{ "_notes": [ "Encrypted variant: the dataset arrives as smoke_enc.hdb and is decrypted", "into tmpfs on the provider, never onto disk. Results follow the inputs and", "come back as an encrypted .hrb the server stores without being able to read.", "The provider needs f29fa64afbe1c51f.hek in its keys directory." ], "run_name": "tabular_encrypted", "num_classes": 2, "split_identity_level": 1, "eval_stage": "cd_fuse", "save_predictions": true, "seed": 1234, "folds": 3, "fold_seed": 100, "output_root": "results", "data": { "module": "hypertower_core.profiles.generic", "args": { "metadata_csv": "secret/smoke/labels.csv", "id_column": "sample_id", "label_col": "diagnosis", "target_type": "classification", "group_column": "patient_id", "cat_cols": [ "site" ], "exclude_cols": [ "notes" ] } }, "towers": [ { "name": "cd", "module": "hypertower_core.components.towers.clinical_tower", "class": "ClinicalEncoder", "data_source": "matrix", "args": { "hidden_dim": 64 } } ], "stages": [ { "name": "cd_warm", "type": "warm", "tower": "cd", "head_name": "cd_aux", "level": "sample", "epochs": 8 }, { "name": "cd_aux", "type": "head", "input": "cd", "train_with": "cd_fuse" }, { "name": "cd_fuse", "type": "fusion", "module": "hypertower_core.components.bridges.mono_bridge", "class": "MonoBridge", "inputs": [ "cd" ], "level": "sample", "epochs": 10, "train_towers": true, "args": { "use_ln": false } } ], "training": { "lr": 0.001, "batch_size": 32, "tune_binary_threshold": true }, "data_bundles": [ { "file": "smoke_enc.hdb", "encrypted": true, "mount": "secret", "unpacked_mb": 1, "sha256": "b4df36d1fe916891b679ac89a38ead7bc956783aa3ac1cc65d3becc8cb26523d" } ], "dataset": { "n_samples": 400 } }