SSVEN_pasqwerty / applied /original /no_augment.summary.json
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{
"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"
}
}