log_sub-026_ica1_17-Nov-2021.txt 5.8 KB

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  1. Input data size [72,926500] = 72 channels, 926500 frames
  2. Finding 72 ICA components using extended ICA.
  3. Kurtosis will be calculated initially every 1 blocks using 6000 data points.
  4. Decomposing 178 frames per ICA weight ((5184)^2 = 926500 weights, Initial learning rate will be 0.001, block size 69.
  5. Learning rate will be multiplied by 0.98 whenever angledelta >= 60 deg.
  6. More than 32 channels: default stopping weight change 1E-7
  7. Training will end when wchange < 1e-07 or after 512 steps.
  8. Online bias adjustment will be used.
  9. Removing mean of each channel ...
  10. Final training data range: -3.29461 to 2.91569
  11. Computing the sphering matrix...
  12. Starting weights are the identity matrix ...
  13. Sphering the data ...
  14. Beginning ICA training ... first training step may be slow ...
  15. Lowering learning rate to 0.0009 and starting again.
  16. Lowering learning rate to 0.00081 and starting again.
  17. Lowering learning rate to 0.000729 and starting again.
  18. Lowering learning rate to 0.0006561 and starting again.
  19. Lowering learning rate to 0.00059049 and starting again.
  20. Lowering learning rate to 0.000531441 and starting again.
  21. Lowering learning rate to 0.000478297 and starting again.
  22. Lowering learning rate to 0.000430467 and starting again.
  23. Lowering learning rate to 0.00038742 and starting again.
  24. Lowering learning rate to 0.000348678 and starting again.
  25. Lowering learning rate to 0.000313811 and starting again.
  26. Lowering learning rate to 0.00028243 and starting again.
  27. Lowering learning rate to 0.000254187 and starting again.
  28. Lowering learning rate to 0.000228768 and starting again.
  29. Lowering learning rate to 0.000205891 and starting again.
  30. Lowering learning rate to 0.000185302 and starting again.
  31. Lowering learning rate to 0.000166772 and starting again.
  32. Lowering learning rate to 0.000150095 and starting again.
  33. Lowering learning rate to 0.000135085 and starting again.
  34. Lowering learning rate to 0.000121577 and starting again.
  35. Lowering learning rate to 0.000109419 and starting again.
  36. Lowering learning rate to 9.84771e-05 and starting again.
  37. Lowering learning rate to 8.86294e-05 and starting again.
  38. Lowering learning rate to 7.97664e-05 and starting again.
  39. Lowering learning rate to 7.17898e-05 and starting again.
  40. Lowering learning rate to 6.46108e-05 and starting again.
  41. Lowering learning rate to 5.81497e-05 and starting again.
  42. Lowering learning rate to 5.23348e-05 and starting again.
  43. Lowering learning rate to 4.71013e-05 and starting again.
  44. Lowering learning rate to 4.23912e-05 and starting again.
  45. Lowering learning rate to 3.8152e-05 and starting again.
  46. Lowering learning rate to 3.43368e-05 and starting again.
  47. Lowering learning rate to 3.09032e-05 and starting again.
  48. Lowering learning rate to 2.78128e-05 and starting again.
  49. Lowering learning rate to 2.50316e-05 and starting again.
  50. Lowering learning rate to 2.25284e-05 and starting again.
  51. Lowering learning rate to 2.02756e-05 and starting again.
  52. step 1 - lrate 0.000020, wchange 19901189169746552.00000000, angledelta 0.0 deg
  53. Lowering learning rate to 1.45984e-05 and starting again.
  54. step 1 - lrate 0.000015, wchange 551629817987.98461914, angledelta 0.0 deg
  55. Lowering learning rate to 1.05109e-05 and starting again.
  56. step 1 - lrate 0.000011, wchange 285185428.78416765, angledelta 0.0 deg
  57. Lowering learning rate to 9.45977e-06 and starting again.
  58. step 1 - lrate 0.000009, wchange 40719346.87249984, angledelta 0.0 deg
  59. step 2 - lrate 0.000009, wchange 1656710971805125.00000000, angledelta 0.0 deg
  60. Lowering learning rate to 6.81103e-06 and starting again.
  61. step 1 - lrate 0.000007, wchange 300683.78208825, angledelta 0.0 deg
  62. step 2 - lrate 0.000007, wchange 90725027414.24636841, angledelta 0.0 deg
  63. step 3 - lrate 0.000005, wchange 2172601319029986.50000000, angledelta 0.6 deg
  64. Lowering learning rate to 3.92315e-06 and starting again.
  65. step 1 - lrate 0.000004, wchange 1385.44046224, angledelta 0.0 deg
  66. step 2 - lrate 0.000004, wchange 1949606.72133642, angledelta 0.0 deg
  67. step 3 - lrate 0.000004, wchange 2796034744.90004253, angledelta 7.9 deg
  68. step 4 - lrate 0.000003, wchange 883785513748.85852051, angledelta 7.9 deg
  69. step 5 - lrate 0.000003, wchange 84358931344701.95312500, angledelta 7.9 deg
  70. step 6 - lrate 0.000002, wchange 3043734804209965.50000000, angledelta 7.9 deg
  71. Lowering learning rate to 1.44623e-06 and starting again.
  72. step 1 - lrate 0.000001, wchange 32.55570864, angledelta 0.0 deg
  73. step 2 - lrate 0.000001, wchange 115.82449170, angledelta 0.0 deg
  74. step 3 - lrate 0.000001, wchange 1688.40987792, angledelta 60.4 deg
  75. step 4 - lrate 0.000001, wchange 22884.43145664, angledelta 0.1 deg
  76. step 5 - lrate 0.000001, wchange 316237.30180350, angledelta 0.1 deg
  77. step 6 - lrate 0.000001, wchange 4370046.92973353, angledelta 0.1 deg
  78. step 7 - lrate 0.000001, wchange 60389176.94843610, angledelta 0.1 deg
  79. step 8 - lrate 0.000001, wchange 834511111.41684067, angledelta 0.1 deg
  80. step 9 - lrate 0.000001, wchange 11532013204.44848251, angledelta 0.2 deg
  81. step 10 - lrate 0.000001, wchange 74571748097.51550293, angledelta 0.2 deg
  82. step 11 - lrate 0.000001, wchange 306019294005.49859619, angledelta 0.2 deg
  83. step 12 - lrate 0.000001, wchange 870453717143.65771484, angledelta 0.2 deg
  84. step 13 - lrate 0.000001, wchange 1843389759641.64501953, angledelta 0.2 deg
  85. step 14 - lrate 0.000000, wchange 3079458412688.35156250, angledelta 0.2 deg
  86. step 15 - lrate 0.000000, wchange 4251915942939.44873047, angledelta 0.2 deg
  87. step 16 - lrate 0.000000, wchange 5038252988365.66113281, angledelta 0.2 deg
  88. step 17 - lrate 0.000000, wchange 5280839862514.18847656, angledelta 0.2 deg
  89. step 18 - lrate 0.000000, wchange 5016709241103.09277344, angledelta 0.2 deg
  90. step 19 - lrate 0.000000, wchange 4404666362604.16796875, angledelta 0.2 deg
  91. step 20 - lrate 0.000000, wchange 3630741259232.15673828, angledelta 0.2 deg
  92. step 21 - lrate 0.000000, wchange 2845296083457.74609375, angledelta 0.2 deg
  93. step 22 - lrate 0.000000, wchange 2141343677605.47851562, angledelta 0.2 deg