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- Input data size [72,1111500] = 72 channels, 1111500 frames
- Finding 72 ICA components using extended ICA.
- Kurtosis will be calculated initially every 1 blocks using 6000 data points.
- Decomposing 214 frames per ICA weight ((5184)^2 = 1111500 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: -3.75962 to 3.43818
- 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 6994203534279066.00000000, angledelta 0.0 deg
- Lowering learning rate to 1.18247e-05 and starting again.
- step 1 - lrate 0.000012, wchange 257555145389.16259766, angledelta 0.0 deg
- Lowering learning rate to 8.51379e-06 and starting again.
- step 1 - lrate 0.000009, wchange 164706893.58636758, angledelta 0.0 deg
- step 2 - lrate 0.000009, wchange 26852858949639340.00000000, angledelta 0.0 deg
- Lowering learning rate to 6.12993e-06 and starting again.
- step 1 - lrate 0.000006, wchange 823440.01097819, angledelta 0.0 deg
- step 2 - lrate 0.000006, wchange 679504496326.36523438, angledelta 0.0 deg
- step 3 - lrate 0.000005, wchange 36038088985231576.00000000, angledelta 0.7 deg
- Lowering learning rate to 3.53084e-06 and starting again.
- step 1 - lrate 0.000004, wchange 2486.46840022, angledelta 0.0 deg
- step 2 - lrate 0.000004, wchange 6297602.70243994, angledelta 0.0 deg
- step 3 - lrate 0.000004, wchange 16122490148.34924316, angledelta 5.9 deg
- step 4 - lrate 0.000003, wchange 8184227734159.58691406, angledelta 5.9 deg
- step 5 - lrate 0.000002, wchange 1145687447476772.75000000, angledelta 5.9 deg
- Lowering learning rate to 1.62701e-06 and starting again.
- step 1 - lrate 0.000002, wchange 51.84324717, angledelta 0.0 deg
- step 2 - lrate 0.000002, wchange 967.69542787, angledelta 0.0 deg
- step 3 - lrate 0.000002, wchange 36005.02667228, angledelta 44.9 deg
- step 4 - lrate 0.000002, wchange 1339653.47976871, angledelta 44.9 deg
- step 5 - lrate 0.000002, wchange 49845030.91458302, angledelta 44.9 deg
- step 6 - lrate 0.000002, wchange 1854604326.82877374, angledelta 44.9 deg
- step 7 - lrate 0.000001, wchange 28002911159.87021637, angledelta 44.9 deg
- step 8 - lrate 0.000001, wchange 227900729411.95941162, angledelta 44.9 deg
- step 9 - lrate 0.000001, wchange 1125891946875.71704102, angledelta 44.9 deg
- step 10 - lrate 0.000001, wchange 3718838371653.24853516, angledelta 44.9 deg
- step 11 - lrate 0.000001, wchange 8881868822786.99218750, angledelta 44.9 deg
- step 12 - lrate 0.000000, wchange 16342790379360.44921875, angledelta 44.9 deg
- step 13 - lrate 0.000000, wchange 24384563921356.74218750, angledelta 44.9 deg
- step 14 - lrate 0.000000, wchange 30747133048112.92578125, angledelta 44.9 deg
- step 15 - lrate 0.000000, wchange 33871625101079.11328125, angledelta 44.9 deg
- step 16 - lrate 0.000000, wchange 33483479030226.54296875, angledelta 44.9 deg
- step 17 - lrate 0.000000, wchange 30347650356113.52734375, angledelta 44.9 deg
- step 18 - lrate 0.000000, wchange 25657998746147.88281250, angledelta 44.9 deg
- step 19 - lrate 0.000000, wchange 20518242419924.11718750, angledelta 44.9 deg
- step 20 - lrate 0.000000, wchange 15693031157002.70898438, angledelta 44.9 deg
- step 21 - lrate 0.000000, wchange 11582109775321.48828125, angledelta 44.9 deg
- step 22 - lrate 0.000000, wchange 8307709689736.02636719, angledelta 44.9 deg
- step 23 - lrate 0.000000, wchange 5824584187705.31054688, angledelta 44.9 deg
- step 24 - lrate 0.000000, wchange 4009826604097.04101562, angledelta 44.9 deg
- step 25 - lrate 0.000000, wchange 2720487756224.60644531, angledelta 44.9 deg
- step 26 - lrate 0.000000, wchange 1824290026950.31372070, angledelta 44.9 deg
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