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- Input data size [72,1076000] = 72 channels, 1076000 frames
- Finding 72 ICA components using extended ICA.
- Kurtosis will be calculated initially every 1 blocks using 6000 data points.
- Decomposing 207 frames per ICA weight ((5184)^2 = 1076000 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: -5.78337 to 5.87512
- 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.
- Lowering learning rate to 1.64232e-05 and starting again.
- step 1 - lrate 0.000016, wchange 2185365000731481.00000000, angledelta 0.0 deg
- Lowering learning rate to 1.18247e-05 and starting again.
- step 1 - lrate 0.000012, wchange 111303566458.68484497, angledelta 0.0 deg
- Lowering learning rate to 8.51379e-06 and starting again.
- step 1 - lrate 0.000009, wchange 90015659.58467853, angledelta 0.0 deg
- step 2 - lrate 0.000009, wchange 8077791950213655.00000000, angledelta 0.0 deg
- Lowering learning rate to 6.12993e-06 and starting again.
- step 1 - lrate 0.000006, wchange 532702.91172046, angledelta 0.0 deg
- step 2 - lrate 0.000006, wchange 284521987364.35961914, angledelta 0.0 deg
- step 3 - lrate 0.000005, wchange 10746165244916116.00000000, angledelta 0.4 deg
- Lowering learning rate to 3.53084e-06 and starting again.
- step 1 - lrate 0.000004, wchange 1930.90866337, angledelta 0.0 deg
- step 2 - lrate 0.000004, wchange 3794691.68633928, angledelta 0.0 deg
- step 3 - lrate 0.000004, wchange 7561438434.95926857, angledelta 6.7 deg
- step 4 - lrate 0.000003, wchange 3128022287229.26757812, angledelta 6.7 deg
- step 5 - lrate 0.000002, wchange 371183321828226.31250000, angledelta 6.7 deg
- step 6 - lrate 0.000002, wchange 15868879627055320.00000000, angledelta 6.7 deg
- Lowering learning rate to 1.30161e-06 and starting again.
- step 1 - lrate 0.000001, wchange 34.62159396, angledelta 0.0 deg
- step 2 - lrate 0.000001, wchange 153.81956551, angledelta 0.0 deg
- step 3 - lrate 0.000001, wchange 2531.42194057, angledelta 58.7 deg
- step 4 - lrate 0.000001, wchange 41663.93651926, angledelta 58.7 deg
- step 5 - lrate 0.000001, wchange 685734.95782959, angledelta 58.7 deg
- step 6 - lrate 0.000001, wchange 11286318.24112585, angledelta 58.7 deg
- step 7 - lrate 0.000001, wchange 185758329.11683106, angledelta 58.7 deg
- step 8 - lrate 0.000001, wchange 3057343956.70266533, angledelta 58.7 deg
- step 9 - lrate 0.000001, wchange 22982697256.69777679, angledelta 58.7 deg
- step 10 - lrate 0.000001, wchange 106493637674.45710754, angledelta 58.7 deg
- step 11 - lrate 0.000001, wchange 334050885468.92291260, angledelta 58.7 deg
- step 12 - lrate 0.000001, wchange 765372167013.00512695, angledelta 58.7 deg
- step 13 - lrate 0.000000, wchange 1362105166036.09936523, angledelta 58.7 deg
- step 14 - lrate 0.000000, wchange 1978764216723.99584961, angledelta 58.7 deg
- step 15 - lrate 0.000000, wchange 2442360258778.20703125, angledelta 58.7 deg
- step 16 - lrate 0.000000, wchange 2645171430965.22900391, angledelta 58.7 deg
- step 17 - lrate 0.000000, wchange 2579762482106.47998047, angledelta 58.7 deg
- step 18 - lrate 0.000000, wchange 2313271308463.03417969, angledelta 58.7 deg
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