p-j-r-1-2-3 commited on
Commit
b73a214
·
verified ·
1 Parent(s): ff39583

add run no_popcount_readout

Browse files
applied/opt05_bitpack_popcount/no_popcount_readout.summary.json CHANGED
@@ -2,7 +2,7 @@
2
  "key": "opt05_bitpack_popcount/no_popcount_readout",
3
  "tag": "no_popcount_readout",
4
  "script": "opt05_bitpack_popcount.py",
5
- "script_sha256_16": "5a6aac669f67a678",
6
  "hf_folder": "applied/opt05_bitpack_popcount",
7
  "priority": 2,
8
  "note": "",
@@ -46,25 +46,215 @@
46
  "epochs_requested": 60,
47
  "gpus": 2,
48
  "relative_epoch_cost": 1.0,
49
- "exit_code": 1,
50
- "status": "failed",
51
- "duration_s": 180.6,
52
- "started_utc": "2026-08-23T09:44:39.750164+00:00",
53
- "finished_utc": "2026-08-23T09:47:40.374442+00:00",
54
- "optimization_summary": null,
55
- "final_summary": null,
56
- "event_driven_summary": null,
57
- "extra_sweep_file_present": false,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
58
  "selftest": {
59
  "mode": "gate",
60
  "passed": true
61
  },
62
  "driver_version": 1,
63
  "zip": {
64
- "name": "FAILED_no_popcount_readout.zip",
65
- "files": 76,
66
- "bytes": 10446009,
67
- "MB": 10.4,
68
- "sha256": "c41d12467ceabcac24b72d2753be978292232e415bc95a781a29fb5a43973881"
69
  }
70
  }
 
2
  "key": "opt05_bitpack_popcount/no_popcount_readout",
3
  "tag": "no_popcount_readout",
4
  "script": "opt05_bitpack_popcount.py",
5
+ "script_sha256_16": "7f7a320c342f81f7",
6
  "hf_folder": "applied/opt05_bitpack_popcount",
7
  "priority": 2,
8
  "note": "",
 
46
  "epochs_requested": 60,
47
  "gpus": 2,
48
  "relative_epoch_cost": 1.0,
49
+ "exit_code": 0,
50
+ "status": "ok",
51
+ "duration_s": 203.9,
52
+ "started_utc": "2026-08-23T22:47:57.904818+00:00",
53
+ "finished_utc": "2026-08-23T22:51:21.803576+00:00",
54
+ "optimization_summary": {
55
+ "optimization": "bitpack_popcount",
56
+ "research_section": "3. Spike-Sparsity & MAC->AC Restructuring",
57
+ "reference": "SATA, arXiv:2204.05422; BMXNet/BiFSMNv2 popcount GEMM",
58
+ "script": "opt05_bitpack_popcount.py",
59
+ "baseline_mode": false,
60
+ "method": "harmonic_matched",
61
+ "accuracy": {
62
+ "test_acc": 0.9242857142857143,
63
+ "test_target_acc": 0.9242857142857143,
64
+ "best_val_acc": 0.93
65
+ },
66
+ "efficiency": {
67
+ "spikes_per_inference": null,
68
+ "syn_ops_per_inference": 2304024.288961039,
69
+ "dense_macs_per_inference": 122675200.0,
70
+ "event_fraction_of_dense": 0.018781500164344864,
71
+ "syn_ops_per_inference_dense_fanout": 25146341.414772727,
72
+ "weight_sparsity": 0.7324707846410685,
73
+ "effective_ticks": 11.961428571428572,
74
+ "num_ticks": 100,
75
+ "membrane_bytes_per_inference": 451200,
76
+ "weight_bytes": 4907008,
77
+ "input_raster_bytes": 50400000,
78
+ "train_ms_per_step": 47.13725560000057,
79
+ "infer_ms_per_sample": 0.32380043343749776,
80
+ "peak_vram_mb": 473.921536
81
+ },
82
+ "optimization_specific": {
83
+ "bitpack": true,
84
+ "pack_hidden": false,
85
+ "popcount_readout": false,
86
+ "n_channels": 2880,
87
+ "packed_words_per_tick": 90,
88
+ "input_raster_bytes_uint8": 403200000,
89
+ "input_raster_bytes_packed": 50400000,
90
+ "memory_reduction_x": 8.0,
91
+ "mults_eliminated_per_inference": 2304024.288961039,
92
+ "pred_agreement_packed_vs_float": 1.0,
93
+ "popcount_counts_exact": true,
94
+ "crossover_density": 0.01,
95
+ "packed_ever_wins": true,
96
+ "packed_vs_scatter_ms": [
97
+ {
98
+ "density": 0.01,
99
+ "measured_density": 0.00997178815305233,
100
+ "scatter_ms": 0.18633365631103516,
101
+ "packed_ms": 0.08299827575683594,
102
+ "pack_ms": 0.14783859252929688,
103
+ "speedup_x": 2.2450304492703665,
104
+ "packed_wins": true,
105
+ "matches_scatter": true
106
+ },
107
+ {
108
+ "density": 0.05,
109
+ "measured_density": 0.0490993931889534,
110
+ "scatter_ms": 0.25913238525390625,
111
+ "packed_ms": 0.05818367004394531,
112
+ "pack_ms": 0.18223285675048828,
113
+ "speedup_x": 4.45369611539092,
114
+ "packed_wins": true,
115
+ "matches_scatter": true
116
+ },
117
+ {
118
+ "density": 0.1,
119
+ "measured_density": 0.10040690004825592,
120
+ "scatter_ms": 0.4358053207397461,
121
+ "packed_ms": 0.08215904235839844,
122
+ "pack_ms": 0.15485286712646484,
123
+ "speedup_x": 5.304410911201393,
124
+ "packed_wins": true,
125
+ "matches_scatter": true
126
+ },
127
+ {
128
+ "density": 0.25,
129
+ "measured_density": 0.24960395693778992,
130
+ "scatter_ms": 1.0415315628051758,
131
+ "packed_ms": 0.14409542083740234,
132
+ "pack_ms": 0.15820026397705078,
133
+ "speedup_x": 7.228068433766835,
134
+ "packed_wins": true,
135
+ "matches_scatter": true
136
+ },
137
+ {
138
+ "density": 0.5,
139
+ "measured_density": 0.49802517890930176,
140
+ "scatter_ms": 1.3939428329467773,
141
+ "packed_ms": 0.2645254135131836,
142
+ "pack_ms": 0.1508188247680664,
143
+ "speedup_x": 5.269598918431726,
144
+ "packed_wins": true,
145
+ "matches_scatter": true
146
+ }
147
+ ],
148
+ "popcount_vs_loop_ms": {
149
+ "loop_ms": 0.014543533325195312,
150
+ "popcount_ms": 0.03673553466796875,
151
+ "speedup_x": 0.3958982346832814
152
+ }
153
+ },
154
+ "config": {
155
+ "method": "harmonic_matched",
156
+ "data_root": "/kaggle/working/data",
157
+ "subjects": "",
158
+ "blocks": "",
159
+ "limit": 0,
160
+ "drop_rest": true,
161
+ "resplit": "block",
162
+ "test_blocks": "6",
163
+ "class_weight": false,
164
+ "epochs": 60,
165
+ "batch_size": 64,
166
+ "lr": 0.002,
167
+ "weight_decay": 0.0005,
168
+ "grad_clip": 5.0,
169
+ "num_bins": 100,
170
+ "window_sec": 5.0,
171
+ "hidden": "512,256",
172
+ "freq_groups": 8,
173
+ "dropout": 0.3,
174
+ "spike_drop": 0.1,
175
+ "time_jitter": 2,
176
+ "label_smoothing": 0.05,
177
+ "no_batchnorm": false,
178
+ "binary_input": true,
179
+ "beta": 1.0,
180
+ "thresh": 1.0,
181
+ "window": 0.5,
182
+ "gain": 1.0,
183
+ "alpha": 0.9,
184
+ "readout": "spikecount",
185
+ "fake_quant": 0,
186
+ "amp": false,
187
+ "spike_reg": 0.0,
188
+ "event_eval": true,
189
+ "decision_margin": 2.0,
190
+ "export": false,
191
+ "seed": 1234,
192
+ "hub_dir": "/kaggle/working/hub/opt05_bitpack_popcount/no_popcount_readout",
193
+ "repo_id": "UWU-R-13/SSVEP-SNN",
194
+ "push_hf": false,
195
+ "keep_epoch_weights": 1,
196
+ "no_resume": true,
197
+ "selftest": false,
198
+ "baseline": false,
199
+ "bench": true,
200
+ "bench_warmup": 10,
201
+ "bench_iters": 50,
202
+ "bench_train_steps": 20,
203
+ "bitpack": true,
204
+ "pack_hidden": false,
205
+ "popcount_readout": false,
206
+ "sparsity_sweep": "0.01,0.05,0.1,0.25,0.5",
207
+ "sampling_rate": 250.0
208
+ }
209
+ },
210
+ "final_summary": {
211
+ "final_test_acc": 0.9242857142857143,
212
+ "final_test_target_acc": 0.9242857142857143,
213
+ "final_test_rest_recall": NaN,
214
+ "best_acc": 0.93,
215
+ "best_epoch": 33,
216
+ "resplit": "block",
217
+ "class_weight": false,
218
+ "drop_rest": true,
219
+ "epochs": 60,
220
+ "method": "harmonic_matched",
221
+ "n_in": 2880,
222
+ "n_classes": 40,
223
+ "num_bins": 100
224
+ },
225
+ "event_driven_summary": {
226
+ "acc": 0.9242857142857143,
227
+ "anytime_acc": {
228
+ "0.25": 0.5214285714285715,
229
+ "0.5": 0.7957142857142857,
230
+ "0.75": 0.8878571428571429,
231
+ "1.0": 0.9242857142857143
232
+ },
233
+ "syn_per_inference": 2304024.288961039,
234
+ "dense_per_inference": 122675200.0,
235
+ "event_fraction_of_dense": 0.018781500164344864,
236
+ "syn_per_inference_dense_fanout": 25146341.414772727,
237
+ "weight_sparsity": 0.7324707846410685,
238
+ "num_ticks": 100,
239
+ "dt_ms": 50.0,
240
+ "margin_decision_acc": 0.33071428571428574,
241
+ "mean_decision_tick": 11.961428571428572,
242
+ "mean_decision_ms": 598.0714285714286,
243
+ "popcount_pred_agreement": 1.0,
244
+ "popcount_counts_exact": true,
245
+ "dense_forward_test_acc": 0.9242857142857143
246
+ },
247
+ "extra_sweep_file_present": true,
248
  "selftest": {
249
  "mode": "gate",
250
  "passed": true
251
  },
252
  "driver_version": 1,
253
  "zip": {
254
+ "name": "no_popcount_readout.zip",
255
+ "files": 81,
256
+ "bytes": 12227166,
257
+ "MB": 12.2,
258
+ "sha256": "8cdd1789e39f27824056cc555ac0bf9f25fb30b1c3639e4b186cfb4d029dccd1"
259
  }
260
  }
applied/opt05_bitpack_popcount/no_popcount_readout.zip ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:8cdd1789e39f27824056cc555ac0bf9f25fb30b1c3639e4b186cfb4d029dccd1
3
+ size 12227166