log_sub-032_ica1_18-Nov-2021.txt 7.7 KB

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  1. Input data size [72,1088500] = 72 channels, 1088500 frames
  2. Finding 72 ICA components using extended ICA.
  3. Kurtosis will be calculated initially every 1 blocks using 6000 data points.
  4. Decomposing 209 frames per ICA weight ((5184)^2 = 1088500 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: -3.83808 to 3.35865
  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. Lowering learning rate to 1.64232e-05 and starting again.
  54. step 1 - lrate 0.000016, wchange 3266326279939634.50000000, angledelta 0.0 deg
  55. Lowering learning rate to 1.18247e-05 and starting again.
  56. step 1 - lrate 0.000012, wchange 149674997363.34146118, angledelta 0.0 deg
  57. Lowering learning rate to 8.51379e-06 and starting again.
  58. step 1 - lrate 0.000009, wchange 111418919.06431744, angledelta 0.0 deg
  59. step 2 - lrate 0.000009, wchange 11961979968480322.00000000, angledelta 0.0 deg
  60. Lowering learning rate to 6.12993e-06 and starting again.
  61. step 1 - lrate 0.000006, wchange 621255.22805715, angledelta 0.0 deg
  62. step 2 - lrate 0.000006, wchange 386904472774.19482422, angledelta 0.0 deg
  63. step 3 - lrate 0.000005, wchange 15779495386962152.00000000, angledelta 0.4 deg
  64. Lowering learning rate to 3.53084e-06 and starting again.
  65. step 1 - lrate 0.000004, wchange 2111.17372898, angledelta 0.0 deg
  66. step 2 - lrate 0.000004, wchange 4538193.96057936, angledelta 0.0 deg
  67. step 3 - lrate 0.000004, wchange 9879473804.53178787, angledelta 6.4 deg
  68. step 4 - lrate 0.000003, wchange 4393279107043.93994141, angledelta 6.4 deg
  69. step 5 - lrate 0.000002, wchange 551593423054778.31250000, angledelta 6.4 deg
  70. step 6 - lrate 0.000002, wchange 22485495311932024.00000000, angledelta 6.4 deg
  71. Lowering learning rate to 1.30161e-06 and starting again.
  72. step 1 - lrate 0.000001, wchange 34.97669787, angledelta 0.0 deg
  73. step 2 - lrate 0.000001, wchange 165.92983133, angledelta 0.0 deg
  74. step 3 - lrate 0.000001, wchange 2821.27100494, angledelta 58.1 deg
  75. step 4 - lrate 0.000001, wchange 47973.96828780, angledelta 58.1 deg
  76. step 5 - lrate 0.000001, wchange 815768.49040663, angledelta 58.1 deg
  77. step 6 - lrate 0.000001, wchange 13871653.43005267, angledelta 58.1 deg
  78. step 7 - lrate 0.000001, wchange 235879139.37238055, angledelta 58.1 deg
  79. step 8 - lrate 0.000001, wchange 4010983071.69645548, angledelta 58.1 deg
  80. step 9 - lrate 0.000001, wchange 31009039657.88490677, angledelta 58.1 deg
  81. step 10 - lrate 0.000001, wchange 146973541744.96957397, angledelta 58.1 deg
  82. step 11 - lrate 0.000001, wchange 469509792985.35906982, angledelta 58.1 deg
  83. step 12 - lrate 0.000001, wchange 1091611426723.37573242, angledelta 58.1 deg
  84. step 13 - lrate 0.000000, wchange 1965647741123.14843750, angledelta 58.1 deg
  85. step 14 - lrate 0.000000, wchange 2882422378890.90966797, angledelta 58.1 deg
  86. step 15 - lrate 0.000000, wchange 3584260551091.21142578, angledelta 58.1 deg
  87. step 16 - lrate 0.000000, wchange 3904666645171.87890625, angledelta 58.1 deg
  88. step 17 - lrate 0.000000, wchange 3825544910715.62158203, angledelta 58.1 deg
  89. step 18 - lrate 0.000000, wchange 3442537123463.18798828, angledelta 58.1 deg
  90. step 19 - lrate 0.000000, wchange 2893921964285.82177734, angledelta 58.1 deg
  91. step 20 - lrate 0.000000, wchange 2303670038092.34667969, angledelta 58.1 deg
  92. step 21 - lrate 0.000000, wchange 1755475767212.83129883, angledelta 58.1 deg
  93. step 22 - lrate 0.000000, wchange 1291822209496.10742188, angledelta 58.1 deg
  94. step 23 - lrate 0.000000, wchange 924442220929.87768555, angledelta 58.1 deg
  95. step 24 - lrate 0.000000, wchange 646924069889.90393066, angledelta 58.1 deg
  96. step 25 - lrate 0.000000, wchange 444698297239.05908203, angledelta 58.1 deg
  97. step 26 - lrate 0.000000, wchange 301347436468.38562012, angledelta 58.1 deg
  98. step 27 - lrate 0.000000, wchange 201884628174.32995605, angledelta 58.1 deg
  99. step 28 - lrate 0.000000, wchange 134017093547.30549622, angledelta 58.1 deg
  100. step 29 - lrate 0.000000, wchange 88316429263.46823120, angledelta 58.1 deg
  101. step 30 - lrate 0.000000, wchange 57860840648.82678986, angledelta 58.1 deg
  102. step 31 - lrate 0.000000, wchange 37730428744.22132874, angledelta 58.1 deg
  103. step 32 - lrate 0.000000, wchange 24512136065.31947327, angledelta 58.1 deg
  104. step 33 - lrate 0.000000, wchange 15876759302.31015587, angledelta 58.1 deg
  105. step 34 - lrate 0.000000, wchange 10258899750.03854752, angledelta 58.1 deg
  106. step 35 - lrate 0.000000, wchange 6616310137.66865444, angledelta 58.1 deg
  107. step 36 - lrate 0.000000, wchange 4260504348.70871449, angledelta 58.1 deg
  108. step 37 - lrate 0.000000, wchange 2740052690.34920740, angledelta 58.1 deg
  109. step 38 - lrate 0.000000, wchange 1760553230.66465521, angledelta 58.1 deg
  110. step 39 - lrate 0.000000, wchange 1130315522.26030087, angledelta 58.1 deg
  111. step 40 - lrate 0.000000, wchange 725214137.90681159, angledelta 58.1 deg
  112. step 41 - lrate 0.000000, wchange 726826440.98721898, angledelta 58.1 deg
  113. step 42 - lrate 0.000000, wchange 728464425.81061065, angledelta 58.1 deg
  114. step 43 - lrate 0.000000, wchange 730087373.32936203, angledelta 58.1 deg
  115. step 44 - lrate 0.000000, wchange 731712636.00778627, angledelta 58.1 deg
  116. step 45 - lrate 0.000000, wchange 733349496.14221537, angledelta 58.1 deg
  117. step 46 - lrate 0.000000, wchange 734994787.97975802, angledelta 58.1 deg
  118. step 47 - lrate 0.000000, wchange 736638655.66722620, angledelta 58.1 deg
  119. step 48 - lrate 0.000000, wchange 738271891.02439880, angledelta 58.1 deg