update APPLIED run index
Browse files
applied/_index/APPLIED_RUNS_INDEX.json
CHANGED
|
@@ -6174,23 +6174,6 @@
|
|
| 6174 |
"sha256": "03f8c3bfa863c3e46ffb08d9deff382fce93499bbdbee3b6d6d576fce9ce9721"
|
| 6175 |
}
|
| 6176 |
},
|
| 6177 |
-
{
|
| 6178 |
-
"key": "opt05_bitpack_popcount/default",
|
| 6179 |
-
"tag": "default",
|
| 6180 |
-
"script": "opt05_bitpack_popcount.py",
|
| 6181 |
-
"hf_folder": "applied/opt05_bitpack_popcount",
|
| 6182 |
-
"phase": 1,
|
| 6183 |
-
"status": "failed",
|
| 6184 |
-
"duration_s": 283.7,
|
| 6185 |
-
"optimization_summary": null,
|
| 6186 |
-
"zip": {
|
| 6187 |
-
"name": "FAILED_default.zip",
|
| 6188 |
-
"files": 76,
|
| 6189 |
-
"bytes": 10449392,
|
| 6190 |
-
"MB": 10.4,
|
| 6191 |
-
"sha256": "a1bc46ce8edca5d2f87cd037f1c9554010e2b9b53c9f7de1ba99d99efa0689ec"
|
| 6192 |
-
}
|
| 6193 |
-
},
|
| 6194 |
{
|
| 6195 |
"key": "opt05_bitpack_popcount/spike_reg_1e-3",
|
| 6196 |
"tag": "spike_reg_1e-3",
|
|
@@ -6309,5 +6292,177 @@
|
|
| 6309 |
"MB": 10.4,
|
| 6310 |
"sha256": "b53192924d338033f3c8b45f1957201727daf6241f734fd271530d58bfa47f40"
|
| 6311 |
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 6312 |
}
|
| 6313 |
]
|
|
|
|
| 6174 |
"sha256": "03f8c3bfa863c3e46ffb08d9deff382fce93499bbdbee3b6d6d576fce9ce9721"
|
| 6175 |
}
|
| 6176 |
},
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 6177 |
{
|
| 6178 |
"key": "opt05_bitpack_popcount/spike_reg_1e-3",
|
| 6179 |
"tag": "spike_reg_1e-3",
|
|
|
|
| 6292 |
"MB": 10.4,
|
| 6293 |
"sha256": "b53192924d338033f3c8b45f1957201727daf6241f734fd271530d58bfa47f40"
|
| 6294 |
}
|
| 6295 |
+
},
|
| 6296 |
+
{
|
| 6297 |
+
"key": "opt05_bitpack_popcount/default",
|
| 6298 |
+
"tag": "default",
|
| 6299 |
+
"script": "opt05_bitpack_popcount.py",
|
| 6300 |
+
"hf_folder": "applied/opt05_bitpack_popcount",
|
| 6301 |
+
"phase": 1,
|
| 6302 |
+
"status": "ok",
|
| 6303 |
+
"duration_s": 315.3,
|
| 6304 |
+
"optimization_summary": {
|
| 6305 |
+
"optimization": "bitpack_popcount",
|
| 6306 |
+
"research_section": "3. Spike-Sparsity & MAC->AC Restructuring",
|
| 6307 |
+
"reference": "SATA, arXiv:2204.05422; BMXNet/BiFSMNv2 popcount GEMM",
|
| 6308 |
+
"script": "opt05_bitpack_popcount.py",
|
| 6309 |
+
"baseline_mode": false,
|
| 6310 |
+
"method": "harmonic_matched",
|
| 6311 |
+
"accuracy": {
|
| 6312 |
+
"test_acc": 0.9228571428571428,
|
| 6313 |
+
"test_target_acc": 0.9228571428571428,
|
| 6314 |
+
"best_val_acc": 0.9242857142857143
|
| 6315 |
+
},
|
| 6316 |
+
"efficiency": {
|
| 6317 |
+
"spikes_per_inference": null,
|
| 6318 |
+
"syn_ops_per_inference": 2309944.7946428573,
|
| 6319 |
+
"dense_macs_per_inference": 122675200.0,
|
| 6320 |
+
"event_fraction_of_dense": 0.018829761798985104,
|
| 6321 |
+
"syn_ops_per_inference_dense_fanout": 25152261.920454547,
|
| 6322 |
+
"weight_sparsity": 0.7324707846410685,
|
| 6323 |
+
"effective_ticks": 12.017142857142858,
|
| 6324 |
+
"num_ticks": 100,
|
| 6325 |
+
"membrane_bytes_per_inference": 451200,
|
| 6326 |
+
"weight_bytes": 4907008,
|
| 6327 |
+
"input_raster_bytes": 50400000,
|
| 6328 |
+
"train_ms_per_step": 47.203685850001875,
|
| 6329 |
+
"infer_ms_per_sample": 0.3278796612500301,
|
| 6330 |
+
"peak_vram_mb": 475.061248
|
| 6331 |
+
},
|
| 6332 |
+
"optimization_specific": {
|
| 6333 |
+
"bitpack": true,
|
| 6334 |
+
"pack_hidden": false,
|
| 6335 |
+
"popcount_readout": true,
|
| 6336 |
+
"n_channels": 2880,
|
| 6337 |
+
"packed_words_per_tick": 90,
|
| 6338 |
+
"input_raster_bytes_uint8": 403200000,
|
| 6339 |
+
"input_raster_bytes_packed": 50400000,
|
| 6340 |
+
"memory_reduction_x": 8.0,
|
| 6341 |
+
"mults_eliminated_per_inference": 2309944.7946428573,
|
| 6342 |
+
"pred_agreement_packed_vs_float": 1.0,
|
| 6343 |
+
"popcount_counts_exact": true,
|
| 6344 |
+
"crossover_density": 0.01,
|
| 6345 |
+
"packed_ever_wins": true,
|
| 6346 |
+
"packed_vs_scatter_ms": [
|
| 6347 |
+
{
|
| 6348 |
+
"density": 0.01,
|
| 6349 |
+
"measured_density": 0.00997178815305233,
|
| 6350 |
+
"scatter_ms": 0.2054882049560547,
|
| 6351 |
+
"packed_ms": 0.053696632385253906,
|
| 6352 |
+
"pack_ms": 0.1566171646118164,
|
| 6353 |
+
"speedup_x": 3.826835982594796,
|
| 6354 |
+
"packed_wins": true,
|
| 6355 |
+
"matches_scatter": true
|
| 6356 |
+
},
|
| 6357 |
+
{
|
| 6358 |
+
"density": 0.05,
|
| 6359 |
+
"measured_density": 0.0490993931889534,
|
| 6360 |
+
"scatter_ms": 0.2793121337890625,
|
| 6361 |
+
"packed_ms": 0.06389141082763672,
|
| 6362 |
+
"pack_ms": 0.17340660095214844,
|
| 6363 |
+
"speedup_x": 4.371669527576685,
|
| 6364 |
+
"packed_wins": true,
|
| 6365 |
+
"matches_scatter": true
|
| 6366 |
+
},
|
| 6367 |
+
{
|
| 6368 |
+
"density": 0.1,
|
| 6369 |
+
"measured_density": 0.10040690004825592,
|
| 6370 |
+
"scatter_ms": 0.4568767547607422,
|
| 6371 |
+
"packed_ms": 0.08402824401855469,
|
| 6372 |
+
"pack_ms": 0.16062259674072266,
|
| 6373 |
+
"speedup_x": 5.437180796731359,
|
| 6374 |
+
"packed_wins": true,
|
| 6375 |
+
"matches_scatter": true
|
| 6376 |
+
},
|
| 6377 |
+
{
|
| 6378 |
+
"density": 0.25,
|
| 6379 |
+
"measured_density": 0.24960395693778992,
|
| 6380 |
+
"scatter_ms": 1.0628986358642578,
|
| 6381 |
+
"packed_ms": 0.14556407928466797,
|
| 6382 |
+
"pack_ms": 0.15494346618652344,
|
| 6383 |
+
"speedup_x": 7.301929439512563,
|
| 6384 |
+
"packed_wins": true,
|
| 6385 |
+
"matches_scatter": true
|
| 6386 |
+
},
|
| 6387 |
+
{
|
| 6388 |
+
"density": 0.5,
|
| 6389 |
+
"measured_density": 0.49802517890930176,
|
| 6390 |
+
"scatter_ms": 1.4232254028320312,
|
| 6391 |
+
"packed_ms": 0.2665281295776367,
|
| 6392 |
+
"pack_ms": 0.15835285186767578,
|
| 6393 |
+
"speedup_x": 5.339869397978353,
|
| 6394 |
+
"packed_wins": true,
|
| 6395 |
+
"matches_scatter": true
|
| 6396 |
+
}
|
| 6397 |
+
],
|
| 6398 |
+
"popcount_vs_loop_ms": {
|
| 6399 |
+
"loop_ms": 0.012612342834472656,
|
| 6400 |
+
"popcount_ms": 0.04111766815185547,
|
| 6401 |
+
"speedup_x": 0.30673779427113534
|
| 6402 |
+
}
|
| 6403 |
+
},
|
| 6404 |
+
"config": {
|
| 6405 |
+
"method": "harmonic_matched",
|
| 6406 |
+
"data_root": "/kaggle/working/data",
|
| 6407 |
+
"subjects": "",
|
| 6408 |
+
"blocks": "",
|
| 6409 |
+
"limit": 0,
|
| 6410 |
+
"drop_rest": true,
|
| 6411 |
+
"resplit": "block",
|
| 6412 |
+
"test_blocks": "6",
|
| 6413 |
+
"class_weight": false,
|
| 6414 |
+
"epochs": 60,
|
| 6415 |
+
"batch_size": 64,
|
| 6416 |
+
"lr": 0.002,
|
| 6417 |
+
"weight_decay": 0.0005,
|
| 6418 |
+
"grad_clip": 5.0,
|
| 6419 |
+
"num_bins": 100,
|
| 6420 |
+
"window_sec": 5.0,
|
| 6421 |
+
"hidden": "512,256",
|
| 6422 |
+
"freq_groups": 8,
|
| 6423 |
+
"dropout": 0.3,
|
| 6424 |
+
"spike_drop": 0.1,
|
| 6425 |
+
"time_jitter": 2,
|
| 6426 |
+
"label_smoothing": 0.05,
|
| 6427 |
+
"no_batchnorm": false,
|
| 6428 |
+
"binary_input": true,
|
| 6429 |
+
"beta": 1.0,
|
| 6430 |
+
"thresh": 1.0,
|
| 6431 |
+
"window": 0.5,
|
| 6432 |
+
"gain": 1.0,
|
| 6433 |
+
"alpha": 0.9,
|
| 6434 |
+
"readout": "spikecount",
|
| 6435 |
+
"fake_quant": 0,
|
| 6436 |
+
"amp": false,
|
| 6437 |
+
"spike_reg": 0.0,
|
| 6438 |
+
"event_eval": true,
|
| 6439 |
+
"decision_margin": 2.0,
|
| 6440 |
+
"export": false,
|
| 6441 |
+
"seed": 1234,
|
| 6442 |
+
"hub_dir": "/kaggle/working/hub/opt05_bitpack_popcount/default",
|
| 6443 |
+
"repo_id": "UWU-R-13/SSVEP-SNN",
|
| 6444 |
+
"push_hf": false,
|
| 6445 |
+
"keep_epoch_weights": 1,
|
| 6446 |
+
"no_resume": true,
|
| 6447 |
+
"selftest": false,
|
| 6448 |
+
"baseline": false,
|
| 6449 |
+
"bench": true,
|
| 6450 |
+
"bench_warmup": 10,
|
| 6451 |
+
"bench_iters": 50,
|
| 6452 |
+
"bench_train_steps": 20,
|
| 6453 |
+
"bitpack": true,
|
| 6454 |
+
"pack_hidden": false,
|
| 6455 |
+
"popcount_readout": true,
|
| 6456 |
+
"sparsity_sweep": "0.01,0.05,0.1,0.25,0.5",
|
| 6457 |
+
"sampling_rate": 250.0
|
| 6458 |
+
}
|
| 6459 |
+
},
|
| 6460 |
+
"zip": {
|
| 6461 |
+
"name": "default.zip",
|
| 6462 |
+
"files": 81,
|
| 6463 |
+
"bytes": 12232326,
|
| 6464 |
+
"MB": 12.2,
|
| 6465 |
+
"sha256": "639faf789b907e8072ee505471d3f095d1d00d9a0bc255de0d930b601160ca21"
|
| 6466 |
+
}
|
| 6467 |
}
|
| 6468 |
]
|