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  1. wallclock_time, test_perplexity, epoch, learning_rate, train_perplexity, dev_perplexity, epoch_minutes
  2. 1513278284.984660 , 306.32 , 1 , 1.0000 , 318.92 , 228.66, 1.37
  3. 1513278372.349693 , 220.75 , 2 , 1.0000 , 251.41 , 192.54, 1.38
  4. 1513278460.545305 , 185.35 , 3 , 1.0000 , 214.40 , 165.80, 1.39
  5. 1513278549.534688 , 159.67 , 4 , 1.0000 , 189.70 , 149.27, 1.39
  6. 1513278638.155675 , 143.73 , 5 , 1.0000 , 172.53 , 138.61, 1.39
  7. 1513278726.703388 , 133.20 , 6 , 1.0000 , 160.08 , 130.37, 1.39
  8. 1513278815.472911 , 125.22 , 7 , 1.0000 , 150.01 , 124.76, 1.39
  9. 1513278904.235227 , 119.59 , 8 , 1.0000 , 142.00 , 118.54, 1.39
  10. 1513278993.085468 , 113.53 , 9 , 1.0000 , 135.24 , 114.27, 1.39
  11. 1513279081.890555 , 109.71 , 10 , 1.0000 , 129.80 , 110.40, 1.39
  12. 1513279170.611957 , 106.10 , 11 , 1.0000 , 124.98 , 108.05, 1.39
  13. 1513279259.384062 , 103.60 , 12 , 1.0000 , 120.95 , 106.16, 1.39
  14. 1513279348.237719 , 101.86 , 13 , 1.0000 , 117.44 , 102.44, 1.39
  15. 1513279437.059454 , 98.14 , 14 , 1.0000 , 114.22 , 100.87, 1.40
  16. 1513279526.103324 , 96.97 , 15 , 1.0000 , 111.40 , 99.43 , 1.39
  17. 1513279614.974410 , 95.27 , 16 , 1.0000 , 108.97 , 97.39 , 1.40
  18. 1513279704.281280 , 93.51 , 17 , 1.0000 , 106.74 , 97.08 , 1.40
  19. 1513279793.294265 , 93.15 , 18 , 1.0000 , 104.74 , 94.69 , 1.40
  20. 1513279882.377106 , 90.69 , 19 , 1.0000 , 102.81 , 93.61 , 1.40
  21. 1513279971.440735 , 89.41 , 20 , 1.0000 , 101.03 , 92.33 , 1.40
  22. 1513280060.298002 , 88.39 , 21 , 1.0000 , 99.72 , 92.18 , 1.40
  23. 1513280149.198091 , 88.85 , 22 , 1.0000 , 98.00 , 91.19 , 1.39
  24. 1513280237.886737 , 87.32 , 23 , 1.0000 , 96.90 , 90.45 , 1.39
  25. 1513280326.578545 , 87.14 , 24 , 1.0000 , 95.55 , 89.15 , 1.39
  26. 1513280415.381121 , 85.54 , 25 , 1.0000 , 94.69 , 88.26 , 1.39
  27. 1513280504.037008 , 84.94 , 26 , 1.0000 , 93.28 , 87.99 , 1.40
  28. 1513280592.926001 , 84.39 , 27 , 1.0000 , 92.44 , 87.41 , 1.39
  29. 1513280681.699527 , 84.06 , 28 , 1.0000 , 91.59 , 86.86 , 1.39
  30. 1513280770.514664 , 83.53 , 29 , 1.0000 , 90.58 , 86.24 , 1.40
  31. 1513280859.492253 , 82.88 , 30 , 1.0000 , 89.93 , 85.21 , 1.39
  32. 1513280948.072421 , 81.97 , 31 , 1.0000 , 88.63 , 85.23 , 1.39
  33. 1513281120.256894 , 81.63 , 33 , 1.0000 , 87.46 , 84.85 , 1.39
  34. 1513281292.204106 , 80.86 , 35 , 1.0000 , 85.95 , 83.54 , 1.39
  35. 1513281380.798350 , 80.18 , 36 , 1.0000 , 85.38 , 83.86 , 1.39
  36. 1513281552.871555 , 80.13 , 38 , 1.0000 , 84.09 , 83.14 , 1.39
  37. 1513281724.947828 , 79.41 , 40 , 1.0000 , 83.22 , 82.38 , 1.39
  38. 1513281896.946199 , 78.55 , 42 , 1.0000 , 82.14 , 81.69 , 1.39
  39. 1513281985.467348 , 78.48 , 43 , 1.0000 , 81.66 , 81.29 , 1.39
  40. 1513282074.016622 , 78.24 , 44 , 1.0000 , 81.14 , 81.16 , 1.39
  41. 1513282162.686415 , 77.89 , 45 , 1.0000 , 80.70 , 80.68 , 1.39
  42. 1513282251.151230 , 77.48 , 46 , 1.0000 , 80.34 , 80.88 , 1.39
  43. 1513282423.420261 , 77.03 , 48 , 1.0000 , 79.56 , 80.73 , 1.39
  44. 1513282678.891277 , 76.69 , 51 , 1.0000 , 78.29 , 79.43 , 1.39
  45. 1513282767.520760 , 76.46 , 52 , 1.0000 , 78.05 , 79.75 , 1.39
  46. 1513283023.210058 , 75.60 , 55 , 1.0000 , 76.95 , 79.00 , 1.39
  47. 1513283195.257139 , 75.01 , 57 , 1.0000 , 76.33 , 78.16 , 1.39
  48. 1513283283.685265 , 75.14 , 58 , 1.0000 , 76.15 , 79.04 , 1.39
  49. 1513283705.271955 , 74.69 , 63 , 1.0000 , 74.68 , 77.80 , 1.39
  50. 1513283793.787450 , 74.26 , 64 , 1.0000 , 74.44 , 77.74 , 1.39
  51. 1513283882.458870 , 74.43 , 65 , 1.0000 , 74.34 , 77.62 , 1.39
  52. 1513283970.950213 , 74.66 , 66 , 1.0000 , 73.77 , 78.19 , 1.39
  53. 1513284143.066003 , 74.32 , 68 , 1.0000 , 73.64 , 77.91 , 1.39
  54. 1513284315.185814 , 73.94 , 70 , 1.0000 , 73.07 , 76.81 , 1.39
  55. 1513284403.776080 , 73.76 , 71 , 1.0000 , 72.83 , 76.97 , 1.39
  56. 1513284826.469633 , 73.51 , 76 , 1.0000 , 71.83 , 76.34 , 1.39
  57. 1513284915.257765 , 73.23 , 77 , 1.0000 , 71.64 , 76.72 , 1.39
  58. 1513285087.410135 , 73.07 , 79 , 1.0000 , 71.28 , 76.46 , 1.39
  59. 1513285593.564994 , 72.98 , 85 , 1.0000 , 70.22 , 75.40 , 1.39
  60. 1513285682.402299 , 72.41 , 86 , 1.0000 , 70.13 , 75.68 , 1.39
  61. 1513286105.068391 , 72.30 , 91 , 1.0000 , 69.41 , 75.93 , 1.39
  62. 1513286527.633172 , 72.01 , 96 , 1.0000 , 68.62 , 74.87 , 1.39
  63. 1513286616.177148 , 71.69 , 97 , 1.0000 , 68.73 , 75.04 , 1.39
  64. 1513287121.355082 , 71.63 , 103 , 1.0000 , 67.97 , 75.28 , 1.39
  65. 1513287376.651263 , 70.97 , 106 , 1.0000 , 67.50 , 74.76 , 1.39
  66. 1513287548.670267 , 71.48 , 108 , 1.0000 , 67.38 , 74.62 , 1.39
  67. 1513287637.033236 , 71.45 , 109 , 1.0000 , 67.06 , 74.63 , 1.39
  68. 1513287808.926657 , 71.06 , 111 , 1.0000 , 66.94 , 74.63 , 1.39
  69. 1513287981.010051 , 70.97 , 113 , 1.0000 , 66.79 , 74.60 , 1.39
  70. 1513288320.103655 , 70.54 , 117 , 1.0000 , 66.34 , 74.37 , 1.38
  71. 1513288906.087338 , 70.67 , 124 , 1.0000 , 65.64 , 74.20 , 1.39
  72. 1513289327.732128 , 70.07 , 129 , 1.0000 , 65.34 , 74.02 , 1.39
  73. 1513289999.457588 , 70.07 , 137 , 1.0000 , 64.55 , 73.34 , 1.39
  74. 1513290088.130013 , 70.09 , 138 , 1.0000 , 64.57 , 73.53 , 1.39
  75. 1513290677.430512 , 70.07 , 145 , 1.0000 , 64.10 , 73.71 , 1.39
  76. 1513290932.821134 , 69.48 , 148 , 1.0000 , 63.96 , 73.31 , 1.39
  77. 1513291437.943888 , 69.25 , 154 , 1.0000 , 63.62 , 73.42 , 1.38
  78. 1513292440.311166 , 69.07 , 166 , 1.0000 , 62.90 , 72.97 , 1.39
  79. 1513292861.028928 , 69.10 , 171 , 1.0000 , 62.48 , 72.94 , 1.39
  80. 1513293531.785129 , 68.80 , 179 , 0.9039 , 59.72 , 72.24 , 1.39
  81. 1513293620.193931 , 68.68 , 180 , 0.8858 , 59.08 , 71.78 , 1.39
  82. 1513293708.652309 , 68.29 , 181 , 0.8681 , 58.54 , 71.95 , 1.38
  83. 1513293879.329378 , 67.92 , 183 , 0.8337 , 57.26 , 71.44 , 1.38
  84. 1513294049.876765 , 67.69 , 185 , 0.8007 , 56.06 , 71.08 , 1.37
  85. 1513294219.372132 , 67.10 , 187 , 0.7690 , 54.90 , 70.19 , 1.37
  86. 1513294306.369701 , 66.78 , 188 , 0.7536 , 54.36 , 70.86 , 1.37
  87. 1513294639.325918 , 66.54 , 192 , 0.6951 , 52.19 , 69.66 , 1.37
  88. 1513294726.269418 , 66.10 , 193 , 0.6812 , 51.77 , 69.30 , 1.36
  89. 1513294813.151171 , 65.88 , 194 , 0.6676 , 51.31 , 69.81 , 1.37
  90. 1513295065.920498 , 65.81 , 197 , 0.6283 , 49.86 , 69.52 , 1.39
  91. 1513295237.269411 , 65.50 , 199 , 0.6035 , 48.97 , 69.36 , 1.38
  92. 1513295491.372307 , 64.99 , 202 , 0.5680 , 47.61 , 68.71 , 1.38
  93. 1513295579.402682 , 65.07 , 203 , 0.5566 , 47.31 , 68.47 , 1.39
  94. 1513295667.820285 , 64.63 , 204 , 0.5455 , 46.74 , 68.41 , 1.39
  95. 1513295756.073602 , 64.50 , 205 , 0.5346 , 46.43 , 68.16 , 1.39
  96. 1513295844.473943 , 64.41 , 206 , 0.5239 , 46.14 , 68.09 , 1.39
  97. 1513295932.918824 , 64.30 , 207 , 0.5134 , 45.61 , 68.04 , 1.39
  98. 1513296021.361022 , 64.12 , 208 , 0.5031 , 45.36 , 67.97 , 1.39
  99. 1513296109.867910 , 64.04 , 209 , 0.4931 , 45.02 , 67.95 , 1.39
  100. 1513296198.248164 , 64.14 , 210 , 0.4832 , 44.58 , 67.77 , 1.39
  101. 1513296286.523770 , 63.88 , 211 , 0.4735 , 44.37 , 67.76 , 1.39
  102. 1513296375.032842 , 63.91 , 212 , 0.4641 , 43.96 , 67.63 , 1.39
  103. 1513296463.580458 , 63.77 , 213 , 0.4548 , 43.60 , 67.59 , 1.39
  104. 1513296552.269942 , 63.83 , 214 , 0.4457 , 43.38 , 67.49 , 1.39
  105. 1513296640.964962 , 63.55 , 215 , 0.4368 , 42.95 , 67.17 , 1.39
  106. 1513296729.567964 , 63.39 , 216 , 0.4281 , 42.70 , 67.42 , 1.39
  107. 1513296985.441421 , 63.35 , 219 , 0.4029 , 41.73 , 67.26 , 1.39
  108. 1513297157.434124 , 63.05 , 221 , 0.3869 , 41.25 , 66.85 , 1.39
  109. 1513297245.863360 , 63.08 , 222 , 0.3792 , 40.97 , 66.97 , 1.39
  110. 1513297750.880249 , 62.85 , 228 , 0.3359 , 39.53 , 66.41 , 1.39
  111. 1513297839.332444 , 62.63 , 229 , 0.3292 , 39.24 , 66.83 , 1.38
  112. 1513298176.087665 , 62.30 , 233 , 0.3036 , 38.59 , 66.18 , 1.39
  113. 1513298348.086150 , 62.23 , 235 , 0.2916 , 38.12 , 66.39 , 1.39
  114. 1513298686.756526 , 62.13 , 239 , 0.2690 , 37.45 , 65.94 , 1.39
  115. 1513298775.131209 , 62.14 , 240 , 0.2636 , 37.37 , 66.09 , 1.39
  116. 1513299030.240975 , 62.02 , 243 , 0.2481 , 36.80 , 65.86 , 1.39
  117. 1513299285.370013 , 61.85 , 246 , 0.2335 , 36.44 , 65.70 , 1.39
  118. 1513299457.490978 , 61.78 , 248 , 0.2242 , 36.16 , 65.51 , 1.39
  119. 1513299712.677079 , 61.65 , 251 , 0.2111 , 35.82 , 65.41 , 1.39
  120. 1513300051.394402 , 61.48 , 255 , 0.1947 , 35.35 , 65.52 , 1.38
  121. 1513300306.220357 , 61.52 , 258 , 0.1832 , 35.12 , 65.23 , 1.39
  122. 1513300811.304457 , 61.43 , 264 , 0.1623 , 34.69 , 65.15 , 1.39
  123. 1513300899.662860 , 61.44 , 265 , 0.1591 , 34.63 , 65.23 , 1.39
  124. 1513301071.903398 , 61.37 , 267 , 0.1528 , 34.43 , 65.02 , 1.39
  125. 1513301160.565034 , 61.19 , 268 , 0.1497 , 34.43 , 65.01 , 1.39
  126. 1513301249.281021 , 61.30 , 269 , 0.1467 , 34.33 , 64.80 , 1.39
  127. 1513301337.922242 , 61.15 , 270 , 0.1438 , 34.38 , 65.04 , 1.39
  128. 1513301509.569246 , 61.11 , 272 , 0.1381 , 34.23 , 65.16 , 1.39
  129. 1513302263.926934 , 60.90 , 281 , 0.1151 , 34.00 , 64.81 , 1.39
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  132. 1513303111.198055 , 60.75 , 291 , 0.0941 , 34.00 , 64.48 , 1.38
  133. 1513303529.368974 , 60.81 , 296 , 0.0850 , 34.15 , 64.44 , 1.38
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