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- Input data size [72,891000] = 72 channels, 891000 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 = 891000 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: -1.30332 to 2.46695
- 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 4692080278577184.00000000, angledelta 0.0 deg
- Lowering learning rate to 1.45984e-05 and starting again.
- step 1 - lrate 0.000015, wchange 195958321747.61999512, angledelta 0.0 deg
- Lowering learning rate to 1.05109e-05 and starting again.
- step 1 - lrate 0.000011, wchange 135341439.50576654, angledelta 0.0 deg
- step 2 - lrate 0.000011, wchange 16916415423751348.00000000, angledelta 0.0 deg
- Lowering learning rate to 7.56781e-06 and starting again.
- step 1 - lrate 0.000008, wchange 714936.34926402, angledelta 0.0 deg
- step 2 - lrate 0.000008, wchange 512304779475.30688477, angledelta 0.0 deg
- step 3 - lrate 0.000006, wchange 22102471571328876.00000000, angledelta 0.4 deg
- Lowering learning rate to 4.35906e-06 and starting again.
- step 1 - lrate 0.000004, wchange 2290.70873646, angledelta 0.0 deg
- step 2 - lrate 0.000004, wchange 5345184.90962011, angledelta 0.0 deg
- step 3 - lrate 0.000004, wchange 12617580936.85340691, angledelta 6.2 deg
- step 4 - lrate 0.000003, wchange 5994550371974.56738281, angledelta 6.2 deg
- step 5 - lrate 0.000003, wchange 792244051273202.87500000, angledelta 6.2 deg
- Lowering learning rate to 2.00865e-06 and starting again.
- step 1 - lrate 0.000002, wchange 50.61874548, angledelta 0.0 deg
- step 2 - lrate 0.000002, wchange 891.42428881, angledelta 0.0 deg
- step 3 - lrate 0.000002, wchange 31951.44271824, angledelta 45.5 deg
- step 4 - lrate 0.000002, wchange 1145251.89086860, angledelta 45.5 deg
- step 5 - lrate 0.000002, wchange 41049852.72053865, angledelta 45.5 deg
- step 6 - lrate 0.000002, wchange 1471370980.70623565, angledelta 45.5 deg
- step 7 - lrate 0.000002, wchange 21522152871.00371933, angledelta 45.5 deg
- step 8 - lrate 0.000001, wchange 170720447233.47235107, angledelta 45.5 deg
- step 9 - lrate 0.000001, wchange 826115924326.21289062, angledelta 45.5 deg
- step 10 - lrate 0.000001, wchange 2683396114943.38623047, angledelta 45.5 deg
- step 11 - lrate 0.000001, wchange 6322363966880.13183594, angledelta 45.5 deg
- step 12 - lrate 0.000001, wchange 11503655470632.08007812, angledelta 45.5 deg
- step 13 - lrate 0.000000, wchange 17002190887696.19726562, angledelta 45.5 deg
- step 14 - lrate 0.000000, wchange 21260773761942.42968750, angledelta 45.5 deg
- step 15 - lrate 0.000000, wchange 23244968297869.81250000, angledelta 45.5 deg
- step 16 - lrate 0.000000, wchange 22817829186006.44140625, angledelta 45.5 deg
- step 17 - lrate 0.000000, wchange 20545335948777.41015625, angledelta 45.5 deg
- step 18 - lrate 0.000000, wchange 17264422665979.52734375, angledelta 45.5 deg
- step 19 - lrate 0.000000, wchange 13728490980188.48437500, angledelta 45.5 deg
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- step 22 - lrate 0.000000, wchange 5483859027737.37890625, angledelta 45.5 deg
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- step 45 - lrate 0.000000, wchange 720086453.30205524, angledelta 45.5 deg
- step 46 - lrate 0.000000, wchange 720724896.59918940, angledelta 45.5 deg
- step 47 - lrate 0.000000, wchange 721363992.07110751, angledelta 45.5 deg
- step 48 - lrate 0.000000, wchange 722003689.92071521, angledelta 45.5 deg
- step 49 - lrate 0.000000, wchange 722644150.38884401, angledelta 45.5 deg
- step 50 - lrate 0.000000, wchange 723284499.68831527, angledelta 45.5 deg
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