eegmp_preproc/data/outputs/history/log_sub-012_ica1_16-Dec-2021.txt

Input data size [72,1074000] = 72 channels, 1074000 frames
Finding 72 ICA components using extended ICA.
Kurtosis will be calculated initially every 1 blocks using 6000 data points.
Decomposing 207 frames per ICA weight ((5184)^2 = 1074000 weights, Initial learning rate will be 0.001, block size 70.
Learning rate will be multiplied by 0.98 whenever angledelta >= 60 deg.
More than 32 channels: default stopping weight change 1E-7
Training will end when wchange < 1e-07 or after 512 steps.
Online bias adjustment will be used.
Removing mean of each channel ...
Final training data range: -6.48445 to 5.82477
Computing the sphering matrix...
Starting weights are the identity matrix ...
Sphering the data ...
Beginning ICA training ... first training step may be slow ...
Lowering learning rate to 0.0009 and starting again.
Lowering learning rate to 0.00081 and starting again.
Lowering learning rate to 0.000729 and starting again.
Lowering learning rate to 0.0006561 and starting again.
Lowering learning rate to 0.00059049 and starting again.
Lowering learning rate to 0.000531441 and starting again.
Lowering learning rate to 0.000478297 and starting again.
Lowering learning rate to 0.000430467 and starting again.
Lowering learning rate to 0.00038742 and starting again.
Lowering learning rate to 0.000348678 and starting again.
Lowering learning rate to 0.000313811 and starting again.
Lowering learning rate to 0.00028243 and starting again.
Lowering learning rate to 0.000254187 and starting again.
Lowering learning rate to 0.000228768 and starting again.
Lowering learning rate to 0.000205891 and starting again.
Lowering learning rate to 0.000185302 and starting again.
Lowering learning rate to 0.000166772 and starting again.
Lowering learning rate to 0.000150095 and starting again.
Lowering learning rate to 0.000135085 and starting again.
Lowering learning rate to 0.000121577 and starting again.
Lowering learning rate to 0.000109419 and starting again.
Lowering learning rate to 9.84771e-05 and starting again.
Lowering learning rate to 8.86294e-05 and starting again.
Lowering learning rate to 7.97664e-05 and starting again.
Lowering learning rate to 7.17898e-05 and starting again.
Lowering learning rate to 6.46108e-05 and starting again.
Lowering learning rate to 5.81497e-05 and starting again.
Lowering learning rate to 5.23348e-05 and starting again.
Lowering learning rate to 4.71013e-05 and starting again.
Lowering learning rate to 4.23912e-05 and starting again.
Lowering learning rate to 3.8152e-05 and starting again.
Lowering learning rate to 3.43368e-05 and starting again.
Lowering learning rate to 3.09032e-05 and starting again.
Lowering learning rate to 2.78128e-05 and starting again.
Lowering learning rate to 2.50316e-05 and starting again.
Lowering learning rate to 2.25284e-05 and starting again.
Lowering learning rate to 2.02756e-05 and starting again.
Lowering learning rate to 1.8248e-05 and starting again.
Lowering learning rate to 1.64232e-05 and starting again.
step 1 - lrate 0.000016, wchange 2040395593364475.75000000, angledelta  0.0 deg
Lowering learning rate to 1.18247e-05 and starting again.
step 1 - lrate 0.000012, wchange 106088385521.46510315, angledelta  0.0 deg
Lowering learning rate to 8.51379e-06 and starting again.
step 1 - lrate 0.000009, wchange 86957941.33476169, angledelta  0.0 deg
step 2 - lrate 0.000009, wchange 7481909172808861.00000000, angledelta  0.0 deg
Lowering learning rate to 6.12993e-06 and starting again.
step 1 - lrate 0.000006, wchange 519595.61706192, angledelta  0.0 deg
step 2 - lrate 0.000006, wchange 270700054967.32257080, angledelta  0.0 deg
step 3 - lrate 0.000005, wchange 9919402788676166.00000000, angledelta  0.4 deg
Lowering learning rate to 3.53084e-06 and starting again.
step 1 - lrate 0.000004, wchange 1902.79584980, angledelta  0.0 deg
step 2 - lrate 0.000004, wchange 3686239.03173780, angledelta  0.0 deg
step 3 - lrate 0.000004, wchange 7240798540.82482910, angledelta  6.7 deg
step 4 - lrate 0.000003, wchange 2960480892078.30322266, angledelta  6.7 deg
step 5 - lrate 0.000002, wchange 347825593790099.93750000, angledelta  6.7 deg
step 6 - lrate 0.000002, wchange 14420436809783966.00000000, angledelta  6.7 deg
Lowering learning rate to 1.30161e-06 and starting again.
step 1 - lrate 0.000001, wchange 34.01858130, angledelta  0.0 deg
step 2 - lrate 0.000001, wchange 151.94386987, angledelta  0.0 deg
step 3 - lrate 0.000001, wchange 2487.30044712, angledelta 58.5 deg
step 4 - lrate 0.000001, wchange 40721.95072700, angledelta 58.5 deg
step 5 - lrate 0.000001, wchange 666698.67014907, angledelta 58.5 deg
step 6 - lrate 0.000001, wchange 10915173.39826232, angledelta 58.5 deg
step 7 - lrate 0.000001, wchange 178702938.39079747, angledelta 58.5 deg
step 8 - lrate 0.000001, wchange 2925719902.67461729, angledelta 58.5 deg
step 9 - lrate 0.000001, wchange 21893510622.05201340, angledelta 58.5 deg
step 10 - lrate 0.000001, wchange 101075321850.11000061, angledelta 58.5 deg
step 11 - lrate 0.000001, wchange 316118621393.01007080, angledelta 58.5 deg
step 12 - lrate 0.000001, wchange 722562208156.73474121, angledelta 58.5 deg
step 13 - lrate 0.000000, wchange 1283446810982.50781250, angledelta 58.5 deg
step 14 - lrate 0.000000, wchange 1861591175402.70117188, angledelta 58.5 deg
step 15 - lrate 0.000000, wchange 2294816752916.38964844, angledelta 58.5 deg
step 16 - lrate 0.000000, wchange 2482783277036.94580078, angledelta 58.5 deg
step 17 - lrate 0.000000, wchange 2419299823289.60839844, angledelta 58.5 deg
step 18 - lrate 0.000000, wchange 2167828370889.85986328, angledelta 58.5 deg
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step 502 - lrate 0.000000, wchange 809207227.73889136, angledelta 58.5 deg
step 503 - lrate 0.000000, wchange 810635878.15002370, angledelta 58.5 deg
step 504 - lrate 0.000000, wchange 812067159.92809784, angledelta 58.5 deg
step 505 - lrate 0.000000, wchange 813500884.80159116, angledelta 58.5 deg
step 506 - lrate 0.000000, wchange 814937170.80778384, angledelta 58.5 deg
step 507 - lrate 0.000000, wchange 816375957.27031803, angledelta 58.5 deg
step 508 - lrate 0.000000, wchange 817817169.82065499, angledelta 58.5 deg
step 509 - lrate 0.000000, wchange 819261106.00205231, angledelta 58.5 deg
step 510 - lrate 0.000000, wchange 820707457.26233816, angledelta 58.5 deg
step 511 - lrate 0.000000, wchange 822156443.47381544, angledelta 58.5 deg
step 512 - lrate 0.000000, wchange 823607999.10828924, angledelta 58.5 deg
Sorting components in descending order of mean projected variance ...