add run default
Browse files
applied/opt10_parallel_lif_scan/default.summary.json
ADDED
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|
| 1 |
+
{
|
| 2 |
+
"key": "opt10_parallel_lif_scan/default",
|
| 3 |
+
"tag": "default",
|
| 4 |
+
"script": "opt10_parallel_lif_scan.py",
|
| 5 |
+
"script_sha256_16": "1b869e8327d5b545",
|
| 6 |
+
"hf_folder": "applied/opt10_parallel_lif_scan",
|
| 7 |
+
"priority": 0,
|
| 8 |
+
"note": "default: --lif-mode scan, reset-correction on",
|
| 9 |
+
"phase": 2,
|
| 10 |
+
"n_phases": 10,
|
| 11 |
+
"method": "harmonic_matched",
|
| 12 |
+
"command": [
|
| 13 |
+
"/usr/bin/python3",
|
| 14 |
+
"-m",
|
| 15 |
+
"torch.distributed.run",
|
| 16 |
+
"--standalone",
|
| 17 |
+
"--nproc_per_node=2",
|
| 18 |
+
"/kaggle/working/scripts/opt10_parallel_lif_scan.py",
|
| 19 |
+
"--method",
|
| 20 |
+
"harmonic_matched",
|
| 21 |
+
"--data-root",
|
| 22 |
+
"/kaggle/working/data",
|
| 23 |
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"--epochs",
|
| 24 |
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"60",
|
| 25 |
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"--seed",
|
| 26 |
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"1234",
|
| 27 |
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"--batch-size",
|
| 28 |
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"64",
|
| 29 |
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"--event-eval",
|
| 30 |
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"--no-resume",
|
| 31 |
+
"--decision-margin",
|
| 32 |
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"2.0",
|
| 33 |
+
"--hub-dir",
|
| 34 |
+
"/kaggle/working/hub/opt10_parallel_lif_scan/default",
|
| 35 |
+
"--keep-epoch-weights",
|
| 36 |
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"1",
|
| 37 |
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"--resplit",
|
| 38 |
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"block",
|
| 39 |
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"--drop-rest",
|
| 40 |
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"--bench"
|
| 41 |
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],
|
| 42 |
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"flags": [],
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| 43 |
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"epochs_requested": 60,
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| 44 |
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"gpus": 2,
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| 45 |
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"relative_epoch_cost": 1.0,
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| 46 |
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"exit_code": 0,
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| 47 |
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"status": "ok",
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| 48 |
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"duration_s": 372.1,
|
| 49 |
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"started_utc": "2026-08-23T04:57:22.420576+00:00",
|
| 50 |
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"finished_utc": "2026-08-23T05:03:34.528164+00:00",
|
| 51 |
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"optimization_summary": {
|
| 52 |
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"optimization": "parallel_lif_scan",
|
| 53 |
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"research_section": "4. Membrane-Potential Memory Wall (reset-mechanism removal) / 6. Feasibility & Limitations",
|
| 54 |
+
"reference": "Fang et al., Parallel Spiking Neurons, NeurIPS 2023, arXiv:2304.12760; Hillis-Steele parallel prefix scan",
|
| 55 |
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"script": "opt10_parallel_lif_scan.py",
|
| 56 |
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"baseline_mode": false,
|
| 57 |
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"method": "harmonic_matched",
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| 58 |
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"accuracy": {
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| 59 |
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"test_acc": 0.24214285714285713,
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| 60 |
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"test_target_acc": 0.24214285714285713,
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| 61 |
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"best_val_acc": 0.235
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| 62 |
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},
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| 63 |
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"efficiency": {
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| 64 |
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"spikes_per_inference": null,
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| 65 |
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"syn_ops_per_inference": 5752150.245941558,
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| 66 |
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"dense_macs_per_inference": 122675200.0,
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| 67 |
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"event_fraction_of_dense": 0.046889267316797184,
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| 68 |
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"syn_ops_per_inference_dense_fanout": 67328768.03246753,
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| 69 |
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"weight_sparsity": 0.7324707846410685,
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| 70 |
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"effective_ticks": 14.892857142857142,
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| 71 |
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"num_ticks": 100,
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| 72 |
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"membrane_bytes_per_inference": 451200,
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| 73 |
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"weight_bytes": 4907008,
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| 74 |
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"input_raster_bytes": null,
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| 75 |
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"train_ms_per_step": 107.17174205001356,
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| 76 |
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"infer_ms_per_sample": 0.7523749965622528,
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| 77 |
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| 78 |
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},
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| 79 |
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"optimization_specific": {
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| 80 |
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"lif_mode": "scan",
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| 81 |
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"scan_reset_correction": true,
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| 82 |
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"psn_init_beta": null,
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| 83 |
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"training_T": 100,
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| 84 |
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"sequential_depth": 7,
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| 85 |
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| 87 |
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"speedup_vs_sequential_at_T": 0.1512971521511396,
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| 88 |
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"speedup_vs_sequential_at_T_fwdbwd": 0.2055188724369771,
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"scan_crossover_T": null,
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| 90 |
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"scan_ever_wins": false,
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| 91 |
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"t_scaling": [
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| 92 |
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{
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| 93 |
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"T": 25,
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| 94 |
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| 100 |
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"scan_speedup_x": 0.16962744635059157,
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| 101 |
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| 102 |
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"psn_speedup_x": 0.32308188740715615,
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| 103 |
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"psn_speedup_fwdbwd_x": 0.41316414022773945,
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| 104 |
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"depth_sequential": 25,
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| 105 |
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"depth_scan": 5,
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| 106 |
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| 107 |
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},
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| 108 |
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{
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| 109 |
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| 110 |
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| 122 |
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| 123 |
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| 124 |
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| 139 |
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| 155 |
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|
| 170 |
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|
| 171 |
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}
|
| 172 |
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],
|
| 173 |
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"accuracy_cost_of_reset_removal": {
|
| 174 |
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"firing_rate_hard_reset": 0.026105469092726707,
|
| 175 |
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"firing_rate_reset_free": 0.36106836795806885,
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| 176 |
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"firing_rate_reset_corrected": 0.00894628930836916,
|
| 177 |
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"spike_agreement_reset_free": 0.6650371551513672,
|
| 178 |
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"spike_agreement_reset_corrected": 0.9814648628234863,
|
| 179 |
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"spike_storm_ratio_reset_free": 13.831138857361761
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| 180 |
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},
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| 181 |
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"psn_extra_params": 0,
|
| 182 |
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"deploy_neuron_is_hard_reset": true,
|
| 183 |
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"train_deploy_neuron_mismatch": true,
|
| 184 |
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"event_driven_acc_under_hard_reset": 0.5771428571428572,
|
| 185 |
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"dense_forward_acc_under_train_neuron": 0.24214285714285713
|
| 186 |
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},
|
| 187 |
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"config": {
|
| 188 |
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"method": "harmonic_matched",
|
| 189 |
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"data_root": "/kaggle/working/data",
|
| 190 |
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"subjects": "",
|
| 191 |
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"blocks": "",
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| 192 |
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"limit": 0,
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| 193 |
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"drop_rest": true,
|
| 194 |
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"resplit": "block",
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| 195 |
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"test_blocks": "6",
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| 196 |
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"class_weight": false,
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| 197 |
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"batch_size": 64,
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| 199 |
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"lr": 0.002,
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| 200 |
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"weight_decay": 0.0005,
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| 202 |
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"num_bins": 100,
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| 203 |
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| 204 |
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"hidden": "512,256",
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| 205 |
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"freq_groups": 8,
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| 206 |
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"dropout": 0.3,
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| 207 |
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| 208 |
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"time_jitter": 2,
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| 210 |
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| 211 |
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| 212 |
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"beta": 1.0,
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| 213 |
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"thresh": 1.0,
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| 214 |
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"window": 0.5,
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"gain": 1.0,
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| 216 |
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"alpha": 0.9,
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| 217 |
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"readout": "spikecount",
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| 218 |
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| 219 |
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"amp": false,
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| 220 |
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"spike_reg": 0.0,
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| 221 |
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| 222 |
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| 223 |
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"export": false,
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| 224 |
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"seed": 1234,
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| 225 |
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"hub_dir": "/kaggle/working/hub/opt10_parallel_lif_scan/default",
|
| 226 |
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| 227 |
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| 228 |
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|
| 229 |
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| 230 |
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|
| 231 |
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| 232 |
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|
| 233 |
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|
| 234 |
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|
| 235 |
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|
| 236 |
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| 237 |
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| 238 |
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| 239 |
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| 240 |
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| 241 |
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| 242 |
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| 250 |
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| 252 |
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| 253 |
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|
| 254 |
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|
| 255 |
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| 256 |
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| 257 |
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| 258 |
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| 279 |
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| 281 |
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| 282 |
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| 283 |
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applied/opt10_parallel_lif_scan/default.zip
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version https://git-lfs.github.com/spec/v1
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oid sha256:8d98c01092cbf35bc5226c777e850a86617b2eb3b1175013cefefa6e8481a1bd
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size 12352424
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