We use cookies to ensure you get the best experience on our website
Página Principal Explorar Ajuda News
Registe-se Iniciar Sessão
juliankosciessa
/
eegmp_preproc
DOI
10.12751/g-node.6nhr1y
1
0
Fork 1
Ficheiros Problemas 0 Pull Requests 0 Wiki
Árvore: d5b8dbb768
Ramos Etiquetas
eegmp_preproc
/
data
/
outputs
/
history
/
log_sub-002_ica1_16-Dec-2021.txt

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

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476 
  1. 

  2. Input data size [72,891000] = 72 channels, 891000 frames
    3. 

  3. Finding 72 ICA components using extended ICA.
    4. 

  4. Kurtosis will be calculated initially every 1 blocks using 6000 data points.
    5. 

  5. Decomposing 171 frames per ICA weight ((5184)^2 = 891000 weights, Initial learning rate will be 0.001, block size 69.
    6. 

  6. Learning rate will be multiplied by 0.98 whenever angledelta >= 60 deg.
    7. 

  7. More than 32 channels: default stopping weight change 1E-7
    8. 

  8. Training will end when wchange < 1e-07 or after 512 steps.
    9. 

  9. Online bias adjustment will be used.
    10. 

  10. Removing mean of each channel ...
    11. 

  11. Final training data range: -1.30332 to 2.46695
    12. 

  12. Computing the sphering matrix...
    13. 

  13. Starting weights are the identity matrix ...
    14. 

  14. Sphering the data ...
    15. 

  15. Beginning ICA training ... first training step may be slow ...
    16. 

  16. Lowering learning rate to 0.0009 and starting again.
    17. 

  17. Lowering learning rate to 0.00081 and starting again.
    18. 

  18. Lowering learning rate to 0.000729 and starting again.
    19. 

  19. Lowering learning rate to 0.0006561 and starting again.
    20. 

  20. Lowering learning rate to 0.00059049 and starting again.
    21. 

  21. Lowering learning rate to 0.000531441 and starting again.
    22. 

  22. Lowering learning rate to 0.000478297 and starting again.
    23. 

  23. Lowering learning rate to 0.000430467 and starting again.
    24. 

  24. Lowering learning rate to 0.00038742 and starting again.
    25. 

  25. Lowering learning rate to 0.000348678 and starting again.
    26. 

  26. Lowering learning rate to 0.000313811 and starting again.
    27. 

  27. Lowering learning rate to 0.00028243 and starting again.
    28. 

  28. Lowering learning rate to 0.000254187 and starting again.
    29. 

  29. Lowering learning rate to 0.000228768 and starting again.
    30. 

  30. Lowering learning rate to 0.000205891 and starting again.
    31. 

  31. Lowering learning rate to 0.000185302 and starting again.
    32. 

  32. Lowering learning rate to 0.000166772 and starting again.
    33. 

  33. Lowering learning rate to 0.000150095 and starting again.
    34. 

  34. Lowering learning rate to 0.000135085 and starting again.
    35. 

  35. Lowering learning rate to 0.000121577 and starting again.
    36. 

  36. Lowering learning rate to 0.000109419 and starting again.
    37. 

  37. Lowering learning rate to 9.84771e-05 and starting again.
    38. 

  38. Lowering learning rate to 8.86294e-05 and starting again.
    39. 

  39. Lowering learning rate to 7.97664e-05 and starting again.
    40. 

  40. Lowering learning rate to 7.17898e-05 and starting again.
    41. 

  41. Lowering learning rate to 6.46108e-05 and starting again.
    42. 

  42. Lowering learning rate to 5.81497e-05 and starting again.
    43. 

  43. Lowering learning rate to 5.23348e-05 and starting again.
    44. 

  44. Lowering learning rate to 4.71013e-05 and starting again.
    45. 

  45. Lowering learning rate to 4.23912e-05 and starting again.
    46. 

  46. Lowering learning rate to 3.8152e-05 and starting again.
    47. 

  47. Lowering learning rate to 3.43368e-05 and starting again.
    48. 

  48. Lowering learning rate to 3.09032e-05 and starting again.
    49. 

  49. Lowering learning rate to 2.78128e-05 and starting again.
    50. 

  50. Lowering learning rate to 2.50316e-05 and starting again.
    51. 

  51. Lowering learning rate to 2.25284e-05 and starting again.
    52. 

  52. Lowering learning rate to 2.02756e-05 and starting again.
    53. 

  53. step 1 - lrate 0.000020, wchange 4692080278577184.00000000, angledelta  0.0 deg
    54. 

  54. Lowering learning rate to 1.45984e-05 and starting again.
    55. 

  55. step 1 - lrate 0.000015, wchange 195958321747.61999512, angledelta  0.0 deg
    56. 

  56. Lowering learning rate to 1.05109e-05 and starting again.
    57. 

  57. step 1 - lrate 0.000011, wchange 135341439.50576654, angledelta  0.0 deg
    58. 

  58. step 2 - lrate 0.000011, wchange 16916415423751348.00000000, angledelta  0.0 deg
    59. 

  59. Lowering learning rate to 7.56781e-06 and starting again.
    60. 

  60. step 1 - lrate 0.000008, wchange 714936.34926402, angledelta  0.0 deg
    61. 

  61. step 2 - lrate 0.000008, wchange 512304779475.30688477, angledelta  0.0 deg
    62. 

  62. step 3 - lrate 0.000006, wchange 22102471571328876.00000000, angledelta  0.4 deg
    63. 

  63. Lowering learning rate to 4.35906e-06 and starting again.
    64. 

  64. step 1 - lrate 0.000004, wchange 2290.70873646, angledelta  0.0 deg
    65. 

  65. step 2 - lrate 0.000004, wchange 5345184.90962011, angledelta  0.0 deg
    66. 

  66. step 3 - lrate 0.000004, wchange 12617580936.85340691, angledelta  6.2 deg
    67. 

  67. step 4 - lrate 0.000003, wchange 5994550371974.56738281, angledelta  6.2 deg
    68. 

  68. step 5 - lrate 0.000003, wchange 792244051273202.87500000, angledelta  6.2 deg
    69. 

  69. Lowering learning rate to 2.00865e-06 and starting again.
    70. 

  70. step 1 - lrate 0.000002, wchange 50.61874548, angledelta  0.0 deg
    71. 

  71. step 2 - lrate 0.000002, wchange 891.42428881, angledelta  0.0 deg
    72. 

  72. step 3 - lrate 0.000002, wchange 31951.44271824, angledelta 45.5 deg
    73. 

  73. step 4 - lrate 0.000002, wchange 1145251.89086860, angledelta 45.5 deg
    74. 

  74. step 5 - lrate 0.000002, wchange 41049852.72053865, angledelta 45.5 deg
    75. 

  75. step 6 - lrate 0.000002, wchange 1471370980.70623565, angledelta 45.5 deg
    76. 

  76. step 7 - lrate 0.000002, wchange 21522152871.00371933, angledelta 45.5 deg
    77. 

  77. step 8 - lrate 0.000001, wchange 170720447233.47235107, angledelta 45.5 deg
    78. 

  78. step 9 - lrate 0.000001, wchange 826115924326.21289062, angledelta 45.5 deg
    79. 

  79. step 10 - lrate 0.000001, wchange 2683396114943.38623047, angledelta 45.5 deg
    80. 

  80. step 11 - lrate 0.000001, wchange 6322363966880.13183594, angledelta 45.5 deg
    81. 

  81. step 12 - lrate 0.000001, wchange 11503655470632.08007812, angledelta 45.5 deg
    82. 

  82. step 13 - lrate 0.000000, wchange 17002190887696.19726562, angledelta 45.5 deg
    83. 

  83. step 14 - lrate 0.000000, wchange 21260773761942.42968750, angledelta 45.5 deg
    84. 

  84. step 15 - lrate 0.000000, wchange 23244968297869.81250000, angledelta 45.5 deg
    85. 

  85. step 16 - lrate 0.000000, wchange 22817829186006.44140625, angledelta 45.5 deg
    86. 

  86. step 17 - lrate 0.000000, wchange 20545335948777.41015625, angledelta 45.5 deg
    87. 

  87. step 18 - lrate 0.000000, wchange 17264422665979.52734375, angledelta 45.5 deg
    88. 

  88. step 19 - lrate 0.000000, wchange 13728490980188.48437500, angledelta 45.5 deg
    89. 

  89. step 20 - lrate 0.000000, wchange 10446769434621.53906250, angledelta 45.5 deg
    90. 

  90. step 21 - lrate 0.000000, wchange 7675460959869.72656250, angledelta 45.5 deg
    91. 

  91. step 22 - lrate 0.000000, wchange 5483859027737.37890625, angledelta 45.5 deg
    92. 

  92. step 23 - lrate 0.000000, wchange 3831775740446.63476562, angledelta 45.5 deg
    93. 

  93. step 24 - lrate 0.000000, wchange 2630326301166.70947266, angledelta 45.5 deg
    94. 

  94. step 25 - lrate 0.000000, wchange 1780249150755.69067383, angledelta 45.5 deg
    95. 

  95. step 26 - lrate 0.000000, wchange 1191398508581.39111328, angledelta 45.5 deg
    96. 

  96. step 27 - lrate 0.000000, wchange 790187732966.67419434, angledelta 45.5 deg
    97. 

  97. step 28 - lrate 0.000000, wchange 520342129234.72827148, angledelta 45.5 deg
    98. 

  98. step 29 - lrate 0.000000, wchange 340690403974.69000244, angledelta 45.5 deg
    99. 

  99. step 30 - lrate 0.000000, wchange 222047675133.26644897, angledelta 45.5 deg
    100. 

  100. step 31 - lrate 0.000000, wchange 144194027897.79260254, angledelta 45.5 deg
    101. 

  101. step 32 - lrate 0.000000, wchange 93364266705.00000000, angledelta 45.5 deg
    102. 

  102. step 33 - lrate 0.000000, wchange 60311694654.70886230, angledelta 45.5 deg
    103. 

  103. step 34 - lrate 0.000000, wchange 38887739876.50391388, angledelta 45.5 deg
    104. 

  104. step 35 - lrate 0.000000, wchange 25036706786.70477676, angledelta 45.5 deg
    105. 

  105. step 36 - lrate 0.000000, wchange 16099928295.07419777, angledelta 45.5 deg
    106. 

  106. step 37 - lrate 0.000000, wchange 10343254023.63863945, angledelta 45.5 deg
    107. 

  107. step 38 - lrate 0.000000, wchange 6639869683.22727776, angledelta 45.5 deg
    108. 

  108. step 39 - lrate 0.000000, wchange 4259879010.04929399, angledelta 45.5 deg
    109. 

  109. step 40 - lrate 0.000000, wchange 2731639325.31427860, angledelta 45.5 deg
    110. 

  110. step 41 - lrate 0.000000, wchange 1750976892.37536240, angledelta 45.5 deg
    111. 

  111. step 42 - lrate 0.000000, wchange 1122022620.95513344, angledelta 45.5 deg
    112. 

  112. step 43 - lrate 0.000000, wchange 718810928.86557937, angledelta 45.5 deg
    113. 

  113. step 44 - lrate 0.000000, wchange 719448390.82121849, angledelta 45.5 deg
    114. 

  114. step 45 - lrate 0.000000, wchange 720086453.30205524, angledelta 45.5 deg
    115. 

  115. step 46 - lrate 0.000000, wchange 720724896.59918940, angledelta 45.5 deg
    116. 

  116. step 47 - lrate 0.000000, wchange 721363992.07110751, angledelta 45.5 deg
    117. 

  117. step 48 - lrate 0.000000, wchange 722003689.92071521, angledelta 45.5 deg
    118. 

  118. step 49 - lrate 0.000000, wchange 722644150.38884401, angledelta 45.5 deg
    119. 

  119. step 50 - lrate 0.000000, wchange 723284499.68831527, angledelta 45.5 deg
    120. 

  120. step 51 - lrate 0.000000, wchange 723925741.26084650, angledelta 45.5 deg
    121. 

  121. step 52 - lrate 0.000000, wchange 724567500.62925529, angledelta 45.5 deg
    122. 

  122. step 53 - lrate 0.000000, wchange 725209828.47212744, angledelta 45.5 deg
    123. 

  123. step 54 - lrate 0.000000, wchange 725852702.92436910, angledelta 45.5 deg
    124. 

  124. step 55 - lrate 0.000000, wchange 726496065.15886211, angledelta 45.5 deg
    125. 

  125. step 56 - lrate 0.000000, wchange 727140093.52028430, angledelta 45.5 deg
    126. 

  126. step 57 - lrate 0.000000, wchange 727784504.75541961, angledelta 45.5 deg
    127. 

  127. step 58 - lrate 0.000000, wchange 728429575.92874694, angledelta 45.5 deg
    128. 

  128. step 59 - lrate 0.000000, wchange 729075053.86922574, angledelta 45.5 deg
    129. 

  129. step 60 - lrate 0.000000, wchange 729721220.75139213, angledelta 45.5 deg
    130. 

  130. step 61 - lrate 0.000000, wchange 730367834.66010070, angledelta 45.5 deg
    131. 

  131. step 62 - lrate 0.000000, wchange 731015060.79521239, angledelta 45.5 deg
    132. 

  132. step 63 - lrate 0.000000, wchange 731663501.33782840, angledelta 45.5 deg
    133. 

  133. step 64 - lrate 0.000000, wchange 732311103.20023644, angledelta 45.5 deg
    134. 

  134. step 65 - lrate 0.000000, wchange 732959881.65747130, angledelta 45.5 deg
    135. 

  135. step 66 - lrate 0.000000, wchange 733609317.85144103, angledelta 45.5 deg
    136. 

  136. step 67 - lrate 0.000000, wchange 734259335.27391970, angledelta 45.5 deg
    137. 

  137. step 68 - lrate 0.000000, wchange 734909737.32140267, angledelta 45.5 deg
    138. 

  138. step 69 - lrate 0.000000, wchange 735560764.09963989, angledelta 45.5 deg
    139. 

  139. step 70 - lrate 0.000000, wchange 736212268.32814002, angledelta 45.5 deg
    140. 

  140. step 71 - lrate 0.000000, wchange 736864410.04587054, angledelta 45.5 deg
    141. 

  141. step 72 - lrate 0.000000, wchange 737517111.21563458, angledelta 45.5 deg
    142. 

  142. step 73 - lrate 0.000000, wchange 738170249.55809224, angledelta 45.5 deg
    143. 

  143. step 74 - lrate 0.000000, wchange 738824053.63840377, angledelta 45.5 deg
    144. 

  144. step 75 - lrate 0.000000, wchange 739478312.75199223, angledelta 45.5 deg
    145. 

  145. step 76 - lrate 0.000000, wchange 740133732.02213681, angledelta 45.5 deg
    146. 

  146. step 77 - lrate 0.000000, wchange 740788696.25695539, angledelta 45.5 deg
    147. 

  147. step 78 - lrate 0.000000, wchange 741444682.94277334, angledelta 45.5 deg
    148. 

  148. step 79 - lrate 0.000000, wchange 742101062.46061110, angledelta 45.5 deg
    149. 

  149. step 80 - lrate 0.000000, wchange 742758075.49875116, angledelta 45.5 deg
    150. 

  150. step 81 - lrate 0.000000, wchange 743415689.65422904, angledelta 45.5 deg
    151. 

  151. step 82 - lrate 0.000000, wchange 744073854.87726760, angledelta 45.5 deg
    152. 

  152. step 83 - lrate 0.000000, wchange 744732594.48258555, angledelta 45.5 deg
    153. 

  153. step 84 - lrate 0.000000, wchange 745391906.00182629, angledelta 45.5 deg
    154. 

  154. step 85 - lrate 0.000000, wchange 746051665.13671219, angledelta 45.5 deg
    155. 

  155. step 86 - lrate 0.000000, wchange 746712024.08133960, angledelta 45.5 deg
    156. 

  156. step 87 - lrate 0.000000, wchange 747373002.12187815, angledelta 45.5 deg
    157. 

  157. step 88 - lrate 0.000000, wchange 748034524.26622570, angledelta 45.5 deg
    158. 

  158. step 89 - lrate 0.000000, wchange 748696476.94363964, angledelta 45.5 deg
    159. 

  159. step 90 - lrate 0.000000, wchange 749359215.29490507, angledelta 45.5 deg
    160. 

  160. step 91 - lrate 0.000000, wchange 750022272.27378559, angledelta 45.5 deg
    161. 

  161. step 92 - lrate 0.000000, wchange 750685907.80068314, angledelta 45.5 deg
    162. 

  162. step 93 - lrate 0.000000, wchange 751350237.32487357, angledelta 45.5 deg
    163. 

  163. step 94 - lrate 0.000000, wchange 752015010.08748126, angledelta 45.5 deg
    164. 

  164. step 95 - lrate 0.000000, wchange 752680348.77482021, angledelta 45.5 deg
    165. 

  165. step 96 - lrate 0.000000, wchange 753346330.41984105, angledelta 45.5 deg
    166. 

  166. step 97 - lrate 0.000000, wchange 754013161.09629273, angledelta 45.5 deg
    167. 

  167. step 98 - lrate 0.000000, wchange 754679867.87299871, angledelta 45.5 deg
    168. 

  168. step 99 - lrate 0.000000, wchange 755347461.52429175, angledelta 45.5 deg
    169. 

  169. step 100 - lrate 0.000000, wchange 756015739.70282614, angledelta 45.5 deg
    170. 

  170. step 101 - lrate 0.000000, wchange 756684361.34781599, angledelta 45.5 deg
    171. 

  171. step 102 - lrate 0.000000, wchange 757353686.51338863, angledelta 45.5 deg
    172. 

  172. step 103 - lrate 0.000000, wchange 758023662.34414005, angledelta 45.5 deg
    173. 

  173. step 104 - lrate 0.000000, wchange 758693886.14780426, angledelta 45.5 deg
    174. 

  174. step 105 - lrate 0.000000, wchange 759364864.02537346, angledelta 45.5 deg
    175. 

  175. step 106 - lrate 0.000000, wchange 760036452.63604391, angledelta 45.5 deg
    176. 

  176. step 107 - lrate 0.000000, wchange 760708596.20463896, angledelta 45.5 deg
    177. 

  177. step 108 - lrate 0.000000, wchange 761381482.97153032, angledelta 45.5 deg
    178. 

  178. step 109 - lrate 0.000000, wchange 762054354.30666268, angledelta 45.5 deg
    179. 

  179. step 110 - lrate 0.000000, wchange 762728137.09395969, angledelta 45.5 deg
    180. 

  180. step 111 - lrate 0.000000, wchange 763402738.90039933, angledelta 45.5 deg
    181. 

  181. step 112 - lrate 0.000000, wchange 764077634.50560927, angledelta 45.5 deg
    182. 

  182. step 113 - lrate 0.000000, wchange 764752892.22357690, angledelta 45.5 deg
    183. 

  183. step 114 - lrate 0.000000, wchange 765428890.17666149, angledelta 45.5 deg
    184. 

  184. step 115 - lrate 0.000000, wchange 766105708.29825604, angledelta 45.5 deg
    185. 

  185. step 116 - lrate 0.000000, wchange 766782776.26228499, angledelta 45.5 deg
    186. 

  186. step 117 - lrate 0.000000, wchange 767460821.88983798, angledelta 45.5 deg
    187. 

  187. step 118 - lrate 0.000000, wchange 768138777.50477493, angledelta 45.5 deg
    188. 

  188. step 119 - lrate 0.000000, wchange 768817644.15987241, angledelta 45.5 deg
    189. 

  189. step 120 - lrate 0.000000, wchange 769497120.39435410, angledelta 45.5 deg
    190. 

  190. step 121 - lrate 0.000000, wchange 770177104.94254804, angledelta 45.5 deg
    191. 

  191. step 122 - lrate 0.000000, wchange 770857687.69016385, angledelta 45.5 deg
    192. 

  192. step 123 - lrate 0.000000, wchange 771538802.80981421, angledelta 45.5 deg
    193. 

  193. step 124 - lrate 0.000000, wchange 772220551.51570821, angledelta 45.5 deg
    194. 

  194. step 125 - lrate 0.000000, wchange 772902918.60392070, angledelta 45.5 deg
    195. 

  195. step 126 - lrate 0.000000, wchange 773585658.15345609, angledelta 45.5 deg
    196. 

  196. step 127 - lrate 0.000000, wchange 774269080.97803426, angledelta 45.5 deg
    197. 

  197. step 128 - lrate 0.000000, wchange 774953225.94809520, angledelta 45.5 deg
    198. 

  198. step 129 - lrate 0.000000, wchange 775637710.64640820, angledelta 45.5 deg
    199. 

  199. step 130 - lrate 0.000000, wchange 776322803.60111845, angledelta 45.5 deg
    200. 

  200. step 131 - lrate 0.000000, wchange 777008584.63684499, angledelta 45.5 deg
    201. 

  201. step 132 - lrate 0.000000, wchange 777694763.91939199, angledelta 45.5 deg
    202. 

  202. step 133 - lrate 0.000000, wchange 778381862.90057063, angledelta 45.5 deg
    203. 

  203. step 134 - lrate 0.000000, wchange 779069124.45029032, angledelta 45.5 deg
    204. 

  204. step 135 - lrate 0.000000, wchange 779757186.06992936, angledelta 45.5 deg
    205. 

  205. step 136 - lrate 0.000000, wchange 780445670.60666251, angledelta 45.5 deg
    206. 

  206. step 137 - lrate 0.000000, wchange 781134937.51000118, angledelta 45.5 deg
    207. 

  207. step 138 - lrate 0.000000, wchange 781824605.96462727, angledelta 45.5 deg
    208. 

  208. step 139 - lrate 0.000000, wchange 782514906.87715828, angledelta 45.5 deg
    209. 

  209. step 140 - lrate 0.000000, wchange 783205802.49738503, angledelta 45.5 deg
    210. 

  210. step 141 - lrate 0.000000, wchange 783897233.92506325, angledelta 45.5 deg
    211. 

  211. step 142 - lrate 0.000000, wchange 784589226.40572870, angledelta 45.5 deg
    212. 

  212. step 143 - lrate 0.000000, wchange 785281989.52750587, angledelta 45.5 deg
    213. 

  213. step 144 - lrate 0.000000, wchange 785975086.45578885, angledelta 45.5 deg
    214. 

  214. step 145 - lrate 0.000000, wchange 786668785.10509825, angledelta 45.5 deg
    215. 

  215. step 146 - lrate 0.000000, wchange 787363144.11406696, angledelta 45.5 deg
    216. 

  216. step 147 - lrate 0.000000, wchange 788058213.33322203, angledelta 45.5 deg
    217. 

  217. step 148 - lrate 0.000000, wchange 788754022.18595421, angledelta 45.5 deg
    218. 

  218. step 149 - lrate 0.000000, wchange 789449736.70383608, angledelta 45.5 deg
    219. 

  219. step 150 - lrate 0.000000, wchange 790146667.32440209, angledelta 45.5 deg
    220. 

  220. step 151 - lrate 0.000000, wchange 790843745.05324161, angledelta 45.5 deg
    221. 

  221. step 152 - lrate 0.000000, wchange 791541801.82670414, angledelta 45.5 deg
    222. 

  222. step 153 - lrate 0.000000, wchange 792239817.66832256, angledelta 45.5 deg
    223. 

  223. step 154 - lrate 0.000000, wchange 792938856.29157746, angledelta 45.5 deg
    224. 

  224. step 155 - lrate 0.000000, wchange 793638403.30644846, angledelta 45.5 deg
    225. 

  225. step 156 - lrate 0.000000, wchange 794338751.20447659, angledelta 45.5 deg
    226. 

  226. step 157 - lrate 0.000000, wchange 795039477.38898134, angledelta 45.5 deg
    227. 

  227. step 158 - lrate 0.000000, wchange 795740619.35182679, angledelta 45.5 deg
    228. 

  228. step 159 - lrate 0.000000, wchange 796442562.68620813, angledelta 45.5 deg
    229. 

  229. step 160 - lrate 0.000000, wchange 797145043.48557842, angledelta 45.5 deg
    230. 

  230. step 161 - lrate 0.000000, wchange 797848067.51867998, angledelta 45.5 deg
    231. 

  231. step 162 - lrate 0.000000, wchange 798551774.07231903, angledelta 45.5 deg
    232. 

  232. step 163 - lrate 0.000000, wchange 799256017.27396870, angledelta 45.5 deg
    233. 

  233. step 164 - lrate 0.000000, wchange 799961320.52474904, angledelta 45.5 deg
    234. 

  234. step 165 - lrate 0.000000, wchange 800666249.15253413, angledelta 45.5 deg
    235. 

  235. step 166 - lrate 0.000000, wchange 801372299.61251187, angledelta 45.5 deg
    236. 

  236. step 167 - lrate 0.000000, wchange 802078905.15582812, angledelta 45.5 deg
    237. 

  237. step 168 - lrate 0.000000, wchange 802786064.04488468, angledelta 45.5 deg
    238. 

  238. step 169 - lrate 0.000000, wchange 803493936.85729384, angledelta 45.5 deg
    239. 

  239. step 170 - lrate 0.000000, wchange 804202225.98125136, angledelta 45.5 deg
    240. 

  240. step 171 - lrate 0.000000, wchange 804911158.73516822, angledelta 45.5 deg
    241. 

  241. step 172 - lrate 0.000000, wchange 805620735.88476455, angledelta 45.5 deg
    242. 

  242. step 173 - lrate 0.000000, wchange 806330781.38383365, angledelta 45.5 deg
    243. 

  243. step 174 - lrate 0.000000, wchange 807041544.70968091, angledelta 45.5 deg
    244. 

  244. step 175 - lrate 0.000000, wchange 807753018.55908358, angledelta 45.5 deg
    245. 

  245. step 176 - lrate 0.000000, wchange 808464712.06987870, angledelta 45.5 deg
    246. 

  246. step 177 - lrate 0.000000, wchange 809177183.18789124, angledelta 45.5 deg
    247. 

  247. step 178 - lrate 0.000000, wchange 809890334.81707954, angledelta 45.5 deg
    248. 

  248. step 179 - lrate 0.000000, wchange 810603968.56117332, angledelta 45.5 deg
    249. 

  249. step 180 - lrate 0.000000, wchange 811318239.74695933, angledelta 45.5 deg
    250. 

  250. step 181 - lrate 0.000000, wchange 812033234.22714400, angledelta 45.5 deg
    251. 

  251. step 182 - lrate 0.000000, wchange 812748527.78794515, angledelta 45.5 deg
    252. 

  252. step 183 - lrate 0.000000, wchange 813464575.20139492, angledelta 45.5 deg
    253. 

  253. step 184 - lrate 0.000000, wchange 814181590.96062231, angledelta 45.5 deg
    254. 

  254. step 185 - lrate 0.000000, wchange 814898476.95299983, angledelta 45.5 deg
    255. 

  255. step 186 - lrate 0.000000, wchange 815616302.61119449, angledelta 45.5 deg
    256. 

  256. step 187 - lrate 0.000000, wchange 816334888.43893290, angledelta 45.5 deg
    257. 

  257. step 188 - lrate 0.000000, wchange 817053758.30336964, angledelta 45.5 deg
    258. 

  258. step 189 - lrate 0.000000, wchange 817773515.28500342, angledelta 45.5 deg
    259. 

  259. step 190 - lrate 0.000000, wchange 818493689.97104275, angledelta 45.5 deg
    260. 

  260. step 191 - lrate 0.000000, wchange 819214503.90618324, angledelta 45.5 deg
    261. 

  261. step 192 - lrate 0.000000, wchange 819935868.42716336, angledelta 45.5 deg
    262. 

  262. step 193 - lrate 0.000000, wchange 820657911.71177971, angledelta 45.5 deg
    263. 

  263. step 194 - lrate 0.000000, wchange 821380506.88986254, angledelta 45.5 deg
    264. 

  264. step 195 - lrate 0.000000, wchange 822103646.68124425, angledelta 45.5 deg
    265. 

  265. step 196 - lrate 0.000000, wchange 822827535.42510295, angledelta 45.5 deg
    266. 

  266. step 197 - lrate 0.000000, wchange 823551946.89084339, angledelta 45.5 deg
    267. 

  267. step 198 - lrate 0.000000, wchange 824276950.36126339, angledelta 45.5 deg
    268. 

  268. step 199 - lrate 0.000000, wchange 825003003.83290923, angledelta 45.5 deg
    269. 

  269. step 200 - lrate 0.000000, wchange 825728761.64756393, angledelta 45.5 deg
    270. 

  270. step 201 - lrate 0.000000, wchange 826455660.09377718, angledelta 45.5 deg
    271. 

  271. step 202 - lrate 0.000000, wchange 827183019.42883325, angledelta 45.5 deg
    272. 

  272. step 203 - lrate 0.000000, wchange 827911305.88376105, angledelta 45.5 deg
    273. 

  273. step 204 - lrate 0.000000, wchange 828639654.43337572, angledelta 45.5 deg
    274. 

  274. step 205 - lrate 0.000000, wchange 829368958.43002546, angledelta 45.5 deg
    275. 

  275. step 206 - lrate 0.000000, wchange 830098712.24376523, angledelta 45.5 deg
    276. 

  276. step 207 - lrate 0.000000, wchange 830829168.74707425, angledelta 45.5 deg
    277. 

  277. step 208 - lrate 0.000000, wchange 831560185.51217246, angledelta 45.5 deg
    278. 

  278. step 209 - lrate 0.000000, wchange 832291896.31655371, angledelta 45.5 deg
    279. 

  279. step 210 - lrate 0.000000, wchange 833024112.18882382, angledelta 45.5 deg
    280. 

  280. step 211 - lrate 0.000000, wchange 833756993.70334792, angledelta 45.5 deg
    281. 

  281. step 212 - lrate 0.000000, wchange 834490465.94750798, angledelta 45.5 deg
    282. 

  282. step 213 - lrate 0.000000, wchange 835224461.61675477, angledelta 45.5 deg
    283. 

  283. step 214 - lrate 0.000000, wchange 835959185.59001100, angledelta 45.5 deg
    284. 

  284. step 215 - lrate 0.000000, wchange 836694484.20068109, angledelta 45.5 deg
    285. 

  285. step 216 - lrate 0.000000, wchange 837430365.38568807, angledelta 45.5 deg
    286. 

  286. step 217 - lrate 0.000000, wchange 838166854.36652803, angledelta 45.5 deg
    287. 

  287. step 218 - lrate 0.000000, wchange 838904033.28641045, angledelta 45.5 deg
    288. 

  288. step 219 - lrate 0.000000, wchange 839641730.47345173, angledelta 45.5 deg
    289. 

  289. step 220 - lrate 0.000000, wchange 840380414.96486008, angledelta 45.5 deg
    290. 

  290. step 221 - lrate 0.000000, wchange 841118940.54365885, angledelta 45.5 deg
    291. 

  291. step 222 - lrate 0.000000, wchange 841858560.47306311, angledelta 45.5 deg
    292. 

  292. step 223 - lrate 0.000000, wchange 842598740.11753345, angledelta 45.5 deg
    293. 

  293. step 224 - lrate 0.000000, wchange 843339546.73097539, angledelta 45.5 deg
    294. 

  294. step 225 - lrate 0.000000, wchange 844080945.91538250, angledelta 45.5 deg
    295. 

  295. step 226 - lrate 0.000000, wchange 844822992.96665072, angledelta 45.5 deg
    296. 

  296. step 227 - lrate 0.000000, wchange 845565598.78277719, angledelta 45.5 deg
    297. 

  297. step 228 - lrate 0.000000, wchange 846308915.92248023, angledelta 45.5 deg
    298. 

  298. step 229 - lrate 0.000000, wchange 847052646.65158355, angledelta 45.5 deg
    299. 

  299. step 230 - lrate 0.000000, wchange 847797119.46474612, angledelta 45.5 deg
    300. 

  300. step 231 - lrate 0.000000, wchange 848542106.16402197, angledelta 45.5 deg
    301. 

  301. step 232 - lrate 0.000000, wchange 849287942.17340922, angledelta 45.5 deg
    302. 

  302. step 233 - lrate 0.000000, wchange 850034445.74620497, angledelta 45.5 deg
    303. 

  303. step 234 - lrate 0.000000, wchange 850781140.34352648, angledelta 45.5 deg
    304. 

  304. step 235 - lrate 0.000000, wchange 851528629.50164187, angledelta 45.5 deg
    305. 

  305. step 236 - lrate 0.000000, wchange 852276877.63543367, angledelta 45.5 deg
    306. 

  306. step 237 - lrate 0.000000, wchange 853025611.25391626, angledelta 45.5 deg
    307. 

  307. step 238 - lrate 0.000000, wchange 853774854.78752387, angledelta 45.5 deg
    308. 

  308. step 239 - lrate 0.000000, wchange 854524948.57551742, angledelta 45.5 deg
    309. 

  309. step 240 - lrate 0.000000, wchange 855275604.67833960, angledelta 45.5 deg
    310. 

  310. step 241 - lrate 0.000000, wchange 856026855.15595245, angledelta 45.5 deg
    311. 

  311. step 242 - lrate 0.000000, wchange 856778725.59009421, angledelta 45.5 deg
    312. 

  312. step 243 - lrate 0.000000, wchange 857531518.64125085, angledelta 45.5 deg
    313. 

  313. step 244 - lrate 0.000000, wchange 858284350.85571802, angledelta 45.5 deg
    314. 

  314. step 245 - lrate 0.000000, wchange 859038089.49662066, angledelta 45.5 deg
    315. 

  315. step 246 - lrate 0.000000, wchange 859792474.67242301, angledelta 45.5 deg
    316. 

  316. step 247 - lrate 0.000000, wchange 860547523.04586697, angledelta 45.5 deg
    317. 

  317. step 248 - lrate 0.000000, wchange 861302994.39772105, angledelta 45.5 deg
    318. 

  318. step 249 - lrate 0.000000, wchange 862059179.86447799, angledelta 45.5 deg
    319. 

  319. step 250 - lrate 0.000000, wchange 862816044.71670842, angledelta 45.5 deg
    320. 

  320. step 251 - lrate 0.000000, wchange 863574005.48718548, angledelta 45.5 deg
    321. 

  321. step 252 - lrate 0.000000, wchange 864331716.33343375, angledelta 45.5 deg
    322. 

  322. step 253 - lrate 0.000000, wchange 865090270.23218703, angledelta 45.5 deg
    323. 

  323. step 254 - lrate 0.000000, wchange 865849660.70337963, angledelta 45.5 deg
    324. 

  324. step 255 - lrate 0.000000, wchange 866610467.84391713, angledelta 45.5 deg
    325. 

  325. step 256 - lrate 0.000000, wchange 867370190.02680016, angledelta 45.5 deg
    326. 

  326. step 257 - lrate 0.000000, wchange 868131406.24090230, angledelta 45.5 deg
    327. 

  327. step 258 - lrate 0.000000, wchange 868893173.99181390, angledelta 45.5 deg
    328. 

  328. step 259 - lrate 0.000000, wchange 869655767.75084233, angledelta 45.5 deg
    329. 

  329. step 260 - lrate 0.000000, wchange 870419027.73961568, angledelta 45.5 deg
    330. 

  330. step 261 - lrate 0.000000, wchange 871182842.93940377, angledelta 45.5 deg
    331. 

  331. step 262 - lrate 0.000000, wchange 871947032.58783758, angledelta 45.5 deg
    332. 

  332. step 263 - lrate 0.000000, wchange 872712091.94118094, angledelta 45.5 deg
    333. 

  333. step 264 - lrate 0.000000, wchange 873477668.65142643, angledelta 45.5 deg
    334. 

  334. step 265 - lrate 0.000000, wchange 874243731.40871835, angledelta 45.5 deg
    335. 

  335. step 266 - lrate 0.000000, wchange 875010842.29601514, angledelta 45.5 deg
    336. 

  336. step 267 - lrate 0.000000, wchange 875778332.72538829, angledelta 45.5 deg
    337. 

  337. step 268 - lrate 0.000000, wchange 876546426.38557136, angledelta 45.5 deg
    338. 

  338. step 269 - lrate 0.000000, wchange 877315044.99879503, angledelta 45.5 deg
    339. 

  339. step 270 - lrate 0.000000, wchange 878084508.58020163, angledelta 45.5 deg
    340. 

  340. step 271 - lrate 0.000000, wchange 878855027.68918121, angledelta 45.5 deg
    341. 

  341. step 272 - lrate 0.000000, wchange 879625342.59405422, angledelta 45.5 deg
    342. 

  342. step 273 - lrate 0.000000, wchange 880396532.17452586, angledelta 45.5 deg
    343. 

  343. step 274 - lrate 0.000000, wchange 881168586.91982865, angledelta 45.5 deg
    344. 

  344. step 275 - lrate 0.000000, wchange 881941113.87026620, angledelta 45.5 deg
    345. 

  345. step 276 - lrate 0.000000, wchange 882714257.50493169, angledelta 45.5 deg
    346. 

  346. step 277 - lrate 0.000000, wchange 883488125.99344265, angledelta 45.5 deg
    347. 

  347. step 278 - lrate 0.000000, wchange 884262715.46326578, angledelta 45.5 deg
    348. 

  348. step 279 - lrate 0.000000, wchange 885037558.60785365, angledelta 45.5 deg
    349. 

  349. step 280 - lrate 0.000000, wchange 885813416.05125058, angledelta 45.5 deg
    350. 

  350. step 281 - lrate 0.000000, wchange 886589844.58941376, angledelta 45.5 deg
    351. 

  351. step 282 - lrate 0.000000, wchange 887366709.62008691, angledelta 45.5 deg
    352. 

  352. step 283 - lrate 0.000000, wchange 888144510.18846381, angledelta 45.5 deg
    353. 

  353. step 284 - lrate 0.000000, wchange 888922725.47551394, angledelta 45.5 deg
    354. 

  354. step 285 - lrate 0.000000, wchange 889701657.55665910, angledelta 45.5 deg
    355. 

  355. step 286 - lrate 0.000000, wchange 890481192.58019733, angledelta 45.5 deg
    356. 

  356. step 287 - lrate 0.000000, wchange 891261537.53715527, angledelta 45.5 deg
    357. 

  357. step 288 - lrate 0.000000, wchange 892042920.57064664, angledelta 45.5 deg
    358. 

  358. step 289 - lrate 0.000000, wchange 892823740.80018258, angledelta 45.5 deg
    359. 

  359. step 290 - lrate 0.000000, wchange 893606021.24676037, angledelta 45.5 deg
    360. 

  360. step 291 - lrate 0.000000, wchange 894388719.72574484, angledelta 45.5 deg
    361. 

  361. step 292 - lrate 0.000000, wchange 895172144.46699643, angledelta 45.5 deg
    362. 

  362. step 293 - lrate 0.000000, wchange 895956239.69490373, angledelta 45.5 deg
    363. 

  363. step 294 - lrate 0.000000, wchange 896740830.14535904, angledelta 45.5 deg
    364. 

  364. step 295 - lrate 0.000000, wchange 897526304.07262993, angledelta 45.5 deg
    365. 

  365. step 296 - lrate 0.000000, wchange 898312198.93575788, angledelta 45.5 deg
    366. 

  366. step 297 - lrate 0.000000, wchange 899098771.79095531, angledelta 45.5 deg
    367. 

  367. step 298 - lrate 0.000000, wchange 899886260.46731377, angledelta 45.5 deg
    368. 

  368. step 299 - lrate 0.000000, wchange 900674182.89386475, angledelta 45.5 deg
    369. 

  369. step 300 - lrate 0.000000, wchange 901462881.06246769, angledelta 45.5 deg
    370. 

  370. step 301 - lrate 0.000000, wchange 902251839.14211321, angledelta 45.5 deg
    371. 

  371. step 302 - lrate 0.000000, wchange 903041739.85464895, angledelta 45.5 deg
    372. 

  372. step 303 - lrate 0.000000, wchange 903832255.25883591, angledelta 45.5 deg
    373. 

  373. step 304 - lrate 0.000000, wchange 904623450.33124900, angledelta 45.5 deg
    374. 

  374. step 305 - lrate 0.000000, wchange 905415103.92987788, angledelta 45.5 deg
    375. 

  375. step 306 - lrate 0.000000, wchange 906207642.48087049, angledelta 45.5 deg
    376. 

  376. step 307 - lrate 0.000000, wchange 907001353.66291845, angledelta 45.5 deg
    377. 

  377. step 308 - lrate 0.000000, wchange 907794518.70651114, angledelta 45.5 deg
    378. 

  378. step 309 - lrate 0.000000, wchange 908588896.82802451, angledelta 45.5 deg
    379. 

  379. step 310 - lrate 0.000000, wchange 909384114.03955388, angledelta 45.5 deg
    380. 

  380. step 311 - lrate 0.000000, wchange 910179572.65434313, angledelta 45.5 deg
    381. 

  381. step 312 - lrate 0.000000, wchange 910975950.18678844, angledelta 45.5 deg
    382. 

  382. step 313 - lrate 0.000000, wchange 911773046.43466413, angledelta 45.5 deg
    383. 

  383. step 314 - lrate 0.000000, wchange 912570530.36810911, angledelta 45.5 deg
    384. 

  384. step 315 - lrate 0.000000, wchange 913368889.82251263, angledelta 45.5 deg
    385. 

  385. step 316 - lrate 0.000000, wchange 914167813.93304396, angledelta 45.5 deg
    386. 

  386. step 317 - lrate 0.000000, wchange 914967478.93211365, angledelta 45.5 deg
    387. 

  387. step 318 - lrate 0.000000, wchange 915767618.78995192, angledelta 45.5 deg
    388. 

  388. step 319 - lrate 0.000000, wchange 916568687.37056053, angledelta 45.5 deg
    389. 

  389. step 320 - lrate 0.000000, wchange 917370174.34151173, angledelta 45.5 deg
    390. 

  390. step 321 - lrate 0.000000, wchange 918172509.01675010, angledelta 45.5 deg
    391. 

  391. step 322 - lrate 0.000000, wchange 918975296.63426423, angledelta 45.5 deg
    392. 

  392. step 323 - lrate 0.000000, wchange 919778882.20401919, angledelta 45.5 deg
    393. 

  393. step 324 - lrate 0.000000, wchange 920583087.05722487, angledelta 45.5 deg
    394. 

  394. step 325 - lrate 0.000000, wchange 921387904.78446376, angledelta 45.5 deg
    395. 

  395. step 326 - lrate 0.000000, wchange 922193349.54956174, angledelta 45.5 deg
    396. 

  396. step 327 - lrate 0.000000, wchange 922999686.84177661, angledelta 45.5 deg
    397. 

  397. step 328 - lrate 0.000000, wchange 923806325.37006664, angledelta 45.5 deg
    398. 

  398. step 329 - lrate 0.000000, wchange 924613926.08614779, angledelta 45.5 deg
    399. 

  399. step 330 - lrate 0.000000, wchange 925422273.28677332, angledelta 45.5 deg
    400. 

  400. step 331 - lrate 0.000000, wchange 926230726.40559769, angledelta 45.5 deg
    401. 

  401. step 332 - lrate 0.000000, wchange 927040264.15664041, angledelta 45.5 deg
    402. 

  402. step 333 - lrate 0.000000, wchange 927850372.96002209, angledelta 45.5 deg
    403. 

  403. step 334 - lrate 0.000000, wchange 928661161.48470473, angledelta 45.5 deg
    404. 

  404. step 335 - lrate 0.000000, wchange 929472559.54091132, angledelta 45.5 deg
    405. 

  405. step 336 - lrate 0.000000, wchange 930284611.52335656, angledelta 45.5 deg
    406. 

  406. step 337 - lrate 0.000000, wchange 931097323.80683780, angledelta 45.5 deg
    407. 

  407. step 338 - lrate 0.000000, wchange 931910778.13736749, angledelta 45.5 deg
    408. 

  408. step 339 - lrate 0.000000, wchange 932724854.12471604, angledelta 45.5 deg
    409. 

  409. step 340 - lrate 0.000000, wchange 933539688.31858253, angledelta 45.5 deg
    410. 

  410. step 341 - lrate 0.000000, wchange 934355094.22957885, angledelta 45.5 deg
    411. 

  411. step 342 - lrate 0.000000, wchange 935171132.77224064, angledelta 45.5 deg
    412. 

  412. step 343 - lrate 0.000000, wchange 935987918.01977360, angledelta 45.5 deg
    413. 

  413. step 344 - lrate 0.000000, wchange 936805327.48793304, angledelta 45.5 deg
    414. 

  414. step 345 - lrate 0.000000, wchange 937623497.31313360, angledelta 45.5 deg
    415. 

  415. step 346 - lrate 0.000000, wchange 938442101.41977036, angledelta 45.5 deg
    416. 

  416. step 347 - lrate 0.000000, wchange 939262083.08367193, angledelta 45.5 deg
    417. 

  417. step 348 - lrate 0.000000, wchange 940081560.30584121, angledelta 45.5 deg
    418. 

  418. step 349 - lrate 0.000000, wchange 940902379.51576161, angledelta 45.5 deg
    419. 

  419. step 350 - lrate 0.000000, wchange 941723787.33690977, angledelta 45.5 deg
    420. 

  420. step 351 - lrate 0.000000, wchange 942545886.60919678, angledelta 45.5 deg
    421. 

  421. step 352 - lrate 0.000000, wchange 943368583.32911313, angledelta 45.5 deg
    422. 

  422. step 353 - lrate 0.000000, wchange 944192229.29447472, angledelta 45.5 deg
    423. 

  423. step 354 - lrate 0.000000, wchange 945016154.32697845, angledelta 45.5 deg
    424. 

  424. step 355 - lrate 0.000000, wchange 945840911.94745135, angledelta 45.5 deg
    425. 

  425. step 356 - lrate 0.000000, wchange 946666250.63428438, angledelta 45.5 deg
    426. 

  426. step 357 - lrate 0.000000, wchange 947492321.38084841, angledelta 45.5 deg
    427. 

  427. step 358 - lrate 0.000000, wchange 948319122.00866258, angledelta 45.5 deg
    428. 

  428. step 359 - lrate 0.000000, wchange 949146612.22905421, angledelta 45.5 deg
    429. 

  429. step 360 - lrate 0.000000, wchange 949975037.85134113, angledelta 45.5 deg
    430. 

  430. step 361 - lrate 0.000000, wchange 950803449.65832829, angledelta 45.5 deg
    431. 

  431. step 362 - lrate 0.000000, wchange 951632914.35064423, angledelta 45.5 deg
    432. 

  432. step 363 - lrate 0.000000, wchange 952463092.28240931, angledelta 45.5 deg
    433. 

  433. step 364 - lrate 0.000000, wchange 953294200.98800027, angledelta 45.5 deg
    434. 

  434. step 365 - lrate 0.000000, wchange 954125370.79775882, angledelta 45.5 deg
    435. 

  435. step 366 - lrate 0.000000, wchange 954957737.89437926, angledelta 45.5 deg
    436. 

  436. step 367 - lrate 0.000000, wchange 955790381.21994400, angledelta 45.5 deg
    437. 

  437. step 368 - lrate 0.000000, wchange 956624433.38476765, angledelta 45.5 deg
    438. 

  438. step 369 - lrate 0.000000, wchange 957458052.67414439, angledelta 45.5 deg
    439. 

  439. step 370 - lrate 0.000000, wchange 958292926.33059216, angledelta 45.5 deg
    440. 

  440. step 371 - lrate 0.000000, wchange 959128570.46844304, angledelta 45.5 deg
    441. 

  441. step 372 - lrate 0.000000, wchange 959965050.29404747, angledelta 45.5 deg
    442. 

  442. step 373 - lrate 0.000000, wchange 960801514.06345403, angledelta 45.5 deg
    443. 

  443. step 374 - lrate 0.000000, wchange 961639104.79806101, angledelta 45.5 deg
    444. 

  444. step 375 - lrate 0.000000, wchange 962477509.38937831, angledelta 45.5 deg
    445. 

  445. step 376 - lrate 0.000000, wchange 963316581.51575351, angledelta 45.5 deg
    446. 

  446. step 377 - lrate 0.000000, wchange 964155957.74135530, angledelta 45.5 deg
    447. 

  447. step 378 - lrate 0.000000, wchange 964996226.33933842, angledelta 45.5 deg
    448. 

  448. step 379 - lrate 0.000000, wchange 965837235.40835774, angledelta 45.5 deg
    449. 

  449. step 380 - lrate 0.000000, wchange 966679027.25872374, angledelta 45.5 deg
    450. 

  450. step 381 - lrate 0.000000, wchange 967521208.55558240, angledelta 45.5 deg
    451. 

  451. step 382 - lrate 0.000000, wchange 968364266.41896176, angledelta 45.5 deg
    452. 

  452. step 383 - lrate 0.000000, wchange 969207982.58104002, angledelta 45.5 deg
    453. 

  453. step 384 - lrate 0.000000, wchange 970052352.44917095, angledelta 45.5 deg
    454. 

  454. step 385 - lrate 0.000000, wchange 970897427.24969494, angledelta 45.5 deg
    455. 

  455. step 386 - lrate 0.000000, wchange 971743228.45364249, angledelta 45.5 deg
    456. 

  456. step 387 - lrate 0.000000, wchange 972589546.23125362, angledelta 45.5 deg
    457. 

  457. step 388 - lrate 0.000000, wchange 973436711.88420713, angledelta 45.5 deg
    458. 

  458. step 389 - lrate 0.000000, wchange 974284581.60298800, angledelta 45.5 deg
    459. 

  459. step 390 - lrate 0.000000, wchange 975133069.06047904, angledelta 45.5 deg
    460. 

  460. step 391 - lrate 0.000000, wchange 975982204.07379067, angledelta 45.5 deg
    461. 

  461. step 392 - lrate 0.000000, wchange 976832631.43437123, angledelta 45.5 deg
    462. 

  462. step 393 - lrate 0.000000, wchange 977682737.15808189, angledelta 45.5 deg
    463. 

  463. step 394 - lrate 0.000000, wchange 978534014.12737775, angledelta 45.5 deg
    464. 

  464. step 395 - lrate 0.000000, wchange 979385862.98401439, angledelta 45.5 deg
    465. 

  465. step 396 - lrate 0.000000, wchange 980238525.07955849, angledelta 45.5 deg
    466. 

  466. step 397 - lrate 0.000000, wchange 981091820.44530785, angledelta 45.5 deg
    467. 

  467. step 398 - lrate 0.000000, wchange 981945925.12663841, angledelta 45.5 deg
    468. 

  468. step 399 - lrate 0.000000, wchange 982800723.86182451, angledelta 45.5 deg
    469. 

  469. step 400 - lrate 0.000000, wchange 983656260.26286864, angledelta 45.5 deg
    470. 

  470. step 401 - lrate 0.000000, wchange 984512005.18052661, angledelta 45.5 deg
    471. 

  471. step 402 - lrate 0.000000, wchange 985368741.09539104, angledelta 45.5 deg
    472. 

  472. step 403 - lrate 0.000000, wchange 986226375.54227626, angledelta 45.5 deg
    473. 

  473. step 404 - lrate 0.000000, wchange 987084498.08011079, angledelta 45.5 deg
    474. 

  474. step 405 - lrate 0.000000, wchange 987943432.00889719, angledelta 45.5 deg
    475. 

  475. step 406 - lrate 0.000000, wchange 988802968.88245201, angledelta 45.5 deg
    476. 

  476. step 407 - lrate 0.000000, wchange 989663092.08924747, angledelta 45.5 deg
    477.