log_sub-002_ica1_16-Dec-2021.txt 34 KB

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  1. Input data size [72,891000] = 72 channels, 891000 frames
  2. Finding 72 ICA components using extended ICA.
  3. Kurtosis will be calculated initially every 1 blocks using 6000 data points.
  4. Decomposing 171 frames per ICA weight ((5184)^2 = 891000 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: -1.30332 to 2.46695
  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 4692080278577184.00000000, angledelta 0.0 deg
  53. Lowering learning rate to 1.45984e-05 and starting again.
  54. step 1 - lrate 0.000015, wchange 195958321747.61999512, angledelta 0.0 deg
  55. Lowering learning rate to 1.05109e-05 and starting again.
  56. step 1 - lrate 0.000011, wchange 135341439.50576654, angledelta 0.0 deg
  57. step 2 - lrate 0.000011, wchange 16916415423751348.00000000, angledelta 0.0 deg
  58. Lowering learning rate to 7.56781e-06 and starting again.
  59. step 1 - lrate 0.000008, wchange 714936.34926402, angledelta 0.0 deg
  60. step 2 - lrate 0.000008, wchange 512304779475.30688477, angledelta 0.0 deg
  61. step 3 - lrate 0.000006, wchange 22102471571328876.00000000, angledelta 0.4 deg
  62. Lowering learning rate to 4.35906e-06 and starting again.
  63. step 1 - lrate 0.000004, wchange 2290.70873646, angledelta 0.0 deg
  64. step 2 - lrate 0.000004, wchange 5345184.90962011, angledelta 0.0 deg
  65. step 3 - lrate 0.000004, wchange 12617580936.85340691, angledelta 6.2 deg
  66. step 4 - lrate 0.000003, wchange 5994550371974.56738281, angledelta 6.2 deg
  67. step 5 - lrate 0.000003, wchange 792244051273202.87500000, angledelta 6.2 deg
  68. Lowering learning rate to 2.00865e-06 and starting again.
  69. step 1 - lrate 0.000002, wchange 50.61874548, angledelta 0.0 deg
  70. step 2 - lrate 0.000002, wchange 891.42428881, angledelta 0.0 deg
  71. step 3 - lrate 0.000002, wchange 31951.44271824, angledelta 45.5 deg
  72. step 4 - lrate 0.000002, wchange 1145251.89086860, angledelta 45.5 deg
  73. step 5 - lrate 0.000002, wchange 41049852.72053865, angledelta 45.5 deg
  74. step 6 - lrate 0.000002, wchange 1471370980.70623565, angledelta 45.5 deg
  75. step 7 - lrate 0.000002, wchange 21522152871.00371933, angledelta 45.5 deg
  76. step 8 - lrate 0.000001, wchange 170720447233.47235107, angledelta 45.5 deg
  77. step 9 - lrate 0.000001, wchange 826115924326.21289062, angledelta 45.5 deg
  78. step 10 - lrate 0.000001, wchange 2683396114943.38623047, angledelta 45.5 deg
  79. step 11 - lrate 0.000001, wchange 6322363966880.13183594, angledelta 45.5 deg
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