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- Input data size [72,1041500] = 72 channels, 1041500 frames
- Finding 72 ICA components using extended ICA.
- Kurtosis will be calculated initially every 1 blocks using 6000 data points.
- Decomposing 200 frames per ICA weight ((5184)^2 = 1041500 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: -4.73468 to 7.71204
- 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 29419789262971268.00000000, angledelta 0.0 deg
- Lowering learning rate to 1.31386e-05 and starting again.
- step 1 - lrate 0.000013, wchange 758033595541.61657715, angledelta 0.0 deg
- Lowering learning rate to 9.45977e-06 and starting again.
- step 1 - lrate 0.000009, wchange 358453028.92838448, angledelta 0.0 deg
- Lowering learning rate to 8.51379e-06 and starting again.
- step 1 - lrate 0.000009, wchange 50022152.80841193, angledelta 0.0 deg
- step 2 - lrate 0.000009, wchange 2489408467994166.00000000, angledelta 0.0 deg
- Lowering learning rate to 6.12993e-06 and starting again.
- step 1 - lrate 0.000006, wchange 348747.23407844, angledelta 0.0 deg
- step 2 - lrate 0.000006, wchange 122018407893.82626343, angledelta 0.0 deg
- step 3 - lrate 0.000005, wchange 3271921000434687.50000000, angledelta 0.8 deg
- Lowering learning rate to 3.53084e-06 and starting again.
- step 1 - lrate 0.000004, wchange 1509.99964731, angledelta 0.0 deg
- step 2 - lrate 0.000004, wchange 2317108.47545171, angledelta 0.0 deg
- step 3 - lrate 0.000004, wchange 3618683340.00620461, angledelta 7.6 deg
- step 4 - lrate 0.000003, wchange 1226460291125.74438477, angledelta 7.6 deg
- step 5 - lrate 0.000002, wchange 123833432386934.17187500, angledelta 7.6 deg
- step 6 - lrate 0.000002, wchange 4617045200568676.00000000, angledelta 7.6 deg
- Lowering learning rate to 1.30161e-06 and starting again.
- step 1 - lrate 0.000001, wchange 33.16609731, angledelta 0.0 deg
- step 2 - lrate 0.000001, wchange 124.69635422, angledelta 0.0 deg
- step 3 - lrate 0.000001, wchange 1875.73275392, angledelta 60.0 deg
- step 4 - lrate 0.000001, wchange 28219.70168450, angledelta 60.0 deg
- step 5 - lrate 0.000001, wchange 394508.76421405, angledelta 0.0 deg
- step 6 - lrate 0.000001, wchange 5622016.48338219, angledelta 0.1 deg
- step 7 - lrate 0.000001, wchange 80117539.36308955, angledelta 0.1 deg
- step 8 - lrate 0.000001, wchange 1141729248.85157108, angledelta 0.2 deg
- step 9 - lrate 0.000001, wchange 7581446924.78474331, angledelta 0.2 deg
- step 10 - lrate 0.000001, wchange 31784665546.27150345, angledelta 0.3 deg
- step 11 - lrate 0.000001, wchange 91981006683.52648926, angledelta 0.3 deg
- step 12 - lrate 0.000001, wchange 197511044738.29031372, angledelta 0.3 deg
- step 13 - lrate 0.000000, wchange 333650141296.92010498, angledelta 0.4 deg
- step 14 - lrate 0.000000, wchange 464832015197.54797363, angledelta 0.4 deg
- step 15 - lrate 0.000000, wchange 554784523942.69726562, angledelta 0.4 deg
- step 16 - lrate 0.000000, wchange 584883942182.62573242, angledelta 0.4 deg
- step 17 - lrate 0.000000, wchange 558235745932.87536621, angledelta 0.4 deg
- step 18 - lrate 0.000000, wchange 491982899543.72949219, angledelta 0.4 deg
- step 19 - lrate 0.000000, wchange 406773893514.73242188, angledelta 0.5 deg
- step 20 - lrate 0.000000, wchange 319558151692.32836914, angledelta 0.5 deg
- step 21 - lrate 0.000000, wchange 240972407039.08496094, angledelta 0.5 deg
- step 22 - lrate 0.000000, wchange 175853948493.63534546, angledelta 0.5 deg
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