{
  "tag": "opt4_ubits4",
  "script": "opt4_mint_membrane_quant.py",
  "script_sha256_16": "598d76c727a2deea",
  "hf_folder": "opt4_mint_membrane_quant",
  "priority": 0,
  "note": "default setting",
  "phase": 1,
  "n_phases": 10,
  "command": [
    "/usr/bin/python3",
    "-m",
    "torch.distributed.run",
    "--standalone",
    "--nproc_per_node=2",
    "/kaggle/temp/snn_runs/scripts/opt4_mint_membrane_quant.py",
    "--epochs",
    "100",
    "--batch-size",
    "32",
    "--num-bins",
    "16",
    "--event-eval",
    "--no-hf",
    "--no-resume",
    "--data-dir",
    "/kaggle/temp/dvs128_data",
    "--num-classes",
    "11",
    "--bench",
    "--u-bits",
    "4"
  ],
  "flags": [
    "--u-bits",
    "4"
  ],
  "epochs_requested": 100,
  "epochs_completed": 100,
  "batch_size_per_gpu": 32,
  "num_bins_T": 16,
  "gpus": 2,
  "amp": false,
  "exit_code": 0,
  "status": "ok",
  "duration_s": 368.3,
  "sec_per_epoch": 3.68,
  "started_utc": "2026-08-21T05:39:12.318839+00:00",
  "finished_utc": "2026-08-21T05:45:20.575555+00:00",
  "final_epoch_metrics": {
    "epoch": 100,
    "train_loss": 0.554768770822362,
    "train_acc": 0.9962825278810409,
    "test_loss": 0.32836504686962475,
    "test_acc": 0.9166666666666666,
    "best_acc": 0.9393939393939394,
    "spike_rates": [
      0.056812959997092974,
      0.08646916335119921,
      0.07295568418853424,
      0.09549180637387668,
      0.1559191915918799
    ],
    "spikes_per_sample": 261913.86227375566,
    "wall_time_s": 2.2445101737976074,
    "timestamp": "2026-08-21T05:44:57.138047+00:00"
  },
  "best": {
    "epoch": 65,
    "test_acc": 0.9393939393939394
  },
  "event_driven": {
    "event_driven_test_acc": 0.9204545454545454,
    "synaptic_ops_per_inference": 202241535.61458334,
    "membrane_bytes_per_inference": 119045.5,
    "u_bits": 4,
    "kshift": 0,
    "w_bits": 0
  },
  "driver_version": 1,
  "zip": {
    "name": "opt4_ubits4.zip",
    "files": 312,
    "bytes": 1442074957,
    "MB": 1442.1,
    "sha256": "791e8d975a17bea98261395e51913b97f131bdc3e02d787c20d9b46c94424e87"
  }
}