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- Input data size [72,1020000] = 72 channels, 1020000 frames
- Finding 72 ICA components using extended ICA.
- Kurtosis will be calculated initially every 1 blocks using 6000 data points.
- Decomposing 196 frames per ICA weight ((5184)^2 = 1020000 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: -3.58127 to 2.98392
- 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 14194365801506260.00000000, angledelta 0.0 deg
- Lowering learning rate to 1.31386e-05 and starting again.
- step 1 - lrate 0.000013, wchange 431079692298.24792480, angledelta 0.0 deg
- Lowering learning rate to 9.45977e-06 and starting again.
- step 1 - lrate 0.000009, wchange 238728506.49376178, angledelta 0.0 deg
- Lowering learning rate to 8.51379e-06 and starting again.
- step 1 - lrate 0.000009, wchange 34694993.48320929, angledelta 0.0 deg
- step 2 - lrate 0.000009, wchange 1203184881387202.75000000, angledelta 0.0 deg
- Lowering learning rate to 6.12993e-06 and starting again.
- step 1 - lrate 0.000006, wchange 267865.31568637, angledelta 0.0 deg
- step 2 - lrate 0.000006, wchange 72015323991.72221375, angledelta 0.0 deg
- step 3 - lrate 0.000005, wchange 1572520094428715.75000000, angledelta 0.6 deg
- Lowering learning rate to 3.53084e-06 and starting again.
- step 1 - lrate 0.000004, wchange 1295.61851157, angledelta 0.0 deg
- step 2 - lrate 0.000004, wchange 1703609.88283346, angledelta 0.0 deg
- step 3 - lrate 0.000004, wchange 2285997903.57129908, angledelta 8.1 deg
- step 4 - lrate 0.000003, wchange 684233433396.90136719, angledelta 8.1 deg
- step 5 - lrate 0.000002, wchange 62492305033318.61718750, angledelta 8.1 deg
- step 6 - lrate 0.000002, wchange 2177683855844934.25000000, angledelta 8.2 deg
- Lowering learning rate to 1.30161e-06 and starting again.
- step 1 - lrate 0.000001, wchange 32.25444462, angledelta 0.0 deg
- step 2 - lrate 0.000001, wchange 109.31524392, angledelta 0.0 deg
- step 3 - lrate 0.000001, wchange 1554.84017413, angledelta 60.8 deg
- step 4 - lrate 0.000001, wchange 20570.23729016, angledelta 0.1 deg
- step 5 - lrate 0.000001, wchange 277501.86911339, angledelta 0.1 deg
- step 6 - lrate 0.000001, wchange 3743626.91676648, angledelta 0.1 deg
- step 7 - lrate 0.000001, wchange 50503236.93934791, angledelta 0.1 deg
- step 8 - lrate 0.000001, wchange 681311734.14302731, angledelta 0.1 deg
- step 9 - lrate 0.000001, wchange 9191206398.13031387, angledelta 0.1 deg
- step 10 - lrate 0.000001, wchange 58214364962.90618134, angledelta 0.1 deg
- step 11 - lrate 0.000001, wchange 234928807491.71780396, angledelta 0.2 deg
- step 12 - lrate 0.000001, wchange 659294246016.20751953, angledelta 0.2 deg
- step 13 - lrate 0.000001, wchange 1381155439972.83569336, angledelta 0.2 deg
- step 14 - lrate 0.000000, wchange 2287272378993.11328125, angledelta 0.2 deg
- step 15 - lrate 0.000000, wchange 3136133460131.74707031, angledelta 0.2 deg
- step 16 - lrate 0.000000, wchange 3695383581976.79833984, angledelta 0.2 deg
- step 17 - lrate 0.000000, wchange 3856010255313.68115234, angledelta 0.2 deg
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- step 19 - lrate 0.000000, wchange 3195614062552.06103516, angledelta 0.2 deg
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- step 47 - lrate 0.000000, wchange 959633850.57117796, angledelta 0.2 deg
- step 48 - lrate 0.000000, wchange 962107176.27381098, angledelta 0.2 deg
- step 49 - lrate 0.000000, wchange 964586840.05540395, angledelta 0.2 deg
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- step 466 - lrate 0.000000, wchange 870370366.17867160, angledelta 0.2 deg
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- step 469 - lrate 0.000000, wchange 874676411.61081564, angledelta 0.2 deg
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- step 491 - lrate 0.000000, wchange 906910145.77983069, angledelta 0.2 deg
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- step 512 - lrate 0.000000, wchange 938783041.93993151, angledelta 0.2 deg
- Sorting components in descending order of mean projected variance ...
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