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- Input data size [72,1074000] = 72 channels, 1074000 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 = 1074000 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: -6.48445 to 5.82477
- 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 2036129679209686.50000000, angledelta 0.0 deg
- Lowering learning rate to 1.18247e-05 and starting again.
- step 1 - lrate 0.000012, wchange 106088565348.50010681, angledelta 0.0 deg
- Lowering learning rate to 8.51379e-06 and starting again.
- step 1 - lrate 0.000009, wchange 86957937.13173380, angledelta 0.0 deg
- step 2 - lrate 0.000009, wchange 7428853063578736.00000000, angledelta 0.0 deg
- Lowering learning rate to 6.12993e-06 and starting again.
- step 1 - lrate 0.000006, wchange 519595.76362121, angledelta 0.0 deg
- step 2 - lrate 0.000006, wchange 270700023282.93243408, angledelta 0.0 deg
- step 3 - lrate 0.000005, wchange 9824881114436576.00000000, angledelta 0.5 deg
- Lowering learning rate to 3.53084e-06 and starting again.
- step 1 - lrate 0.000004, wchange 1902.85219437, angledelta 0.0 deg
- step 2 - lrate 0.000004, wchange 3686239.12947282, angledelta 0.0 deg
- step 3 - lrate 0.000004, wchange 7240798509.84078884, angledelta 6.7 deg
- step 4 - lrate 0.000003, wchange 2960471080119.53027344, angledelta 6.7 deg
- step 5 - lrate 0.000002, wchange 347673724640960.56250000, angledelta 6.7 deg
- step 6 - lrate 0.000002, wchange 14118118282951672.00000000, angledelta 6.7 deg
- Lowering learning rate to 1.30161e-06 and starting again.
- step 1 - lrate 0.000001, wchange 34.01038984, angledelta 0.0 deg
- step 2 - lrate 0.000001, wchange 151.94179888, angledelta 0.0 deg
- step 3 - lrate 0.000001, wchange 2487.29986178, angledelta 58.5 deg
- step 4 - lrate 0.000001, wchange 40721.95322570, angledelta 58.5 deg
- step 5 - lrate 0.000001, wchange 666698.70295456, angledelta 58.5 deg
- step 6 - lrate 0.000001, wchange 10915173.79932899, angledelta 58.5 deg
- step 7 - lrate 0.000001, wchange 178702943.09329250, angledelta 58.5 deg
- step 8 - lrate 0.000001, wchange 2925719938.36974859, angledelta 58.5 deg
- step 9 - lrate 0.000001, wchange 21893509448.48581696, angledelta 58.5 deg
- step 10 - lrate 0.000001, wchange 101075278640.32475281, angledelta 58.5 deg
- step 11 - lrate 0.000001, wchange 316117986511.88861084, angledelta 58.5 deg
- step 12 - lrate 0.000001, wchange 722557260829.06701660, angledelta 58.5 deg
- step 13 - lrate 0.000000, wchange 1283422885701.34985352, angledelta 58.5 deg
- step 14 - lrate 0.000000, wchange 1861514203712.46606445, angledelta 58.5 deg
- step 15 - lrate 0.000000, wchange 2294635788053.48828125, angledelta 58.5 deg
- step 16 - lrate 0.000000, wchange 2482455150485.09423828, angledelta 58.5 deg
- step 17 - lrate 0.000000, wchange 2418815503058.31542969, angledelta 58.5 deg
- step 18 - lrate 0.000000, wchange 2167222003667.17236328, angledelta 58.5 deg
- step 19 - lrate 0.000000, wchange 1815637019963.48681641, angledelta 58.5 deg
- step 20 - lrate 0.000000, wchange 1441426981434.89624023, angledelta 58.5 deg
- step 21 - lrate 0.000000, wchange 1096106503002.61193848, angledelta 58.5 deg
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