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- Input data size [72,893500] = 72 channels, 893500 frames
- Finding 72 ICA components using extended ICA.
- Kurtosis will be calculated initially every 1 blocks using 6000 data points.
- Decomposing 172 frames per ICA weight ((5184)^2 = 893500 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: -8.32987 to 9.52484
- 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 5277891775602646.00000000, angledelta 0.0 deg
- Lowering learning rate to 1.45984e-05 and starting again.
- step 1 - lrate 0.000015, wchange 210690723867.65191650, angledelta 0.0 deg
- Lowering learning rate to 1.05109e-05 and starting again.
- step 1 - lrate 0.000011, wchange 142594388.38902259, angledelta 0.0 deg
- step 2 - lrate 0.000011, wchange 20047991058430816.00000000, angledelta 0.0 deg
- Lowering learning rate to 7.56781e-06 and starting again.
- step 1 - lrate 0.000008, wchange 742351.57303450, angledelta 0.0 deg
- step 2 - lrate 0.000008, wchange 552326751745.93725586, angledelta 0.0 deg
- step 3 - lrate 0.000006, wchange 26822746156290804.00000000, angledelta 0.8 deg
- Lowering learning rate to 4.35906e-06 and starting again.
- step 1 - lrate 0.000004, wchange 2341.23575345, angledelta 0.0 deg
- step 2 - lrate 0.000004, wchange 5584269.76569429, angledelta 0.0 deg
- step 3 - lrate 0.000004, wchange 13470489620.16563606, angledelta 6.1 deg
- step 4 - lrate 0.000003, wchange 6514066208350.10937500, angledelta 6.1 deg
- step 5 - lrate 0.000003, wchange 876571592681904.50000000, angledelta 6.1 deg
- Lowering learning rate to 2.00865e-06 and starting again.
- step 1 - lrate 0.000002, wchange 50.69217028, angledelta 0.0 deg
- step 2 - lrate 0.000002, wchange 911.20636655, angledelta 0.0 deg
- step 3 - lrate 0.000002, wchange 32988.10749167, angledelta 45.2 deg
- step 4 - lrate 0.000002, wchange 1194267.10426480, angledelta 45.2 deg
- step 5 - lrate 0.000002, wchange 43236007.40389182, angledelta 45.2 deg
- step 6 - lrate 0.000002, wchange 1565271564.54939556, angledelta 45.2 deg
- step 7 - lrate 0.000002, wchange 23090810701.49447250, angledelta 45.2 deg
- step 8 - lrate 0.000001, wchange 184424556163.60144043, angledelta 45.2 deg
- step 9 - lrate 0.000001, wchange 897393926268.97277832, angledelta 45.2 deg
- step 10 - lrate 0.000001, wchange 2928097859109.74707031, angledelta 45.2 deg
- step 11 - lrate 0.000001, wchange 6924809136142.01171875, angledelta 45.2 deg
- step 12 - lrate 0.000001, wchange 12641128868899.14257812, angledelta 45.2 deg
- step 13 - lrate 0.000000, wchange 18741122640185.74609375, angledelta 45.2 deg
- step 14 - lrate 0.000000, wchange 23509004698777.53906250, angledelta 45.2 deg
- step 15 - lrate 0.000000, wchange 25789363889860.46484375, angledelta 45.2 deg
- step 16 - lrate 0.000000, wchange 25406505153786.17968750, angledelta 45.2 deg
- step 17 - lrate 0.000000, wchange 22962608453527.94921875, angledelta 45.2 deg
- step 18 - lrate 0.000000, wchange 19369377970545.86718750, angledelta 45.2 deg
- step 19 - lrate 0.000000, wchange 15460230911572.42578125, angledelta 45.2 deg
- step 20 - lrate 0.000000, wchange 11805995671711.76171875, angledelta 45.2 deg
- step 21 - lrate 0.000000, wchange 8702512297447.04492188, angledelta 45.2 deg
- step 22 - lrate 0.000000, wchange 6235874706930.97558594, angledelta 45.2 deg
- step 23 - lrate 0.000000, wchange 4368267318312.26269531, angledelta 45.2 deg
- step 24 - lrate 0.000000, wchange 3005145189926.84228516, angledelta 45.2 deg
- step 25 - lrate 0.000000, wchange 2037749075261.98291016, angledelta 45.2 deg
- step 26 - lrate 0.000000, wchange 1365855601243.33911133, angledelta 45.2 deg
- step 27 - lrate 0.000000, wchange 907079369320.57214355, angledelta 45.2 deg
- step 28 - lrate 0.000000, wchange 597955397001.10131836, angledelta 45.2 deg
- step 29 - lrate 0.000000, wchange 391836748041.94201660, angledelta 45.2 deg
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