add run control_baseline

applied/opt03_ftbc_threshold_balance/control_baseline.summary.json

@@ -0,0 +1,212 @@
+{
+  "key": "opt03_ftbc_threshold_balance/control_baseline",
+  "tag": "control_baseline",
+  "script": "opt03_ftbc_threshold_balance.py",
+  "script_sha256_16": "b61e2bfeb6416b99",
+  "hf_folder": "applied/opt03_ftbc_threshold_balance",
+  "priority": 0,
+  "note": "control: single scalar threshold",
+  "phase": 1,
+  "n_phases": 10,
+  "method": "harmonic_matched",
+  "command": [
+    "/usr/bin/python3",
+    "-m",
+    "torch.distributed.run",
+    "--standalone",
+    "--nproc_per_node=2",
+    "/kaggle/working/scripts/opt03_ftbc_threshold_balance.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/opt03_ftbc_threshold_balance/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": 321.7,
+  "started_utc": "2026-08-23T03:19:11.604589+00:00",
+  "finished_utc": "2026-08-23T03:24:33.335746+00:00",
+  "optimization_summary": {
+    "optimization": "ftbc_threshold_balance",
+    "research_section": "2. Temporal-Dimension Reduction (threshold balancing + FTBC)",
+    "reference": "Rueckauer et al. arXiv:1612.04052; Sengupta et al. arXiv:1802.02627; FTBC: Forward Temporal Bias Correction, ECCV 2024",
+    "script": "opt03_ftbc_threshold_balance.py",
+    "baseline_mode": true,
+    "method": "harmonic_matched",
+    "accuracy": {
+      "test_acc": 0.9421428571428572,
+      "test_target_acc": 0.9421428571428572,
+      "best_val_acc": 0.945
+    },
+    "efficiency": {
+      "spikes_per_inference": null,
+      "syn_ops_per_inference": 3271536.9975649347,
+      "dense_macs_per_inference": 122675200.0,
+      "event_fraction_of_dense": 0.026668283382174512,
+      "syn_ops_per_inference_dense_fanout": 64848154.78409091,
+      "weight_sparsity": 0.7324707846410685,
+      "effective_ticks": 12.079285714285714,
+      "num_ticks": 100,
+      "membrane_bytes_per_inference": 451200,
+      "weight_bytes": 4907008,
+      "input_raster_bytes": null,
+      "train_ms_per_step": 94.71398885000326,
+      "infer_ms_per_sample": 0.6264105418749466,
+      "peak_vram_mb": 2828.282368
+    },
+    "optimization_specific": {
+      "calibrate_thresh": false,
+      "ftbc": false,
+      "calib_percentile": 99.9,
+      "calib_batches": 8,
+      "ftbc_target_ticks": 8,
+      "ftbc_ref_ticks": 100,
+      "trained_T": 100,
+      "thresh_before": [
+        1.0,
+        1.0,
+        1.0,
+        1.0
+      ],
+      "thresh_after": null,
+      "min_ticks_within_1pct_of_full": null,
+      "min_ticks_within_1pct_per_arm": null,
+      "speedup_at_min_ticks": null,
+      "full_T_acc": null,
+      "t_sweep_rows": null,
+      "calibration_reference": "same network at full T (NOT a source ANN)"
+    },
+    "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/opt03_ftbc_threshold_balance/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,
+      "calibrate_thresh": true,
+      "calib_percentile": 99.9,
+      "calib_batches": 8,
+      "ftbc": true,
+      "ftbc_target_ticks": 8,
+      "ftbc_ref_ticks": 0,
+      "ftbc_lr": 1.0,
+      "t_sweep": "4,8,16,25,50,100",
+      "sampling_rate": 250.0
+    }
+  },
+  "final_summary": {
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+    "final_test_target_acc": 0.9421428571428572,
+    "final_test_rest_recall": NaN,
+    "best_acc": 0.945,
+    "best_epoch": 50,
+    "resplit": "block",
+    "class_weight": false,
+    "drop_rest": true,
+    "epochs": 60,
+    "method": "harmonic_matched",
+    "n_in": 2880,
+    "n_classes": 40,
+    "num_bins": 100
+  },
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+    "weight_sparsity": 0.7324707846410685,
+    "num_ticks": 100,
+    "dt_ms": 50.0,
+    "margin_decision_acc": 0.44857142857142857,
+    "mean_decision_tick": 12.079285714285714,
+    "mean_decision_ms": 603.9642857142858,
+    "dense_forward_test_acc": 0.9421428571428572
+  },
+  "extra_sweep_file_present": false,
+  "selftest": {
+    "mode": "gate",
+    "passed": true
+  },
+  "driver_version": 1,
+  "zip": {
+    "name": "control_baseline.zip",
+    "files": 80,
+    "bytes": 12244248,
+    "MB": 12.2,
+    "sha256": "c24f218a83b9e351cc6d43ef1b51d7b3f9e3bfa86c64ae22f40bc90ce4f087a4"
+  }
+}

applied/opt03_ftbc_threshold_balance/control_baseline.zip

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