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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 2038488951179304.50000000, angledelta 0.0 deg
- Lowering learning rate to 1.18247e-05 and starting again.
- step 1 - lrate 0.000012, wchange 106088384032.90242004, angledelta 0.0 deg
- Lowering learning rate to 8.51379e-06 and starting again.
- step 1 - lrate 0.000009, wchange 86957941.50498930, angledelta 0.0 deg
- step 2 - lrate 0.000009, wchange 7463465531998032.00000000, angledelta 0.0 deg
- Lowering learning rate to 6.12993e-06 and starting again.
- step 1 - lrate 0.000006, wchange 519594.05023349, angledelta 0.0 deg
- step 2 - lrate 0.000006, wchange 270700073412.15759277, angledelta 0.0 deg
- step 3 - lrate 0.000005, wchange 9885762227569986.00000000, angledelta 0.8 deg
- Lowering learning rate to 3.53084e-06 and starting again.
- step 1 - lrate 0.000004, wchange 1902.64987555, angledelta 0.0 deg
- step 2 - lrate 0.000004, wchange 3686239.18160195, angledelta 0.0 deg
- step 3 - lrate 0.000004, wchange 7240798688.42056751, angledelta 6.7 deg
- step 4 - lrate 0.000003, wchange 2960477239355.35058594, angledelta 6.7 deg
- step 5 - lrate 0.000002, wchange 347771638531940.62500000, angledelta 6.7 deg
- step 6 - lrate 0.000002, wchange 14316475258605570.00000000, angledelta 6.8 deg
- Lowering learning rate to 1.30161e-06 and starting again.
- step 1 - lrate 0.000001, wchange 33.99997518, angledelta 0.0 deg
- step 2 - lrate 0.000001, wchange 151.94249557, angledelta 0.0 deg
- step 3 - lrate 0.000001, wchange 2487.30013615, angledelta 58.5 deg
- step 4 - lrate 0.000001, wchange 40721.95447921, angledelta 58.5 deg
- step 5 - lrate 0.000001, wchange 666698.73090579, angledelta 58.5 deg
- step 6 - lrate 0.000001, wchange 10915174.47192718, angledelta 58.5 deg
- step 7 - lrate 0.000001, wchange 178702961.37336579, angledelta 58.5 deg
- step 8 - lrate 0.000001, wchange 2925720477.06879807, angledelta 58.5 deg
- step 9 - lrate 0.000001, wchange 21893517382.79607773, angledelta 58.5 deg
- step 10 - lrate 0.000001, wchange 101075359531.22399902, angledelta 58.5 deg
- step 11 - lrate 0.000001, wchange 316118663646.52368164, angledelta 58.5 deg
- step 12 - lrate 0.000001, wchange 722561395346.94702148, angledelta 58.5 deg
- step 13 - lrate 0.000000, wchange 1283441017258.42065430, angledelta 58.5 deg
- step 14 - lrate 0.000000, wchange 1861569629535.76733398, angledelta 58.5 deg
- step 15 - lrate 0.000000, wchange 2294762619279.51025391, angledelta 58.5 deg
- step 16 - lrate 0.000000, wchange 2482680754170.42529297, angledelta 58.5 deg
- step 17 - lrate 0.000000, wchange 2419145220418.12988281, angledelta 58.5 deg
- step 18 - lrate 0.000000, wchange 2167635228587.19970703, angledelta 58.5 deg
- step 19 - lrate 0.000000, wchange 1816084326179.97583008, angledelta 58.5 deg
- step 20 - lrate 0.000000, wchange 1441864499178.17846680, angledelta 58.5 deg
- step 21 - lrate 0.000000, wchange 1096502076493.80737305, angledelta 58.5 deg
- step 22 - lrate 0.000000, wchange 805606616462.62841797, angledelta 58.5 deg
- step 23 - lrate 0.000000, wchange 575778661413.05383301, angledelta 58.5 deg
- step 24 - lrate 0.000000, wchange 402532688037.59600830, angledelta 58.5 deg
- step 25 - lrate 0.000000, wchange 276487034244.50744629, angledelta 58.5 deg
- step 26 - lrate 0.000000, wchange 187244780514.75765991, angledelta 58.5 deg
- step 27 - lrate 0.000000, wchange 125381962990.55091858, angledelta 58.5 deg
- step 28 - lrate 0.000000, wchange 83201615878.00215149, angledelta 58.5 deg
- step 29 - lrate 0.000000, wchange 54813062887.32147217, angledelta 58.5 deg
- step 30 - lrate 0.000000, wchange 35902519619.23728180, angledelta 58.5 deg
- step 31 - lrate 0.000000, wchange 23407332773.94123840, angledelta 58.5 deg
- step 32 - lrate 0.000000, wchange 15204400896.99439621, angledelta 58.5 deg
- step 33 - lrate 0.000000, wchange 9846876778.92041397, angledelta 58.5 deg
- step 34 - lrate 0.000000, wchange 6362089632.45962620, angledelta 58.5 deg
- step 35 - lrate 0.000000, wchange 4102759515.94386148, angledelta 58.5 deg
- step 36 - lrate 0.000000, wchange 2641751693.59208202, angledelta 58.5 deg
- step 37 - lrate 0.000000, wchange 1698955008.51183677, angledelta 58.5 deg
- step 38 - lrate 0.000000, wchange 1091566251.49766874, angledelta 58.5 deg
- step 39 - lrate 0.000000, wchange 700775713.12126696, angledelta 58.5 deg
- step 40 - lrate 0.000000, wchange 702713852.28883064, angledelta 58.5 deg
- step 41 - lrate 0.000000, wchange 704657288.22682488, angledelta 58.5 deg
- step 42 - lrate 0.000000, wchange 706606611.23800075, angledelta 58.5 deg
- step 43 - lrate 0.000000, wchange 708563648.80337584, angledelta 58.5 deg
- step 44 - lrate 0.000000, wchange 710523042.21693766, angledelta 58.5 deg
- step 45 - lrate 0.000000, wchange 712489222.14422083, angledelta 58.5 deg
- step 46 - lrate 0.000000, wchange 714461924.96257186, angledelta 58.5 deg
- step 47 - lrate 0.000000, wchange 716439717.94670546, angledelta 58.5 deg
- step 48 - lrate 0.000000, wchange 718424866.85643506, angledelta 58.5 deg
- step 49 - lrate 0.000000, wchange 720410472.22368014, angledelta 58.5 deg
- step 50 - lrate 0.000000, wchange 722402993.83470094, angledelta 58.5 deg
- step 51 - lrate 0.000000, wchange 724402076.27936137, angledelta 58.5 deg
- step 52 - lrate 0.000000, wchange 726406410.00801992, angledelta 58.5 deg
- step 53 - lrate 0.000000, wchange 728411681.97358453, angledelta 58.5 deg
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