log_sub-023_ica1_16-Dec-2021.txt 42 KB

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  1. Input data size [72,1020000] = 72 channels, 1020000 frames
  2. Finding 72 ICA components using extended ICA.
  3. Kurtosis will be calculated initially every 1 blocks using 6000 data points.
  4. Decomposing 196 frames per ICA weight ((5184)^2 = 1020000 weights, Initial learning rate will be 0.001, block size 70.
  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: -3.58127 to 2.98392
  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. Lowering learning rate to 1.8248e-05 and starting again.
  53. step 1 - lrate 0.000018, wchange 14194365801506260.00000000, angledelta 0.0 deg
  54. Lowering learning rate to 1.31386e-05 and starting again.
  55. step 1 - lrate 0.000013, wchange 431079692298.24792480, angledelta 0.0 deg
  56. Lowering learning rate to 9.45977e-06 and starting again.
  57. step 1 - lrate 0.000009, wchange 238728506.49376178, angledelta 0.0 deg
  58. Lowering learning rate to 8.51379e-06 and starting again.
  59. step 1 - lrate 0.000009, wchange 34694993.48320929, angledelta 0.0 deg
  60. step 2 - lrate 0.000009, wchange 1203184881387202.75000000, angledelta 0.0 deg
  61. Lowering learning rate to 6.12993e-06 and starting again.
  62. step 1 - lrate 0.000006, wchange 267865.31568637, angledelta 0.0 deg
  63. step 2 - lrate 0.000006, wchange 72015323991.72221375, angledelta 0.0 deg
  64. step 3 - lrate 0.000005, wchange 1572520094428715.75000000, angledelta 0.6 deg
  65. Lowering learning rate to 3.53084e-06 and starting again.
  66. step 1 - lrate 0.000004, wchange 1295.61851157, angledelta 0.0 deg
  67. step 2 - lrate 0.000004, wchange 1703609.88283346, angledelta 0.0 deg
  68. step 3 - lrate 0.000004, wchange 2285997903.57129908, angledelta 8.1 deg
  69. step 4 - lrate 0.000003, wchange 684233433396.90136719, angledelta 8.1 deg
  70. step 5 - lrate 0.000002, wchange 62492305033318.61718750, angledelta 8.1 deg
  71. step 6 - lrate 0.000002, wchange 2177683855844934.25000000, angledelta 8.2 deg
  72. Lowering learning rate to 1.30161e-06 and starting again.
  73. step 1 - lrate 0.000001, wchange 32.25444462, angledelta 0.0 deg
  74. step 2 - lrate 0.000001, wchange 109.31524392, angledelta 0.0 deg
  75. step 3 - lrate 0.000001, wchange 1554.84017413, angledelta 60.8 deg
  76. step 4 - lrate 0.000001, wchange 20570.23729016, angledelta 0.1 deg
  77. step 5 - lrate 0.000001, wchange 277501.86911339, angledelta 0.1 deg
  78. step 6 - lrate 0.000001, wchange 3743626.91676648, angledelta 0.1 deg
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  584. step 512 - lrate 0.000000, wchange 938783041.93993151, angledelta 0.2 deg
  585. Sorting components in descending order of mean projected variance ...