eegmp_preproc/data/outputs/history/log_sub-011_ica1_16-Nov-2021.txt

Input data size [72,953500] = 72 channels, 953500 frames
Finding 72 ICA components using extended ICA.
Kurtosis will be calculated initially every 1 blocks using 6000 data points.
Decomposing 183 frames per ICA weight ((5184)^2 = 953500 weights, Initial learning rate will be 0.001, block size 69.
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: -5.32798 to 10.0915
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 1262443391368173.75000000, angledelta  0.0 deg
Lowering learning rate to 1.31386e-05 and starting again.
step 1 - lrate 0.000013, wchange 75120456304.39286804, angledelta  0.0 deg
Lowering learning rate to 9.45977e-06 and starting again.
step 1 - lrate 0.000009, wchange 67832419.73589446, angledelta  0.0 deg
step 2 - lrate 0.000009, wchange 4550546946460780.00000000, angledelta  0.0 deg
Lowering learning rate to 6.81103e-06 and starting again.
step 1 - lrate 0.000007, wchange 434447.51076983, angledelta  0.0 deg
step 2 - lrate 0.000007, wchange 189292380562.18380737, angledelta  0.0 deg
step 3 - lrate 0.000005, wchange 6007100798057012.00000000, angledelta  1.2 deg
Lowering learning rate to 3.92315e-06 and starting again.
step 1 - lrate 0.000004, wchange 1715.82574484, angledelta  0.0 deg
step 2 - lrate 0.000004, wchange 2993334.36943621, angledelta  0.0 deg
step 3 - lrate 0.000004, wchange 5304822033.56965065, angledelta  7.2 deg
step 4 - lrate 0.000003, wchange 1993944878026.31225586, angledelta  7.3 deg
step 5 - lrate 0.000003, wchange 218840507018823.15625000, angledelta  7.3 deg
step 6 - lrate 0.000002, wchange 8580217599258903.00000000, angledelta  7.3 deg
Lowering learning rate to 1.44623e-06 and starting again.
step 1 - lrate 0.000001, wchange 34.24395554, angledelta  0.0 deg
step 2 - lrate 0.000001, wchange 139.08515128, angledelta  0.0 deg
step 3 - lrate 0.000001, wchange 2192.12008898, angledelta 59.5 deg
step 4 - lrate 0.000001, wchange 34553.99508385, angledelta 59.5 deg
step 5 - lrate 0.000001, wchange 544669.15622595, angledelta 59.5 deg
step 6 - lrate 0.000001, wchange 8585537.95535496, angledelta 59.5 deg
step 7 - lrate 0.000001, wchange 135332601.42590624, angledelta 59.5 deg
step 8 - lrate 0.000001, wchange 2133229091.07816052, angledelta 59.5 deg
step 9 - lrate 0.000001, wchange 15450896837.77202988, angledelta 59.5 deg
step 10 - lrate 0.000001, wchange 69479091473.29193115, angledelta 59.5 deg
step 11 - lrate 0.000001, wchange 212740986670.65844727, angledelta 59.5 deg
step 12 - lrate 0.000001, wchange 478043369612.44305420, angledelta 59.5 deg
step 13 - lrate 0.000000, wchange 837557111542.96008301, angledelta 59.5 deg
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step 15 - lrate 0.000000, wchange 1468121997525.52148438, angledelta 59.5 deg
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step 501 - lrate 0.000000, wchange 954517765.60988176, angledelta 59.5 deg
step 502 - lrate 0.000000, wchange 956593287.12273228, angledelta 59.5 deg
step 503 - lrate 0.000000, wchange 958673265.30464733, angledelta 59.5 deg
step 504 - lrate 0.000000, wchange 960757843.75146902, angledelta 59.5 deg
step 505 - lrate 0.000000, wchange 962846866.45061862, angledelta 59.5 deg
step 506 - lrate 0.000000, wchange 964940325.67721987, angledelta 59.5 deg
step 507 - lrate 0.000000, wchange 967038432.26627791, angledelta 59.5 deg
step 508 - lrate 0.000000, wchange 969140928.87476194, angledelta 59.5 deg
step 509 - lrate 0.000000, wchange 971248097.32624114, angledelta 59.5 deg
step 510 - lrate 0.000000, wchange 973359671.11803758, angledelta 59.5 deg
step 511 - lrate 0.000000, wchange 975476058.33932889, angledelta 59.5 deg
step 512 - lrate 0.000000, wchange 977596838.39862871, angledelta 59.5 deg
Sorting components in descending order of mean projected variance ...