{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "##### 교재페이지 (324-328)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "7) Teach RNN" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "WARNING: The TensorFlow contrib module will not be included in TensorFlow 2.0.\n", "For more information, please see:\n", " * https://github.com/tensorflow/community/blob/master/rfcs/20180907-contrib-sunset.md\n", " * https://github.com/tensorflow/addons\n", "If you depend on functionality not listed there, please file an issue.\n", "\n", "WARNING:tensorflow:From :28: BasicLSTMCell.__init__ (from tensorflow.python.ops.rnn_cell_impl) is deprecated and will be removed in a future version.\n", "Instructions for updating:\n", "This class is equivalent as tf.keras.layers.LSTMCell, and will be replaced by that in Tensorflow 2.0.\n", "WARNING:tensorflow:From :31: dynamic_rnn (from tensorflow.python.ops.rnn) is deprecated and will be removed in a future version.\n", "Instructions for updating:\n", "Please use `keras.layers.RNN(cell)`, which is equivalent to this API\n", "WARNING:tensorflow:From C:\\Users\\jsdata00010\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\ops\\tensor_array_ops.py:162: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n", "Instructions for updating:\n", "Colocations handled automatically by placer.\n", "0 loss: 1.9436581 prediction: [[1 4 4 4 4 4]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: aeeeee\n", "1 loss: 1.7718391 prediction: [[1 4 4 4 4 4]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: aeeeee\n", "2 loss: 1.6294906 prediction: [[1 1 4 4 4 4]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: aaeeee\n", "3 loss: 1.4908638 prediction: [[1 1 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: aaaaed\n", "4 loss: 1.3433824 prediction: [[1 1 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: aaaaed\n", "5 loss: 1.191746 prediction: [[1 1 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: aaaaed\n", "6 loss: 1.0447502 prediction: [[1 1 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: aaaaed\n", "7 loss: 0.91180634 prediction: [[1 1 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: aaaaed\n", "8 loss: 0.7980819 prediction: [[1 1 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: aaaaed\n", "9 loss: 0.70017004 prediction: [[1 1 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: aaaaed\n", "10 loss: 0.61284757 prediction: [[1 1 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: aaaaed\n", "11 loss: 0.53421336 prediction: [[1 1 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: aaaaed\n", "12 loss: 0.46670806 prediction: [[1 1 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: aaaaed\n", "13 loss: 0.4124214 prediction: [[1 1 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: aaaaed\n", "14 loss: 0.36930346 prediction: [[1 1 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: aaaaed\n", "15 loss: 0.33322185 prediction: [[1 1 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: aaaaed\n", "16 loss: 0.3006605 prediction: [[1 1 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: aaaaed\n", "17 loss: 0.26946488 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "18 loss: 0.2387815 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "19 loss: 0.20875877 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "20 loss: 0.1800798 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "21 loss: 0.15348637 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "22 loss: 0.1294994 prediction: [[1 2 1 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4, 5]]\n", "\tPrediction str: ataaed\n", "58 loss: 0.0020951168 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "59 loss: 0.0020384942 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "60 loss: 0.0019864244 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "61 loss: 0.0019382937 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "62 loss: 0.0018936081 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "63 loss: 0.0018520508 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "64 loss: 0.0018132858 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "65 loss: 0.0017770554 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "66 loss: 0.0017430828 prediction: [[1 2 1 3 4 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ataaed\n", "101 loss: 0.0011496264 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "102 loss: 0.0011397866 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "103 loss: 0.0011299662 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "104 loss: 0.0011204632 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "105 loss: 0.0011110593 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "106 loss: 0.0011018141 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "107 loss: 0.001092767 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "108 loss: 0.001083819 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "109 loss: 0.0010750098 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 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5]]\n", "\tPrediction str: ataaed\n", "196 loss: 0.0006037559 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "197 loss: 0.0006003808 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "198 loss: 0.0005970851 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "199 loss: 0.0005937695 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "200 loss: 0.00059051346 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "201 loss: 0.000587317 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "202 loss: 0.00058408076 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "203 loss: 0.000580924 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "204 loss: 0.00057776715 prediction: [[1 2 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3, 4, 5]]\n", "\tPrediction str: ataaed\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "548 loss: 0.00016719464 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "549 loss: 0.00016677749 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "550 loss: 0.00016640004 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "551 loss: 0.00016594317 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "552 loss: 0.00016552603 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "553 loss: 0.00016504926 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "554 loss: 0.00016467184 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "555 loss: 0.00016429443 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", 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"813 loss: 9.476619e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "814 loss: 9.456753e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "815 loss: 9.44086e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "816 loss: 9.426953e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "817 loss: 9.409075e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "818 loss: 9.3892086e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "819 loss: 9.373316e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "820 loss: 9.357423e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "821 loss: 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1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1011 loss: 6.802609e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1012 loss: 6.788703e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1013 loss: 6.7787696e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1014 loss: 6.764863e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1015 loss: 6.76089e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1016 loss: 6.74301e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1017 loss: 6.7310895e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1018 loss: 6.7231435e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1019 loss: 6.715196e-05 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"\tPrediction str: ataaed\n", "1096 loss: 5.992046e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1097 loss: 5.9781392e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1098 loss: 5.970193e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1099 loss: 5.9622464e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1100 loss: 5.958273e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1101 loss: 5.9503258e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1102 loss: 5.9403927e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1103 loss: 5.9344322e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1104 loss: 5.9225124e-05 prediction: 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ataaed\n", "1113 loss: 5.843045e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1114 loss: 5.835098e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1115 loss: 5.8271515e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1116 loss: 5.821191e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1117 loss: 5.8072845e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1118 loss: 5.8013247e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1119 loss: 5.7933776e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1120 loss: 5.7874175e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1121 loss: 5.7794707e-05 prediction: [[1 2 1 3 4 5]] 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5]]\n", "\tPrediction str: ataaed\n", "1156 loss: 5.4953736e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1157 loss: 5.489414e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1158 loss: 5.481467e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1159 loss: 5.4735207e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1160 loss: 5.4735207e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1161 loss: 5.4635864e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1162 loss: 5.4556396e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1163 loss: 5.4457065e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1164 loss: 5.4417334e-05 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"\tPrediction str: ataaed\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1173 loss: 5.3721986e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1174 loss: 5.3682255e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1175 loss: 5.3582917e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1176 loss: 5.352332e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1177 loss: 5.342398e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1178 loss: 5.3364376e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1179 loss: 5.3304782e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1180 loss: 5.3245178e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", 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"1215 loss: 5.0761795e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1216 loss: 5.074193e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1217 loss: 5.07022e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1218 loss: 5.0583003e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1219 loss: 5.05234e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1220 loss: 5.0463794e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1221 loss: 5.0404196e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1222 loss: 5.034459e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1223 loss: 5.0265124e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 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5]]\n", "\tPrediction str: ataaed\n", "1241 loss: 4.9053233e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1242 loss: 4.90135e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1243 loss: 4.89539e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1244 loss: 4.88943e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1245 loss: 4.881483e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1246 loss: 4.879496e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1247 loss: 4.8715498e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1248 loss: 4.8655893e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1249 loss: 4.8636022e-05 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5]]\n", "\tPrediction str: ataaed\n", "1411 loss: 3.9735518e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1412 loss: 3.9636183e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1413 loss: 3.9576582e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1414 loss: 3.9536848e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1415 loss: 3.9477243e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1416 loss: 3.9417642e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1417 loss: 3.9397775e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1418 loss: 3.935804e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1419 loss: 3.9318307e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1420 loss: 3.9278573e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1421 loss: 3.91991e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1422 loss: 3.9179235e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1423 loss: 3.9119634e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1424 loss: 3.9099767e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1425 loss: 3.90203e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1426 loss: 3.8960694e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1427 loss: 3.8940823e-05 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3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1479 loss: 3.667595e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1480 loss: 3.6636215e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1481 loss: 3.6616344e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1482 loss: 3.6536876e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1483 loss: 3.651701e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1484 loss: 3.6497142e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1485 loss: 3.643754e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1486 loss: 3.6417674e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1487 loss: 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"\tPrediction str: ataaed\n", "1496 loss: 3.600046e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1497 loss: 3.5980593e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1498 loss: 3.594086e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1499 loss: 3.5901125e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1500 loss: 3.584152e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1501 loss: 3.5781915e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1502 loss: 3.5781915e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1503 loss: 3.5722314e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1504 loss: 3.5662713e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1505 loss: 3.562298e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1506 loss: 3.5583245e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1507 loss: 3.5563375e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1508 loss: 3.552364e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1509 loss: 3.546404e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1510 loss: 3.5444173e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1511 loss: 3.5384568e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1512 loss: 3.5344834e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1513 loss: 3.5285233e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1514 loss: 3.52455e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1515 loss: 3.5225632e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1516 loss: 3.5166027e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1517 loss: 3.514616e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1518 loss: 3.5066692e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1519 loss: 3.5066692e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1520 loss: 3.5026955e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: 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5]]\n", "\tPrediction str: ataaed\n", "1564 loss: 3.3318356e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1565 loss: 3.329849e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1566 loss: 3.321902e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1567 loss: 3.3199154e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1568 loss: 3.3179283e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1569 loss: 3.3119682e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1570 loss: 3.307995e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1571 loss: 3.306008e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1572 loss: 3.304021e-05 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"\tPrediction str: ataaed\n", "1598 loss: 3.2126307e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1599 loss: 3.2086573e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1600 loss: 3.202697e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1601 loss: 3.20071e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1602 loss: 3.196737e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1603 loss: 3.196737e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1604 loss: 3.1947504e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1605 loss: 3.1848165e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1606 loss: 3.1848165e-05 prediction: 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5]]\n", "\tPrediction str: ataaed\n", "1649 loss: 3.043757e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1650 loss: 3.0377967e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1651 loss: 3.0318368e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1652 loss: 3.0298499e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1653 loss: 3.0278632e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1654 loss: 3.0278632e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1655 loss: 3.0258763e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1656 loss: 3.0219027e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1657 loss: 3.0159426e-05 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"1700 loss: 2.8848168e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1701 loss: 2.8808434e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1702 loss: 2.8788567e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1703 loss: 2.8728964e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1704 loss: 2.8728964e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1705 loss: 2.8709095e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1706 loss: 2.866936e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1707 loss: 2.860976e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1708 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5]]\n", "\tPrediction str: ataaed\n", "1734 loss: 2.7854792e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1735 loss: 2.7815055e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1736 loss: 2.7795188e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1737 loss: 2.775545e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1738 loss: 2.775545e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1739 loss: 2.7715716e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1740 loss: 2.769585e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1741 loss: 2.7656115e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1742 loss: 2.7616381e-05 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"\tPrediction str: ataaed\n", "1751 loss: 2.7397837e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1752 loss: 2.7397837e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1753 loss: 2.73581e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1754 loss: 2.7298496e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1755 loss: 2.7278631e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1756 loss: 2.7238897e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1757 loss: 2.7219028e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1758 loss: 2.7179292e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1759 loss: 2.7179292e-05 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5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1794 loss: 2.6205778e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1795 loss: 2.614618e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1796 loss: 2.6086575e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1797 loss: 2.6066706e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1798 loss: 2.6066706e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1799 loss: 2.6046837e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1800 loss: 2.6046837e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1801 loss: 2.5987238e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1802 loss: 2.5967369e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1803 loss: 2.5947502e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1804 loss: 2.5927633e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1805 loss: 2.5887897e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1806 loss: 2.5887897e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1807 loss: 2.5887897e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1808 loss: 2.580843e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1809 loss: 2.578856e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1810 loss: 2.5748825e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1811 loss: 2.5728956e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1812 loss: 2.5728956e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1813 loss: 2.5689222e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1814 loss: 2.5649488e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1815 loss: 2.5649488e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1816 loss: 2.5649488e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1817 loss: 2.5609752e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1818 loss: 2.5570018e-05 prediction: [[1 2 1 3 4 5]] true Y: 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4, 5]]\n", "\tPrediction str: ataaed\n", "1836 loss: 2.513293e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1837 loss: 2.513293e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1838 loss: 2.513293e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1839 loss: 2.5093195e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1840 loss: 2.503359e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1841 loss: 2.503359e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1842 loss: 2.5013722e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1843 loss: 2.4993857e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1844 loss: 2.4973988e-05 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"\tPrediction str: ataaed\n", "1853 loss: 2.4755442e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1854 loss: 2.4695837e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1855 loss: 2.467597e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1856 loss: 2.4636238e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1857 loss: 2.4636238e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1858 loss: 2.4616369e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1859 loss: 2.4576633e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1860 loss: 2.4576633e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1861 loss: 2.4556764e-05 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"\tPrediction str: ataaed\n", "1870 loss: 2.4338222e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1871 loss: 2.4318357e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1872 loss: 2.4258752e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1873 loss: 2.4238883e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1874 loss: 2.4219018e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1875 loss: 2.4219018e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1876 loss: 2.4219018e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1877 loss: 2.4219018e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1878 loss: 2.4159415e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1879 loss: 2.411968e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1880 loss: 2.409981e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1881 loss: 2.409981e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1882 loss: 2.4079942e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1883 loss: 2.4040206e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1884 loss: 2.4040206e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1885 loss: 2.4020337e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1886 loss: 2.3960738e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1887 loss: 2.3960738e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1888 loss: 2.3901133e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1889 loss: 2.3901133e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1890 loss: 2.3901133e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1891 loss: 2.3881264e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1892 loss: 2.384153e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1893 loss: 2.378193e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1894 loss: 2.376206e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1895 loss: 2.376206e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1896 loss: 2.376206e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1897 loss: 2.3742192e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1898 loss: 2.3702456e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1899 loss: 2.368259e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1900 loss: 2.3662722e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1901 loss: 2.3622986e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1902 loss: 2.3583252e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1903 loss: 2.3563383e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1904 loss: 2.3563383e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1905 loss: 2.3563383e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1906 loss: 2.3503779e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1907 loss: 2.3503779e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1908 loss: 2.3464045e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1909 loss: 2.3464045e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1910 loss: 2.3444176e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1911 loss: 2.3404442e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction 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5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1921 loss: 2.314616e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1922 loss: 2.314616e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1923 loss: 2.3126293e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1924 loss: 2.3106424e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1925 loss: 2.3106424e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1926 loss: 2.308656e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1927 loss: 2.3046825e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1928 loss: 2.3026956e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1929 loss: 2.3007087e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1930 loss: 2.2967353e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1931 loss: 2.2967353e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1932 loss: 2.2947488e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1933 loss: 2.292762e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1934 loss: 2.292762e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1935 loss: 2.2868015e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1936 loss: 2.2848148e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1937 loss: 2.2848148e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1938 loss: 2.2848148e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1939 loss: 2.2828279e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1940 loss: 2.2768676e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1941 loss: 2.2748809e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1942 loss: 2.272894e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1943 loss: 2.272894e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1944 loss: 2.2669337e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1945 loss: 2.264947e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1946 loss: 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5]]\n", "\tPrediction str: ataaed\n", "1955 loss: 2.2450793e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1956 loss: 2.2430924e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1957 loss: 2.2391188e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1958 loss: 2.2391188e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1959 loss: 2.2371321e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1960 loss: 2.2331587e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1961 loss: 2.2291852e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1962 loss: 2.2291852e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1963 loss: 2.2291852e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1964 loss: 2.2252116e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1965 loss: 2.2232247e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1966 loss: 2.2212382e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1967 loss: 2.2212382e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1968 loss: 2.2212382e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1969 loss: 2.2212382e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1970 loss: 2.2192513e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1971 loss: 2.2152779e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1972 loss: 2.2093174e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1973 loss: 2.2093174e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1974 loss: 2.2073305e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1975 loss: 2.2053438e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1976 loss: 2.2013704e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1977 loss: 2.2013704e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1978 loss: 2.2013704e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1979 loss: 2.1973967e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1980 loss: 2.1973967e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1981 loss: 2.1934233e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1982 loss: 2.1914366e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1983 loss: 2.1894497e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1984 loss: 2.1874628e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1985 loss: 2.1874628e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1986 loss: 2.1854761e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1987 loss: 2.1815027e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1988 loss: 2.1795158e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1989 loss: 2.1755424e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1990 loss: 2.1755424e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1991 loss: 2.1755424e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1992 loss: 2.1735555e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1993 loss: 2.169582e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1994 loss: 2.169582e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1995 loss: 2.1656084e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1996 loss: 2.1656084e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1997 loss: 2.1616346e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1998 loss: 2.1556747e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "1999 loss: 2.1536878e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2000 loss: 2.1536878e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2001 loss: 2.1536878e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2002 loss: 2.1536878e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2003 loss: 2.1497142e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2004 loss: 2.1457407e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2005 loss: 2.1437538e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2006 loss: 2.1417669e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2007 loss: 2.1397804e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2008 loss: 2.1377939e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2009 loss: 2.1377939e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2010 loss: 2.13382e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2011 loss: 2.1318334e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2012 loss: 2.1318334e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2013 loss: 2.1298465e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2014 loss: 2.1298465e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2015 loss: 2.12786e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2016 loss: 2.1199126e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2017 loss: 2.1199126e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2018 loss: 2.1199126e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2019 loss: 2.1159392e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2020 loss: 2.1159392e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2021 loss: 2.1119657e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2022 loss: 2.1119657e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2023 loss: 2.1119657e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2024 loss: 2.1079919e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2025 loss: 2.1060054e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2026 loss: 2.1040185e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2027 loss: 2.0960715e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2028 loss: 2.0960715e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2029 loss: 2.0960715e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2030 loss: 2.0940846e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2031 loss: 2.0940846e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2032 loss: 2.0940846e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2033 loss: 2.090111e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2034 loss: 2.090111e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2035 loss: 2.0881242e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2036 loss: 2.0841508e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2037 loss: 2.0801772e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2038 loss: 2.0781903e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2039 loss: 2.0762036e-05 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"\tPrediction str: ataaed\n", "2048 loss: 2.0622963e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2049 loss: 2.0622963e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2050 loss: 2.0603095e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2051 loss: 2.0563359e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2052 loss: 2.0523625e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2053 loss: 2.0503756e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2054 loss: 2.0483887e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2055 loss: 2.0464022e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2056 loss: 2.0464022e-05 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"\tPrediction str: ataaed\n", "2065 loss: 2.0245476e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2066 loss: 2.0245476e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2067 loss: 2.0245476e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2068 loss: 2.0245476e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2069 loss: 2.020574e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2070 loss: 2.0146137e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\tPrediction str: ataaed\n", "2071 loss: 2.0146137e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2072 loss: 2.0146137e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2073 loss: 2.0146137e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2074 loss: 2.012627e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2075 loss: 2.0106401e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2076 loss: 2.0066665e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2077 loss: 2.0046798e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2078 loss: 2.0046798e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2079 loss: 2.002693e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2080 loss: 2.002693e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2081 loss: 2.000706e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2082 loss: 1.9967327e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2083 loss: 1.9967327e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2084 loss: 1.9967327e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2085 loss: 1.9967327e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2086 loss: 1.9907724e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2087 loss: 1.9887855e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2088 loss: 1.9828254e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2089 loss: 1.9788517e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction 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5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2099 loss: 1.966931e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2100 loss: 1.9649442e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2101 loss: 1.9629573e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2102 loss: 1.9629573e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2103 loss: 1.958984e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2104 loss: 1.9569972e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2105 loss: 1.9550103e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2106 loss: 1.9530235e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2107 loss: 1.94905e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2108 loss: 1.9470634e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2109 loss: 1.9470634e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2110 loss: 1.9470634e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2111 loss: 1.9450765e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2112 loss: 1.9450765e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2113 loss: 1.9391162e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2114 loss: 1.9391162e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2115 loss: 1.9391162e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2116 loss: 1.9391162e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2117 loss: 1.9391162e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2118 loss: 1.9351426e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2119 loss: 1.9331559e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2120 loss: 1.931169e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2121 loss: 1.931169e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2122 loss: 1.9271954e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2123 loss: 1.9271954e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2124 loss: 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5]]\n", "\tPrediction str: ataaed\n", "2133 loss: 1.9073277e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2134 loss: 1.9073277e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2135 loss: 1.9053408e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2136 loss: 1.9053408e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2137 loss: 1.9033541e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2138 loss: 1.8993805e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2139 loss: 1.8993805e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2140 loss: 1.8934203e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2141 loss: 1.8914336e-05 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"\tPrediction str: ataaed\n", "2150 loss: 1.8814997e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2151 loss: 1.8755392e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2152 loss: 1.8755392e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2153 loss: 1.8735525e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2154 loss: 1.8735525e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2155 loss: 1.8735525e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2156 loss: 1.8735525e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2157 loss: 1.8715658e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2158 loss: 1.869579e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2159 loss: 1.8675923e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2160 loss: 1.8636187e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2161 loss: 1.8636187e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2162 loss: 1.859645e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2163 loss: 1.8576582e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2164 loss: 1.8556715e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2165 loss: 1.8556715e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2166 loss: 1.8556715e-05 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"2260 loss: 1.7086497e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2261 loss: 1.706663e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2262 loss: 1.706663e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2263 loss: 1.7026894e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2264 loss: 1.7007025e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2265 loss: 1.7007025e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2266 loss: 1.7007025e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2267 loss: 1.7007025e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2268 loss: 1.7007025e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 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3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2277 loss: 1.6848084e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2278 loss: 1.6828217e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2279 loss: 1.6808348e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2280 loss: 1.6768612e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2281 loss: 1.6768612e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2282 loss: 1.6768612e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2283 loss: 1.6748745e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2284 loss: 1.6728876e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2285 loss: 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4, 5]]\n", "\tPrediction str: ataaed\n", "2294 loss: 1.6589802e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2295 loss: 1.6550066e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2296 loss: 1.6530197e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2297 loss: 1.651033e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2298 loss: 1.651033e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2299 loss: 1.651033e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2300 loss: 1.651033e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2301 loss: 1.6490463e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2302 loss: 1.6470594e-05 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4, 5]]\n", "\tPrediction str: ataaed\n", "2396 loss: 1.52387875e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2397 loss: 1.52189195e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2398 loss: 1.52189195e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2399 loss: 1.5199052e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2400 loss: 1.5199052e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2401 loss: 1.5199052e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2402 loss: 1.5179183e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2403 loss: 1.5159318e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2404 loss: 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4, 5]]\n", "\tPrediction str: ataaed\n", "2413 loss: 1.49805055e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2414 loss: 1.4960638e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2415 loss: 1.4960638e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2416 loss: 1.4960638e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2417 loss: 1.494077e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2418 loss: 1.494077e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2419 loss: 1.494077e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2420 loss: 1.4920901e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2421 loss: 1.4901034e-05 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"\tPrediction str: ataaed\n", "2489 loss: 1.408645e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2490 loss: 1.408645e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2491 loss: 1.408645e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2492 loss: 1.408645e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2493 loss: 1.408645e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2494 loss: 1.40665825e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2495 loss: 1.4046715e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2496 loss: 1.4046715e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2497 loss: 1.4006978e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2498 loss: 1.4006978e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2499 loss: 1.398711e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2500 loss: 1.3967243e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2501 loss: 1.3967243e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2502 loss: 1.3947376e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2503 loss: 1.3947376e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2504 loss: 1.3927507e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2505 loss: 1.3927507e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2506 loss: 1.3907639e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2507 loss: 1.3867902e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2508 loss: 1.3867902e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2509 loss: 1.3867902e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2510 loss: 1.3867902e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2511 loss: 1.3867902e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2512 loss: 1.3867902e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2513 loss: 1.38480345e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2514 loss: 1.38480345e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2515 loss: 1.38480345e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2516 loss: 1.38480345e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2517 loss: 1.3788433e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2518 loss: 1.3788433e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2519 loss: 1.3788433e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2520 loss: 1.3788433e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2521 loss: 1.3768564e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2522 loss: 1.3768564e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2523 loss: 1.3768564e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2524 loss: 1.3768564e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2525 loss: 1.3748696e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2526 loss: 1.3728829e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2527 loss: 1.3669224e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2528 loss: 1.3649356e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2529 loss: 1.3649356e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2530 loss: 1.36294875e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2531 loss: 1.36294875e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2532 loss: 1.36294875e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2533 loss: 1.36096205e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2534 loss: 1.36096205e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2535 loss: 1.36096205e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2536 loss: 1.36096205e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2537 loss: 1.3569886e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2538 loss: 1.3550018e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2539 loss: 1.3550018e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2540 loss: 1.3550018e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2541 loss: 1.3550018e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2542 loss: 1.3550018e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2543 loss: 1.3530149e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2544 loss: 1.3530149e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2545 loss: 1.3530149e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2546 loss: 1.3530149e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2547 loss: 1.3510281e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2548 loss: 1.3470546e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2549 loss: 1.3450677e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2550 loss: 1.3450677e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2551 loss: 1.343081e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2552 loss: 1.343081e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2553 loss: 1.343081e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2554 loss: 1.343081e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2555 loss: 1.3410942e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2556 loss: 1.3410942e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2557 loss: 1.3410942e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2558 loss: 1.3371207e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2559 loss: 1.3351339e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2560 loss: 1.3351339e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2561 loss: 1.3351339e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2562 loss: 1.3351339e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2563 loss: 1.3351339e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2564 loss: 1.3351339e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2565 loss: 1.3351339e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2566 loss: 1.3311603e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2567 loss: 1.3311603e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2568 loss: 1.3291734e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2569 loss: 1.3251999e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2570 loss: 1.3251999e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2571 loss: 1.3251999e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2572 loss: 1.3232131e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2573 loss: 1.3212262e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2574 loss: 1.3212262e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2575 loss: 1.3212262e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2576 loss: 1.3212262e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2577 loss: 1.3192395e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2578 loss: 1.3192395e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2579 loss: 1.3192395e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2580 loss: 1.3152659e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2581 loss: 1.3152659e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2582 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1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2591 loss: 1.3013584e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2592 loss: 1.3013584e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2593 loss: 1.3013584e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2594 loss: 1.3013584e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2595 loss: 1.3013584e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2596 loss: 1.3013584e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2597 loss: 1.3013584e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2598 loss: 1.3013584e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2599 loss: 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4, 5]]\n", "\tPrediction str: ataaed\n", "2608 loss: 1.2874509e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2609 loss: 1.2874509e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2610 loss: 1.2874509e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2611 loss: 1.2854641e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2612 loss: 1.2854641e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2613 loss: 1.2814904e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2614 loss: 1.2814904e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2615 loss: 1.2814904e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2616 loss: 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4, 5]]\n", "\tPrediction str: ataaed\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2625 loss: 1.2715565e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2626 loss: 1.2715565e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2627 loss: 1.26956975e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2628 loss: 1.26956975e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2629 loss: 1.26956975e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2630 loss: 1.267583e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2631 loss: 1.267583e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2632 loss: 1.2655961e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2633 loss: 1.2636093e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2634 loss: 1.2636093e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2635 loss: 1.2616225e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2636 loss: 1.2576491e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2637 loss: 1.2556622e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2638 loss: 1.2556622e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2639 loss: 1.2556622e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2640 loss: 1.2556622e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2641 loss: 1.2536754e-05 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4, 5]]\n", "\tPrediction str: ataaed\n", "2710 loss: 1.1861243e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2711 loss: 1.1861243e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2712 loss: 1.1861243e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2713 loss: 1.1861243e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2714 loss: 1.1861243e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2715 loss: 1.1861243e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2716 loss: 1.1861243e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2717 loss: 1.1861243e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2718 loss: 1.1841376e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2719 loss: 1.1841376e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2720 loss: 1.1821508e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2721 loss: 1.1781772e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2722 loss: 1.1761904e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2723 loss: 1.1742035e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2724 loss: 1.1722167e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2725 loss: 1.1722167e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2726 loss: 1.1722167e-05 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"\tPrediction str: ataaed\n", "2735 loss: 1.1642695e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2736 loss: 1.1642695e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2737 loss: 1.1642695e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2738 loss: 1.1642695e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2739 loss: 1.1642695e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2740 loss: 1.1642695e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2741 loss: 1.1622828e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2742 loss: 1.1622828e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2743 loss: 1.1622828e-05 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"\tPrediction str: ataaed\n", "2752 loss: 1.1523489e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2753 loss: 1.150362e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2754 loss: 1.150362e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2755 loss: 1.150362e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2756 loss: 1.150362e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2757 loss: 1.150362e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2758 loss: 1.150362e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2759 loss: 1.1483753e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2760 loss: 1.1444017e-05 prediction: 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4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2778 loss: 1.1324809e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2779 loss: 1.1265205e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2780 loss: 1.1265205e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2781 loss: 1.1245337e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2782 loss: 1.1245337e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2783 loss: 1.1245337e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2784 loss: 1.1245337e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2785 loss: 1.1225469e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2786 loss: 1.12056005e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2787 loss: 1.12056005e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2788 loss: 1.1185733e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2789 loss: 1.11459985e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2790 loss: 1.11459985e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2791 loss: 1.11459985e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2792 loss: 1.11459985e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2793 loss: 1.11459985e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2794 loss: 1.11459985e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2795 loss: 1.11459985e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2796 loss: 1.11459985e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2797 loss: 1.11459985e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2798 loss: 1.1126131e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2799 loss: 1.1106262e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2800 loss: 1.1086394e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2801 loss: 1.1086394e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2802 loss: 1.1086394e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2803 loss: 1.1086394e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2804 loss: 1.1086394e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2805 loss: 1.1066526e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2806 loss: 1.1066526e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2807 loss: 1.1066526e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2808 loss: 1.1066526e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2809 loss: 1.1046657e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2810 loss: 1.1006921e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2811 loss: 1.0987054e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2812 loss: 1.0987054e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2813 loss: 1.0947318e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2814 loss: 1.0947318e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2815 loss: 1.0947318e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2816 loss: 1.0947318e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2817 loss: 1.0947318e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2818 loss: 1.092745e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2819 loss: 1.092745e-05 prediction: [[1 2 1 3 4 5]] 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1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2837 loss: 1.0828109e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2838 loss: 1.0808241e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2839 loss: 1.0808241e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2840 loss: 1.0808241e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2841 loss: 1.0768506e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2842 loss: 1.0768506e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2843 loss: 1.0768506e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2844 loss: 1.0748638e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2845 loss: 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"\tPrediction str: ataaed\n", "2871 loss: 1.05300915e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2872 loss: 1.05300915e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2873 loss: 1.05300915e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2874 loss: 1.05300915e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2875 loss: 1.0510223e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2876 loss: 1.0510223e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2877 loss: 1.0470487e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2878 loss: 1.0470487e-05 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2879 loss: 1.043075e-05 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ataaed\n", "2964 loss: 9.794974e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2965 loss: 9.794974e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2966 loss: 9.794974e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2967 loss: 9.794974e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2968 loss: 9.775107e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2969 loss: 9.735371e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2970 loss: 9.735371e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2971 loss: 9.735371e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2972 loss: 9.735371e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2973 loss: 9.735371e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2974 loss: 9.735371e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2975 loss: 9.735371e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2976 loss: 9.735371e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2977 loss: 9.735371e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2978 loss: 9.7155025e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2979 loss: 9.655899e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2980 loss: 9.655899e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2981 loss: 9.655899e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2982 loss: 9.655899e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2983 loss: 9.636031e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2984 loss: 9.636031e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2985 loss: 9.636031e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2986 loss: 9.636031e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2987 loss: 9.636031e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2988 loss: 9.636031e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2989 loss: 9.636031e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2990 loss: 9.636031e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2991 loss: 9.636031e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2992 loss: 9.616163e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2993 loss: 9.616163e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2994 loss: 9.596295e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2995 loss: 9.556559e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2996 loss: 9.556559e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2997 loss: 9.556559e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2998 loss: 9.556559e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n", "2999 loss: 9.556559e-06 prediction: [[1 2 1 3 4 5]] true Y: [[1, 2, 1, 3, 4, 5]]\n", "\tPrediction str: ataaed\n" ] } ], "source": [ "import tensorflow as tf\n", "import numpy as np\n", "tf.set_random_seed(777) # reproducibility\n", "\n", "num_classes = 7\n", "input_dim = 6 # one-hot size\n", "hidden_size = 5 # output from the LSTM. 5 to directly predict one-hot\n", "batch_size = 1 # one sentence\n", "sequence_length = 6 # |ihello| == 6\n", "learning_rate = 0.1\n", "\n", "idx2char = ['d','a','t','a','e','d','u'] # d=0, a=1, t=2, e=3, d=4, u=5\n", "x_data = [[[0, 1, 2, 1, 3, 4]]]# dataed\n", "x_one_hot = [[[1,0,0,0,0,0], #d\n", " [0,1,0,0,0,0], #a\n", " [0,0,1,0,0,0], #t\n", " [0,0,0,1,0,0], #e\n", " [0,0,0,0,1,0], #d\n", " [0,0,0,0,0,1]]] #u\n", "\n", "y_data = [[1, 2, 1, 3, 4, 5]] # ataedu\n", "\n", "\n", "X = tf.placeholder(\n", " tf.float32, [None, sequence_length, input_dim]) # X one-hot\n", "Y = tf.placeholder(tf.int32, [None, sequence_length]) # Y label\n", "\n", "cell = tf.contrib.rnn.BasicLSTMCell(num_units=hidden_size, state_is_tuple=True)\n", "initial_state = cell.zero_state(batch_size, tf.float32)\n", "outputs, _states = tf.nn.dynamic_rnn(\n", " cell, X, initial_state=initial_state, dtype=tf.float32)\n", "\n", "# FC layer\n", "X_for_fc = tf.reshape(outputs, [-1, hidden_size])\n", "# fc_w = tf.get_variable(\"fc_w\", [hidden_size, num_classes])\n", "# fc_b = tf.get_variable(\"fc_b\", [num_classes])\n", "# outputs = tf.matmul(X_for_fc, fc_w) + fc_b\n", "outputs = tf.contrib.layers.fully_connected(\n", " inputs=X_for_fc, num_outputs=num_classes, activation_fn=None)\n", "\n", "# reshape out for sequence_loss\n", "outputs = tf.reshape(outputs, [batch_size, sequence_length, num_classes])\n", "\n", "weights = tf.ones([batch_size, sequence_length])\n", "sequence_loss = tf.contrib.seq2seq.sequence_loss(\n", " logits=outputs, targets=Y, weights=weights)\n", "loss = tf.reduce_mean(sequence_loss)\n", "train = tf.train.AdamOptimizer(learning_rate=learning_rate).minimize(loss)\n", "\n", "prediction = tf.argmax(outputs, axis=2)\n", "\n", "with tf.Session() as sess:\n", " sess.run(tf.global_variables_initializer())\n", " for i in range(3000):\n", " l, _ = sess.run([loss, train], feed_dict={X: x_one_hot, Y: y_data})\n", " result = sess.run(prediction, feed_dict={X: x_one_hot})\n", " print(i, \"loss:\", l, \"prediction: \", result, \"true Y: \", y_data)\n", "\n", " # print char using dic\n", " result_str = [idx2char[c] for c in np.squeeze(result)]\n", " print(\"\\tPrediction str: \", ''.join(result_str))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", 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