applied/opt06_uticket_prune/control_baseline.summary.json

{
  "key": "opt06_uticket_prune/control_baseline",
  "tag": "control_baseline",
  "script": "opt06_uticket_prune.py",
  "script_sha256_16": "13957bb36508b8cf",
  "hf_folder": "applied/opt06_uticket_prune",
  "priority": 0,
  "note": "control: no pruning",
  "phase": 1,
  "n_phases": 10,
  "method": "harmonic_matched",
  "command": [
    "/usr/bin/python3",
    "-m",
    "torch.distributed.run",
    "--standalone",
    "--nproc_per_node=2",
    "/kaggle/working/scripts/opt06_uticket_prune.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/opt06_uticket_prune/control_baseline",
    "--keep-epoch-weights",
    "1",
    "--resplit",
    "block",
    "--drop-rest",
    "--bench",
    "--baseline"
  ],
  "flags": [
    "--baseline"
  ],
  "epochs_requested": 60,
  "gpus": 2,
  "relative_epoch_cost": 1.0,
  "exit_code": 0,
  "status": "ok",
  "duration_s": 323.1,
  "started_utc": "2026-08-23T04:02:35.465332+00:00",
  "finished_utc": "2026-08-23T04:07:58.555273+00:00",
  "optimization_summary": {
    "optimization": "uticket_workload_balanced_pruning",
    "research_section": "3. Spike sparsity & MAC->AC restructuring",
    "reference": "u-Ticket: Workload-Balanced Pruning for Sparse SNNs, arXiv:2302.06746",
    "script": "opt06_uticket_prune.py",
    "baseline_mode": true,
    "method": "harmonic_matched",
    "accuracy": {
      "test_acc": 0.945,
      "test_target_acc": 0.945,
      "best_val_acc": 0.945
    },
    "efficiency": {
      "spikes_per_inference": null,
      "syn_ops_per_inference": 3269036.607142857,
      "dense_macs_per_inference": 122675200.0,
      "event_fraction_of_dense": 0.026647901182495378,
      "syn_ops_per_inference_dense_fanout": 64845654.39366884,
      "weight_sparsity": 0.7324707846410685,
      "effective_ticks": 11.901428571428571,
      "num_ticks": 100,
      "membrane_bytes_per_inference": 451200,
      "weight_bytes": 4907008,
      "input_raster_bytes": null,
      "train_ms_per_step": 95.36304565003775,
      "infer_ms_per_sample": 0.6318974475001937,
      "peak_vram_mb": 2828.277248
    },
    "optimization_specific": {
      "pruning_enabled": false,
      "balance_enabled": false
    },
    "config": {
      "method": "harmonic_matched",
      "data_root": "/kaggle/working/data",
      "subjects": "",
      "blocks": "",
      "limit": 0,
      "drop_rest": true,
      "resplit": "block",
      "test_blocks": "6",
      "class_weight": false,
      "epochs": 60,
      "batch_size": 64,
      "lr": 0.002,
      "weight_decay": 0.0005,
      "grad_clip": 5.0,
      "num_bins": 100,
      "window_sec": 5.0,
      "hidden": "512,256",
      "freq_groups": 8,
      "dropout": 0.3,
      "spike_drop": 0.1,
      "time_jitter": 2,
      "label_smoothing": 0.05,
      "no_batchnorm": false,
      "binary_input": false,
      "beta": 1.0,
      "thresh": 1.0,
      "window": 0.5,
      "gain": 1.0,
      "alpha": 0.9,
      "readout": "spikecount",
      "fake_quant": 0,
      "amp": false,
      "spike_reg": 0.0,
      "event_eval": true,
      "decision_margin": 2.0,
      "export": false,
      "seed": 1234,
      "hub_dir": "/kaggle/working/hub/opt06_uticket_prune/control_baseline",
      "repo_id": "UWU-R-13/SSVEP-SNN",
      "push_hf": false,
      "keep_epoch_weights": 1,
      "no_resume": true,
      "selftest": false,
      "baseline": true,
      "bench": true,
      "bench_warmup": 10,
      "bench_iters": 50,
      "bench_train_steps": 20,
      "prune_rounds": 5,
      "prune_rate": 0.5,
      "rewind_epoch": 1,
      "balance": true,
      "balance_iters": 2,
      "prune_readout": false,
      "sampling_rate": 250.0
    }
  },
  "final_summary": {
    "final_test_acc": 0.945,
    "final_test_target_acc": 0.945,
    "final_test_rest_recall": NaN,
    "best_acc": 0.945,
    "best_epoch": 42,
    "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": 0.6328571428571429,
      "0.5": 0.8407142857142857,
      "0.75": 0.9164285714285715,
      "1.0": 0.945
    },
    "syn_per_inference": 3269036.607142857,
    "dense_per_inference": 122675200.0,
    "event_fraction_of_dense": 0.026647901182495378,
    "syn_per_inference_dense_fanout": 64845654.39366884,
    "weight_sparsity": 0.7324707846410685,
    "num_ticks": 100,
    "dt_ms": 50.0,
    "margin_decision_acc": 0.4357142857142857,
    "mean_decision_tick": 11.901428571428571,
    "mean_decision_ms": 595.0714285714286,
    "dense_forward_test_acc": 0.945
  },
  "extra_sweep_file_present": false,
  "selftest": {
    "mode": "gate",
    "passed": true
  },
  "driver_version": 1,
  "zip": {
    "name": "control_baseline.zip",
    "files": 80,
    "bytes": 12237618,
    "MB": 12.2,
    "sha256": "b3bf34aaf9578d97fb975b4f1ed60ef42bf6884b49c48fbdd831889668315689"
  }
}