update APPLIED run index
Browse files
applied/_index/APPLIED_RUNS_INDEX.json
CHANGED
|
@@ -5248,5 +5248,493 @@
|
|
| 5248 |
"MB": 10.4,
|
| 5249 |
"sha256": "e781024a247096808106a54f367ac0e44101303a4222176b534706b20e03176e"
|
| 5250 |
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 5251 |
}
|
| 5252 |
]
|
|
|
|
| 5248 |
"MB": 10.4,
|
| 5249 |
"sha256": "e781024a247096808106a54f367ac0e44101303a4222176b534706b20e03176e"
|
| 5250 |
}
|
| 5251 |
+
},
|
| 5252 |
+
{
|
| 5253 |
+
"key": "opt06_uticket_prune/balance_iters_4",
|
| 5254 |
+
"tag": "balance_iters_4",
|
| 5255 |
+
"script": "opt06_uticket_prune.py",
|
| 5256 |
+
"hf_folder": "applied/opt06_uticket_prune",
|
| 5257 |
+
"phase": 8,
|
| 5258 |
+
"status": "ok",
|
| 5259 |
+
"duration_s": 338.9,
|
| 5260 |
+
"optimization_summary": {
|
| 5261 |
+
"optimization": "uticket_workload_balanced_pruning",
|
| 5262 |
+
"research_section": "3. Spike sparsity & MAC->AC restructuring",
|
| 5263 |
+
"reference": "u-Ticket: Workload-Balanced Pruning for Sparse SNNs, arXiv:2302.06746",
|
| 5264 |
+
"script": "opt06_uticket_prune.py",
|
| 5265 |
+
"baseline_mode": false,
|
| 5266 |
+
"method": "harmonic_matched",
|
| 5267 |
+
"accuracy": {
|
| 5268 |
+
"test_acc": 0.16214285714285714,
|
| 5269 |
+
"test_target_acc": 0.16214285714285714,
|
| 5270 |
+
"best_val_acc": 0.9178571428571428
|
| 5271 |
+
},
|
| 5272 |
+
"efficiency": {
|
| 5273 |
+
"spikes_per_inference": null,
|
| 5274 |
+
"syn_ops_per_inference": 136729.83796672078,
|
| 5275 |
+
"dense_macs_per_inference": 122675200.0,
|
| 5276 |
+
"event_fraction_of_dense": 0.0011145678830498812,
|
| 5277 |
+
"syn_ops_per_inference_dense_fanout": 65037287.148538955,
|
| 5278 |
+
"weight_sparsity": 0.9909484557595993,
|
| 5279 |
+
"effective_ticks": 18.82357142857143,
|
| 5280 |
+
"num_ticks": 100,
|
| 5281 |
+
"membrane_bytes_per_inference": 451200,
|
| 5282 |
+
"weight_bytes": 4907008,
|
| 5283 |
+
"input_raster_bytes": null,
|
| 5284 |
+
"train_ms_per_step": 102.35313660004977,
|
| 5285 |
+
"infer_ms_per_sample": 0.6673678306248121,
|
| 5286 |
+
"peak_vram_mb": 2838.680064,
|
| 5287 |
+
"weight_bytes_nonzero": 3485
|
| 5288 |
+
},
|
| 5289 |
+
"optimization_specific": {
|
| 5290 |
+
"pruning_enabled": true,
|
| 5291 |
+
"balance_enabled": true,
|
| 5292 |
+
"rounds": 5,
|
| 5293 |
+
"final_sparsity": 0.9992897727272727,
|
| 5294 |
+
"nnz_per_layer": {
|
| 5295 |
+
"layer0": 96,
|
| 5296 |
+
"layer1": 512,
|
| 5297 |
+
"layer2": 256
|
| 5298 |
+
},
|
| 5299 |
+
"pe_stats_per_layer": {
|
| 5300 |
+
"layer0": {
|
| 5301 |
+
"mean_nnz": 0.30000000000000004,
|
| 5302 |
+
"max_nnz": 1.0,
|
| 5303 |
+
"min_nnz": 0.0,
|
| 5304 |
+
"total_nnz": 96,
|
| 5305 |
+
"numel": 921600,
|
| 5306 |
+
"sparsity": 0.9998958333333333,
|
| 5307 |
+
"utilization": 0.30000000000000004
|
| 5308 |
+
},
|
| 5309 |
+
"layer1": {
|
| 5310 |
+
"mean_nnz": 1.0,
|
| 5311 |
+
"max_nnz": 1.0,
|
| 5312 |
+
"min_nnz": 1.0,
|
| 5313 |
+
"total_nnz": 512,
|
| 5314 |
+
"numel": 163840,
|
| 5315 |
+
"sparsity": 0.996875,
|
| 5316 |
+
"utilization": 1.0
|
| 5317 |
+
},
|
| 5318 |
+
"layer2": {
|
| 5319 |
+
"mean_nnz": 1.0,
|
| 5320 |
+
"max_nnz": 1.0,
|
| 5321 |
+
"min_nnz": 1.0,
|
| 5322 |
+
"total_nnz": 256,
|
| 5323 |
+
"numel": 131072,
|
| 5324 |
+
"sparsity": 0.998046875,
|
| 5325 |
+
"utilization": 1.0
|
| 5326 |
+
}
|
| 5327 |
+
},
|
| 5328 |
+
"pe_utilization_final": 0.7666666666666666,
|
| 5329 |
+
"pe_utilization_lth": 0.33328993055555556,
|
| 5330 |
+
"pe_utilization_uticket": 0.7666666666666666,
|
| 5331 |
+
"latency_proxy_dense": 3712,
|
| 5332 |
+
"latency_proxy_final": 3,
|
| 5333 |
+
"latency_reduction_frac": 0.9991918103448276,
|
| 5334 |
+
"rounds_history": [
|
| 5335 |
+
{
|
| 5336 |
+
"round": 1,
|
| 5337 |
+
"layers": {
|
| 5338 |
+
"layer0": {
|
| 5339 |
+
"lth": {
|
| 5340 |
+
"mean_nnz": 21.6,
|
| 5341 |
+
"max_nnz": 34.0,
|
| 5342 |
+
"min_nnz": 13.0,
|
| 5343 |
+
"total_nnz": 6912,
|
| 5344 |
+
"numel": 921600,
|
| 5345 |
+
"sparsity": 0.9925,
|
| 5346 |
+
"utilization": 0.6352941176470589
|
| 5347 |
+
},
|
| 5348 |
+
"uticket": {
|
| 5349 |
+
"mean_nnz": 22.0,
|
| 5350 |
+
"max_nnz": 22.0,
|
| 5351 |
+
"min_nnz": 22.0,
|
| 5352 |
+
"total_nnz": 7040,
|
| 5353 |
+
"numel": 921600,
|
| 5354 |
+
"sparsity": 0.9923611111111111,
|
| 5355 |
+
"utilization": 1.0
|
| 5356 |
+
}
|
| 5357 |
+
},
|
| 5358 |
+
"layer1": {
|
| 5359 |
+
"lth": {
|
| 5360 |
+
"mean_nnz": 96.0,
|
| 5361 |
+
"max_nnz": 117.0,
|
| 5362 |
+
"min_nnz": 56.0,
|
| 5363 |
+
"total_nnz": 49152,
|
| 5364 |
+
"numel": 163840,
|
| 5365 |
+
"sparsity": 0.7,
|
| 5366 |
+
"utilization": 0.8205128205128205
|
| 5367 |
+
},
|
| 5368 |
+
"uticket": {
|
| 5369 |
+
"mean_nnz": 96.0,
|
| 5370 |
+
"max_nnz": 96.0,
|
| 5371 |
+
"min_nnz": 96.0,
|
| 5372 |
+
"total_nnz": 49152,
|
| 5373 |
+
"numel": 163840,
|
| 5374 |
+
"sparsity": 0.7,
|
| 5375 |
+
"utilization": 1.0
|
| 5376 |
+
}
|
| 5377 |
+
},
|
| 5378 |
+
"layer2": {
|
| 5379 |
+
"lth": {
|
| 5380 |
+
"mean_nnz": 153.6015625,
|
| 5381 |
+
"max_nnz": 186.0,
|
| 5382 |
+
"min_nnz": 123.0,
|
| 5383 |
+
"total_nnz": 39322,
|
| 5384 |
+
"numel": 131072,
|
| 5385 |
+
"sparsity": 0.6999969482421875,
|
| 5386 |
+
"utilization": 0.8258148521505376
|
| 5387 |
+
},
|
| 5388 |
+
"uticket": {
|
| 5389 |
+
"mean_nnz": 154.0,
|
| 5390 |
+
"max_nnz": 154.0,
|
| 5391 |
+
"min_nnz": 154.0,
|
| 5392 |
+
"total_nnz": 39424,
|
| 5393 |
+
"numel": 131072,
|
| 5394 |
+
"sparsity": 0.69921875,
|
| 5395 |
+
"utilization": 1.0
|
| 5396 |
+
}
|
| 5397 |
+
}
|
| 5398 |
+
},
|
| 5399 |
+
"latency_proxy": 272,
|
| 5400 |
+
"sparsity": 0.9214015151515151
|
| 5401 |
+
},
|
| 5402 |
+
{
|
| 5403 |
+
"round": 2,
|
| 5404 |
+
"layers": {
|
| 5405 |
+
"layer0": {
|
| 5406 |
+
"lth": {
|
| 5407 |
+
"mean_nnz": 6.6000000000000005,
|
| 5408 |
+
"max_nnz": 16.0,
|
| 5409 |
+
"min_nnz": 1.0,
|
| 5410 |
+
"total_nnz": 2112,
|
| 5411 |
+
"numel": 921600,
|
| 5412 |
+
"sparsity": 0.9977083333333333,
|
| 5413 |
+
"utilization": 0.41250000000000003
|
| 5414 |
+
},
|
| 5415 |
+
"uticket": {
|
| 5416 |
+
"mean_nnz": 7.0,
|
| 5417 |
+
"max_nnz": 7.0,
|
| 5418 |
+
"min_nnz": 7.0,
|
| 5419 |
+
"total_nnz": 2240,
|
| 5420 |
+
"numel": 921600,
|
| 5421 |
+
"sparsity": 0.9975694444444444,
|
| 5422 |
+
"utilization": 1.0
|
| 5423 |
+
}
|
| 5424 |
+
},
|
| 5425 |
+
"layer1": {
|
| 5426 |
+
"lth": {
|
| 5427 |
+
"mean_nnz": 28.80078125,
|
| 5428 |
+
"max_nnz": 49.0,
|
| 5429 |
+
"min_nnz": 5.0,
|
| 5430 |
+
"total_nnz": 14746,
|
| 5431 |
+
"numel": 163840,
|
| 5432 |
+
"sparsity": 0.90999755859375,
|
| 5433 |
+
"utilization": 0.5877710459183674
|
| 5434 |
+
},
|
| 5435 |
+
"uticket": {
|
| 5436 |
+
"mean_nnz": 29.0,
|
| 5437 |
+
"max_nnz": 29.0,
|
| 5438 |
+
"min_nnz": 29.0,
|
| 5439 |
+
"total_nnz": 14848,
|
| 5440 |
+
"numel": 163840,
|
| 5441 |
+
"sparsity": 0.909375,
|
| 5442 |
+
"utilization": 1.0
|
| 5443 |
+
}
|
| 5444 |
+
},
|
| 5445 |
+
"layer2": {
|
| 5446 |
+
"lth": {
|
| 5447 |
+
"mean_nnz": 46.19921875,
|
| 5448 |
+
"max_nnz": 63.0,
|
| 5449 |
+
"min_nnz": 26.0,
|
| 5450 |
+
"total_nnz": 11827,
|
| 5451 |
+
"numel": 131072,
|
| 5452 |
+
"sparsity": 0.9097671508789062,
|
| 5453 |
+
"utilization": 0.7333209325396826
|
| 5454 |
+
},
|
| 5455 |
+
"uticket": {
|
| 5456 |
+
"mean_nnz": 46.0,
|
| 5457 |
+
"max_nnz": 46.0,
|
| 5458 |
+
"min_nnz": 46.0,
|
| 5459 |
+
"total_nnz": 11776,
|
| 5460 |
+
"numel": 131072,
|
| 5461 |
+
"sparsity": 0.91015625,
|
| 5462 |
+
"utilization": 1.0
|
| 5463 |
+
}
|
| 5464 |
+
}
|
| 5465 |
+
},
|
| 5466 |
+
"latency_proxy": 82,
|
| 5467 |
+
"sparsity": 0.9762731481481481
|
| 5468 |
+
},
|
| 5469 |
+
{
|
| 5470 |
+
"round": 3,
|
| 5471 |
+
"layers": {
|
| 5472 |
+
"layer0": {
|
| 5473 |
+
"lth": {
|
| 5474 |
+
"mean_nnz": 2.1,
|
| 5475 |
+
"max_nnz": 7.0,
|
| 5476 |
+
"min_nnz": 0.0,
|
| 5477 |
+
"total_nnz": 672,
|
| 5478 |
+
"numel": 921600,
|
| 5479 |
+
"sparsity": 0.9992708333333333,
|
| 5480 |
+
"utilization": 0.3
|
| 5481 |
+
},
|
| 5482 |
+
"uticket": {
|
| 5483 |
+
"mean_nnz": 2.0,
|
| 5484 |
+
"max_nnz": 2.0,
|
| 5485 |
+
"min_nnz": 2.0,
|
| 5486 |
+
"total_nnz": 640,
|
| 5487 |
+
"numel": 921600,
|
| 5488 |
+
"sparsity": 0.9993055555555556,
|
| 5489 |
+
"utilization": 1.0
|
| 5490 |
+
}
|
| 5491 |
+
},
|
| 5492 |
+
"layer1": {
|
| 5493 |
+
"lth": {
|
| 5494 |
+
"mean_nnz": 8.69921875,
|
| 5495 |
+
"max_nnz": 19.0,
|
| 5496 |
+
"min_nnz": 0.0,
|
| 5497 |
+
"total_nnz": 4454,
|
| 5498 |
+
"numel": 163840,
|
| 5499 |
+
"sparsity": 0.97281494140625,
|
| 5500 |
+
"utilization": 0.45785361842105265
|
| 5501 |
+
},
|
| 5502 |
+
"uticket": {
|
| 5503 |
+
"mean_nnz": 9.0,
|
| 5504 |
+
"max_nnz": 9.0,
|
| 5505 |
+
"min_nnz": 9.0,
|
| 5506 |
+
"total_nnz": 4608,
|
| 5507 |
+
"numel": 163840,
|
| 5508 |
+
"sparsity": 0.971875,
|
| 5509 |
+
"utilization": 1.0
|
| 5510 |
+
}
|
| 5511 |
+
},
|
| 5512 |
+
"layer2": {
|
| 5513 |
+
"lth": {
|
| 5514 |
+
"mean_nnz": 13.80078125,
|
| 5515 |
+
"max_nnz": 22.0,
|
| 5516 |
+
"min_nnz": 7.0,
|
| 5517 |
+
"total_nnz": 3533,
|
| 5518 |
+
"numel": 131072,
|
| 5519 |
+
"sparsity": 0.9730453491210938,
|
| 5520 |
+
"utilization": 0.6273082386363636
|
| 5521 |
+
},
|
| 5522 |
+
"uticket": {
|
| 5523 |
+
"mean_nnz": 14.0,
|
| 5524 |
+
"max_nnz": 14.0,
|
| 5525 |
+
"min_nnz": 14.0,
|
| 5526 |
+
"total_nnz": 3584,
|
| 5527 |
+
"numel": 131072,
|
| 5528 |
+
"sparsity": 0.97265625,
|
| 5529 |
+
"utilization": 1.0
|
| 5530 |
+
}
|
| 5531 |
+
}
|
| 5532 |
+
},
|
| 5533 |
+
"latency_proxy": 25,
|
| 5534 |
+
"sparsity": 0.992739898989899
|
| 5535 |
+
},
|
| 5536 |
+
{
|
| 5537 |
+
"round": 4,
|
| 5538 |
+
"layers": {
|
| 5539 |
+
"layer0": {
|
| 5540 |
+
"lth": {
|
| 5541 |
+
"mean_nnz": 0.6000000000000001,
|
| 5542 |
+
"max_nnz": 2.0,
|
| 5543 |
+
"min_nnz": 0.0,
|
| 5544 |
+
"total_nnz": 192,
|
| 5545 |
+
"numel": 921600,
|
| 5546 |
+
"sparsity": 0.9997916666666666,
|
| 5547 |
+
"utilization": 0.30000000000000004
|
| 5548 |
+
},
|
| 5549 |
+
"uticket": {
|
| 5550 |
+
"mean_nnz": 1.0,
|
| 5551 |
+
"max_nnz": 1.0,
|
| 5552 |
+
"min_nnz": 1.0,
|
| 5553 |
+
"total_nnz": 320,
|
| 5554 |
+
"numel": 921600,
|
| 5555 |
+
"sparsity": 0.9996527777777777,
|
| 5556 |
+
"utilization": 1.0
|
| 5557 |
+
}
|
| 5558 |
+
},
|
| 5559 |
+
"layer1": {
|
| 5560 |
+
"lth": {
|
| 5561 |
+
"mean_nnz": 2.69921875,
|
| 5562 |
+
"max_nnz": 7.0,
|
| 5563 |
+
"min_nnz": 0.0,
|
| 5564 |
+
"total_nnz": 1382,
|
| 5565 |
+
"numel": 163840,
|
| 5566 |
+
"sparsity": 0.99156494140625,
|
| 5567 |
+
"utilization": 0.38560267857142855
|
| 5568 |
+
},
|
| 5569 |
+
"uticket": {
|
| 5570 |
+
"mean_nnz": 3.0,
|
| 5571 |
+
"max_nnz": 3.0,
|
| 5572 |
+
"min_nnz": 3.0,
|
| 5573 |
+
"total_nnz": 1536,
|
| 5574 |
+
"numel": 163840,
|
| 5575 |
+
"sparsity": 0.990625,
|
| 5576 |
+
"utilization": 1.0
|
| 5577 |
+
}
|
| 5578 |
+
},
|
| 5579 |
+
"layer2": {
|
| 5580 |
+
"lth": {
|
| 5581 |
+
"mean_nnz": 4.19921875,
|
| 5582 |
+
"max_nnz": 9.0,
|
| 5583 |
+
"min_nnz": 1.0,
|
| 5584 |
+
"total_nnz": 1075,
|
| 5585 |
+
"numel": 131072,
|
| 5586 |
+
"sparsity": 0.9917984008789062,
|
| 5587 |
+
"utilization": 0.4665798611111111
|
| 5588 |
+
},
|
| 5589 |
+
"uticket": {
|
| 5590 |
+
"mean_nnz": 4.0,
|
| 5591 |
+
"max_nnz": 4.0,
|
| 5592 |
+
"min_nnz": 4.0,
|
| 5593 |
+
"total_nnz": 1024,
|
| 5594 |
+
"numel": 131072,
|
| 5595 |
+
"sparsity": 0.9921875,
|
| 5596 |
+
"utilization": 1.0
|
| 5597 |
+
}
|
| 5598 |
+
}
|
| 5599 |
+
},
|
| 5600 |
+
"latency_proxy": 8,
|
| 5601 |
+
"sparsity": 0.9976325757575758
|
| 5602 |
+
},
|
| 5603 |
+
{
|
| 5604 |
+
"round": 5,
|
| 5605 |
+
"layers": {
|
| 5606 |
+
"layer0": {
|
| 5607 |
+
"lth": {
|
| 5608 |
+
"mean_nnz": 0.30000000000000004,
|
| 5609 |
+
"max_nnz": 1.0,
|
| 5610 |
+
"min_nnz": 0.0,
|
| 5611 |
+
"total_nnz": 96,
|
| 5612 |
+
"numel": 921600,
|
| 5613 |
+
"sparsity": 0.9998958333333333,
|
| 5614 |
+
"utilization": 0.30000000000000004
|
| 5615 |
+
},
|
| 5616 |
+
"uticket": {
|
| 5617 |
+
"mean_nnz": 0.30000000000000004,
|
| 5618 |
+
"max_nnz": 1.0,
|
| 5619 |
+
"min_nnz": 0.0,
|
| 5620 |
+
"total_nnz": 96,
|
| 5621 |
+
"numel": 921600,
|
| 5622 |
+
"sparsity": 0.9998958333333333,
|
| 5623 |
+
"utilization": 0.30000000000000004
|
| 5624 |
+
}
|
| 5625 |
+
},
|
| 5626 |
+
"layer1": {
|
| 5627 |
+
"lth": {
|
| 5628 |
+
"mean_nnz": 0.900390625,
|
| 5629 |
+
"max_nnz": 3.0,
|
| 5630 |
+
"min_nnz": 0.0,
|
| 5631 |
+
"total_nnz": 461,
|
| 5632 |
+
"numel": 163840,
|
| 5633 |
+
"sparsity": 0.997186279296875,
|
| 5634 |
+
"utilization": 0.3001302083333333
|
| 5635 |
+
},
|
| 5636 |
+
"uticket": {
|
| 5637 |
+
"mean_nnz": 1.0,
|
| 5638 |
+
"max_nnz": 1.0,
|
| 5639 |
+
"min_nnz": 1.0,
|
| 5640 |
+
"total_nnz": 512,
|
| 5641 |
+
"numel": 163840,
|
| 5642 |
+
"sparsity": 0.996875,
|
| 5643 |
+
"utilization": 1.0
|
| 5644 |
+
}
|
| 5645 |
+
},
|
| 5646 |
+
"layer2": {
|
| 5647 |
+
"lth": {
|
| 5648 |
+
"mean_nnz": 1.19921875,
|
| 5649 |
+
"max_nnz": 3.0,
|
| 5650 |
+
"min_nnz": 0.0,
|
| 5651 |
+
"total_nnz": 307,
|
| 5652 |
+
"numel": 131072,
|
| 5653 |
+
"sparsity": 0.9976577758789062,
|
| 5654 |
+
"utilization": 0.3997395833333333
|
| 5655 |
+
},
|
| 5656 |
+
"uticket": {
|
| 5657 |
+
"mean_nnz": 1.0,
|
| 5658 |
+
"max_nnz": 1.0,
|
| 5659 |
+
"min_nnz": 1.0,
|
| 5660 |
+
"total_nnz": 256,
|
| 5661 |
+
"numel": 131072,
|
| 5662 |
+
"sparsity": 0.998046875,
|
| 5663 |
+
"utilization": 1.0
|
| 5664 |
+
}
|
| 5665 |
+
}
|
| 5666 |
+
},
|
| 5667 |
+
"latency_proxy": 3,
|
| 5668 |
+
"sparsity": 0.9992897727272727
|
| 5669 |
+
}
|
| 5670 |
+
],
|
| 5671 |
+
"latency_proxy_lth": 7,
|
| 5672 |
+
"latency_reduction_vs_lth_frac": 0.5714285714285714
|
| 5673 |
+
},
|
| 5674 |
+
"config": {
|
| 5675 |
+
"method": "harmonic_matched",
|
| 5676 |
+
"data_root": "/kaggle/working/data",
|
| 5677 |
+
"subjects": "",
|
| 5678 |
+
"blocks": "",
|
| 5679 |
+
"limit": 0,
|
| 5680 |
+
"drop_rest": true,
|
| 5681 |
+
"resplit": "block",
|
| 5682 |
+
"test_blocks": "6",
|
| 5683 |
+
"class_weight": false,
|
| 5684 |
+
"epochs": 60,
|
| 5685 |
+
"batch_size": 64,
|
| 5686 |
+
"lr": 0.002,
|
| 5687 |
+
"weight_decay": 0.0005,
|
| 5688 |
+
"grad_clip": 5.0,
|
| 5689 |
+
"num_bins": 100,
|
| 5690 |
+
"window_sec": 5.0,
|
| 5691 |
+
"hidden": "512,256",
|
| 5692 |
+
"freq_groups": 8,
|
| 5693 |
+
"dropout": 0.3,
|
| 5694 |
+
"spike_drop": 0.1,
|
| 5695 |
+
"time_jitter": 2,
|
| 5696 |
+
"label_smoothing": 0.05,
|
| 5697 |
+
"no_batchnorm": false,
|
| 5698 |
+
"binary_input": false,
|
| 5699 |
+
"beta": 1.0,
|
| 5700 |
+
"thresh": 1.0,
|
| 5701 |
+
"window": 0.5,
|
| 5702 |
+
"gain": 1.0,
|
| 5703 |
+
"alpha": 0.9,
|
| 5704 |
+
"readout": "spikecount",
|
| 5705 |
+
"fake_quant": 0,
|
| 5706 |
+
"amp": false,
|
| 5707 |
+
"spike_reg": 0.0,
|
| 5708 |
+
"event_eval": true,
|
| 5709 |
+
"decision_margin": 2.0,
|
| 5710 |
+
"export": false,
|
| 5711 |
+
"seed": 1234,
|
| 5712 |
+
"hub_dir": "/kaggle/working/hub/opt06_uticket_prune/balance_iters_4",
|
| 5713 |
+
"repo_id": "UWU-R-13/SSVEP-SNN",
|
| 5714 |
+
"push_hf": false,
|
| 5715 |
+
"keep_epoch_weights": 1,
|
| 5716 |
+
"no_resume": true,
|
| 5717 |
+
"selftest": false,
|
| 5718 |
+
"baseline": false,
|
| 5719 |
+
"bench": true,
|
| 5720 |
+
"bench_warmup": 10,
|
| 5721 |
+
"bench_iters": 50,
|
| 5722 |
+
"bench_train_steps": 20,
|
| 5723 |
+
"prune_rounds": 5,
|
| 5724 |
+
"prune_rate": 0.7,
|
| 5725 |
+
"rewind_epoch": 1,
|
| 5726 |
+
"balance": true,
|
| 5727 |
+
"balance_iters": 4,
|
| 5728 |
+
"prune_readout": false,
|
| 5729 |
+
"sampling_rate": 250.0
|
| 5730 |
+
}
|
| 5731 |
+
},
|
| 5732 |
+
"zip": {
|
| 5733 |
+
"name": "balance_iters_4.zip",
|
| 5734 |
+
"files": 81,
|
| 5735 |
+
"bytes": 8082682,
|
| 5736 |
+
"MB": 8.1,
|
| 5737 |
+
"sha256": "ff260bcde1f1b305816474c3b0db29db1ae57fc944c42c720b3a679851db6fbd"
|
| 5738 |
+
}
|
| 5739 |
}
|
| 5740 |
]
|