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- Input data size [72,1020000] = 72 channels, 1020000 frames
- Finding 72 ICA components using extended ICA.
- Kurtosis will be calculated initially every 1 blocks using 6000 data points.
- Decomposing 196 frames per ICA weight ((5184)^2 = 1020000 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: -3.58127 to 2.98392
- 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 12517263078710124.00000000, angledelta 0.0 deg
- Lowering learning rate to 1.31386e-05 and starting again.
- step 1 - lrate 0.000013, wchange 431077636329.31262207, angledelta 0.0 deg
- Lowering learning rate to 9.45977e-06 and starting again.
- step 1 - lrate 0.000009, wchange 238729603.78986794, angledelta 0.0 deg
- Lowering learning rate to 8.51379e-06 and starting again.
- step 1 - lrate 0.000009, wchange 34695222.33610372, angledelta 0.0 deg
- step 2 - lrate 0.000009, wchange 1186247306467370.25000000, angledelta 0.0 deg
- Lowering learning rate to 6.12993e-06 and starting again.
- step 1 - lrate 0.000006, wchange 267868.42835313, angledelta 0.0 deg
- step 2 - lrate 0.000006, wchange 72015509369.01190186, angledelta 0.0 deg
- step 3 - lrate 0.000005, wchange 1543512143980047.75000000, angledelta 1.7 deg
- Lowering learning rate to 3.53084e-06 and starting again.
- step 1 - lrate 0.000004, wchange 1295.67435573, angledelta 0.0 deg
- step 2 - lrate 0.000004, wchange 1703633.96107409, angledelta 0.0 deg
- step 3 - lrate 0.000004, wchange 2286017491.78778267, angledelta 8.3 deg
- step 4 - lrate 0.000003, wchange 684231674235.78955078, angledelta 8.4 deg
- step 5 - lrate 0.000002, wchange 62430223742640.82812500, angledelta 8.4 deg
- step 6 - lrate 0.000002, wchange 2089713386401962.25000000, angledelta 8.5 deg
- Lowering learning rate to 1.30161e-06 and starting again.
- step 1 - lrate 0.000001, wchange 32.27186187, angledelta 0.0 deg
- step 2 - lrate 0.000001, wchange 109.31841801, angledelta 0.0 deg
- step 3 - lrate 0.000001, wchange 1554.88788261, angledelta 60.8 deg
- step 4 - lrate 0.000001, wchange 20570.75847020, angledelta 0.3 deg
- step 5 - lrate 0.000001, wchange 277507.78952170, angledelta 0.6 deg
- step 6 - lrate 0.000001, wchange 3743694.01088384, angledelta 0.8 deg
- step 7 - lrate 0.000001, wchange 50504009.01812614, angledelta 1.0 deg
- step 8 - lrate 0.000001, wchange 681320623.40148783, angledelta 1.2 deg
- step 9 - lrate 0.000001, wchange 9191308027.05154991, angledelta 1.4 deg
- step 10 - lrate 0.000001, wchange 58214841142.30400848, angledelta 1.6 deg
- step 11 - lrate 0.000001, wchange 234927945003.14974976, angledelta 1.7 deg
- step 12 - lrate 0.000001, wchange 659262446912.68273926, angledelta 1.8 deg
- step 13 - lrate 0.000001, wchange 1380915341753.55078125, angledelta 1.9 deg
- step 14 - lrate 0.000000, wchange 2286233870200.01220703, angledelta 2.0 deg
- step 15 - lrate 0.000000, wchange 3133105627475.21630859, angledelta 2.0 deg
- step 16 - lrate 0.000000, wchange 3688860756996.64013672, angledelta 2.0 deg
- step 17 - lrate 0.000000, wchange 3844979925420.35205078, angledelta 2.1 deg
- step 18 - lrate 0.000000, wchange 3634708407759.06445312, angledelta 2.1 deg
- step 19 - lrate 0.000000, wchange 3177280191209.85595703, angledelta 2.1 deg
- step 20 - lrate 0.000000, wchange 2608795637044.11035156, angledelta 2.1 deg
- step 21 - lrate 0.000000, wchange 2037414387770.12036133, angledelta 2.1 deg
- step 22 - lrate 0.000000, wchange 1528715643107.05786133, angledelta 2.1 deg
- step 23 - lrate 0.000000, wchange 1110952530913.02148438, angledelta 2.1 deg
- step 24 - lrate 0.000000, wchange 786998699515.44396973, angledelta 2.1 deg
- step 25 - lrate 0.000000, wchange 546244872793.99914551, angledelta 2.1 deg
- step 26 - lrate 0.000000, wchange 373019385635.97912598, angledelta 2.1 deg
- step 27 - lrate 0.000000, wchange 251438765468.07226562, angledelta 2.1 deg
- step 28 - lrate 0.000000, wchange 167727396451.02087402, angledelta 2.1 deg
- step 29 - lrate 0.000000, wchange 110960940699.84460449, angledelta 2.1 deg
- step 30 - lrate 0.000000, wchange 72921266825.94352722, angledelta 2.1 deg
- step 31 - lrate 0.000000, wchange 47667964792.15566254, angledelta 2.1 deg
- step 32 - lrate 0.000000, wchange 31029008278.03023529, angledelta 2.1 deg
- step 33 - lrate 0.000000, wchange 20129507779.66761017, angledelta 2.1 deg
- step 34 - lrate 0.000000, wchange 13023394760.49216652, angledelta 2.1 deg
- step 35 - lrate 0.000000, wchange 8407585318.70539474, angledelta 2.1 deg
- step 36 - lrate 0.000000, wchange 5418218072.12830448, angledelta 2.1 deg
- step 37 - lrate 0.000000, wchange 3486946910.72274017, angledelta 2.1 deg
- step 38 - lrate 0.000000, wchange 2241518079.39595985, angledelta 2.1 deg
- step 39 - lrate 0.000000, wchange 1439699793.22807264, angledelta 2.1 deg
- step 40 - lrate 0.000000, wchange 924026025.36420727, angledelta 2.1 deg
- step 41 - lrate 0.000000, wchange 926368133.60802400, angledelta 2.1 deg
- step 42 - lrate 0.000000, wchange 928697634.35309327, angledelta 2.1 deg
- step 43 - lrate 0.000000, wchange 931051098.16755283, angledelta 2.1 deg
- step 44 - lrate 0.000000, wchange 933398354.95273721, angledelta 2.1 deg
- step 45 - lrate 0.000000, wchange 935750392.63521767, angledelta 2.1 deg
- step 46 - lrate 0.000000, wchange 938122241.12871099, angledelta 2.1 deg
- step 47 - lrate 0.000000, wchange 940474754.00068283, angledelta 2.1 deg
- step 48 - lrate 0.000000, wchange 942878981.80529499, angledelta 2.1 deg
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