log_sub-027_ica1_18-Nov-2021.txt 7.9 KB

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  1. Input data size [72,926000] = 72 channels, 926000 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 = 926000 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: -3.28751 to 2.99391
  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 18984855392205160.00000000, angledelta 0.0 deg
  53. Lowering learning rate to 1.45984e-05 and starting again.
  54. step 1 - lrate 0.000015, wchange 543908651923.57702637, angledelta 0.0 deg
  55. Lowering learning rate to 1.05109e-05 and starting again.
  56. step 1 - lrate 0.000011, wchange 282305319.00226742, angledelta 0.0 deg
  57. Lowering learning rate to 9.45977e-06 and starting again.
  58. step 1 - lrate 0.000009, wchange 40349004.72811539, angledelta 0.0 deg
  59. step 2 - lrate 0.000009, wchange 1622854122833623.00000000, angledelta 0.0 deg
  60. Lowering learning rate to 6.81103e-06 and starting again.
  61. step 1 - lrate 0.000007, wchange 298709.30231407, angledelta 0.0 deg
  62. step 2 - lrate 0.000007, wchange 89538157663.45440674, angledelta 0.0 deg
  63. step 3 - lrate 0.000005, wchange 2126143551777175.75000000, angledelta 0.6 deg
  64. Lowering learning rate to 3.92315e-06 and starting again.
  65. step 1 - lrate 0.000004, wchange 1380.60012976, angledelta 0.0 deg
  66. step 2 - lrate 0.000004, wchange 1934688.28064844, angledelta 0.0 deg
  67. step 3 - lrate 0.000004, wchange 2764145636.18981647, angledelta 8.0 deg
  68. step 4 - lrate 0.000003, wchange 870996959899.07678223, angledelta 8.0 deg
  69. step 5 - lrate 0.000003, wchange 82915951391995.34375000, angledelta 8.0 deg
  70. step 6 - lrate 0.000002, wchange 2964803088275670.00000000, angledelta 8.0 deg
  71. Lowering learning rate to 1.44623e-06 and starting again.
  72. step 1 - lrate 0.000001, wchange 32.94910191, angledelta 0.0 deg
  73. step 2 - lrate 0.000001, wchange 115.44423846, angledelta 0.0 deg
  74. step 3 - lrate 0.000001, wchange 1680.51462189, angledelta 60.6 deg
  75. step 4 - lrate 0.000001, wchange 22746.07660183, angledelta 0.1 deg
  76. step 5 - lrate 0.000001, wchange 313895.35823576, angledelta 0.1 deg
  77. step 6 - lrate 0.000001, wchange 4331749.44033948, angledelta 0.1 deg
  78. step 7 - lrate 0.000001, wchange 59778053.96749960, angledelta 0.1 deg
  79. step 8 - lrate 0.000001, wchange 824935931.69238389, angledelta 0.1 deg
  80. step 9 - lrate 0.000001, wchange 11384098713.16289520, angledelta 0.1 deg
  81. step 10 - lrate 0.000001, wchange 73528374162.70709229, angledelta 0.2 deg
  82. step 11 - lrate 0.000001, wchange 301449869509.17449951, angledelta 0.2 deg
  83. step 12 - lrate 0.000001, wchange 856792803419.73645020, angledelta 0.2 deg
  84. step 13 - lrate 0.000001, wchange 1813303522480.47827148, angledelta 0.2 deg
  85. step 14 - lrate 0.000000, wchange 3027558027608.26171875, angledelta 0.2 deg
  86. step 15 - lrate 0.000000, wchange 4178238938709.20654297, angledelta 0.2 deg
  87. step 16 - lrate 0.000000, wchange 4948711095124.94824219, angledelta 0.2 deg
  88. step 17 - lrate 0.000000, wchange 5184706047492.63867188, angledelta 0.2 deg
  89. step 18 - lrate 0.000000, wchange 4923254108154.48925781, angledelta 0.2 deg
  90. step 19 - lrate 0.000000, wchange 4320787820735.41162109, angledelta 0.2 deg
  91. step 20 - lrate 0.000000, wchange 3560156407247.91015625, angledelta 0.2 deg
  92. step 21 - lrate 0.000000, wchange 2788919024650.60742188, angledelta 0.2 deg
  93. step 22 - lrate 0.000000, wchange 2098179181468.53662109, angledelta 0.2 deg
  94. step 23 - lrate 0.000000, wchange 1528272833089.14355469, angledelta 0.2 deg
  95. step 24 - lrate 0.000000, wchange 1084720305959.19287109, angledelta 0.2 deg
  96. step 25 - lrate 0.000000, wchange 754125885892.81091309, angledelta 0.2 deg
  97. step 26 - lrate 0.000000, wchange 515677678686.44055176, angledelta 0.2 deg
  98. step 27 - lrate 0.000000, wchange 347984071141.11102295, angledelta 0.2 deg
  99. step 28 - lrate 0.000000, wchange 232346792785.29818726, angledelta 0.2 deg
  100. step 29 - lrate 0.000000, wchange 153827910421.87445068, angledelta 0.2 deg
  101. step 30 - lrate 0.000000, wchange 101155364361.73884583, angledelta 0.2 deg
  102. step 31 - lrate 0.000000, wchange 66158595453.66123962, angledelta 0.2 deg
  103. step 32 - lrate 0.000000, wchange 43082435976.25590515, angledelta 0.2 deg
  104. step 33 - lrate 0.000000, wchange 27958124597.73519897, angledelta 0.2 deg
  105. step 34 - lrate 0.000000, wchange 18092977967.25241470, angledelta 0.2 deg
  106. step 35 - lrate 0.000000, wchange 11682790657.91019821, angledelta 0.2 deg
  107. step 36 - lrate 0.000000, wchange 7530282670.07221985, angledelta 0.2 deg
  108. step 37 - lrate 0.000000, wchange 4846851590.48880482, angledelta 0.2 deg
  109. step 38 - lrate 0.000000, wchange 3116132103.03298330, angledelta 0.2 deg
  110. step 39 - lrate 0.000000, wchange 2001580789.69986749, angledelta 0.2 deg
  111. step 40 - lrate 0.000000, wchange 1284752592.81401396, angledelta 0.2 deg
  112. step 41 - lrate 0.000000, wchange 824154641.74356043, angledelta 0.2 deg
  113. step 42 - lrate 0.000000, wchange 825863370.31761658, angledelta 0.2 deg
  114. step 43 - lrate 0.000000, wchange 827572100.72458959, angledelta 0.2 deg
  115. step 44 - lrate 0.000000, wchange 829287024.46593881, angledelta 0.2 deg
  116. step 45 - lrate 0.000000, wchange 831005379.43475425, angledelta 0.2 deg
  117. step 46 - lrate 0.000000, wchange 832730930.02828300, angledelta 0.2 deg
  118. step 47 - lrate 0.000000, wchange 834451436.04762864, angledelta 0.2 deg
  119. step 48 - lrate 0.000000, wchange 836179990.19842553, angledelta 0.2 deg
  120. step 49 - lrate 0.000000, wchange 837908243.86055028, angledelta 0.2 deg
  121. step 50 - lrate 0.000000, wchange 839648145.90816677, angledelta 0.2 deg
  122. step 51 - lrate 0.000000, wchange 841388495.19351208, angledelta 0.2 deg