| { |
| "seed": 20260919, |
| "architecture": [ |
| 16, |
| 48, |
| 48, |
| 1 |
| ], |
| "parameters": 3217, |
| "training_scene_ids": [ |
| 0, |
| 1, |
| 2, |
| 3, |
| 4, |
| 5, |
| 6, |
| 7, |
| 8, |
| 9, |
| 10, |
| 11, |
| 12, |
| 13, |
| 14, |
| 15, |
| 16, |
| 17, |
| 18, |
| 19, |
| 20, |
| 21, |
| 22, |
| 23, |
| 24, |
| 25, |
| 26, |
| 27, |
| 28, |
| 29, |
| 30, |
| 31, |
| 32, |
| 33, |
| 34, |
| 35, |
| 36, |
| 37, |
| 38, |
| 39, |
| 40, |
| 41, |
| 42, |
| 43, |
| 44, |
| 45, |
| 46, |
| 47 |
| ], |
| "validation_scene_ids": [ |
| 100, |
| 101, |
| 102, |
| 103, |
| 104, |
| 105, |
| 106, |
| 107 |
| ], |
| "test_scene_ids": [ |
| 200, |
| 201, |
| 202, |
| 203, |
| 204, |
| 205, |
| 206, |
| 207 |
| ], |
| "epochs": 40, |
| "selected_epoch": 3, |
| "selection": "minimum validation BCE; test set not used for selection", |
| "training": { |
| "rays": 73728, |
| "visible_fraction": 0.7331271767616272, |
| "brier": 0.14548791118743198, |
| "bce": 0.4365878029411068, |
| "accuracy": 0.7816569010416666, |
| "constant_training_mean_brier": 0.19565171003341675 |
| }, |
| "validation": { |
| "rays": 12288, |
| "visible_fraction": 0.748779296875, |
| "brier": 0.1566623845961871, |
| "bce": 0.4729237553781706, |
| "accuracy": 0.7637532552083334, |
| "constant_training_mean_brier": 0.18835385143756866 |
| }, |
| "test": { |
| "rays": 12288, |
| "visible_fraction": 0.6552734375, |
| "brier": 0.18344945519198727, |
| "bce": 0.5366238180148857, |
| "accuracy": 0.7176920572916666, |
| "constant_training_mean_brier": 0.23195137083530426 |
| }, |
| "history": [ |
| { |
| "epoch": 1, |
| "validation_bce": 0.5399370789527893 |
| }, |
| { |
| "epoch": 2, |
| "validation_bce": 0.490925669670105 |
| }, |
| { |
| "epoch": 3, |
| "validation_bce": 0.47292375564575195 |
| }, |
| { |
| "epoch": 4, |
| "validation_bce": 0.49421706795692444 |
| }, |
| { |
| "epoch": 5, |
| "validation_bce": 0.5162302255630493 |
| }, |
| { |
| "epoch": 6, |
| "validation_bce": 0.5253584384918213 |
| }, |
| { |
| "epoch": 7, |
| "validation_bce": 0.5440433025360107 |
| }, |
| { |
| "epoch": 8, |
| "validation_bce": 0.576284646987915 |
| }, |
| { |
| "epoch": 9, |
| "validation_bce": 0.5679138898849487 |
| }, |
| { |
| "epoch": 10, |
| "validation_bce": 0.6045808792114258 |
| }, |
| { |
| "epoch": 11, |
| "validation_bce": 0.6091914772987366 |
| }, |
| { |
| "epoch": 12, |
| "validation_bce": 0.6435726881027222 |
| }, |
| { |
| "epoch": 13, |
| "validation_bce": 0.6688687801361084 |
| }, |
| { |
| "epoch": 14, |
| "validation_bce": 0.6876195073127747 |
| }, |
| { |
| "epoch": 15, |
| "validation_bce": 0.7105175852775574 |
| }, |
| { |
| "epoch": 16, |
| "validation_bce": 0.7007350921630859 |
| }, |
| { |
| "epoch": 17, |
| "validation_bce": 0.7075133919715881 |
| }, |
| { |
| "epoch": 18, |
| "validation_bce": 0.7346153259277344 |
| }, |
| { |
| "epoch": 19, |
| "validation_bce": 0.7341694831848145 |
| }, |
| { |
| "epoch": 20, |
| "validation_bce": 0.7795812487602234 |
| }, |
| { |
| "epoch": 21, |
| "validation_bce": 0.744791567325592 |
| }, |
| { |
| "epoch": 22, |
| "validation_bce": 0.7617319226264954 |
| }, |
| { |
| "epoch": 23, |
| "validation_bce": 0.7525234222412109 |
| }, |
| { |
| "epoch": 24, |
| "validation_bce": 0.8204410672187805 |
| }, |
| { |
| "epoch": 25, |
| "validation_bce": 0.7911739945411682 |
| }, |
| { |
| "epoch": 26, |
| "validation_bce": 0.7957285046577454 |
| }, |
| { |
| "epoch": 27, |
| "validation_bce": 0.812262773513794 |
| }, |
| { |
| "epoch": 28, |
| "validation_bce": 0.8364337086677551 |
| }, |
| { |
| "epoch": 29, |
| "validation_bce": 0.8261521458625793 |
| }, |
| { |
| "epoch": 30, |
| "validation_bce": 0.8119804263114929 |
| }, |
| { |
| "epoch": 31, |
| "validation_bce": 0.8121644854545593 |
| }, |
| { |
| "epoch": 32, |
| "validation_bce": 0.848870038986206 |
| }, |
| { |
| "epoch": 33, |
| "validation_bce": 0.8658071160316467 |
| }, |
| { |
| "epoch": 34, |
| "validation_bce": 0.8284158706665039 |
| }, |
| { |
| "epoch": 35, |
| "validation_bce": 0.8896847367286682 |
| }, |
| { |
| "epoch": 36, |
| "validation_bce": 0.8323025703430176 |
| }, |
| { |
| "epoch": 37, |
| "validation_bce": 0.8964884877204895 |
| }, |
| { |
| "epoch": 38, |
| "validation_bce": 0.8956248164176941 |
| }, |
| { |
| "epoch": 39, |
| "validation_bce": 0.9198758006095886 |
| }, |
| { |
| "epoch": 40, |
| "validation_bce": 0.9076641201972961 |
| } |
| ], |
| "numpy_torch_max_abs_error": 1.1920928955078125e-07, |
| "elapsed_seconds": 1.9224714590018266, |
| "python": "3.12.14", |
| "torch": "2.14.0+cpu", |
| "device": "cpu", |
| "claim_scope": "learned visibility prior for three-sphere direct-light scenes; not a learned unified renderer" |
| } |
|
|