add run control_baseline

applied/opt10_parallel_lif_scan/control_baseline.summary.json

@@ -0,0 +1,294 @@
+{
+  "key": "opt10_parallel_lif_scan/control_baseline",
+  "tag": "control_baseline",
+  "script": "opt10_parallel_lif_scan.py",
+  "script_sha256_16": "1b869e8327d5b545",
+  "hf_folder": "applied/opt10_parallel_lif_scan",
+  "priority": 0,
+  "note": "control: --lif-mode sequential (unmodified baseline kernel)",
+  "phase": 2,
+  "n_phases": 10,
+  "method": "harmonic_matched",
+  "command": [
+    "/usr/bin/python3",
+    "-m",
+    "torch.distributed.run",
+    "--standalone",
+    "--nproc_per_node=2",
+    "/kaggle/working/scripts/opt10_parallel_lif_scan.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/opt10_parallel_lif_scan/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": 324.9,
+  "started_utc": "2026-08-23T04:51:54.176286+00:00",
+  "finished_utc": "2026-08-23T04:57:19.110808+00:00",
+  "optimization_summary": {
+    "optimization": "parallel_lif_scan",
+    "research_section": "4. Membrane-Potential Memory Wall (reset-mechanism removal) / 6. Feasibility & Limitations",
+    "reference": "Fang et al., Parallel Spiking Neurons, NeurIPS 2023, arXiv:2304.12760; Hillis-Steele parallel prefix scan",
+    "script": "opt10_parallel_lif_scan.py",
+    "baseline_mode": true,
+    "method": "harmonic_matched",
+    "accuracy": {
+      "test_acc": 0.945,
+      "test_target_acc": 0.945,
+      "best_val_acc": 0.9457142857142857
+    },
+    "efficiency": {
+      "spikes_per_inference": null,
+      "syn_ops_per_inference": 3264338.5738636362,
+      "dense_macs_per_inference": 122675200.0,
+      "event_fraction_of_dense": 0.02660960466225966,
+      "syn_ops_per_inference_dense_fanout": 64840956.36038961,
+      "weight_sparsity": 0.7324707846410685,
+      "effective_ticks": 12.121428571428572,
+      "num_ticks": 100,
+      "membrane_bytes_per_inference": 451200,
+      "weight_bytes": 4907008,
+      "input_raster_bytes": null,
+      "train_ms_per_step": 94.87772144993869,
+      "infer_ms_per_sample": 0.6268067493749641,
+      "peak_vram_mb": 2828.294656
+    },
+    "optimization_specific": {
+      "lif_mode": "sequential",
+      "scan_reset_correction": null,
+      "psn_init_beta": null,
+      "training_T": 100,
+      "sequential_depth": 100,
+      "sequential_depth_baseline": 100,
+      "depth_reduction_x": 1.0,
+      "speedup_vs_sequential_at_T": 0.1503121573672922,
+      "speedup_vs_sequential_at_T_fwdbwd": 0.20684062130801603,
+      "scan_crossover_T": null,
+      "scan_ever_wins": false,
+      "t_scaling": [
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+          "T": 25,
+          "sequential_ms": 0.045512239994423,
+          "scan_ms": 0.3423229399777483,
+          "psn_ms": 0.1837123400036944,
+          "sequential_fwdbwd_ms": 0.364014920014597,
+          "scan_fwdbwd_ms": 0.7510828000158654,
+          "psn_fwdbwd_ms": 0.8128121399931842,
+          "scan_speedup_x": 0.13295118345671308,
+          "scan_speedup_fwdbwd_x": 0.4846535162393651,
+          "psn_speedup_x": 0.24773643400061074,
+          "psn_speedup_fwdbwd_x": 0.4478463129471091,
+          "depth_sequential": 25,
+          "depth_scan": 5,
+          "depth_psn": 1
+        },
+        {
+          "T": 50,
+          "sequential_ms": 0.10447606000525411,
+          "scan_ms": 0.5663288799769362,
+          "psn_ms": 0.17435837999073556,
+          "sequential_fwdbwd_ms": 0.35421625998424133,
+          "scan_fwdbwd_ms": 1.0259901999961585,
+          "psn_fwdbwd_ms": 0.846563140003127,
+          "scan_speedup_x": 0.18447948479955484,
+          "scan_speedup_fwdbwd_x": 0.34524331712482986,
+          "psn_speedup_x": 0.5992029749921134,
+          "psn_speedup_fwdbwd_x": 0.4184168235613624,
+          "depth_sequential": 50,
+          "depth_scan": 6,
+          "depth_psn": 1
+        },
+        {
+          "T": 100,
+          "sequential_ms": 0.20700453998870216,
+          "scan_ms": 1.3771643200016115,
+          "psn_ms": 0.24421506001090165,
+          "sequential_fwdbwd_ms": 0.46369539999432163,
+          "scan_fwdbwd_ms": 2.241800459996739,
+          "psn_fwdbwd_ms": 0.9716448000108358,
+          "scan_speedup_x": 0.1503121573672922,
+          "scan_speedup_fwdbwd_x": 0.20684062130801603,
+          "psn_speedup_x": 0.8476321647791155,
+          "psn_speedup_fwdbwd_x": 0.4772272748118968,
+          "depth_sequential": 100,
+          "depth_scan": 7,
+          "depth_psn": 1
+        },
+        {
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+          "sequential_ms": 0.404842979987734,
+          "scan_ms": 2.945772679995571,
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+          "sequential_fwdbwd_ms": 0.8978712200041628,
+          "scan_fwdbwd_ms": 4.644049820017244,
+          "psn_fwdbwd_ms": 2.5973449400044046,
+          "scan_speedup_x": 0.13743184690963414,
+          "scan_speedup_fwdbwd_x": 0.19333798189116516,
+          "psn_speedup_x": 0.6188325355471359,
+          "psn_speedup_fwdbwd_x": 0.34568809331988076,
+          "depth_sequential": 200,
+          "depth_scan": 8,
+          "depth_psn": 1
+        },
+        {
+          "T": 400,
+          "sequential_ms": 0.8251251399997273,
+          "scan_ms": 6.162180259998422,
+          "psn_ms": 2.0728505599981872,
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+          "scan_fwdbwd_ms": 9.709376379978494,
+          "psn_fwdbwd_ms": 7.788119739998365,
+          "scan_speedup_x": 0.1339014934950862,
+          "scan_speedup_fwdbwd_x": 0.18542614989420103,
+          "psn_speedup_x": 0.3980630132837212,
+          "psn_speedup_fwdbwd_x": 0.23116905493462345,
+          "depth_sequential": 400,
+          "depth_scan": 9,
+          "depth_psn": 1
+        }
+      ],
+      "accuracy_cost_of_reset_removal": {
+        "firing_rate_hard_reset": 0.026105469092726707,
+        "firing_rate_reset_free": 0.36106836795806885,
+        "firing_rate_reset_corrected": 0.00894628930836916,
+        "spike_agreement_reset_free": 0.6650371551513672,
+        "spike_agreement_reset_corrected": 0.9814648628234863,
+        "spike_storm_ratio_reset_free": 13.831138857361761
+      },
+      "psn_extra_params": 0,
+      "deploy_neuron_is_hard_reset": true,
+      "train_deploy_neuron_mismatch": false,
+      "event_driven_acc_under_hard_reset": 0.945,
+      "dense_forward_acc_under_train_neuron": 0.945
+    },
+    "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/opt10_parallel_lif_scan/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,
+      "lif_mode": "scan",
+      "scan_reset_correction": true,
+      "psn_init_beta": 0.95,
+      "t_scaling": "25,50,100,200,400",
+      "sampling_rate": 250.0
+    }
+  },
+  "final_summary": {
+    "final_test_acc": 0.945,
+    "final_test_target_acc": 0.945,
+    "final_test_rest_recall": NaN,
+    "best_acc": 0.9457142857142857,
+    "best_epoch": 47,
+    "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": {
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+      "0.5": 0.8535714285714285,
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+    "syn_per_inference_dense_fanout": 64840956.36038961,
+    "weight_sparsity": 0.7324707846410685,
+    "num_ticks": 100,
+    "dt_ms": 50.0,
+    "margin_decision_acc": 0.44785714285714284,
+    "mean_decision_tick": 12.121428571428572,
+    "mean_decision_ms": 606.0714285714286,
+    "dense_forward_test_acc": 0.945
+  },
+  "extra_sweep_file_present": true,
+  "selftest": {
+    "mode": "gate",
+    "passed": true
+  },
+  "driver_version": 1,
+  "zip": {
+    "name": "control_baseline.zip",
+    "files": 81,
+    "bytes": 12248909,
+    "MB": 12.2,
+    "sha256": "00fb9159dc83ab232bbff226d225ac1167b7945e221c3e8ab0a717aeea8955ee"
+  }
+}

applied/opt10_parallel_lif_scan/control_baseline.zip

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