eegmp_preproc/data/outputs/history/log_sub-025_ica1_16-Nov-2021.txt

Input data size [72,1049500] = 72 channels, 1049500 frames
Finding 72 ICA components using extended ICA.
Kurtosis will be calculated initially every 1 blocks using 6000 data points.
Decomposing 202 frames per ICA weight ((5184)^2 = 1049500 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: -2.38207 to 2.6798
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.
step 1 - lrate 0.000018, wchange 39702754770683256.00000000, angledelta  0.0 deg
Lowering learning rate to 1.31386e-05 and starting again.
step 1 - lrate 0.000013, wchange 934791965908.80212402, angledelta  0.0 deg
Lowering learning rate to 9.45977e-06 and starting again.
step 1 - lrate 0.000009, wchange 416852479.17621148, angledelta  0.0 deg
Lowering learning rate to 8.51379e-06 and starting again.
step 1 - lrate 0.000009, wchange 57301317.76883493, angledelta  0.0 deg
step 2 - lrate 0.000009, wchange 3269856445557127.50000000, angledelta  0.0 deg
Lowering learning rate to 6.12993e-06 and starting again.
step 1 - lrate 0.000006, wchange 384642.73003753, angledelta  0.0 deg
step 2 - lrate 0.000006, wchange 148406944194.75451660, angledelta  0.0 deg
step 3 - lrate 0.000005, wchange 4310640413346424.50000000, angledelta  0.5 deg
Lowering learning rate to 3.53084e-06 and starting again.
step 1 - lrate 0.000004, wchange 1598.47268538, angledelta  0.0 deg
step 2 - lrate 0.000004, wchange 2597246.43918054, angledelta  0.0 deg
step 3 - lrate 0.000004, wchange 4291288137.23010111, angledelta  7.4 deg
step 4 - lrate 0.000003, wchange 1523067695892.65185547, angledelta  7.4 deg
step 5 - lrate 0.000002, wchange 159643174061576.28125000, angledelta  7.4 deg
step 6 - lrate 0.000002, wchange 6153619438237902.00000000, angledelta  7.4 deg
Lowering learning rate to 1.30161e-06 and starting again.
step 1 - lrate 0.000001, wchange 33.68433971, angledelta  0.0 deg
step 2 - lrate 0.000001, wchange 130.91857671, angledelta  0.0 deg
step 3 - lrate 0.000001, wchange 2010.69819368, angledelta 59.8 deg
step 4 - lrate 0.000001, wchange 30885.17187625, angledelta 59.8 deg
step 5 - lrate 0.000001, wchange 474409.68038016, angledelta 59.8 deg
step 6 - lrate 0.000001, wchange 7287139.47890348, angledelta 59.8 deg
step 7 - lrate 0.000001, wchange 111933639.06370170, angledelta 59.8 deg
step 8 - lrate 0.000001, wchange 1719349483.83917046, angledelta 59.8 deg
step 9 - lrate 0.000001, wchange 12178966699.11766624, angledelta 59.8 deg
step 10 - lrate 0.000001, wchange 53790922417.37035370, angledelta 59.8 deg
step 11 - lrate 0.000001, wchange 162338254942.03707886, angledelta 59.8 deg
step 12 - lrate 0.000001, wchange 360563150868.42614746, angledelta 59.8 deg
step 13 - lrate 0.000000, wchange 625847214199.32958984, angledelta 59.8 deg
step 14 - lrate 0.000000, wchange 891121418078.08276367, angledelta 59.8 deg
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step 500 - lrate 0.000000, wchange 794666452.01234043, angledelta 59.8 deg
step 501 - lrate 0.000000, wchange 796383600.64559758, angledelta 59.8 deg
step 502 - lrate 0.000000, wchange 798104511.97320509, angledelta 59.8 deg
step 503 - lrate 0.000000, wchange 799829059.80027640, angledelta 59.8 deg
step 504 - lrate 0.000000, wchange 801557353.81676280, angledelta 59.8 deg
step 505 - lrate 0.000000, wchange 803289339.50875986, angledelta 59.8 deg
step 506 - lrate 0.000000, wchange 805025139.12522316, angledelta 59.8 deg
step 507 - lrate 0.000000, wchange 806764601.91363680, angledelta 59.8 deg
step 508 - lrate 0.000000, wchange 808507837.73414481, angledelta 59.8 deg
step 509 - lrate 0.000000, wchange 810254808.43626440, angledelta 59.8 deg
step 510 - lrate 0.000000, wchange 812005591.18597066, angledelta 59.8 deg
step 511 - lrate 0.000000, wchange 813760103.31266820, angledelta 59.8 deg
step 512 - lrate 0.000000, wchange 815518439.17692578, angledelta 59.8 deg
Sorting components in descending order of mean projected variance ...