{ "key": "original/no_augment", "tag": "no_augment", "script": "train_ssvep_event_snn.py", "script_sha256_16": "a58fedb328a4ba57", "hf_folder": "applied/original", "priority": 2, "note": "no event-dropout / tick-jitter augmentation: how much of the baseline's accuracy is robustness training", "phase": 6, "n_phases": 10, "method": "harmonic_matched", "command": [ "/usr/bin/python3", "-m", "torch.distributed.run", "--standalone", "--nproc_per_node=2", "/kaggle/working/scripts/train_ssvep_event_snn.py", "--method", "harmonic_matched", "--data-root", "/kaggle/working/data", "--epochs", "60", "--seed", "1234", "--batch-size", "64", "--event-eval", "--no-resume", "--decision-margin", "2.0", "--hub-dir", "/kaggle/working/hub/train_ssvep_event_snn/no_augment", "--keep-epoch-weights", "1", "--resplit", "block", "--drop-rest", "--spike-drop", "0", "--time-jitter", "0" ], "flags": [ "--spike-drop", "0", "--time-jitter", "0" ], "epochs_requested": 60, "gpus": 2, "relative_epoch_cost": 1.0, "exit_code": 0, "status": "ok", "duration_s": 344.8, "started_utc": "2026-08-23T04:58:31.802054+00:00", "finished_utc": "2026-08-23T05:04:16.568481+00:00", "optimization_summary": null, "final_summary": { "final_test_acc": 0.945, "final_test_target_acc": 0.945, "final_test_rest_recall": NaN, "best_acc": 0.945, "best_epoch": 46, "resplit": "block", "class_weight": false, "drop_rest": true, "epochs": 60, "method": "harmonic_matched", "n_in": 2880, "n_classes": 40, "num_bins": 100 }, "event_driven_summary": { "acc": 0.945, "anytime_acc": { "0.25": 0.6257142857142857, "0.5": 0.85, "0.75": 0.9178571428571428, "1.0": 0.945 }, "syn_per_inference": 64757085.29788961, "dense_per_inference": 122675200.0, "event_fraction_of_dense": 0.527874299759769, "num_ticks": 100, "dt_ms": 50.0, "margin_decision_acc": 0.41285714285714287, "mean_decision_tick": 10.489285714285714, "mean_decision_ms": 524.4642857142857, "dense_forward_test_acc": 0.945 }, "extra_sweep_file_present": false, "selftest": { "mode": "gate", "passed": true }, "driver_version": 1, "zip": { "name": "no_augment.zip", "files": 79, "bytes": 12231036, "MB": 12.2, "sha256": "ba6100e6f95280022ca681783d828a2d0543a723305699fdf58959e104c7530f" } }