,
372
+ "std": 0.008870833442599844,
373
+ "n": 5,
374
+ "ci95": 0.011012828717395055
375
+ },
376
+ "covertype_test_support": {
377
+ "mean": 2000.0,
378
+ "std": 0.0,
379
+ "n": 5,
380
+ "ci95": 0.0
381
+ },
382
+ "covertype_test_score": {
383
+ "mean": 0.774399995803833,
384
+ "std": 0.008727836369753836,
385
+ "n": 5,
386
+ "ci95": 0.010835302864775687
387
+ }
388
+ },
389
+ "5": {
390
+ "covertype_test_loss": {
391
+ "mean": 0.5357053756713868,
392
+ "std": 0.022530448674562303,
393
+ "n": 5,
394
+ "ci95": 0.027970762136899675
395
+ },
396
+ "covertype_test_accuracy": {
397
+ "mean": 0.7797894716262818,
398
+ "std": 0.009166062241632168,
399
+ "n": 5,
400
+ "ci95": 0.01137934492099907
401
+ },
402
+ "covertype_test_precision": {
403
+ "mean": 0.7817255854606628,
404
+ "std": 0.008775310260676671,
405
+ "n": 5,
406
+ "ci95": 0.010894240035974365
407
+ },
408
+ "covertype_test_recall": {
409
+ "mean": 0.7797894716262818,
410
+ "std": 0.009166062241632168,
411
+ "n": 5,
412
+ "ci95": 0.01137934492099907
413
+ },
414
+ "covertype_test_f1-score": {
415
+ "mean": 0.7783439517021179,
416
+ "std": 0.009069393324020831,
417
+ "n": 5,
418
+ "ci95": 0.011259333848889748
419
+ },
420
+ "covertype_test_support": {
421
+ "mean": 1900.0,
422
+ "std": 0.0,
423
+ "n": 5,
424
+ "ci95": 0.0
425
+ },
426
+ "covertype_test_score": {
427
+ "mean": 0.7797894716262818,
428
+ "std": 0.009166062241632168,
429
+ "n": 5,
430
+ "ci95": 0.01137934492099907
431
+ }
432
+ },
433
+ "10": {
434
+ "covertype_test_loss": {
435
+ "mean": 0.5190312504768372,
436
+ "std": 0.02268716952082995,
437
+ "n": 5,
438
+ "ci95": 0.028165325573081712
439
+ },
440
+ "covertype_test_accuracy": {
441
+ "mean": 0.7858888864517212,
442
+ "std": 0.009276283168063781,
443
+ "n": 5,
444
+ "ci95": 0.01151618033694035
445
+ },
446
+ "covertype_test_precision": {
447
+ "mean": 0.7866504430770874,
448
+ "std": 0.008992654766239462,
449
+ "n": 5,
450
+ "ci95": 0.011164065619772998
451
+ },
452
+ "covertype_test_recall": {
453
+ "mean": 0.7858888864517212,
454
+ "std": 0.009276283168063781,
455
+ "n": 5,
456
+ "ci95": 0.01151618033694035
457
+ },
458
+ "covertype_test_f1-score": {
459
+ "mean": 0.7839502215385437,
460
+ "std": 0.009078985425982126,
461
+ "n": 5,
462
+ "ci95": 0.011271242107186228
463
+ },
464
+ "covertype_test_support": {
465
+ "mean": 1800.0,
466
+ "std": 0.0,
467
+ "n": 5,
468
+ "ci95": 0.0
469
+ },
470
+ "covertype_test_score": {
471
+ "mean": 0.7858888864517212,
472
+ "std": 0.009276283168063781,
473
+ "n": 5,
474
+ "ci95": 0.01151618033694035
475
+ }
476
+ },
477
+ "20": {
478
+ "covertype_test_loss": {
479
+ "mean": 0.5052692353725433,
480
+ "std": 0.019511315787193693,
481
+ "n": 5,
482
+ "ci95": 0.024222614504685727
483
+ },
484
+ "covertype_test_accuracy": {
485
+ "mean": 0.7898750066757202,
486
+ "std": 0.010637857161196744,
487
+ "n": 5,
488
+ "ci95": 0.013206526714139187
489
+ },
490
+ "covertype_test_precision": {
491
+ "mean": 0.7923418402671814,
492
+ "std": 0.009166970943433677,
493
+ "n": 5,
494
+ "ci95": 0.011380473042427565
495
+ },
496
+ "covertype_test_recall": {
497
+ "mean": 0.7898750066757202,
498
+ "std": 0.010637857161196744,
499
+ "n": 5,
500
+ "ci95": 0.013206526714139187
501
+ },
502
+ "covertype_test_f1-score": {
503
+ "mean": 0.7887649655342102,
504
+ "std": 0.010425727923135843,
505
+ "n": 5,
506
+ "ci95": 0.01294317570210265
507
+ },
508
+ "covertype_test_support": {
509
+ "mean": 1600.0,
510
+ "std": 0.0,
511
+ "n": 5,
512
+ "ci95": 0.0
513
+ },
514
+ "covertype_test_score": {
515
+ "mean": 0.7898750066757202,
516
+ "std": 0.010637857161196744,
517
+ "n": 5,
518
+ "ci95": 0.013206526714139187
519
+ }
520
+ },
521
+ "50": {
522
+ "covertype_test_loss": {
523
+ "mean": 0.47743997573852537,
524
+ "std": 0.021361845471219998,
525
+ "n": 5,
526
+ "ci95": 0.026519982229883835
527
+ },
528
+ "covertype_test_accuracy": {
529
+ "mean": 0.7854000091552734,
530
+ "std": 0.015175646640573793,
531
+ "n": 5,
532
+ "ci95": 0.01884003326291399
533
+ },
534
+ "covertype_test_precision": {
535
+ "mean": 0.7883268833160401,
536
+ "std": 0.01419432826877456,
537
+ "n": 5,
538
+ "ci95": 0.017621760908260172
539
+ },
540
+ "covertype_test_recall": {
541
+ "mean": 0.7854000091552734,
542
+ "std": 0.015175646640573793,
543
+ "n": 5,
544
+ "ci95": 0.01884003326291399
545
+ },
546
+ "covertype_test_f1-score": {
547
+ "mean": 0.7845934629440308,
548
+ "std": 0.015058568418836257,
549
+ "n": 5,
550
+ "ci95": 0.01869468475525958
551
+ },
552
+ "covertype_test_support": {
553
+ "mean": 1000.0,
554
+ "std": 0.0,
555
+ "n": 5,
556
+ "ci95": 0.0
557
+ },
558
+ "covertype_test_score": {
559
+ "mean": 0.7854000091552734,
560
+ "std": 0.015175646640573793,
561
+ "n": 5,
562
+ "ci95": 0.01884003326291399
563
+ }
564
+ }
565
+ }
566
+ }
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/embedding.npy ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:cbe13aac0881fcdd26943ae8d45d7eb32c32a60e9a3c749224226f447153033f
3
+ size 138240128
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/uncertainty.npy ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7d8bcdb5cc5da7bc56ea10648c28febf031f48c5859e36f1e2f8b2bcdfe1e258
3
+ size 138240128
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/vtjepa_best_model.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b9574d0ad7d7b7f7f6a75d9d87791b0747af4dc81d11b39a914e8a049f7af7f2
3
+ size 11494928
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/wjepa_joint/covertype/20260905_201916/vtjepa_config.yaml ADDED
@@ -0,0 +1,129 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ batch_size: 512
2
+ data_loader_nprocs: 0
3
+ data_path: /pfss/mlde/workspaces/mlde_wsp_MGPATH/truong/JEPA/baselines/Var-T-JEPA/datasets/subset_views/size_10000
4
+ data_set: covertype
5
+ deterministic_mode: warn
6
+ downstream_evaluation_epochs: 50
7
+ downstream_probe_patience: 20
8
+ exp_cadence_type: improvement
9
+ exp_device: null
10
+ exp_final_lr: 0.0
11
+ exp_final_weight_decay: 0.0
12
+ exp_gradient_clipping: 1.0
13
+ exp_ipe_scale: 1.0
14
+ exp_lr: 0.0005
15
+ exp_n_runs: 1
16
+ exp_patience: 15
17
+ exp_scheduler: true
18
+ exp_start_lr: 0.0
19
+ exp_train_total_epochs: 500
20
+ exp_val_cache_cadence: 1
21
+ exp_warmup: 12
22
+ exp_weight_decay: 0.0
23
+ exp_weight_decay_scheduler: true
24
+ full_dataset_cuda: false
25
+ init_type: trunc_normal
26
+ is_batchlearning: true
27
+ iteration: 0
28
+ jepa_objective: w_jepa_joint
29
+ load_from_checkpoint: false
30
+ load_path: null
31
+ log_sigma_x_init: -2.0
32
+ log_sigma_y_init: -2.0
33
+ log_tensorboard: false
34
+ logvar_init_bias: -4.0
35
+ logvar_init_std: 0.005
36
+ mask_allow_overlap: false
37
+ mask_max_ctx_share: 0.35
38
+ mask_max_trgt_share: 0.6
39
+ mask_min_ctx_share: 0.15
40
+ mask_min_trgt_share: 0.15
41
+ mask_num_encs: 1
42
+ mask_num_preds: 4
43
+ mask_seed: 0
44
+ mask_shared: auto
45
+ mock: false
46
+ model_act_func: relu
47
+ model_amp: false
48
+ model_dim_feedforward: 64
49
+ model_dim_hidden: 64
50
+ model_dropout_prob: 0.0015
51
+ model_dtype: float32
52
+ model_feature_index_embedding: true
53
+ model_feature_type_embedding: true
54
+ model_layer_norm_eps: 1.0e-05
55
+ model_num_heads: 8
56
+ model_num_layers: 8
57
+ model_selection: filtered_20
58
+ mp_distributed: false
59
+ mp_gpus: 1
60
+ mp_nodes: 1
61
+ mp_nr: 0
62
+ mu_init_std: 0.03
63
+ n_cls_tokens: 1
64
+ np_seed: 42
65
+ pin_memory: false
66
+ pooled_context_representation_size_for_auxiliary_encoder: 1
67
+ pooled_context_representation_size_for_target_posterior: 1
68
+ pre_evaluation: true
69
+ pred_activation: relu
70
+ pred_dim_feedforward: 256
71
+ pred_embed_dim: 16
72
+ pred_layer_norm_eps: 1.0e-05
73
+ pred_num_heads: 4
74
+ pred_num_layers: 16
75
+ pred_p_dropout: 0.002
76
+ pred_type: transformer
77
+ probe_cadence: 2
78
+ probe_encoder_type: target_posterior
79
+ probe_model: linear_probe
80
+ probe_representation_type: mean
81
+ random: false
82
+ recon_x_weight: 0.001
83
+ recon_y_weight: 0.5
84
+ res_dir: ./
85
+ safe_exit: false
86
+ sigma_aggregation: mean
87
+ subset_size: -1
88
+ sw_full_num_projections: 2048
89
+ sw_include_marginals: true
90
+ sw_marginal_num_projections: 1024
91
+ sw_p: 2
92
+ sw_s_x_weight: 0.001
93
+ sw_s_y_weight: 0.001
94
+ sw_seed: 0
95
+ sw_z_weight: 0.001
96
+ test: false
97
+ torch_seed: 42
98
+ using_embedding: false
99
+ verbose: false
100
+ vtjepa_kl_x_annealing_epochs: 60
101
+ vtjepa_kl_x_end_weight: 1.0e-06
102
+ vtjepa_kl_x_start_epoch: 1
103
+ vtjepa_kl_x_start_weight: 0.0
104
+ vtjepa_kl_y_annealing_epochs: 20
105
+ vtjepa_kl_y_end_weight: 1.0e-06
106
+ vtjepa_kl_y_start_epoch: 1
107
+ vtjepa_kl_y_start_weight: 0.0
108
+ vtjepa_kl_z_annealing_epochs: 60
109
+ vtjepa_kl_z_end_weight: 1.0e-05
110
+ vtjepa_kl_z_start_epoch: 1
111
+ vtjepa_kl_z_start_weight: 0.0
112
+ wjepa_joint_annealing_epochs: 60
113
+ wjepa_joint_end_weight: 0.0025
114
+ wjepa_joint_start_epoch: 1
115
+ wjepa_joint_start_weight: 0.0
116
+ wjepa_marginal_end_scale: 1.0
117
+ wjepa_marginal_start_scale: 0.0
118
+ wjepa_s_x_annealing_epochs: 30
119
+ wjepa_s_x_end_scale: 1.0
120
+ wjepa_s_x_start_epoch: 0
121
+ wjepa_s_x_start_scale: 0.0
122
+ wjepa_s_y_annealing_epochs: 30
123
+ wjepa_s_y_end_scale: 1.0
124
+ wjepa_s_y_start_epoch: 0
125
+ wjepa_s_y_start_scale: 0.0
126
+ wjepa_z_annealing_epochs: 30
127
+ wjepa_z_end_scale: 1.0
128
+ wjepa_z_start_epoch: 0
129
+ wjepa_z_start_scale: 0.0
JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.002_z0.002_sy0.002/seed_42/comparison_complete.json ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "completed_at_utc": "2026-09-05T20:55:45.083901+00:00",
3
+ "spec": {
4
+ "dataset": "covertype",
5
+ "objective": "w_jepa_joint",
6
+ "torch_seed": 42,
7
+ "np_seed": 42,
8
+ "mask_seed": 0,
9
+ "sw_seed": 0,
10
+ "sw_full_num_projections": 2048,
11
+ "sw_marginal_num_projections": 1024,
12
+ "sw_p": 2,
13
+ "sw_include_marginals": true,
14
+ "sw_s_x_weight": 0.002,
15
+ "sw_z_weight": 0.002,
16
+ "sw_s_y_weight": 0.002,
17
+ "lambda_joint": 0.0025,
18
+ "epochs": 500,
19
+ "smoke": false,
20
+ "downstream_models": "mlp,resnet"
21
+ }
22
+ }