add run control_baseline

applied/opt05_bitpack_popcount/control_baseline.summary.json

@@ -0,0 +1,258 @@
+{
+  "key": "opt05_bitpack_popcount/control_baseline",
+  "tag": "control_baseline",
+  "script": "opt05_bitpack_popcount.py",
+  "script_sha256_16": "5a6aac669f67a678",
+  "hf_folder": "applied/opt05_bitpack_popcount",
+  "priority": 0,
+  "note": "control: dense float dataflow",
+  "phase": 1,
+  "n_phases": 10,
+  "method": "harmonic_matched",
+  "command": [
+    "/usr/bin/python3",
+    "-m",
+    "torch.distributed.run",
+    "--standalone",
+    "--nproc_per_node=2",
+    "/kaggle/working/scripts/opt05_bitpack_popcount.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/opt05_bitpack_popcount/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": 584.8,
+  "started_utc": "2026-08-23T03:46:56.620790+00:00",
+  "finished_utc": "2026-08-23T03:56:41.438375+00:00",
+  "optimization_summary": {
+    "optimization": "bitpack_popcount",
+    "research_section": "3. Spike-Sparsity & MAC->AC Restructuring",
+    "reference": "SATA, arXiv:2204.05422; BMXNet/BiFSMNv2 popcount GEMM",
+    "script": "opt05_bitpack_popcount.py",
+    "baseline_mode": true,
+    "method": "harmonic_matched",
+    "accuracy": {
+      "test_acc": 0.9392857142857143,
+      "test_target_acc": 0.9392857142857143,
+      "best_val_acc": 0.945
+    },
+    "efficiency": {
+      "spikes_per_inference": null,
+      "syn_ops_per_inference": 3259960.8547077924,
+      "dense_macs_per_inference": 122675200.0,
+      "event_fraction_of_dense": 0.02657391921682453,
+      "syn_ops_per_inference_dense_fanout": 64836578.64123377,
+      "weight_sparsity": 0.7324707846410685,
+      "effective_ticks": 11.83,
+      "num_ticks": 100,
+      "membrane_bytes_per_inference": 451200,
+      "weight_bytes": 4907008,
+      "input_raster_bytes": 403200000,
+      "train_ms_per_step": 94.69575869998152,
+      "infer_ms_per_sample": 0.6265434059375252,
+      "peak_vram_mb": 2827.963904
+    },
+    "optimization_specific": {
+      "bitpack": false,
+      "pack_hidden": false,
+      "popcount_readout": false,
+      "n_channels": 2880,
+      "packed_words_per_tick": 90,
+      "input_raster_bytes_uint8": 403200000,
+      "input_raster_bytes_packed": null,
+      "memory_reduction_x": 1.0,
+      "mults_eliminated_per_inference": null,
+      "pred_agreement_packed_vs_float": null,
+      "popcount_counts_exact": null,
+      "crossover_density": 0.01,
+      "packed_ever_wins": true,
+      "packed_vs_scatter_ms": [
+        {
+          "density": 0.01,
+          "measured_density": 0.00997178815305233,
+          "scatter_ms": 0.1802825927734375,
+          "packed_ms": 0.046405792236328125,
+          "pack_ms": 0.1291036605834961,
+          "speedup_x": 3.8849157418824496,
+          "packed_wins": true,
+          "matches_scatter": true
+        },
+        {
+          "density": 0.05,
+          "measured_density": 0.0490993931889534,
+          "scatter_ms": 0.2356719970703125,
+          "packed_ms": 0.06339550018310547,
+          "pack_ms": 0.13286590576171875,
+          "speedup_x": 3.7174877773599095,
+          "packed_wins": true,
+          "matches_scatter": true
+        },
+        {
+          "density": 0.1,
+          "measured_density": 0.10040690004825592,
+          "scatter_ms": 0.42845726013183594,
+          "packed_ms": 0.08290290832519531,
+          "pack_ms": 0.12605667114257812,
+          "speedup_x": 5.168181295295065,
+          "packed_wins": true,
+          "matches_scatter": true
+        },
+        {
+          "density": 0.25,
+          "measured_density": 0.24960395693778992,
+          "scatter_ms": 1.0294532775878906,
+          "packed_ms": 0.14525413513183594,
+          "pack_ms": 0.12697696685791016,
+          "speedup_x": 7.087256253693126,
+          "packed_wins": true,
+          "matches_scatter": true
+        },
+        {
+          "density": 0.5,
+          "measured_density": 0.49802517890930176,
+          "scatter_ms": 1.3754749298095703,
+          "packed_ms": 0.2714681625366211,
+          "pack_ms": 0.1302051544189453,
+          "speedup_x": 5.0668001615991285,
+          "packed_wins": true,
+          "matches_scatter": true
+        }
+      ],
+      "popcount_vs_loop_ms": {
+        "loop_ms": 0.013265609741210938,
+        "popcount_ms": 0.03826141357421875,
+        "speedup_x": 0.3467098703888335
+      }
+    },
+    "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/opt05_bitpack_popcount/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,
+      "bitpack": true,
+      "pack_hidden": false,
+      "popcount_readout": true,
+      "sparsity_sweep": "0.01,0.05,0.1,0.25,0.5",
+      "sampling_rate": 250.0
+    }
+  },
+  "final_summary": {
+    "final_test_acc": 0.9392857142857143,
+    "final_test_target_acc": 0.9392857142857143,
+    "final_test_rest_recall": NaN,
+    "best_acc": 0.945,
+    "best_epoch": 53,
+    "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": {
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+    "anytime_acc": {
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+    "event_fraction_of_dense": 0.02657391921682453,
+    "syn_per_inference_dense_fanout": 64836578.64123377,
+    "weight_sparsity": 0.7324707846410685,
+    "num_ticks": 100,
+    "dt_ms": 50.0,
+    "margin_decision_acc": 0.4585714285714286,
+    "mean_decision_tick": 11.83,
+    "mean_decision_ms": 591.5,
+    "dense_forward_test_acc": 0.9392857142857143
+  },
+  "extra_sweep_file_present": true,
+  "selftest": {
+    "mode": "gate",
+    "passed": true
+  },
+  "driver_version": 1,
+  "zip": {
+    "name": "control_baseline.zip",
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+    "bytes": 12250994,
+    "MB": 12.3,
+    "sha256": "ef07404573217d6615260626d16d6c3baa237388a674cc6f4fc50b4f57d95eb3"
+  }
+}

applied/opt05_bitpack_popcount/control_baseline.zip

@@ -0,0 +1,3 @@
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