log_sub-010_ica1_18-Nov-2021.txt 8.3 KB

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  1. Input data size [72,893500] = 72 channels, 893500 frames
  2. Finding 72 ICA components using extended ICA.
  3. Kurtosis will be calculated initially every 1 blocks using 6000 data points.
  4. Decomposing 172 frames per ICA weight ((5184)^2 = 893500 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: -8.32987 to 9.52484
  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 5290171458229560.00000000, angledelta 0.0 deg
  53. Lowering learning rate to 1.45984e-05 and starting again.
  54. step 1 - lrate 0.000015, wchange 210690745343.61712646, angledelta 0.0 deg
  55. Lowering learning rate to 1.05109e-05 and starting again.
  56. step 1 - lrate 0.000011, wchange 142594388.20662022, angledelta 0.0 deg
  57. step 2 - lrate 0.000011, wchange 20202309082974892.00000000, angledelta 0.0 deg
  58. Lowering learning rate to 7.56781e-06 and starting again.
  59. step 1 - lrate 0.000008, wchange 742348.63950736, angledelta 0.0 deg
  60. step 2 - lrate 0.000008, wchange 552327954278.48303223, angledelta 0.0 deg
  61. step 3 - lrate 0.000006, wchange 27105033432827812.00000000, angledelta 2.0 deg
  62. Lowering learning rate to 4.35906e-06 and starting again.
  63. step 1 - lrate 0.000004, wchange 2341.23894766, angledelta 0.0 deg
  64. step 2 - lrate 0.000004, wchange 5584270.03244687, angledelta 0.0 deg
  65. step 3 - lrate 0.000004, wchange 13470490013.25675201, angledelta 6.1 deg
  66. step 4 - lrate 0.000003, wchange 6514084713868.07226562, angledelta 6.1 deg
  67. step 5 - lrate 0.000003, wchange 876979659304177.37500000, angledelta 6.1 deg
  68. Lowering learning rate to 2.00865e-06 and starting again.
  69. step 1 - lrate 0.000002, wchange 50.70983559, angledelta 0.0 deg
  70. step 2 - lrate 0.000002, wchange 911.20614233, angledelta 0.0 deg
  71. step 3 - lrate 0.000002, wchange 32988.10772672, angledelta 45.2 deg
  72. step 4 - lrate 0.000002, wchange 1194267.10716211, angledelta 45.2 deg
  73. step 5 - lrate 0.000002, wchange 43236007.47357528, angledelta 45.2 deg
  74. step 6 - lrate 0.000002, wchange 1565271567.64947104, angledelta 45.2 deg
  75. step 7 - lrate 0.000002, wchange 23090811205.45621109, angledelta 45.2 deg
  76. step 8 - lrate 0.000001, wchange 184424597665.14736938, angledelta 45.2 deg
  77. step 9 - lrate 0.000001, wchange 897395329733.33703613, angledelta 45.2 deg
  78. step 10 - lrate 0.000001, wchange 2928119526467.22705078, angledelta 45.2 deg
  79. step 11 - lrate 0.000001, wchange 6924988937688.92773438, angledelta 45.2 deg
  80. step 12 - lrate 0.000001, wchange 12642043454278.00585938, angledelta 45.2 deg
  81. step 13 - lrate 0.000000, wchange 18744212459029.52343750, angledelta 45.2 deg
  82. step 14 - lrate 0.000000, wchange 23516606800836.99218750, angledelta 45.2 deg
  83. step 15 - lrate 0.000000, wchange 25803341110960.15234375, angledelta 45.2 deg
  84. step 16 - lrate 0.000000, wchange 25427606934556.25781250, angledelta 45.2 deg
  85. step 17 - lrate 0.000000, wchange 22989515573855.57031250, angledelta 45.2 deg
  86. step 18 - lrate 0.000000, wchange 19399332359636.02343750, angledelta 45.2 deg
  87. step 19 - lrate 0.000000, wchange 15490006824504.72656250, angledelta 45.2 deg
  88. step 20 - lrate 0.000000, wchange 11833290709022.18945312, angledelta 45.2 deg
  89. step 21 - lrate 0.000000, wchange 8725506454471.23632812, angledelta 45.2 deg
  90. step 22 - lrate 0.000000, wchange 6254190765766.82226562, angledelta 45.2 deg
  91. step 23 - lrate 0.000000, wchange 4382424250182.29394531, angledelta 45.2 deg
  92. step 24 - lrate 0.000000, wchange 3015657937250.77050781, angledelta 45.2 deg
  93. step 25 - lrate 0.000000, wchange 2045272306528.05981445, angledelta 45.2 deg
  94. step 26 - lrate 0.000000, wchange 1371133732728.81347656, angledelta 45.2 deg
  95. step 27 - lrate 0.000000, wchange 910721726396.54809570, angledelta 45.2 deg
  96. step 28 - lrate 0.000000, wchange 600424954588.67358398, angledelta 45.2 deg
  97. step 29 - lrate 0.000000, wchange 393510294026.24609375, angledelta 45.2 deg
  98. step 30 - lrate 0.000000, wchange 256675404972.96490479, angledelta 45.2 deg
  99. step 31 - lrate 0.000000, wchange 166788925892.12332153, angledelta 45.2 deg
  100. step 32 - lrate 0.000000, wchange 108049810339.72052002, angledelta 45.2 deg
  101. step 33 - lrate 0.000000, wchange 69828649087.71257019, angledelta 45.2 deg
  102. step 34 - lrate 0.000000, wchange 45039272253.32308197, angledelta 45.2 deg
  103. step 35 - lrate 0.000000, wchange 29005225330.97663879, angledelta 45.2 deg
  104. step 36 - lrate 0.000000, wchange 18656245564.03319168, angledelta 45.2 deg
  105. step 37 - lrate 0.000000, wchange 11987618174.97270775, angledelta 45.2 deg
  106. step 38 - lrate 0.000000, wchange 7696484281.00069332, angledelta 45.2 deg
  107. step 39 - lrate 0.000000, wchange 4938329702.12602806, angledelta 45.2 deg
  108. step 40 - lrate 0.000000, wchange 3167013423.49383211, angledelta 45.2 deg
  109. step 41 - lrate 0.000000, wchange 2030215043.49247766, angledelta 45.2 deg
  110. step 42 - lrate 0.000000, wchange 1301030340.65257907, angledelta 45.2 deg
  111. step 43 - lrate 0.000000, wchange 833535764.55255413, angledelta 45.2 deg
  112. step 44 - lrate 0.000000, wchange 834299725.91846001, angledelta 45.2 deg
  113. step 45 - lrate 0.000000, wchange 835074882.01810479, angledelta 45.2 deg
  114. step 46 - lrate 0.000000, wchange 835852570.33321500, angledelta 45.2 deg
  115. step 47 - lrate 0.000000, wchange 836626837.80818629, angledelta 45.2 deg
  116. step 48 - lrate 0.000000, wchange 837409411.64626646, angledelta 45.2 deg
  117. step 49 - lrate 0.000000, wchange 838181090.26510501, angledelta 45.2 deg
  118. step 50 - lrate 0.000000, wchange 838966664.80148995, angledelta 45.2 deg
  119. step 51 - lrate 0.000000, wchange 839745598.22367918, angledelta 45.2 deg
  120. step 52 - lrate 0.000000, wchange 840518342.24342322, angledelta 45.2 deg
  121. step 53 - lrate 0.000000, wchange 841300026.31259167, angledelta 45.2 deg
  122. step 54 - lrate 0.000000, wchange 842087224.29542875, angledelta 45.2 deg
  123. step 55 - lrate 0.000000, wchange 842866043.59450710, angledelta 45.2 deg
  124. step 56 - lrate 0.000000, wchange 843653865.50867558, angledelta 45.2 deg
  125. step 57 - lrate 0.000000, wchange 844428755.91297328, angledelta 45.2 deg
  126. step 58 - lrate 0.000000, wchange 845220319.93122768, angledelta 45.2 deg