eegmp_preproc/data/outputs/history/log_sub-004_ica1_18-Nov-2021.txt

Input data size [72,887500] = 72 channels, 887500 frames
Finding 72 ICA components using extended ICA.
Kurtosis will be calculated initially every 1 blocks using 6000 data points.
Decomposing 171 frames per ICA weight ((5184)^2 = 887500 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: -43.3329 to 48.8666
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.
step 1 - lrate 0.000020, wchange 4141626119429442.00000000, angledelta  0.0 deg
Lowering learning rate to 1.45984e-05 and starting again.
step 1 - lrate 0.000015, wchange 176833860337.75131226, angledelta  0.0 deg
Lowering learning rate to 1.05109e-05 and starting again.
step 1 - lrate 0.000011, wchange 125693431.74692670, angledelta  0.0 deg
step 2 - lrate 0.000011, wchange 15608339940165442.00000000, angledelta  0.0 deg
Lowering learning rate to 7.56781e-06 and starting again.
step 1 - lrate 0.000008, wchange 677821.55775980, angledelta  0.0 deg
step 2 - lrate 0.000008, wchange 460522240740.37469482, angledelta  0.0 deg
step 3 - lrate 0.000006, wchange 20844873667893116.00000000, angledelta  0.4 deg
Lowering learning rate to 4.35906e-06 and starting again.
step 1 - lrate 0.000004, wchange 2221.13536273, angledelta  0.0 deg
step 2 - lrate 0.000004, wchange 5023856.05447385, angledelta  0.0 deg
step 3 - lrate 0.000004, wchange 11500819465.94314766, angledelta  6.3 deg
step 4 - lrate 0.000003, wchange 5328959107373.15332031, angledelta  6.3 deg
step 5 - lrate 0.000003, wchange 692807767758967.25000000, angledelta  6.3 deg
Lowering learning rate to 2.00865e-06 and starting again.
step 1 - lrate 0.000002, wchange 50.36602595, angledelta  0.0 deg
step 2 - lrate 0.000002, wchange 864.11068408, angledelta  0.0 deg
step 3 - lrate 0.000002, wchange 30537.74150319, angledelta 45.8 deg
step 4 - lrate 0.000002, wchange 1079215.69027938, angledelta 45.8 deg
step 5 - lrate 0.000002, wchange 38139908.41937307, angledelta 45.8 deg
step 6 - lrate 0.000002, wchange 1347879445.59024620, angledelta 45.8 deg
step 7 - lrate 0.000002, wchange 19480141458.07931519, angledelta 45.8 deg
step 8 - lrate 0.000001, wchange 153028339209.06753540, angledelta 45.8 deg
step 9 - lrate 0.000001, wchange 734727242533.75439453, angledelta 45.8 deg
step 10 - lrate 0.000001, wchange 2371631093414.69531250, angledelta 45.8 deg
step 11 - lrate 0.000001, wchange 5560362902937.23535156, angledelta 45.8 deg
step 12 - lrate 0.000001, wchange 10079917060078.38671875, angledelta 45.8 deg
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step 502 - lrate 0.000000, wchange 981196821.70004714, angledelta 45.8 deg
step 503 - lrate 0.000000, wchange 982095481.06812561, angledelta 45.8 deg
step 504 - lrate 0.000000, wchange 982995217.29120433, angledelta 45.8 deg
step 505 - lrate 0.000000, wchange 983895639.38867068, angledelta 45.8 deg
step 506 - lrate 0.000000, wchange 984796967.12161279, angledelta 45.8 deg
step 507 - lrate 0.000000, wchange 985699101.18265116, angledelta 45.8 deg
step 508 - lrate 0.000000, wchange 986602360.63184643, angledelta 45.8 deg
step 509 - lrate 0.000000, wchange 987505630.42326307, angledelta 45.8 deg
step 510 - lrate 0.000000, wchange 988410086.93495500, angledelta 45.8 deg
step 511 - lrate 0.000000, wchange 989315465.24599290, angledelta 45.8 deg
step 512 - lrate 0.000000, wchange 990221639.90211010, angledelta 45.8 deg
Sorting components in descending order of mean projected variance ...