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- Input data size [72,1041500] = 72 channels, 1041500 frames
- Finding 72 ICA components using extended ICA.
- Kurtosis will be calculated initially every 1 blocks using 6000 data points.
- Decomposing 200 frames per ICA weight ((5184)^2 = 1041500 weights, Initial learning rate will be 0.001, block size 70.
- 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: -4.73468 to 7.71204
- 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 30619034292868184.00000000, angledelta 0.0 deg
- Lowering learning rate to 1.31386e-05 and starting again.
- step 1 - lrate 0.000013, wchange 758036244865.67138672, angledelta 0.0 deg
- Lowering learning rate to 9.45977e-06 and starting again.
- step 1 - lrate 0.000009, wchange 358452893.46038747, angledelta 0.0 deg
- Lowering learning rate to 8.51379e-06 and starting again.
- step 1 - lrate 0.000009, wchange 50022122.14679015, angledelta 0.0 deg
- step 2 - lrate 0.000009, wchange 2497861672350006.00000000, angledelta 0.0 deg
- Lowering learning rate to 6.12993e-06 and starting again.
- step 1 - lrate 0.000006, wchange 348747.15945761, angledelta 0.0 deg
- step 2 - lrate 0.000006, wchange 122018383660.00930786, angledelta 0.0 deg
- step 3 - lrate 0.000005, wchange 3286950325875724.00000000, angledelta 0.7 deg
- Lowering learning rate to 3.53084e-06 and starting again.
- step 1 - lrate 0.000004, wchange 1510.03761970, angledelta 0.0 deg
- step 2 - lrate 0.000004, wchange 2317107.81878895, angledelta 0.0 deg
- step 3 - lrate 0.000004, wchange 3618681798.76627350, angledelta 7.6 deg
- step 4 - lrate 0.000003, wchange 1226461597163.49658203, angledelta 7.6 deg
- step 5 - lrate 0.000002, wchange 123862006130400.90625000, angledelta 7.6 deg
- step 6 - lrate 0.000002, wchange 4665780223476464.00000000, angledelta 7.6 deg
- Lowering learning rate to 1.30161e-06 and starting again.
- step 1 - lrate 0.000001, wchange 33.14739245, angledelta 0.0 deg
- step 2 - lrate 0.000001, wchange 124.69716415, angledelta 0.0 deg
- step 3 - lrate 0.000001, wchange 1875.73187038, angledelta 60.0 deg
- step 4 - lrate 0.000001, wchange 28219.69192589, angledelta 60.0 deg
- step 5 - lrate 0.000001, wchange 424555.31905159, angledelta 60.0 deg
- step 6 - lrate 0.000001, wchange 6387285.85727473, angledelta 60.0 deg
- step 7 - lrate 0.000001, wchange 96094480.03383443, angledelta 60.0 deg
- step 8 - lrate 0.000001, wchange 1445707919.10684371, angledelta 60.0 deg
- step 9 - lrate 0.000001, wchange 10059077845.64714432, angledelta 60.0 deg
- step 10 - lrate 0.000001, wchange 43791483662.81645966, angledelta 60.0 deg
- step 11 - lrate 0.000001, wchange 130633100402.97038269, angledelta 60.0 deg
- step 12 - lrate 0.000001, wchange 287443635718.32922363, angledelta 60.0 deg
- step 13 - lrate 0.000000, wchange 471074555226.26922607, angledelta 0.0 deg
- step 14 - lrate 0.000000, wchange 656292336777.01806641, angledelta 0.1 deg
- step 15 - lrate 0.000000, wchange 783303959699.31518555, angledelta 0.1 deg
- step 16 - lrate 0.000000, wchange 825813798585.99060059, angledelta 0.1 deg
- step 17 - lrate 0.000000, wchange 788203051237.97412109, angledelta 0.1 deg
- step 18 - lrate 0.000000, wchange 694671857369.29162598, angledelta 0.1 deg
- step 19 - lrate 0.000000, wchange 574371085751.04541016, angledelta 0.1 deg
- step 20 - lrate 0.000000, wchange 451231301328.67810059, angledelta 0.1 deg
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- step 22 - lrate 0.000000, wchange 248324516744.20571899, angledelta 0.2 deg
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- step 44 - lrate 0.000000, wchange 827071591.58219254, angledelta 0.2 deg
- step 45 - lrate 0.000000, wchange 831331616.02614748, angledelta 0.2 deg
- step 46 - lrate 0.000000, wchange 835613445.95597076, angledelta 0.2 deg
- step 47 - lrate 0.000000, wchange 839918019.69597912, angledelta 0.2 deg
- step 48 - lrate 0.000000, wchange 844243996.62491190, angledelta 0.2 deg
- step 49 - lrate 0.000000, wchange 848593352.31373191, angledelta 0.2 deg
- step 50 - lrate 0.000000, wchange 852963871.65752578, angledelta 0.2 deg
- step 51 - lrate 0.000000, wchange 857357277.25938916, angledelta 0.2 deg
- step 52 - lrate 0.000000, wchange 861773259.85869586, angledelta 0.2 deg
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- step 60 - lrate 0.000000, wchange 897930564.01235020, angledelta 0.2 deg
- step 61 - lrate 0.000000, wchange 902556070.13105714, angledelta 0.2 deg
- step 62 - lrate 0.000000, wchange 907205069.34649181, angledelta 0.2 deg
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- step 64 - lrate 0.000000, wchange 916574633.28979373, angledelta 0.2 deg
- step 65 - lrate 0.000000, wchange 921295807.86383593, angledelta 0.2 deg
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- step 68 - lrate 0.000000, wchange 935605528.36946356, angledelta 0.2 deg
- step 69 - lrate 0.000000, wchange 940424734.91723645, angledelta 0.2 deg
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