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- Input data size [72,1022000] = 72 channels, 1022000 frames
- Finding 72 ICA components using extended ICA.
- Kurtosis will be calculated initially every 1 blocks using 6000 data points.
- Decomposing 197 frames per ICA weight ((5184)^2 = 1022000 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: -1.90249 to 2.21533
- 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 14251678137501516.00000000, angledelta 0.0 deg
- Lowering learning rate to 1.31386e-05 and starting again.
- step 1 - lrate 0.000013, wchange 454687073773.74615479, angledelta 0.0 deg
- Lowering learning rate to 9.45977e-06 and starting again.
- step 1 - lrate 0.000009, wchange 248073263.87265483, angledelta 0.0 deg
- Lowering learning rate to 8.51379e-06 and starting again.
- step 1 - lrate 0.000009, wchange 35915091.18699410, angledelta 0.0 deg
- step 2 - lrate 0.000009, wchange 1280635709870419.25000000, angledelta 0.0 deg
- Lowering learning rate to 6.12993e-06 and starting again.
- step 1 - lrate 0.000006, wchange 274627.27628984, angledelta 0.0 deg
- step 2 - lrate 0.000006, wchange 75693437592.18565369, angledelta 0.0 deg
- step 3 - lrate 0.000005, wchange 1671344039474803.50000000, angledelta 1.0 deg
- Lowering learning rate to 3.53084e-06 and starting again.
- step 1 - lrate 0.000004, wchange 1314.97337670, angledelta 0.0 deg
- step 2 - lrate 0.000004, wchange 1753859.29994258, angledelta 0.0 deg
- step 3 - lrate 0.000004, wchange 2387399463.70537138, angledelta 8.2 deg
- step 4 - lrate 0.000003, wchange 723023842134.56762695, angledelta 8.2 deg
- step 5 - lrate 0.000002, wchange 66634748909649.40625000, angledelta 8.2 deg
- step 6 - lrate 0.000002, wchange 2294327773305947.50000000, angledelta 8.2 deg
- Lowering learning rate to 1.30161e-06 and starting again.
- step 1 - lrate 0.000001, wchange 32.77263722, angledelta 0.0 deg
- step 2 - lrate 0.000001, wchange 110.68586390, angledelta 0.0 deg
- step 3 - lrate 0.000001, wchange 1582.69891741, angledelta 60.9 deg
- step 4 - lrate 0.000001, wchange 21048.16557891, angledelta 0.1 deg
- step 5 - lrate 0.000001, wchange 285423.49879662, angledelta 0.2 deg
- step 6 - lrate 0.000001, wchange 3870483.83896423, angledelta 0.3 deg
- step 7 - lrate 0.000001, wchange 52485681.70257562, angledelta 0.3 deg
- step 8 - lrate 0.000001, wchange 711731920.50820756, angledelta 0.4 deg
- step 9 - lrate 0.000001, wchange 9651438311.28011322, angledelta 0.5 deg
- step 10 - lrate 0.000001, wchange 61402974357.56158447, angledelta 0.5 deg
- step 11 - lrate 0.000001, wchange 248689767409.04626465, angledelta 0.6 deg
- step 12 - lrate 0.000001, wchange 699926151163.78833008, angledelta 0.6 deg
- step 13 - lrate 0.000001, wchange 1469615157534.29223633, angledelta 0.6 deg
- step 14 - lrate 0.000000, wchange 2438014098425.02685547, angledelta 0.7 deg
- step 15 - lrate 0.000000, wchange 3347044942621.93945312, angledelta 0.7 deg
- step 16 - lrate 0.000000, wchange 3947174580339.30615234, angledelta 0.7 deg
- step 17 - lrate 0.000000, wchange 4120584838723.93945312, angledelta 0.7 deg
- step 18 - lrate 0.000000, wchange 3901017704241.54638672, angledelta 0.7 deg
- step 19 - lrate 0.000000, wchange 3414947953803.45312500, angledelta 0.8 deg
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