add run no_reset_correction
Browse files
applied/opt10_parallel_lif_scan/no_reset_correction.summary.json
ADDED
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@@ -0,0 +1,294 @@
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|
| 1 |
+
{
|
| 2 |
+
"key": "opt10_parallel_lif_scan/no_reset_correction",
|
| 3 |
+
"tag": "no_reset_correction",
|
| 4 |
+
"script": "opt10_parallel_lif_scan.py",
|
| 5 |
+
"script_sha256_16": "1b869e8327d5b545",
|
| 6 |
+
"hf_folder": "applied/opt10_parallel_lif_scan",
|
| 7 |
+
"priority": 1,
|
| 8 |
+
"note": "reset-free without the compensating linear pass",
|
| 9 |
+
"phase": 5,
|
| 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 |
+
"--epochs",
|
| 24 |
+
"60",
|
| 25 |
+
"--seed",
|
| 26 |
+
"1234",
|
| 27 |
+
"--batch-size",
|
| 28 |
+
"64",
|
| 29 |
+
"--event-eval",
|
| 30 |
+
"--no-resume",
|
| 31 |
+
"--decision-margin",
|
| 32 |
+
"2.0",
|
| 33 |
+
"--hub-dir",
|
| 34 |
+
"/kaggle/working/hub/opt10_parallel_lif_scan/no_reset_correction",
|
| 35 |
+
"--keep-epoch-weights",
|
| 36 |
+
"1",
|
| 37 |
+
"--resplit",
|
| 38 |
+
"block",
|
| 39 |
+
"--drop-rest",
|
| 40 |
+
"--bench",
|
| 41 |
+
"--no-scan-reset-correction"
|
| 42 |
+
],
|
| 43 |
+
"flags": [
|
| 44 |
+
"--no-scan-reset-correction"
|
| 45 |
+
],
|
| 46 |
+
"epochs_requested": 60,
|
| 47 |
+
"gpus": 2,
|
| 48 |
+
"relative_epoch_cost": 1.0,
|
| 49 |
+
"exit_code": 0,
|
| 50 |
+
"status": "ok",
|
| 51 |
+
"duration_s": 458.2,
|
| 52 |
+
"started_utc": "2026-08-23T04:32:07.641525+00:00",
|
| 53 |
+
"finished_utc": "2026-08-23T04:39:45.890653+00:00",
|
| 54 |
+
"optimization_summary": {
|
| 55 |
+
"optimization": "parallel_lif_scan",
|
| 56 |
+
"research_section": "4. Membrane-Potential Memory Wall (reset-mechanism removal) / 6. Feasibility & Limitations",
|
| 57 |
+
"reference": "Fang et al., Parallel Spiking Neurons, NeurIPS 2023, arXiv:2304.12760; Hillis-Steele parallel prefix scan",
|
| 58 |
+
"script": "opt10_parallel_lif_scan.py",
|
| 59 |
+
"baseline_mode": false,
|
| 60 |
+
"method": "harmonic_matched",
|
| 61 |
+
"accuracy": {
|
| 62 |
+
"test_acc": 0.04857142857142857,
|
| 63 |
+
"test_target_acc": 0.04857142857142857,
|
| 64 |
+
"best_val_acc": 0.05785714285714286
|
| 65 |
+
},
|
| 66 |
+
"efficiency": {
|
| 67 |
+
"spikes_per_inference": null,
|
| 68 |
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"syn_ops_per_inference": 3529375.9862012984,
|
| 69 |
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"dense_macs_per_inference": 122675200.0,
|
| 70 |
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"event_fraction_of_dense": 0.028770085446783854,
|
| 71 |
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"syn_ops_per_inference_dense_fanout": 65105993.77272727,
|
| 72 |
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"weight_sparsity": 0.7324707846410685,
|
| 73 |
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"effective_ticks": 60.33857142857143,
|
| 74 |
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"num_ticks": 100,
|
| 75 |
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"membrane_bytes_per_inference": 451200,
|
| 76 |
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"weight_bytes": 4907008,
|
| 77 |
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"input_raster_bytes": null,
|
| 78 |
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"train_ms_per_step": 133.88359884997953,
|
| 79 |
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"infer_ms_per_sample": 0.9220662971873139,
|
| 80 |
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"peak_vram_mb": 2842.995712
|
| 81 |
+
},
|
| 82 |
+
"optimization_specific": {
|
| 83 |
+
"lif_mode": "scan",
|
| 84 |
+
"scan_reset_correction": false,
|
| 85 |
+
"psn_init_beta": null,
|
| 86 |
+
"training_T": 100,
|
| 87 |
+
"sequential_depth": 7,
|
| 88 |
+
"sequential_depth_baseline": 100,
|
| 89 |
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"depth_reduction_x": 14.285714285714286,
|
| 90 |
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"speedup_vs_sequential_at_T": 0.44273409052930973,
|
| 91 |
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"speedup_vs_sequential_at_T_fwdbwd": 0.3133512102055894,
|
| 92 |
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"scan_crossover_T": null,
|
| 93 |
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"scan_ever_wins": false,
|
| 94 |
+
"t_scaling": [
|
| 95 |
+
{
|
| 96 |
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"T": 25,
|
| 97 |
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"sequential_ms": 0.04875462000200059,
|
| 98 |
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"scan_ms": 0.1519915199969546,
|
| 99 |
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"psn_ms": 0.20973310000044876,
|
| 100 |
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"sequential_fwdbwd_ms": 0.4938448800021433,
|
| 101 |
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"scan_fwdbwd_ms": 0.6737840400091955,
|
| 102 |
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"psn_fwdbwd_ms": 0.870483080016129,
|
| 103 |
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"scan_speedup_x": 0.32077197466659635,
|
| 104 |
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"scan_speedup_fwdbwd_x": 0.7329423831342214,
|
| 105 |
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"psn_speedup_x": 0.23246030312762397,
|
| 106 |
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"psn_speedup_fwdbwd_x": 0.5673227789711811,
|
| 107 |
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"depth_sequential": 25,
|
| 108 |
+
"depth_scan": 5,
|
| 109 |
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"depth_psn": 1
|
| 110 |
+
},
|
| 111 |
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{
|
| 112 |
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"T": 50,
|
| 113 |
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"sequential_ms": 0.10095507999722031,
|
| 114 |
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"scan_ms": 0.18419874000755954,
|
| 115 |
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"psn_ms": 0.17746965999322128,
|
| 116 |
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"sequential_fwdbwd_ms": 0.4963683999994828,
|
| 117 |
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|
| 118 |
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"psn_fwdbwd_ms": 0.8840760800012504,
|
| 119 |
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"scan_speedup_x": 0.5480769303474992,
|
| 120 |
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"scan_speedup_fwdbwd_x": 0.8427425198400259,
|
| 121 |
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"psn_speedup_x": 0.5688582487906746,
|
| 122 |
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"psn_speedup_fwdbwd_x": 0.5614543942855922,
|
| 123 |
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"depth_sequential": 50,
|
| 124 |
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"depth_scan": 6,
|
| 125 |
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"depth_psn": 1
|
| 126 |
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},
|
| 127 |
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{
|
| 128 |
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"T": 100,
|
| 129 |
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"sequential_ms": 0.20691507999799796,
|
| 130 |
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"scan_ms": 0.4673574599837593,
|
| 131 |
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"psn_ms": 0.2676070800043817,
|
| 132 |
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"sequential_fwdbwd_ms": 0.4709668000032252,
|
| 133 |
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"scan_fwdbwd_ms": 1.5029997800047568,
|
| 134 |
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"psn_fwdbwd_ms": 1.0105730600116658,
|
| 135 |
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"scan_speedup_x": 0.44273409052930973,
|
| 136 |
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"scan_speedup_fwdbwd_x": 0.3133512102055894,
|
| 137 |
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"psn_speedup_x": 0.7732048045762093,
|
| 138 |
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"psn_speedup_fwdbwd_x": 0.4660393381135536,
|
| 139 |
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"depth_sequential": 100,
|
| 140 |
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"depth_scan": 7,
|
| 141 |
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"depth_psn": 1
|
| 142 |
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},
|
| 143 |
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{
|
| 144 |
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"T": 200,
|
| 145 |
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"sequential_ms": 0.4051269800038426,
|
| 146 |
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|
| 147 |
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"psn_ms": 0.7601375800004462,
|
| 148 |
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"sequential_fwdbwd_ms": 0.9002240200061351,
|
| 149 |
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"scan_fwdbwd_ms": 3.076623799988738,
|
| 150 |
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"psn_fwdbwd_ms": 2.704943259996071,
|
| 151 |
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"scan_speedup_x": 0.32233047859120456,
|
| 152 |
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"scan_speedup_fwdbwd_x": 0.29260126636523787,
|
| 153 |
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"psn_speedup_x": 0.5329653350431705,
|
| 154 |
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"psn_speedup_fwdbwd_x": 0.33280698834601163,
|
| 155 |
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"depth_sequential": 200,
|
| 156 |
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"depth_scan": 8,
|
| 157 |
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"depth_psn": 1
|
| 158 |
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},
|
| 159 |
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{
|
| 160 |
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"T": 400,
|
| 161 |
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| 162 |
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|
| 163 |
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| 164 |
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"sequential_fwdbwd_ms": 1.8020790400078113,
|
| 165 |
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"scan_fwdbwd_ms": 6.508221060012147,
|
| 166 |
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|
| 167 |
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"scan_speedup_x": 0.29143307223015263,
|
| 168 |
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"scan_speedup_fwdbwd_x": 0.27689272128142,
|
| 169 |
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"psn_speedup_x": 0.34651193485206566,
|
| 170 |
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"psn_speedup_fwdbwd_x": 0.20038942787368938,
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| 171 |
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"depth_sequential": 400,
|
| 172 |
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"depth_scan": 9,
|
| 173 |
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"depth_psn": 1
|
| 174 |
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}
|
| 175 |
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],
|
| 176 |
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"accuracy_cost_of_reset_removal": {
|
| 177 |
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"firing_rate_hard_reset": 0.026105469092726707,
|
| 178 |
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"firing_rate_reset_free": 0.36106836795806885,
|
| 179 |
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"firing_rate_reset_corrected": 0.00894628930836916,
|
| 180 |
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"spike_agreement_reset_free": 0.6650371551513672,
|
| 181 |
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"spike_agreement_reset_corrected": 0.9814648628234863,
|
| 182 |
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"spike_storm_ratio_reset_free": 13.831138857361761
|
| 183 |
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},
|
| 184 |
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"psn_extra_params": 0,
|
| 185 |
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"deploy_neuron_is_hard_reset": true,
|
| 186 |
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"train_deploy_neuron_mismatch": true,
|
| 187 |
+
"event_driven_acc_under_hard_reset": 0.02642857142857143,
|
| 188 |
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"dense_forward_acc_under_train_neuron": 0.04857142857142857
|
| 189 |
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},
|
| 190 |
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"config": {
|
| 191 |
+
"method": "harmonic_matched",
|
| 192 |
+
"data_root": "/kaggle/working/data",
|
| 193 |
+
"subjects": "",
|
| 194 |
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"blocks": "",
|
| 195 |
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"limit": 0,
|
| 196 |
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"drop_rest": true,
|
| 197 |
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"resplit": "block",
|
| 198 |
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"test_blocks": "6",
|
| 199 |
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"class_weight": false,
|
| 200 |
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"epochs": 60,
|
| 201 |
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"batch_size": 64,
|
| 202 |
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"lr": 0.002,
|
| 203 |
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"weight_decay": 0.0005,
|
| 204 |
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"grad_clip": 5.0,
|
| 205 |
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"num_bins": 100,
|
| 206 |
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"window_sec": 5.0,
|
| 207 |
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"hidden": "512,256",
|
| 208 |
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"freq_groups": 8,
|
| 209 |
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"dropout": 0.3,
|
| 210 |
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"spike_drop": 0.1,
|
| 211 |
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"time_jitter": 2,
|
| 212 |
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"label_smoothing": 0.05,
|
| 213 |
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"no_batchnorm": false,
|
| 214 |
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"binary_input": false,
|
| 215 |
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"beta": 1.0,
|
| 216 |
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"thresh": 1.0,
|
| 217 |
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"window": 0.5,
|
| 218 |
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"gain": 1.0,
|
| 219 |
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"alpha": 0.9,
|
| 220 |
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"readout": "spikecount",
|
| 221 |
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"fake_quant": 0,
|
| 222 |
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"amp": false,
|
| 223 |
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"spike_reg": 0.0,
|
| 224 |
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"event_eval": true,
|
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