eegmp_preproc/data/outputs/history/log_sub-027_ica1_16-Dec-2021.txt

Input data size [72,926000] = 72 channels, 926000 frames
Finding 72 ICA components using extended ICA.
Kurtosis will be calculated initially every 1 blocks using 6000 data points.
Decomposing 178 frames per ICA weight ((5184)^2 = 926000 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: -3.28751 to 2.99391
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 19162933070519092.00000000, angledelta  0.0 deg
Lowering learning rate to 1.45984e-05 and starting again.
step 1 - lrate 0.000015, wchange 543908889108.06842041, angledelta  0.0 deg
Lowering learning rate to 1.05109e-05 and starting again.
step 1 - lrate 0.000011, wchange 282305287.18374592, angledelta  0.0 deg
Lowering learning rate to 9.45977e-06 and starting again.
step 1 - lrate 0.000009, wchange 40348992.38703354, angledelta  0.0 deg
step 2 - lrate 0.000009, wchange 1624244759919541.00000000, angledelta  0.0 deg
Lowering learning rate to 6.81103e-06 and starting again.
step 1 - lrate 0.000007, wchange 298709.23287844, angledelta  0.0 deg
step 2 - lrate 0.000007, wchange 89538148731.47244263, angledelta  0.0 deg
step 3 - lrate 0.000005, wchange 2128519931365354.75000000, angledelta  0.7 deg
Lowering learning rate to 3.92315e-06 and starting again.
step 1 - lrate 0.000004, wchange 1380.56919376, angledelta  0.0 deg
step 2 - lrate 0.000004, wchange 1934688.29103948, angledelta  0.0 deg
step 3 - lrate 0.000004, wchange 2764145584.96053314, angledelta  8.0 deg
step 4 - lrate 0.000003, wchange 870997391815.79455566, angledelta  8.0 deg
step 5 - lrate 0.000003, wchange 82920759004694.71875000, angledelta  8.0 deg
step 6 - lrate 0.000002, wchange 2972089646577088.50000000, angledelta  8.0 deg
Lowering learning rate to 1.44623e-06 and starting again.
step 1 - lrate 0.000001, wchange 32.95588261, angledelta  0.0 deg
step 2 - lrate 0.000001, wchange 115.44387410, angledelta  0.0 deg
step 3 - lrate 0.000001, wchange 1680.51469404, angledelta 60.6 deg
step 4 - lrate 0.000001, wchange 22746.07664663, angledelta  0.1 deg
step 5 - lrate 0.000001, wchange 313895.35624558, angledelta  0.1 deg
step 6 - lrate 0.000001, wchange 4331749.37148986, angledelta  0.1 deg
step 7 - lrate 0.000001, wchange 59778052.43509945, angledelta  0.1 deg
step 8 - lrate 0.000001, wchange 824935902.46355963, angledelta  0.1 deg
step 9 - lrate 0.000001, wchange 11384098350.87425232, angledelta  0.2 deg
step 10 - lrate 0.000001, wchange 73528379580.09416199, angledelta  0.2 deg
step 11 - lrate 0.000001, wchange 301450090892.95709229, angledelta  0.2 deg
step 12 - lrate 0.000001, wchange 856795585017.74353027, angledelta  0.2 deg
step 13 - lrate 0.000001, wchange 1813322444889.17260742, angledelta  0.2 deg
step 14 - lrate 0.000000, wchange 3027638000310.76904297, angledelta  0.2 deg
step 15 - lrate 0.000000, wchange 4178471934510.91943359, angledelta  0.2 deg
step 16 - lrate 0.000000, wchange 4949215893714.86621094, angledelta  0.2 deg
step 17 - lrate 0.000000, wchange 5185564977220.82031250, angledelta  0.2 deg
step 18 - lrate 0.000000, wchange 4924463475562.45410156, angledelta  0.2 deg
step 19 - lrate 0.000000, wchange 4322235117828.16601562, angledelta  0.2 deg
step 20 - lrate 0.000000, wchange 3561684031528.15478516, angledelta  0.2 deg
step 21 - lrate 0.000000, wchange 2790382029589.11132812, angledelta  0.2 deg
step 22 - lrate 0.000000, wchange 2099477661880.43505859, angledelta  0.2 deg
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step 46 - lrate 0.000000, wchange 833708059.32965267, angledelta  0.2 deg
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step 48 - lrate 0.000000, wchange 837170575.86673069, angledelta  0.2 deg
step 49 - lrate 0.000000, wchange 838906308.03911626, angledelta  0.2 deg
step 50 - lrate 0.000000, wchange 840646859.54279900, angledelta  0.2 deg
step 51 - lrate 0.000000, wchange 842390708.87894571, angledelta  0.2 deg
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step 56 - lrate 0.000000, wchange 851160822.52754867, angledelta  0.2 deg
step 57 - lrate 0.000000, wchange 852924252.38279271, angledelta  0.2 deg
step 58 - lrate 0.000000, wchange 854693282.43118405, angledelta  0.2 deg
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