p-j-r-1-2-3 commited on
Commit
f019e28
·
verified ·
1 Parent(s): 8a6ce82

add run ftbc_only

Browse files
applied/opt03_ftbc_threshold_balance/ftbc_only.summary.json ADDED
@@ -0,0 +1,314 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "key": "opt03_ftbc_threshold_balance/ftbc_only",
3
+ "tag": "ftbc_only",
4
+ "script": "opt03_ftbc_threshold_balance.py",
5
+ "script_sha256_16": "b61e2bfeb6416b99",
6
+ "hf_folder": "applied/opt03_ftbc_threshold_balance",
7
+ "priority": 2,
8
+ "note": "isolates FTBC",
9
+ "phase": 7,
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/opt03_ftbc_threshold_balance.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/opt03_ftbc_threshold_balance/ftbc_only",
35
+ "--keep-epoch-weights",
36
+ "1",
37
+ "--resplit",
38
+ "block",
39
+ "--drop-rest",
40
+ "--bench",
41
+ "--no-calibrate-thresh",
42
+ "--ftbc"
43
+ ],
44
+ "flags": [
45
+ "--no-calibrate-thresh",
46
+ "--ftbc"
47
+ ],
48
+ "epochs_requested": 60,
49
+ "gpus": 2,
50
+ "relative_epoch_cost": 1.0,
51
+ "exit_code": 0,
52
+ "status": "ok",
53
+ "duration_s": 362.0,
54
+ "started_utc": "2026-08-23T05:10:39.471068+00:00",
55
+ "finished_utc": "2026-08-23T05:16:41.504085+00:00",
56
+ "optimization_summary": {
57
+ "optimization": "ftbc_threshold_balance",
58
+ "research_section": "2. Temporal-Dimension Reduction (threshold balancing + FTBC)",
59
+ "reference": "Rueckauer et al. arXiv:1612.04052; Sengupta et al. arXiv:1802.02627; FTBC: Forward Temporal Bias Correction, ECCV 2024",
60
+ "script": "opt03_ftbc_threshold_balance.py",
61
+ "baseline_mode": false,
62
+ "method": "harmonic_matched",
63
+ "accuracy": {
64
+ "test_acc": 0.9414285714285714,
65
+ "test_target_acc": 0.9414285714285714,
66
+ "best_val_acc": 0.9421428571428572
67
+ },
68
+ "efficiency": {
69
+ "spikes_per_inference": null,
70
+ "syn_ops_per_inference": 3249375.69724026,
71
+ "dense_macs_per_inference": 122675200.0,
72
+ "event_fraction_of_dense": 0.026487633174759526,
73
+ "syn_ops_per_inference_dense_fanout": 64825993.48376623,
74
+ "weight_sparsity": 0.7324707846410685,
75
+ "effective_ticks": 12.075714285714286,
76
+ "num_ticks": 100,
77
+ "membrane_bytes_per_inference": 451200,
78
+ "weight_bytes": 4907008,
79
+ "input_raster_bytes": null,
80
+ "train_ms_per_step": 101.28010819998963,
81
+ "infer_ms_per_sample": 0.656100417812695,
82
+ "peak_vram_mb": 2828.060672
83
+ },
84
+ "optimization_specific": {
85
+ "calibrate_thresh": false,
86
+ "ftbc": true,
87
+ "calib_percentile": 99.9,
88
+ "calib_batches": 8,
89
+ "ftbc_target_ticks": 8,
90
+ "ftbc_ref_ticks": 100,
91
+ "trained_T": 100,
92
+ "thresh_before": [
93
+ 1.0,
94
+ 1.0,
95
+ 1.0,
96
+ 1.0
97
+ ],
98
+ "thresh_after": null,
99
+ "min_ticks_within_1pct_of_full": null,
100
+ "min_ticks_within_1pct_per_arm": {
101
+ "raw": 100,
102
+ "ftbc": 100
103
+ },
104
+ "speedup_at_min_ticks": null,
105
+ "full_T_acc": 0.9414285714285714,
106
+ "t_sweep_rows": [
107
+ {
108
+ "T": 4,
109
+ "arm": "raw",
110
+ "acc": 0.285,
111
+ "syn_per_inference": 1863959.37987013,
112
+ "dense_per_inference": 4907008.0,
113
+ "event_fraction_of_dense": 0.3798566009817245
114
+ },
115
+ {
116
+ "T": 4,
117
+ "arm": "ftbc",
118
+ "acc": 0.18,
119
+ "syn_per_inference": 1988746.081168831,
120
+ "dense_per_inference": 4907008.0,
121
+ "event_fraction_of_dense": 0.4052869041927038
122
+ },
123
+ {
124
+ "T": 8,
125
+ "arm": "raw",
126
+ "acc": 0.6028571428571429,
127
+ "syn_per_inference": 2041225.4082792208,
128
+ "dense_per_inference": 9814016.0,
129
+ "event_fraction_of_dense": 0.20799083762235773
130
+ },
131
+ {
132
+ "T": 8,
133
+ "arm": "ftbc",
134
+ "acc": 0.375,
135
+ "syn_per_inference": 2398680.064935065,
136
+ "dense_per_inference": 9814016.0,
137
+ "event_fraction_of_dense": 0.24441371044586283
138
+ },
139
+ {
140
+ "T": 16,
141
+ "arm": "raw",
142
+ "acc": 0.8192857142857143,
143
+ "syn_per_inference": 2324367.765422078,
144
+ "dense_per_inference": 19628032.0,
145
+ "event_fraction_of_dense": 0.11842082616444062
146
+ },
147
+ {
148
+ "T": 16,
149
+ "arm": "ftbc",
150
+ "acc": 0.6142857142857143,
151
+ "syn_per_inference": 2803018.7873376627,
152
+ "dense_per_inference": 19628032.0,
153
+ "event_fraction_of_dense": 0.1428069195799998
154
+ },
155
+ {
156
+ "T": 25,
157
+ "arm": "raw",
158
+ "acc": 0.8821428571428571,
159
+ "syn_per_inference": 2541577.2775974027,
160
+ "dense_per_inference": 30668800.0,
161
+ "event_fraction_of_dense": 0.08287175493000713
162
+ },
163
+ {
164
+ "T": 25,
165
+ "arm": "ftbc",
166
+ "acc": 0.78,
167
+ "syn_per_inference": 3086706.7922077924,
168
+ "dense_per_inference": 30668800.0,
169
+ "event_fraction_of_dense": 0.10064648086028122
170
+ },
171
+ {
172
+ "T": 50,
173
+ "arm": "raw",
174
+ "acc": 0.9257142857142857,
175
+ "syn_per_inference": 2894576.2873376627,
176
+ "dense_per_inference": 61337600.0,
177
+ "event_fraction_of_dense": 0.04719089575297473
178
+ },
179
+ {
180
+ "T": 50,
181
+ "arm": "ftbc",
182
+ "acc": 0.9128571428571428,
183
+ "syn_per_inference": 3537494.286525974,
184
+ "dense_per_inference": 61337600.0,
185
+ "event_fraction_of_dense": 0.057672525278556284
186
+ },
187
+ {
188
+ "T": 100,
189
+ "arm": "raw",
190
+ "acc": 0.9414285714285714,
191
+ "syn_per_inference": 3249375.612012987,
192
+ "dense_per_inference": 122675200.0,
193
+ "event_fraction_of_dense": 0.026487632480020305
194
+ },
195
+ {
196
+ "T": 100,
197
+ "arm": "ftbc",
198
+ "acc": 0.9385714285714286,
199
+ "syn_per_inference": 3966864.5608766233,
200
+ "dense_per_inference": 122675200.0,
201
+ "event_fraction_of_dense": 0.032336320306603314
202
+ }
203
+ ],
204
+ "calibration_reference": "same network at full T (NOT a source ANN)"
205
+ },
206
+ "config": {
207
+ "method": "harmonic_matched",
208
+ "data_root": "/kaggle/working/data",
209
+ "subjects": "",
210
+ "blocks": "",
211
+ "limit": 0,
212
+ "drop_rest": true,
213
+ "resplit": "block",
214
+ "test_blocks": "6",
215
+ "class_weight": false,
216
+ "epochs": 60,
217
+ "batch_size": 64,
218
+ "lr": 0.002,
219
+ "weight_decay": 0.0005,
220
+ "grad_clip": 5.0,
221
+ "num_bins": 100,
222
+ "window_sec": 5.0,
223
+ "hidden": "512,256",
224
+ "freq_groups": 8,
225
+ "dropout": 0.3,
226
+ "spike_drop": 0.1,
227
+ "time_jitter": 2,
228
+ "label_smoothing": 0.05,
229
+ "no_batchnorm": false,
230
+ "binary_input": false,
231
+ "beta": 1.0,
232
+ "thresh": 1.0,
233
+ "window": 0.5,
234
+ "gain": 1.0,
235
+ "alpha": 0.9,
236
+ "readout": "spikecount",
237
+ "fake_quant": 0,
238
+ "amp": false,
239
+ "spike_reg": 0.0,
240
+ "event_eval": true,
241
+ "decision_margin": 2.0,
242
+ "export": false,
243
+ "seed": 1234,
244
+ "hub_dir": "/kaggle/working/hub/opt03_ftbc_threshold_balance/ftbc_only",
245
+ "repo_id": "UWU-R-13/SSVEP-SNN",
246
+ "push_hf": false,
247
+ "keep_epoch_weights": 1,
248
+ "no_resume": true,
249
+ "selftest": false,
250
+ "baseline": false,
251
+ "bench": true,
252
+ "bench_warmup": 10,
253
+ "bench_iters": 50,
254
+ "bench_train_steps": 20,
255
+ "calibrate_thresh": false,
256
+ "calib_percentile": 99.9,
257
+ "calib_batches": 8,
258
+ "ftbc": true,
259
+ "ftbc_target_ticks": 8,
260
+ "ftbc_ref_ticks": 0,
261
+ "ftbc_lr": 1.0,
262
+ "t_sweep": "4,8,16,25,50,100",
263
+ "sampling_rate": 250.0
264
+ }
265
+ },
266
+ "final_summary": {
267
+ "final_test_acc": 0.9414285714285714,
268
+ "final_test_target_acc": 0.9414285714285714,
269
+ "final_test_rest_recall": NaN,
270
+ "best_acc": 0.9421428571428572,
271
+ "best_epoch": 43,
272
+ "resplit": "block",
273
+ "class_weight": false,
274
+ "drop_rest": true,
275
+ "epochs": 60,
276
+ "method": "harmonic_matched",
277
+ "n_in": 2880,
278
+ "n_classes": 40,
279
+ "num_bins": 100
280
+ },
281
+ "event_driven_summary": {
282
+ "acc": 0.9414285714285714,
283
+ "anytime_acc": {
284
+ "0.25": 0.6285714285714286,
285
+ "0.5": 0.8521428571428571,
286
+ "0.75": 0.9178571428571428,
287
+ "1.0": 0.9414285714285714
288
+ },
289
+ "syn_per_inference": 3249375.69724026,
290
+ "dense_per_inference": 122675200.0,
291
+ "event_fraction_of_dense": 0.026487633174759526,
292
+ "syn_per_inference_dense_fanout": 64825993.48376623,
293
+ "weight_sparsity": 0.7324707846410685,
294
+ "num_ticks": 100,
295
+ "dt_ms": 50.0,
296
+ "margin_decision_acc": 0.4407142857142857,
297
+ "mean_decision_tick": 12.075714285714286,
298
+ "mean_decision_ms": 603.7857142857143,
299
+ "dense_forward_test_acc": 0.9414285714285714
300
+ },
301
+ "extra_sweep_file_present": true,
302
+ "selftest": {
303
+ "mode": "gate",
304
+ "passed": true
305
+ },
306
+ "driver_version": 1,
307
+ "zip": {
308
+ "name": "ftbc_only.zip",
309
+ "files": 81,
310
+ "bytes": 12244861,
311
+ "MB": 12.2,
312
+ "sha256": "736f330397784874481ef351ef9ef2dc0fd23464b032e5ef4d4e65a8729b5ab0"
313
+ }
314
+ }
applied/opt03_ftbc_threshold_balance/ftbc_only.zip ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:736f330397784874481ef351ef9ef2dc0fd23464b032e5ef4d4e65a8729b5ab0
3
+ size 12244861