Archive complete JEPA reproduction artifacts (part 13)
Browse filesThis view is limited to 50 files because it contains too many changes. See raw diff
- .gitattributes +4 -0
- JEPA/artifacts/wjepa_covertype_sweep/covertype-sweep_shard00of04_protocol.json +246 -0
- JEPA/artifacts/wjepa_covertype_sweep/covertype-sweep_shard01of04_protocol.json +246 -0
- JEPA/artifacts/wjepa_covertype_sweep/covertype-sweep_shard02of04_protocol.json +246 -0
- JEPA/artifacts/wjepa_covertype_sweep/covertype-sweep_shard03of04_protocol.json +246 -0
- 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
- 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
- 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
- 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
- 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
- JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0001_z0.0001_sy0.0001/seed_42/comparison_complete.json +22 -0
- JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0001_z0.0001_sy0.0001/seed_42/comparison_manifest.json +60 -0
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.00025_z0.00025_sy0.00025/seed_42/comparison_complete.json +22 -0
- JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.00025_z0.00025_sy0.00025/seed_42/comparison_manifest.json +60 -0
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0005_z0.0005_sy0.0005/seed_42/comparison_complete.json +22 -0
- JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.0005_z0.0005_sy0.0005/seed_42/comparison_manifest.json +60 -0
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/comparison_complete.json +22 -0
- JEPA/artifacts/wjepa_covertype_sweep/covertype/joint_sw/sw_f0.0025_sx0.001_z0.001_sy0.001/seed_42/comparison_manifest.json +60 -0
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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 |
+
}
|