1234567891011121314151617181920212223242526272829303132333435363738394041424344454647484950515253545556575859606162636465666768697071727374757677787980818283848586878889909192939495 |
- Input data size [72,965000] = 72 channels, 965000 frames
- Finding 72 ICA components using extended ICA.
- Kurtosis will be calculated initially every 1 blocks using 6000 data points.
- Decomposing 186 frames per ICA weight ((5184)^2 = 965000 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: -6.69358 to 7.34816
- 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 1921490650579852.00000000, angledelta 0.0 deg
- Lowering learning rate to 1.31386e-05 and starting again.
- step 1 - lrate 0.000013, wchange 101672742403.60083008, angledelta 0.0 deg
- Lowering learning rate to 9.45977e-06 and starting again.
- step 1 - lrate 0.000009, wchange 84351867.13407226, angledelta 0.0 deg
- step 2 - lrate 0.000009, wchange 7031398622760538.00000000, angledelta 0.0 deg
- Lowering learning rate to 6.81103e-06 and starting again.
- step 1 - lrate 0.000007, wchange 508375.66061658, angledelta 0.0 deg
- step 2 - lrate 0.000007, wchange 259144979880.62475586, angledelta 0.0 deg
- step 3 - lrate 0.000005, wchange 9321765230294386.00000000, angledelta 2.6 deg
- Lowering learning rate to 3.92315e-06 and starting again.
- step 1 - lrate 0.000004, wchange 1879.55755290, angledelta 0.0 deg
- step 2 - lrate 0.000004, wchange 3594247.20002686, angledelta 0.0 deg
- step 3 - lrate 0.000004, wchange 6972474580.25443649, angledelta 6.9 deg
- step 4 - lrate 0.000003, wchange 2821881775381.48339844, angledelta 7.0 deg
- step 5 - lrate 0.000003, wchange 328810403057789.43750000, angledelta 7.1 deg
- step 6 - lrate 0.000002, wchange 13512528688921070.00000000, angledelta 7.7 deg
- Lowering learning rate to 1.44623e-06 and starting again.
- step 1 - lrate 0.000001, wchange 34.64523526, angledelta 0.0 deg
- step 2 - lrate 0.000001, wchange 150.32594300, angledelta 0.0 deg
- step 3 - lrate 0.000001, wchange 2449.62928245, angledelta 58.9 deg
- step 4 - lrate 0.000001, wchange 39921.78876429, angledelta 58.9 deg
- step 5 - lrate 0.000001, wchange 650608.70802069, angledelta 58.9 deg
- step 6 - lrate 0.000001, wchange 10603027.67426193, angledelta 58.9 deg
- step 7 - lrate 0.000001, wchange 172798521.53552875, angledelta 58.9 deg
- step 8 - lrate 0.000001, wchange 2816115320.66177416, angledelta 58.9 deg
- step 9 - lrate 0.000001, wchange 20990474506.29747391, angledelta 58.9 deg
- step 10 - lrate 0.000001, wchange 96598978686.28784180, angledelta 58.9 deg
- step 11 - lrate 0.000001, wchange 301346931243.38549805, angledelta 58.9 deg
- step 12 - lrate 0.000001, wchange 687382902586.53137207, angledelta 58.9 deg
- step 13 - lrate 0.000000, wchange 1218942833522.79809570, angledelta 58.9 deg
- step 14 - lrate 0.000000, wchange 1765684199209.72290039, angledelta 58.9 deg
- step 15 - lrate 0.000000, wchange 2174266737728.08129883, angledelta 58.9 deg
- step 16 - lrate 0.000000, wchange 2350342655684.33886719, angledelta 58.9 deg
- step 17 - lrate 0.000000, wchange 2288666641911.39599609, angledelta 58.9 deg
- step 18 - lrate 0.000000, wchange 2049621711530.09448242, angledelta 58.9 deg
- step 19 - lrate 0.000000, wchange 1716495491196.80688477, angledelta 59.0 deg
- step 20 - lrate 0.000000, wchange 1362342265850.73632812, angledelta 59.0 deg
- step 21 - lrate 0.000000, wchange 1035753781065.02819824, angledelta 59.0 deg
- step 22 - lrate 0.000000, wchange 760816162043.10864258, angledelta 59.0 deg
- step 23 - lrate 0.000000, wchange 543675468602.53149414, angledelta 59.0 deg
- step 24 - lrate 0.000000, wchange 380038102334.71783447, angledelta 59.0 deg
|