123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115 |
- 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 30914786022024204.00000000, angledelta 0.0 deg
- Lowering learning rate to 1.31386e-05 and starting again.
- step 1 - lrate 0.000013, wchange 758035505689.02832031, angledelta 0.0 deg
- Lowering learning rate to 9.45977e-06 and starting again.
- step 1 - lrate 0.000009, wchange 358452844.14999157, angledelta 0.0 deg
- Lowering learning rate to 8.51379e-06 and starting again.
- step 1 - lrate 0.000009, wchange 50022139.25701204, angledelta 0.0 deg
- step 2 - lrate 0.000009, wchange 2499898072658840.50000000, angledelta 0.0 deg
- Lowering learning rate to 6.12993e-06 and starting again.
- step 1 - lrate 0.000006, wchange 348747.21994413, angledelta 0.0 deg
- step 2 - lrate 0.000006, wchange 122018489300.40841675, angledelta 0.0 deg
- step 3 - lrate 0.000005, wchange 3290466918748266.00000000, angledelta 1.0 deg
- Lowering learning rate to 3.53084e-06 and starting again.
- step 1 - lrate 0.000004, wchange 1510.03825631, angledelta 0.0 deg
- step 2 - lrate 0.000004, wchange 2317107.69534097, angledelta 0.0 deg
- step 3 - lrate 0.000004, wchange 3618681194.18509817, angledelta 7.6 deg
- step 4 - lrate 0.000003, wchange 1226461590011.63549805, angledelta 7.6 deg
- step 5 - lrate 0.000002, wchange 123868209605411.15625000, angledelta 7.6 deg
- step 6 - lrate 0.000002, wchange 4676632241893534.00000000, angledelta 7.6 deg
- Lowering learning rate to 1.30161e-06 and starting again.
- step 1 - lrate 0.000001, wchange 33.15721209, angledelta 0.0 deg
- step 2 - lrate 0.000001, wchange 124.69641189, angledelta 0.0 deg
- step 3 - lrate 0.000001, wchange 1875.73202308, angledelta 60.0 deg
- step 4 - lrate 0.000001, wchange 28219.69143542, angledelta 60.0 deg
- step 5 - lrate 0.000001, wchange 394508.63747572, angledelta 0.0 deg
- step 6 - lrate 0.000001, wchange 5622014.83127432, angledelta 0.1 deg
- step 7 - lrate 0.000001, wchange 80117515.93683447, angledelta 0.1 deg
- step 8 - lrate 0.000001, wchange 1141728887.67940021, angledelta 0.1 deg
- step 9 - lrate 0.000001, wchange 7581444311.17902184, angledelta 0.2 deg
- step 10 - lrate 0.000001, wchange 31784659574.32335281, angledelta 0.2 deg
- step 11 - lrate 0.000001, wchange 91981063469.21513367, angledelta 0.2 deg
- step 12 - lrate 0.000001, wchange 197511665998.74288940, angledelta 0.3 deg
- step 13 - lrate 0.000000, wchange 333653088789.99584961, angledelta 0.3 deg
- step 14 - lrate 0.000000, wchange 464841131475.42639160, angledelta 0.3 deg
- step 15 - lrate 0.000000, wchange 554804890750.68835449, angledelta 0.3 deg
- step 16 - lrate 0.000000, wchange 584919145290.69152832, angledelta 0.3 deg
- step 17 - lrate 0.000000, wchange 558285882926.96484375, angledelta 0.4 deg
- step 18 - lrate 0.000000, wchange 492043608559.42016602, angledelta 0.4 deg
- step 19 - lrate 0.000000, wchange 406838744166.26599121, angledelta 0.4 deg
- step 20 - lrate 0.000000, wchange 319620631207.74615479, angledelta 0.4 deg
- step 21 - lrate 0.000000, wchange 241027879623.46740723, angledelta 0.4 deg
- step 22 - lrate 0.000000, wchange 175900073472.59078979, angledelta 0.4 deg
- step 23 - lrate 0.000000, wchange 125046589617.74348450, angledelta 0.4 deg
- step 24 - lrate 0.000000, wchange 87048083764.82710266, angledelta 0.4 deg
- step 25 - lrate 0.000000, wchange 59586720044.61151886, angledelta 0.4 deg
- step 26 - lrate 0.000000, wchange 40243948301.50531006, angledelta 0.4 deg
- step 27 - lrate 0.000000, wchange 26889275890.18027115, angledelta 0.4 deg
- step 28 - lrate 0.000000, wchange 17812266833.09438705, angledelta 0.4 deg
- step 29 - lrate 0.000000, wchange 11718388098.57655525, angledelta 0.4 deg
- step 30 - lrate 0.000000, wchange 7666962560.53108120, angledelta 0.4 deg
- step 31 - lrate 0.000000, wchange 4994177156.78041172, angledelta 0.4 deg
- step 32 - lrate 0.000000, wchange 3241698622.96736336, angledelta 0.4 deg
- step 33 - lrate 0.000000, wchange 2098242436.55566859, angledelta 0.4 deg
- step 34 - lrate 0.000000, wchange 1355058900.03718591, angledelta 0.4 deg
- step 35 - lrate 0.000000, wchange 873526972.36678255, angledelta 0.4 deg
- step 36 - lrate 0.000000, wchange 879155933.64520764, angledelta 0.4 deg
- step 37 - lrate 0.000000, wchange 884821119.49850225, angledelta 0.4 deg
- step 38 - lrate 0.000000, wchange 890522977.99512219, angledelta 0.4 deg
- step 39 - lrate 0.000000, wchange 896261233.81450725, angledelta 0.4 deg
- step 40 - lrate 0.000000, wchange 902036710.16032457, angledelta 0.4 deg
- step 41 - lrate 0.000000, wchange 907849230.56082034, angledelta 0.4 deg
- step 42 - lrate 0.000000, wchange 913699294.36252809, angledelta 0.4 deg
|