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{"t": 1792689848.1349747, "msg": "[spira] fitting EPT byte-level Markov model ..."}
{"t": 1792689849.6846397, "msg": "[spira] calibrated surprisal budget = 15.92 bits (target avg patch len 4.5)"}
{"t": 1792689849.6847265, "msg": "[spira] segmenting full train stream ..."}
{"t": 1792689857.4940877, "msg": "[spira] 2799170 patches, avg len 4.72 B (13.2 MB segmented in 7.5s, 1.76 MB/s)"}
{"t": 1792689857.5268452, "msg": "[spira] distinct patches in train: 234130"}
{"t": 1792689857.5543995, "msg": "[spira] building patch registry (147575 ids) ..."}
{"t": 1792689858.7038174, "msg": "[chunk] fresh build done"}
{"t": 1792689858.7371278, "msg": "[chunk] SNN pass tokens[0:150000]"}
{"t": 1792689912.9961026, "msg": "    tick 25000/150000 acc=0.043 dop=-0.004 461 t/s"}
{"t": 1792689975.0878282, "msg": "    tick 50000/150000 acc=0.009 dop=-0.001 430 t/s"}
{"t": 1792690029.5772126, "msg": "    tick 75000/150000 acc=0.021 dop=+0.002 439 t/s"}
{"t": 1792690089.7845855, "msg": "    tick 100000/150000 acc=0.009 dop=-0.001 433 t/s"}
{"t": 1792690149.519251, "msg": "    tick 125000/150000 acc=0.028 dop=+0.001 430 t/s"}
{"t": 1792690209.899671, "msg": "    tick 150000/150000 acc=0.003 dop=-0.001 427 t/s"}
{"t": 1792690209.8999403, "msg": "[chunk] SNN done: acc=0.0352 fast=0.11792 beta=1.198424340908533 ema=0.0028 (351s, 427 t/s)"}
{"t": 1792690213.0381534, "msg": "[chunk] checkpoint saved -> /home/z/my-project/download/spira/artifacts/spira_model.npz (total 370s)"}
{"t": 1792690245.5987608, "msg": "[chunk] resumed from checkpoint"}
{"t": 1792690245.6328268, "msg": "[chunk] SNN pass tokens[150000:300000]"}
{"t": 1792690303.803557, "msg": "    tick 25000/150000 acc=0.038 dop=+0.012 430 t/s"}
{"t": 1792690353.8819084, "msg": "    tick 50000/150000 acc=0.002 dop=-0.000 462 t/s"}
{"t": 1792690410.300095, "msg": "    tick 75000/150000 acc=0.004 dop=-0.001 456 t/s"}
{"t": 1792690469.1089964, "msg": "    tick 100000/150000 acc=0.003 dop=+0.000 448 t/s"}
{"t": 1792690527.1233356, "msg": "    tick 125000/150000 acc=0.001 dop=-0.000 444 t/s"}
{"t": 1792690590.2359507, "msg": "    tick 150000/150000 acc=0.000 dop=-0.000 435 t/s"}
{"t": 1792690590.2360516, "msg": "[chunk] SNN done: acc=0.0191 fast=0.12413333333333333 beta=1.747051700993652 ema=0.0001 (345s, 435 t/s)"}
{"t": 1792690593.3198326, "msg": "[chunk] checkpoint saved -> /home/z/my-project/download/spira/artifacts/spira_model.npz (total 361s)"}
{"t": 1792690612.5087485, "msg": "[chunk] resumed from checkpoint"}
{"t": 1792690612.5453851, "msg": "[chunk] SNN pass tokens[300000:450000]"}
{"t": 1792690674.0282369, "msg": "    tick 25000/150000 acc=0.020 dop=-0.004 407 t/s"}
{"t": 1792690729.639865, "msg": "    tick 50000/150000 acc=0.003 dop=+0.000 427 t/s"}
{"t": 1792690783.3119826, "msg": "    tick 75000/150000 acc=0.020 dop=-0.004 439 t/s"}
{"t": 1792690844.9781892, "msg": "    tick 100000/150000 acc=0.000 dop=-0.000 430 t/s"}
{"t": 1792690908.031417, "msg": "    tick 125000/150000 acc=0.026 dop=-0.002 423 t/s"}
{"t": 1792690963.3836546, "msg": "    tick 150000/150000 acc=0.008 dop=-0.002 428 t/s"}
{"t": 1792690963.383805, "msg": "[chunk] SNN done: acc=0.0063 fast=0.09190666666666666 beta=1.1933744918656457 ema=0.0082 (351s, 428 t/s)"}
{"t": 1792690966.544749, "msg": "[chunk] checkpoint saved -> /home/z/my-project/download/spira/artifacts/spira_model.npz (total 367s)"}
{"t": 1792690983.6731129, "msg": "[chunk] resumed from checkpoint"}
{"t": 1792690983.7101266, "msg": "[chunk] SNN pass tokens[450000:600000]"}
{"t": 1792691041.480612, "msg": "    tick 25000/150000 acc=0.000 dop=-0.000 433 t/s"}
{"t": 1792691094.4843662, "msg": "    tick 50000/150000 acc=0.015 dop=-0.001 451 t/s"}
{"t": 1792691145.131032, "msg": "    tick 75000/150000 acc=0.000 dop=-0.000 465 t/s"}
{"t": 1792691202.3809683, "msg": "    tick 100000/150000 acc=0.014 dop=+0.003 457 t/s"}
{"t": 1792691249.2985406, "msg": "    tick 125000/150000 acc=0.068 dop=+0.015 471 t/s"}
{"t": 1792691303.3424532, "msg": "    tick 150000/150000 acc=0.001 dop=-0.000 469 t/s"}
{"t": 1792691303.342613, "msg": "[chunk] SNN done: acc=0.0050 fast=0.08072 beta=1.266389629875493 ema=0.0012 (320s, 469 t/s)"}
{"t": 1792691306.3462572, "msg": "[chunk] checkpoint saved -> /home/z/my-project/download/spira/artifacts/spira_model.npz (total 336s)"}
{"t": 1792691330.5498514, "msg": "[chunk] resumed from checkpoint"}
{"t": 1792691330.5906599, "msg": "[chunk] SNN pass tokens[0:150000]"}
{"t": 1792691383.5835564, "msg": "    tick 25000/150000 acc=0.001 dop=-0.000 472 t/s"}
{"t": 1792691445.211175, "msg": "    tick 50000/150000 acc=0.002 dop=-0.001 436 t/s"}
{"t": 1792691502.242968, "msg": "    tick 75000/150000 acc=0.015 dop=+0.003 437 t/s"}
{"t": 1792691554.181319, "msg": "    tick 100000/150000 acc=0.001 dop=+0.000 447 t/s"}
{"t": 1792691611.8847651, "msg": "    tick 125000/150000 acc=0.000 dop=-0.000 444 t/s"}
{"t": 1792691674.5757427, "msg": "    tick 150000/150000 acc=0.001 dop=-0.000 436 t/s"}
{"t": 1792691674.5759006, "msg": "[chunk] SNN done: acc=0.0109 fast=0.1192 beta=1.2954219302334735 ema=0.0010 (344s, 436 t/s)"}
{"t": 1792691677.628161, "msg": "[chunk] checkpoint saved -> /home/z/my-project/download/spira/artifacts/spira_model.npz (total 360s)"}
{"t": 1792691708.182975, "msg": "[chunk] resumed from checkpoint"}
{"t": 1792691708.220647, "msg": "[chunk] SNN pass tokens[150000:300000]"}
{"t": 1792691769.2049358, "msg": "    tick 25000/150000 acc=0.006 dop=+0.002 410 t/s"}
{"t": 1792691836.7221665, "msg": "    tick 50000/150000 acc=0.002 dop=+0.000 389 t/s"}
{"t": 1792691903.078837, "msg": "    tick 75000/150000 acc=0.000 dop=-0.000 385 t/s"}
{"t": 1792691961.705981, "msg": "    tick 100000/150000 acc=0.021 dop=-0.000 394 t/s"}
{"t": 1792692025.0206945, "msg": "    tick 125000/150000 acc=0.001 dop=-0.000 395 t/s"}
{"t": 1792692085.9798195, "msg": "    tick 150000/150000 acc=0.001 dop=+0.000 397 t/s"}
{"t": 1792692085.9800117, "msg": "[chunk] SNN done: acc=0.0054 fast=0.11891333333333333 beta=1.3249924062745693 ema=0.0011 (378s, 397 t/s)"}
{"t": 1792692089.139205, "msg": "[chunk] checkpoint saved -> /home/z/my-project/download/spira/artifacts/spira_model.npz (total 394s)"}
{"t": 1792692106.1035054, "msg": "[chunk] resumed from checkpoint"}
{"t": 1792692106.14451, "msg": "[chunk] SNN pass tokens[300000:450000]"}
{"t": 1792692165.3216357, "msg": "    tick 25000/150000 acc=0.001 dop=-0.000 422 t/s"}
{"t": 1792692229.2163122, "msg": "    tick 50000/150000 acc=0.001 dop=-0.000 406 t/s"}
{"t": 1792692284.5736065, "msg": "    tick 75000/150000 acc=0.000 dop=-0.000 420 t/s"}
{"t": 1792692338.6348023, "msg": "    tick 100000/150000 acc=0.000 dop=-0.000 430 t/s"}
{"t": 1792692397.833217, "msg": "    tick 125000/150000 acc=0.000 dop=-0.000 428 t/s"}
{"t": 1792692460.3992035, "msg": "    tick 150000/150000 acc=0.001 dop=-0.000 423 t/s"}
{"t": 1792692460.3994114, "msg": "[chunk] SNN done: acc=0.0011 fast=0.08736 beta=1.762662688647477 ema=0.0008 (354s, 423 t/s)"}
{"t": 1792692463.4121368, "msg": "[chunk] checkpoint saved -> /home/z/my-project/download/spira/artifacts/spira_model.npz (total 371s)"}
{"t": 1792692482.7419205, "msg": "[chunk] resumed from checkpoint"}
{"t": 1792692482.7793715, "msg": "[chunk] SNN pass tokens[450000:600000]"}
{"t": 1792692545.3073466, "msg": "    tick 25000/150000 acc=0.000 dop=-0.000 400 t/s"}
{"t": 1792692610.0230045, "msg": "    tick 50000/150000 acc=0.001 dop=-0.000 393 t/s"}
{"t": 1792692674.7956657, "msg": "    tick 75000/150000 acc=0.004 dop=-0.001 391 t/s"}
{"t": 1792692736.9330604, "msg": "    tick 100000/150000 acc=0.004 dop=+0.002 394 t/s"}
{"t": 1792692799.5741637, "msg": "    tick 125000/150000 acc=0.006 dop=+0.004 395 t/s"}
{"t": 1792692861.51613, "msg": "    tick 150000/150000 acc=0.000 dop=-0.000 396 t/s"}
{"t": 1792692861.5388815, "msg": "[chunk] raster saved (36135 spikes over 1500 ticks)"}
{"t": 1792692861.5389504, "msg": "[chunk] SNN done: acc=0.0013 fast=0.07764 beta=1.6971305954071978 ema=0.0000 (379s, 396 t/s)"}
{"t": 1792692864.68562, "msg": "[chunk] checkpoint saved -> /home/z/my-project/download/spira/artifacts/spira_model.npz (total 395s)"}
{"t": 1792692883.8854992, "msg": "[chunk] resumed from checkpoint"}
{"t": 1792692883.885611, "msg": "[chunk] hippocampus one-shot write pass over 1200000 tokens"}
{"t": 1792692902.37838, "msg": "[chunk] AM: 1199996 associations in 18s; {'slots': 8388608, 'used': 3894586, 'load_factor': 0.46427083015441895, 'n_writes': 1199996}"}
{"t": 1792692916.040569, "msg": "[chunk] checkpoint saved -> /home/z/my-project/download/spira/artifacts/spira_model.npz (total 45s)"}
{"t": 1792692937.183013, "msg": "[chunk] resumed from checkpoint"}
{"t": 1792692937.183116, "msg": "[chunk] step-only warmup over tokens[450000:600000] (matching final training-region statistics)"}
{"t": 1792693198.376045, "msg": "[chunk] warmup done in 261s (firing rate 0.045)"}
{"t": 1792693205.7143555, "msg": "[chunk] checkpoint saved with core state -> /home/z/my-project/download/spira/artifacts/spira_model.npz"}
{"t": 1792693456.5794063, "msg": "[chunk] resumed from checkpoint"}
{"t": 1792693456.6158457, "msg": "[chunk] SNN pass tokens[450000:600000]"}
{"t": 1792693518.1308408, "msg": "    tick 25000/150000 acc=0.047 dop=+0.004 406 t/s"}
{"t": 1792693583.1861885, "msg": "    tick 50000/150000 acc=0.036 dop=-0.001 395 t/s"}
{"t": 1792693644.4360857, "msg": "    tick 75000/150000 acc=0.038 dop=-0.005 399 t/s"}
{"t": 1792693704.4942787, "msg": "    tick 100000/150000 acc=0.041 dop=-0.000 403 t/s"}
{"t": 1792693767.2334795, "msg": "    tick 125000/150000 acc=0.130 dop=+0.001 402 t/s"}
{"t": 1792693820.64215, "msg": "    tick 150000/150000 acc=0.162 dop=-0.009 412 t/s"}
{"t": 1792693820.692566, "msg": "[chunk] raster saved (35812 spikes over 1500 ticks)"}
{"t": 1792693820.6926665, "msg": "[chunk] SNN done: acc=0.0697 fast=0.09082 beta=0.08447342118850533 ema=0.1620 (364s, 412 t/s)"}
{"t": 1792693827.4360313, "msg": "[chunk] checkpoint saved -> /home/z/my-project/download/spira/artifacts/spira_model.npz (total 385s)"}
{"t": 1792693856.4826596, "msg": "[chunk] resumed from checkpoint"}
{"t": 1792693856.4827747, "msg": "[chunk] step-only warmup over tokens[450000:600000] (matching final training-region statistics)"}
{"t": 1792694147.5969715, "msg": "[chunk] warmup done in 291s (firing rate 0.047)"}
{"t": 1792694154.1971679, "msg": "[chunk] checkpoint saved with core state -> /home/z/my-project/download/spira/artifacts/spira_model.npz"}
{"t": 1792694832.1377423, "msg": "[chunk] resumed from checkpoint"}
{"t": 1792694832.1803858, "msg": "[chunk] SNN pass tokens[450000:600000]"}
{"t": 1792694887.8062232, "msg": "    tick 25000/150000 acc=0.012 dop=+0.001 449 t/s"}
{"t": 1792694940.0106783, "msg": "    tick 50000/150000 acc=0.027 dop=-0.004 464 t/s"}
{"t": 1792694996.9033513, "msg": "    tick 75000/150000 acc=0.036 dop=-0.007 455 t/s"}
{"t": 1792695058.4275079, "msg": "    tick 100000/150000 acc=0.034 dop=+0.001 442 t/s"}
{"t": 1792695123.4776978, "msg": "    tick 125000/150000 acc=0.111 dop=-0.003 429 t/s"}
{"t": 1792695176.1116078, "msg": "    tick 150000/150000 acc=0.130 dop=-0.008 436 t/s"}
{"t": 1792695176.1332781, "msg": "[chunk] raster saved (35482 spikes over 1500 ticks)"}
{"t": 1792695176.1333697, "msg": "[chunk] SNN done: acc=0.0454 fast=0.10298666666666667 beta=0.058987816055875775 ema=0.1301 (344s, 436 t/s)"}
{"t": 1792695202.1253033, "msg": "[chunk] checkpoint saved -> /home/z/my-project/download/spira/artifacts/spira_model.npz (total 396s)"}
{"t": 1792695232.6920857, "msg": "[chunk] resumed from checkpoint"}
{"t": 1792695232.6921952, "msg": "[chunk] step-only warmup over tokens[450000:600000] (matching final training-region statistics)"}
{"t": 1792695515.7223403, "msg": "[chunk] warmup done in 283s (firing rate 0.039)"}
{"t": 1792695541.2171822, "msg": "[chunk] checkpoint saved with core state -> /home/z/my-project/download/spira/artifacts/spira_model.npz"}