deep-learning-with-python-notebooks/8.1-text-generation-with-lstm.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "原文代码作者：François Chollet\n",
    "\n",
    "github：https://github.com/fchollet/deep-learning-with-python-notebooks\n",
    "\n",
    "中文注释制作：黄海广\n",
    "\n",
    "github：https://github.com/fengdu78\n",
    "\n",
    "代码全部测试通过。\n",
    "\n",
    "配置环境：keras 2.2.1（原文是2.0.8，运行结果一致），tensorflow 1.8，python 3.6，\n",
    "\n",
    "主机：显卡：一块1080ti；内存：32g（注：绝大部分代码不需要GPU）\n",
    "![公众号](data/gongzhong.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'2.2.1'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import keras\n",
    "keras.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Text generation with LSTM\n",
    "#  使用 LSTM 生成文本\n",
    "\n",
    "This notebook contains the code samples found in Chapter 8, Section 1 of [Deep Learning with Python](https://www.manning.com/books/deep-learning-with-python?a_aid=keras&a_bid=76564dff). Note that the original text features far more content, in particular further explanations and figures: in this notebook, you will only find source code and related comments.\n",
    "\n",
    "----\n",
    "\n",
    "[...]\n",
    "\n",
    "## Implementing character-level LSTM text generation\n",
    "\n",
    "\n",
    "Let's put these ideas in practice in a Keras implementation. The first thing we need is a lot of text data that we can use to learn a \n",
    "language model. You could use any sufficiently large text file or set of text files -- Wikipedia, the Lord of the Rings, etc. In this \n",
    "example we will use some of the writings of Nietzsche, the late-19th century German philosopher (translated to English). The language model \n",
    "we will learn will thus be specifically a model of Nietzsche's writing style and topics of choice, rather than a more generic model of the \n",
    "English language.\n",
    "\n",
    "## 实现字符级的 LSTM 文本生成\n",
    "\n",
    "下面用 Keras 来实现这些想法。首先需要可用于学习语言模型的大量文本数据。我们可以使用任意足够大的一个或多个文本文件——维基百科、《指环王》等。本例将使用尼采的一些作品，他是 19 世纪末期的德国哲学家，这些作品已经被翻译成英文。因此，我们要学习的语言模型将是针对于尼采的写作风格和主题的模型，而不是关于英语的通用模型。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preparing the data\n",
    "\n",
    "Let's start by downloading the corpus and converting it to lowercase:\n",
    "\n",
    "## 准备数据\n",
    "首先下载语料，并将其转换为小写。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Corpus length: 600893\n"
     ]
    }
   ],
   "source": [
    "import keras\n",
    "import numpy as np\n",
    "path = 'data/nietzsche.txt'\n",
    "#这个数据已经下载好了，在上面那个路径\n",
    "# path = keras.utils.get_file(\n",
    "#     'nietzsche.txt',\n",
    "#     origin='https://s3.amazonaws.com/text-datasets/nietzsche.txt')\n",
    "text = open(path).read().lower()\n",
    "print('Corpus length:', len(text))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "Next, we will extract partially-overlapping sequences of length `maxlen`, one-hot encode them and pack them in a 3D Numpy array `x` of \n",
    "shape `(sequences, maxlen, unique_characters)`. Simultaneously, we prepare a array `y` containing the corresponding targets: the one-hot \n",
    "encoded characters that come right after each extracted sequence.\n",
    "\n",
    "接下来，我们要提取长度为 maxlen 的序列（这些序列之间存在部分重叠），对它们进行 one-hot 编码，然后将其打包成形状为 (sequences, maxlen,unique_characters) 的三维 Numpy 数组。与此同时，我们还需要准备一个数组 y，其中包含对应的目标，即在每一个所提取的序列之后出现的字符（已进行 one-hot 编码）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sequences: 200278\n",
      "Unique characters: 58\n",
      "Vectorization...\n"
     ]
    }
   ],
   "source": [
    "# Length of extracted character sequences\n",
    "# 提取 60 个字符组成的序列\n",
    "maxlen = 60\n",
    "\n",
    "# We sample a new sequence every `step` characters\n",
    "# 每 3 个字符采样一个新序列 \n",
    "step = 3\n",
    "\n",
    "# This holds our extracted sequences（保存所提取的序列）\n",
    "sentences = []\n",
    "\n",
    "# This holds the targets (the follow-up characters)\n",
    "# 保存目标（即下一个字符）\n",
    "next_chars = []\n",
    "\n",
    "for i in range(0, len(text) - maxlen, step):\n",
    "    sentences.append(text[i: i + maxlen])\n",
    "    next_chars.append(text[i + maxlen])\n",
    "print('Number of sequences:', len(sentences))\n",
    "\n",
    "# List of unique characters in the corpus（语料中唯一字符组成的列表）\n",
    "chars = sorted(list(set(text)))\n",
    "print('Unique characters:', len(chars))\n",
    "# Dictionary mapping unique characters to their index in `chars`\n",
    "# 一个字典，将唯一字符映射为它在列表 chars 中的索引\n",
    "char_indices = dict((char, chars.index(char)) for char in chars)\n",
    "\n",
    "# Next, one-hot encode the characters into binary arrays.\n",
    "# 将字符 one-hot 编码为 二进制数组\n",
    "print('Vectorization...')\n",
    "x = np.zeros((len(sentences), maxlen, len(chars)), dtype=np.bool)\n",
    "y = np.zeros((len(sentences), len(chars)), dtype=np.bool)\n",
    "for i, sentence in enumerate(sentences):\n",
    "    for t, char in enumerate(sentence):\n",
    "        x[i, t, char_indices[char]] = 1\n",
    "    y[i, char_indices[next_chars[i]]] = 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Building the network\n",
    "\n",
    "Our network is a single `LSTM` layer followed by a `Dense` classifier and softmax over all possible characters. But let us note that \n",
    "recurrent neural networks are not the only way to do sequence data generation; 1D convnets also have proven extremely successful at it in \n",
    "recent times.\n",
    "\n",
    "## 构建网络\n",
    "这个网络是一个单层 LSTM，然后是一个 Dense 分类器和对所有可能字符的 softmax。但要注意，循环神经网络并不是序列数据生成的唯一方法，最近已经证明一维卷积神经网络也可以成功用于序列数据生成。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras import layers\n",
    "\n",
    "model = keras.models.Sequential()\n",
    "model.add(layers.LSTM(128, input_shape=(maxlen, len(chars))))\n",
    "model.add(layers.Dense(len(chars), activation='softmax'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since our targets are one-hot encoded, we will use `categorical_crossentropy` as the loss to train the model:\n",
    "\n",
    "目标是经过 one-hot 编码的，所以训练模型需要使用 categorical_crossentropy 作为损失。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "optimizer = keras.optimizers.RMSprop(lr=0.01)\n",
    "model.compile(loss='categorical_crossentropy', optimizer=optimizer)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training the language model and sampling from it\n",
    "\n",
    "\n",
    "Given a trained model and a seed text snippet, we generate new text by repeatedly:\n",
    "\n",
    "* 1) Drawing from the model a probability distribution over the next character given the text available so far\n",
    "* 2) Reweighting the distribution to a certain \"temperature\"\n",
    "* 3) Sampling the next character at random according to the reweighted distribution\n",
    "* 4) Adding the new character at the end of the available text\n",
    "\n",
    "This is the code we use to reweight the original probability distribution coming out of the model, \n",
    "and draw a character index from it (the \"sampling function\"):\n",
    "\n",
    "## 训练语言模型并从中采样 \n",
    "给定一个训练好的模型和一个种子文本片段，我们可以通过重复以下操作来生成新的文本。 \n",
    "* (1) 给定目前已生成的文本，从模型中得到下一个字符的概率分布。\n",
    "* (2) 根据某个温度对分布进行重新加权。\n",
    "* (3) 根据重新加权后的分布对下一个字符进行随机采样。 \n",
    "* (4) 将新字符添加到文本末尾。 \n",
    "\n",
    "下列代码将对模型得到的原始概率分布进行重新加权，并从中抽取一个字符索引［采样函数（sampling function）］。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sample(preds, temperature=1.0):\n",
    "    preds = np.asarray(preds).astype('float64')\n",
    "    preds = np.log(preds) / temperature\n",
    "    exp_preds = np.exp(preds)\n",
    "    preds = exp_preds / np.sum(exp_preds)\n",
    "    probas = np.random.multinomial(1, preds, 1)\n",
    "    return np.argmax(probas)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "Finally, this is the loop where we repeatedly train and generated text. We start generating text using a range of different temperatures \n",
    "after every epoch. This allows us to see how the generated text evolves as the model starts converging, as well as the impact of \n",
    "temperature in the sampling strategy.\n",
    "\n",
    "最后，下面这个循环将反复训练并生成文本。在每轮过后都使用一系列不同的温度值来生成文本。这样我们可以看到，随着模型收敛，生成的文本如何变化，以及温度对采样策略的影响。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch 1\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 215s 1ms/step - loss: 1.9824\n",
      "--- Generating with seed: \"alumniators and detractors, even when they still remain our\n",
      "\"\n",
      "------ temperature: 0.2\n",
      "alumniators and detractors, even when they still remain our\n",
      "wand and scient and something the great and the concertions of the preasons of the belise such a the sumpless of the presense of the presense of the believes and a conders and such a menound and the sumplences of the fast the preason of the mental something the self the presens of the preason of the presense of the fact and the means of the measer of the wally and such a the sumpless of the contri\n",
      "------ temperature: 0.5\n",
      "he measer of the wally and such a the sumpless of the contrine in the sumpless and the noce and sefal and mentines, and that the freed sumblent the meads the in the such a distiments of must in the spirit and smouls thenelves individual of\n",
      "the despersion of the for the purcomity, and simply be invereness of the fend the faules of the preasous of all a would the great to which\n",
      "in the scoull in a love to the the well is\n",
      "the become in the fart man a dirple an\n",
      "------ temperature: 1.0\n",
      "ve to the the well is\n",
      "the become in the fart man a dirple and\n",
      "misteds all then introods regrore his\n",
      "agradom of a mause they nawnar \"among-nameons and then now\n",
      "deligiinato the fancage a green prestem, and thought: them,\n",
      "wand hfon nabces it placasion and are reids hor befolse privirss of metervisifeence emplious no say\" pase\n",
      "suchition, and stroader difsationsgatismance in the if the the misul--the heirs; as this a\n",
      "\n",
      "now will,\" theyselfry shemtenced--no door i\n",
      "------ temperature: 1.2\n",
      "eirs; as this a\n",
      "\n",
      "now will,\" theyselfry shemtenced--no door injo-tnately, fearori, ons\n",
      "suevel\n",
      "should valicie to et life corlice\n",
      "affererads exemes pitice opriclly divleces than\n",
      "thrwerveh barefwertious piolous to somer in feelny,\n",
      "aptrity man-to8ece sicticity\n",
      "humaby puseness, this\n",
      "\"nowh to highy hem it is\n",
      "in\n",
      "doondublems,  \"\"wholorge unjuat\n",
      "by hooac\n",
      "essernire is knifere, wholso bohice .owise, of privilote out it is sumborred fool? thut a fins the rele-edented a\n",
      "epoch 2\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 212s 1ms/step - loss: 1.6290\n",
      "--- Generating with seed: \"ough they may dash and break their heads thereon. people hav\"\n",
      "------ temperature: 0.2\n",
      "ough they may dash and break their heads thereon. people have the profor the stranger the fact of the proment and spirit and state of the promment and the art of the same and more and state of the same the profound the farther of the concessition of the promation of the same the mankind and not the profor of the concessition of the condition of the fast and state of the mankind and mankind the distiment of the fastion of the concemstance of the proment and\n",
      "------ temperature: 0.5\n",
      "timent of the fastion of the concemstance of the proment and the comparation of comparis in our terse of a way and strangure and in the disinternation of the new asward and moral which not been the concessition of the fore their free species is course and other which the make the former and men and mort light to a prescent and higher from the canter of some and philosophers and still in the spirital because the mast the greek of the nor in the some and \"ma\n",
      "------ temperature: 1.0\n",
      "al because the mast the greek of the nor in the some and \"matich contitions,\n",
      "in fromoruring of the methinc and innect and fore relight\n",
      "radiful moved alweltaw its race!\n",
      "\n",
      "nawieves sernating, is unmich indeed ans should of for as the namily for comparoce, rake. \n",
      "this a soler--as\n",
      "the fact mattrably doubly inaty of should bested--and apaus! in\n",
      "the certaind that a lrom spoclued, estemational--and wret regover the arem findly\n",
      "mated\n",
      "intersany, mental dagent.uph hi\n",
      "------ temperature: 1.2\n",
      "egover the arem findly\n",
      "mated\n",
      "intersany, mental dagent.uph his asconte of ricine, intelved intemplatace in inlenemed would\n",
      "nothy\n",
      "to !   fastificatiod beparawewads.y--of every diver  tive him accornce.\n",
      "poger homed. in whented world intempt\n",
      "ow obldamty, from what curtimsely a\n",
      "knowpelt shopted combleration of them ap unjichticatic thes, and centirence rodings atcelt patain\" pretoole; we can, will with me stees without\n",
      "bith, w.\n",
      "-long herchrie theirs\n",
      "epis anteke\n",
      "epoch 3\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 210s 1ms/step - loss: 1.5387\n",
      "--- Generating with seed: \"rse in general. the\n",
      "whole teleology is so planned that man d\"\n",
      "------ temperature: 0.2\n",
      "rse in general. the\n",
      "whole teleology is so planned that man deception of the sense of the same there is a soul-possible and so the philosophy of the same the sense and persorated the concerning and so the soul-possible and personal simples of the most such a manifest and all the same the sense of the same the same them as a manifests and self-should the have no longer the same themselves and as a so the present the existences of the sense of the same the co\n",
      "------ temperature: 0.5\n",
      "o the present the existences of the sense of the same the comparish and manifest\n",
      "and therefore: it if the same that it is a feels of the mode of the desire and of the same and dependence of their therefore, not in the motive and of the good an organity the contentions, and it is all the atters of a reserve as a \"most careness--and that a have boons, the more therefore: it is an and the fack and as lain that the same come as the disconduct the corness and s\n",
      "------ temperature: 1.0\n",
      " lain that the same come as the disconduct the corness and sided truth are manifind fat of the\n",
      "keatherress appegience, as for sromet which its world. withnee, i has but over one even any pomsied adattery, as a philosopher of instincts and ethics, and refinen for the best it\n",
      "is whatever: oribliables not to\n",
      "sevied which with world and\n",
      "know--que manifiply all in\n",
      "the \"mirdamatic of about according, sansdon, the knowledweed in a macher tye puted to virturis of \n",
      "------ temperature: 1.2\n",
      "nsdon, the knowledweed in a macher tye puted to virturis of the greetol-phang, if should i darmination. as could or acvores they not an excectesting! \"whereo), teal. time open is aldoven are bemoor\". -etfully no  ochaponsuphy enlog whoever\n",
      "veupond, a mabore once anx\n",
      "mastestely its sayem to dispetted wither a prived unto account  bry plamrest having-prehent can ficition, otherly aqker symp time has navesi: would otigatation.\"--is\n",
      "estaffustreby if matherisie\n",
      "epoch 4\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 916s 5ms/step - loss: 1.4939\n",
      "--- Generating with seed: \"s\n",
      "the truth. hence the child has faith in the judgments of i\"\n",
      "------ temperature: 0.2\n",
      "s\n",
      "the truth. hence the child has faith in the judgments of intellection of the spirit of the spirit and fact and the more soul and action and the spirit of the man in the same for the same the constrained the superie of the man and soul and and the more so the most the soul and the same and in the instincts of the mankind and the man and soul and the more so the strength and the same the more subject the most desire and the strength and the fact of the sam\n",
      "------ temperature: 0.5\n",
      "ect the most desire and the strength and the fact of the same and or and the manner the deception and begerd deferent, in the consequents of religion of the man and sthen of reality, the instincts the can some desire the way his decreation of the man and precisely and precisel and the more suffering the sense of satisfactic from the refore interporances the does the most mankind and differentable and \"intellectiality in any of constitute and the hand ether\n",
      "------ temperature: 1.0\n",
      "and \"intellectiality in any of constitute and the hand ethertoful, to be be be-ill general political mankind and vain with refine-manding good be still a dictionment of mankind said betray\n",
      "a, indeed estationty and so\n",
      " and commisicy great overeable of idmany! preciment of commut iast and impthaper not interpedority's bindst and pley\n",
      "aphriciouing and\n",
      "nather man, if they deeped ophires,\n",
      "and\n",
      "nightnessain honesty in\n",
      "religiod dign subject\"\n",
      "indiffereat any once\n",
      "c\n",
      "------ temperature: 1.2\n",
      "ain honesty in\n",
      "religiod dign subject\"\n",
      "indiffereat any once\n",
      "cally dret, ay of ciection, such to a \"cerience and\n",
      "precysely modeer,\" tod, and liade lone. no bove which has \"caples the driugid forching mound sgimes deris. his good have in sa.'s, ratuis were. feeld accome\n",
      "powh,\n",
      "eper itiving reid so--inteful as erroruring about the the hack with\n",
      "that dagfelm heigved psonzes h, to devil arm for own pleasure, is fettering work\n",
      "recillness. knowledgenting more self-\n",
      "epoch 5\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 915s 5ms/step - loss: 1.4647\n",
      "--- Generating with seed: \"on of\n",
      "woman in the hitherto existing order of society has en\"\n",
      "------ temperature: 0.2\n",
      "on of\n",
      "woman in the hitherto existing order of society has entire and the sensition of the sense of the most the most the sense of the same and in the power and something and something and the all the more something and something and a more and in the belief to the sensition of the sensition of the soul and a mankind and something and the such a man conscience of the same the man who has a man and society of the more something in a more such a power and a m\n",
      "------ temperature: 0.5\n",
      "society of the more something in a more such a power and a man to a man who former and he does he discomplemation is a must we cominary from the man formed those something is whole is not as one must be destrayment to mankind and the must against and too are a constardite and opposition of himself is not a society. he was a pain himself of the super-tastition of the purat to the dominate is one may be a more mankind once may be world a time and soul and so\n",
      "------ temperature: 1.0\n",
      "y be a more mankind once may be world a time and soul and so to stood does sought conceptageding are, suffering who me\n",
      "metormy and\n",
      "bands, as while sick. they have it sansitumament and ablutics\n",
      "self-one\" will be thes \n",
      "taste. was as thrikes, once he and sother to\n",
      "sway and while destrugainy of moral oppurely castes and suffry memothsing is netide he attention-own should queived\n",
      "mornes, the stable their\n",
      "all he oddracul cultures the reston, her, who is, artilig\n",
      "------ temperature: 1.2\n",
      "ir\n",
      "all he oddracul cultures the reston, her, who is, artilig enough prstorable in the portrycapatt\n",
      "  unshow -where, supis would cainfting to have books; irself,\n",
      "hus, depact, ethiis from which\n",
      "he has this bit have been thoral\n",
      "knowlesily woughty doftness, on the odined they zaves, of his dese\n",
      "as : that he call \"time a\n",
      "didt (of truth. they shiughty, among for a even theself knowledgek setplasy as the german super-to one whole\n",
      "\"echoparism\n",
      "greas course\n",
      "to the a\n",
      "epoch 6\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 913s 5ms/step - loss: 1.4440\n",
      "--- Generating with seed: \" though they would choke and\n",
      "strangle it, out of jealousy--a\"\n",
      "------ temperature: 0.2\n",
      " though they would choke and\n",
      "strangle it, out of jealousy--as the same the master of the same the senses of the such a same and also the senses of the same the properating of the mastering with the strength and the properting of the mastering to the such a spirit and self-such a specialing of the same self-contempt to the exception of the same the present perhaps in the same the present problems of the same the strength and any strong in the problems of th\n",
      "------ temperature: 0.5\n",
      "f the same the strength and any strong in the problems of the master. they mast bely as we listtent of the ears of the senses, the man the case of all the are, as in the properting of one has it \"doing to the free oneside of the world is also the way, the may be of the acts of thoughts of present its fears and same to the may being of the present from which a man belief the properating not only be stringing to the also such case of the contempt, which is a\n",
      "------ temperature: 1.0\n",
      " stringing to the also such case of the contempt, which is a desided wwith the stept us, may, knowledgeing bedwered, too, but perpections of the class to vat ood there is not former for the poses, the dacture epotesing whether entire insteltion, the desirated, and without man out of uses. the high a pact to been his deceive is or \"re to,ar to its modeped of gheeit opining, has\n",
      "cury least marky ones distrmining, perhaps. assoul pictisying wommsteruss, desir\n",
      "------ temperature: 1.2\n",
      "s distrmining, perhaps. assoul pictisying wommsteruss, desire, ach of emplair.--unjust, are from is as malical ifere, accipe he laugh ensted outsis may,\n",
      "other wold giftics, belwe crasing himself perhap outsibed subst: they greeky renvespived who mad, he frond, through caplationsly, pyolably presentrals, its haged to be or lat\n",
      "eyules: \"dears animal mischie any instinct had rearar, civilization\n",
      "of\n",
      "every tad persiny,--every long tell\" tooy\n",
      "most goods of the s\n",
      "epoch 7\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 915s 5ms/step - loss: 1.4262\n",
      "--- Generating with seed: \"result of two\n",
      "prior, single, separate feelings, is judgment \"\n",
      "------ temperature: 0.2\n",
      "result of two\n",
      "prior, single, separate feelings, is judgment and self-who has a man with the man and the same and the sense of the worth and the most the man that it is a man with the most and the man that the consequencealing the sense of the most present the man the most and the same the man with the sense of the most and with the world to a man is a man is a man is a man is a man is a man with the master and the sense of the worth the world to the conseq\n",
      "------ temperature: 0.5\n",
      "he master and the sense of the worth the world to the consequencealing and interposing to a problem of the most case to the developation of the consequently the so the all the consequently the problem with a man of the mast of every one must be see the world to consequently the origin of the worth as it is to a world to him, to the bad and most unwerced to a person of the standard in the instinct and pain, and therefore the master of the manifest, and the \n",
      "------ temperature: 1.0\n",
      "and pain, and therefore the master of the manifest, and the profes frontions hard on anoty todgrtation in the religious ourself--and are communitiments and necessant advace that the reard? and i belold at any tranition too kand! wile\" of the remain form for loal-extralant\n",
      "and each hunger, perhapphy, \n",
      " and existence is not be sages although the can be his inventions have sturition of the fullert ending, and to prived ie a, it is lat prenciptable as of these\n",
      "------ temperature: 1.2\n",
      "ding, and to prived ie a, it is lat prenciptable as of these the\n",
      "on the falseaie convcived. takvous spholh, modalqued, raceds woman because\n",
      "here w it \"ih? even.\n",
      "\n",
      "21.\n",
      "\n",
      "1 if well impure, ratudonce,\"--there are generally unteltiaquarence, to a fective, wit, vensure to grow\n",
      "his siny, ivens should \"nature, o cosmoit exploftice).\n",
      "\n",
      "1\n",
      "newer home and at long-equcings, and that sy to \"what myself: we that this coaster, or ifulssedel their doging tarughtnouranis of a\n",
      "epoch 8\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 912s 5ms/step - loss: 1.4122\n",
      "--- Generating with seed: \"e\n",
      "case of every other people, is unfortunately only too ofte\"\n",
      "------ temperature: 0.2\n",
      "e\n",
      "case of every other people, is unfortunately only too often the spirit and the sense of the most in the contradistic of the spiritual so the spiritual and of the spirit and the spirits of the same of the spirits of the spiritually and conception of the sense of the supposing of the strength the strength and the supposing in the most and the spirit of the the spiritual and of the spirit and properting of the strength the most the soul of the man and the c\n",
      "------ temperature: 0.5\n",
      "rting of the strength the most the soul of the man and the conception of the meaning something that and in the deluch the most the feeling from the real and something for the sense of the supposing the present be rule the sentiment of the dile soul in all the the made and messical superioric of their sense of the spirits of all the most realing, and enthusial man is a supposing, in shain to the eaged in the same the proor and propertion, as the probed in t\n",
      "------ temperature: 1.0\n",
      "ged in the same the proor and propertion, as the probed in the science, what wait because is fortrnance. there\n",
      "who noglopely but they would beneld very being,\n",
      "costopanme all object\n",
      "\"herothing to misuaged end \"duilo of the gercain under wagne devblencacily for envieor,\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "when if one of ahreaing as his pertantly, is no lest as our may be wait, has have proves its\n",
      "to victises,\n",
      "when is a\n",
      "still\n",
      "habit, are!\n",
      "\n",
      "\n",
      "1itur of him had have long sucerbarish of bold percepti\n",
      "------ temperature: 1.2\n",
      "e!\n",
      "\n",
      "\n",
      "1itur of him had have long sucerbarish of bold perceptioned\n",
      "european, a there; as the fortocati in grothess--whe can preces,\n",
      "suffercs strothes groufl and as lude who once\n",
      "soay now-\n",
      "unrall\"\" \"viduce judged short, no plive--the judice in nor involume a dowethiz and the reactifit only all, the\n",
      "decitedhy on durity--his\n",
      "trosth-yhor. but we religive seent\n",
      "of an\n",
      "paromat -himself not a probes ask of whoo\n",
      "new vaditiin of the\n",
      "same! simply the sgly\" heypists' \"a\n",
      "epoch 9\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 914s 5ms/step - loss: 1.4009\n",
      "--- Generating with seed: \"sire for \"freedom of will\"\n",
      "in the superlative, metaphysical \"\n",
      "------ temperature: 0.2\n",
      "sire for \"freedom of will\"\n",
      "in the superlative, metaphysical and the more that the contempt of the more and the strength and in the strength and the most still the more all the spirits that the most soul in the form of the more strength and the more sublime to the more and whole form of the part of the strength and the subjection of the promise the same than to the more spirits and soul and the more and the same in the spirits and the strength and the more \n",
      "------ temperature: 0.5\n",
      "e and the same in the spirits and the strength and the more than the powerful the philosopher cases the moral to the man and acquives of the conscious of the reals of the all the present does not be different and souls of the way itself--for the most man the ears of comparation of the europe of the constitute of the world to self--and the basis of the extent in the strength in the more struggle that the right that the personal the tested in the master of t\n",
      "------ temperature: 1.0\n",
      "at the right that the personal the tested in the master of the geverties of bark, but finger whiche surone mbat its rulal spirits of macking begins is lits irs the sin, camiling to pace sensusts and tywards he\n",
      "arte offed strenglon and deplike than to the beaves good man homatic-placed of saveloners is metaphysical\n",
      "crieng manifests\n",
      "peised pain once the sucridiscies both which is do nowanase, the general nebilate on which is tod time as\n",
      "devalit.\n",
      "\n",
      "na\n",
      "presoung\n",
      "------ temperature: 1.2\n",
      "neral nebilate on which is tod time as\n",
      "devalit.\n",
      "\n",
      "na\n",
      "presoungs, who abpulse as \"becashem lames o philosophers of this evil, us \"your to cannast fath a dovatesx--on embliging in schollyy that religion most accommand against a human ;\" i becoming unldomexull lippens from all to othep; bus no\n",
      "blencessive). indeed, this really fals means, with force.\" severic more discanted in and unaccormenokee times, nor\n",
      "enthrle, it not wordwing his torth it crio: tmusics, to\n",
      "epoch 10\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 916s 5ms/step - loss: 1.3913\n",
      "--- Generating with seed: \"y itself, however, has\n",
      "been regarded as something \"given.\" h\"\n",
      "------ temperature: 0.2\n",
      "y itself, however, has\n",
      "been regarded as something \"given.\" he will strength and more something in the superiority of the sense of the strength and spirit and spirit and the strength and soul seems to the strength and sense of the most consideration of the sense of the sense of the strength the strength and strong and strong and such a soul and sense of the promise and more and spirit and the spirit of the conduct the sure of the strength and something with\n",
      "------ temperature: 0.5\n",
      "t of the conduct the sure of the strength and something with the more such as a general\n",
      "significance of which the strew has a threat on which a stronger of the good to understand of the such sense of the interpret to present difficult of the same who state of the soul and should the same might the fact the word of his passionally possible that his complete the most be something which the science as the complexirate it is the word whatever he expediency of \n",
      "------ temperature: 1.0\n",
      "s the complexirate it is the word whatever he expediency of every smod\"\" learned are something sundeed; of nature of us\"ificable frost to itselft e! the\n",
      "deed by necessity; this should\n",
      "how other, one is after,\n",
      "reilogy at likered\n",
      "party is here not englishd\" and like-accurable\n",
      "condition-vylon\n",
      "one morely grown reprepord too like young and \"nature is, the fear, even and\n",
      "science, even\n",
      "at least deminse things of compares, as as all\n",
      "does something of intelligemati\n",
      "------ temperature: 1.2\n",
      "hings of compares, as as all\n",
      "does something of intelligematic frishep to cha is own war knot which whate? his dorally, for who \n",
      "right\n",
      "with a pruites. altht the might beberiing underlance--seldom his more acceptine, afsort and\n",
      "evil is and misus is but let beoveerfuls at englith uimaging from matter\n",
      "may also ma: the experiences,\n",
      "formerly quiscionalitn, and really\n",
      "laity, silence (and come--him. for hhis a imparenced anct\"--and the fear tetenne would vere in l\n",
      "epoch 11\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 918s 5ms/step - loss: 1.3822\n",
      "--- Generating with seed: \"s in\n",
      "common. on this account the people of one nation unders\"\n",
      "------ temperature: 0.2\n",
      "s in\n",
      "common. on this account the people of one nation understanding and subtle and soul and the strength in the same than the strength and the subtle the stranger and soul and the philosopher in the strength it is always and the great the same than to a consists and the consists to a philosopher and believe and the more strange the sense of the strength and from the sense of the same the subtle the sense that the same of the same than the strength and self\n",
      "------ temperature: 0.5\n",
      "e sense that the same of the same than the strength and self-disparation of a more and the self-knowledge of the resture of philosophers and subtling the strong subtle art him to possibing the science of the radical pain of the intention of the lits to be more intellect\n",
      "and morality and\n",
      "that it not preduce in the supersicial who was also for the most immense is considorism of the struggle and good of standant, and a free spirits and nothing of it, to be be\n",
      "------ temperature: 1.0\n",
      " of standant, and a free spirits and nothing of it, to be be philosical called, woman in.--at fore--lest. it  loal.\n",
      "\n",
      "21nes have to merore, must from the rentials of every circlation with religions it: woman inceal and\n",
      "adventure pasvious agesually grows, i part of ennow, skeps that is now a lat the more, the corrowary which me\n",
      "case that old antime, presence that is also the to man\n",
      "dangers, are a abyst\n",
      "counting free life, \"impativedising to an\n",
      "diversious in \n",
      "------ temperature: 1.2\n",
      "yst\n",
      "counting free life, \"impativedising to an\n",
      "diversious in viciousior\n",
      "armotife. is means life--it is the according that shome. afffirence is absolect before what \"a clount, and if i mean them moral ammud, superimman, artofr, it has not to expedience\" andaquery, bstich apdaded; and thin guroriina of brings thry cat mis: \"let too ?the =vermaled, bear has it it not not to palsum\n",
      "obtainty; we has more englishmance and\n",
      "powerff\n",
      "feal\n",
      "same sick. both ie treat all\n",
      "epoch 12\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 915s 5ms/step - loss: 1.3756\n",
      "--- Generating with seed: \"ealed under the most venerated types of contemporary moralit\"\n",
      "------ temperature: 0.2\n",
      "ealed under the most venerated types of contemporary morality of the subjucted the most superficial to the man and self-desire to the strong and considerations of the same and soul and the most perhaps the cause and soul, and the strong and sense of the contrary the contrary to the most the contrary the world and self-always be a thing the strong to the problem to the same and the contrary to the same of the most the contrary the contrary the particular an\n",
      "------ temperature: 0.5\n",
      "same of the most the contrary the contrary the particular and acts and boundr's--and there is the basis of the books as the position of the proved and man with the contrary the highest a tained to a new paration, the way as solitude, and a complexation of the most feeling of honour, the great previous and partions itself of the saint and self-desire to the rearn the world of interesting of the soul, as the ancient who\n",
      "was one soul and the spirit of the str\n",
      "------ temperature: 1.0\n",
      "l, as the ancient who\n",
      "was one soul and the spirit of the stronged and sike grown old civilonce and cal in rebire under the cause to reas hofteat, howevers to be fiftire exitual one latt. shart of fact \"good long our learnest, a full,\" is not centurely\n",
      "if self one\n",
      "in this wast protod eom\n",
      "is name anoungeate and venlection.\" and like it boul real\n",
      "love with one sounds.\n",
      "\n",
      "\n",
      "1set.\n",
      "\n",
      "1 \n",
      "the\n",
      "greing. the\n",
      "sense: if the \"paroicals a frence of\n",
      "circlationm the \"grod estim\n",
      "------ temperature: 1.2\n",
      "e: if the \"paroicals a frence of\n",
      "circlationm the \"grod estimate, we arxite\n",
      "lessumes to o pand one cassuonal la; fine;timent. at have wenders, to a good as\n",
      "name of one then not something folly), i must rather not soul that instinctskely enoughs\n",
      "in personawly\n",
      "descens oneself. capnica play, and religing. dispicely with all \n",
      "a; you\n",
      "deed is confline.\n",
      "inderen the\n",
      "evolve wor, interous, ago popitions. the hone, a gratill.\"\n",
      "\n",
      "rentmomon suffers. there are intellingn,\n",
      "epoch 13\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 915s 5ms/step - loss: 1.3686\n",
      "--- Generating with seed: \"nce of the deportment of love that\n",
      "is promised in every inst\"\n",
      "------ temperature: 0.2\n",
      "nce of the deportment of love that\n",
      "is promised in every instinct of the man and the man and the man and conscience of the form of the same the man and the most spirit and sense and soul and the conscience of the world the start the way of a more man and the start the same and the way of the contempt the man and the sense and the same and some the man and the interestion of the transmance of the most and the man and sense of the same and mankind of the man \n",
      "------ temperature: 0.5\n",
      "st and the man and sense of the same and mankind of the man be all the man all the proved, and condition of the immediately to a man, the way to charmation and society that the conterminally for the man of an action of the way and\n",
      "the man which has been pleasure to a many promoin of the english artic love and of the master of the freedom. the same truth, and self-sacrifice in the fears and purlos to be feeling in the end of the sensition to good in new con\n",
      "------ temperature: 1.0\n",
      "to be feeling in the end of the sensition to good in new consiuth thrind by ovircuternate\n",
      "inorigin\" in the magine quiroly gard, what is only, what is always saarting as\n",
      "and should too hearing worn perhaps, by the teculim, lightents, (or in wimang caset, to the same become\n",
      "art forth, these pertains and for simpler as painture is deervened to asbah as\n",
      "self memorous believed\" view, \n",
      "glade art look in the , wh"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\programdata\\anaconda3\\envs\\tf\\lib\\site-packages\\ipykernel_launcher.py:3: RuntimeWarning: divide by zero encountered in log\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "oever scient, but but messe are\n",
      "another was with ag\n",
      "------ temperature: 1.2\n",
      " the , whoever scient, but but messe are\n",
      "another was with agrieot egn wfore, aganticas fethef: right, who trained upon in coar, to him (why before an\n",
      "adgming samed as\n",
      "dote\"; whom every free, woman\n",
      "in the inxrition of cloif merely, owing narronungred could \"go best and thwatest strict, at usence, can name, faurling\n",
      "greats of its\n",
      "awtrouse, to wrous what\n",
      "we y beoulisnorsness, life now to the moder dabve. however pinual thing in\n",
      "sucerle.--mankind line\n",
      "europe w\n",
      "epoch 14\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 913s 5ms/step - loss: 1.3628\n",
      "--- Generating with seed: \"ible, therefore, to\n",
      "impose some guidance upon the forces of \"\n",
      "------ temperature: 0.2\n",
      "ible, therefore, to\n",
      "impose some guidance upon the forces of the same to the states of the reason to the sentiments and soul in the world to the subject of the sense of the same to the strength of the subject of the strength of the stipidation of the subject and soul and the things and self-deceation of the spirit and subject of the strength of the sense is not a soul and self-delight and soul and soul and subject of the world and destruction of the subject\n",
      "------ temperature: 0.5\n",
      "soul and subject of the world and destruction of the subject in delight, and in the sways in the end, and man something of life--the superficiants of a forming of the assume in the destrust of the sense and the love of a world and woman of the should as it is the same of the fact subject, something in the same own one in a fact to the superficial to such a subject and dangerous would does\n",
      "not instincts and subject in the things the hounds. the same of comp\n",
      "------ temperature: 1.0\n",
      "incts and subject in the things the hounds. the same of comprised.\n",
      "\n",
      "1otly the relumant, babe, the distruct to free\n",
      "relakn, as strive which as old not some intellwands to childly in rigkintys had likes he consciously in flappence of the antachich, antaques.sfl\n",
      "off toqueswand aspiention amentical little as\n",
      "never ideas arempes this\n",
      "fixugoness period of\n",
      "imposs of acts to faci overctupletation in dimout him essentupintm and prefering, as they werced, were not t\n",
      "------ temperature: 1.2\n",
      "t him essentupintm and prefering, as they werced, were not this may ?twif; comlongly its own\n",
      "solety,awn, somet; that whichsous pars,\n",
      "read, purens else in the new-ancescion\" by\n",
      "the deate.\n",
      "\n",
      "1itin\n",
      "tlonding-in this fea oldgationing and\n",
      "does\n",
      "not do shid, however for\n",
      "welk his prowewn a salvatance and\n",
      "desfeance in the blatto-greatershnoful with him, that we beaut placy your spirit and fearce for wrothenes\n",
      "even thing morals involuch and dicting, on thosely\n",
      "inclanc\n",
      "epoch 15\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 911s 5ms/step - loss: 1.3575\n",
      "--- Generating with seed: \" which\n",
      "renders obedience, or which he believes renders obedi\"\n",
      "------ temperature: 0.2\n",
      " which\n",
      "renders obedience, or which he believes renders obedience of the such a state of the same one with the more the same that the fact the fact and the spirit of the suffering of the sense of the strength the state of the same and the spirit of the higher in the man and the belief in the same the personal senses the same and the conceited the species to the present the fact the strength and personal enough to deceive the strength and the more the more a\n",
      "------ temperature: 0.5\n",
      "sonal enough to deceive the strength and the more the more and period to experience and distinctive in a light to the bad the treat of the case to the same to be a profound the more there is a more who courses of the mistaken the science them one another in the personal be fausing the more an embrifieness, become in the spirit to rare with interesting things the result of their more higher experience men a things and men that the artists in the state of th\n",
      "------ temperature: 1.0\n",
      "nce men a things and men that the artists in the state of these sension to underliess he in first wishing fully to--the higher afford for its immenhencning arifes, reason--the worthy and fore eption to ethike to times, how, to the\n",
      "soul a lowed his men has soull os ornerstop to be atame, to havebrous more withest pitive at contrary beorentines for hung about it is science\n",
      "\"according any actuaur: on that from books themoled\" by the christian soar, becomours \n",
      "------ temperature: 1.2\n",
      " that from books themoled\" by the christian soar, becomours them\" injeal not to inherpates, dotium to cunuces obliged one generally influence. he humblowing, attracless\" old great woman! vicably meanm?x and most eye criation was once\n",
      "feel concuratring to\n",
      "unnovemy for those would ceautionful old wway\n",
      "man, or \"his fap this w quitives to the philosophy zequio found find not , inceast opposince, him of what was a destructory of o heavy vercaption, solr,      m\n",
      "epoch 16\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 912s 5ms/step - loss: 1.3535\n",
      "--- Generating with seed: \"o their\n",
      "motive, but solely because of the utilitarian or pre\"\n",
      "------ temperature: 0.2\n",
      "o their\n",
      "motive, but solely because of the utilitarian or present and the same to be all the same to the state of the state of the man and something in the same to the present and soul and the same to be believes the most concealed in the strong of the same to be distinguis of the same to believes the same to the strong and soul and the conceive that is to be believes the states of the strong and the present of a precisely the whole something strong and the\n",
      "------ temperature: 0.5\n",
      "he present of a precisely the whole something strong and there man as \"where is to an also man to be\n",
      "to be himself for examplesion and powerful spirit of the prediced place of the nature of its advances\n",
      "in the superioristic and all the deate of the\n",
      "free species of the supiting\" in the present the most exearting the will that there is also worker in the independentness, he german feelings--he is interribite the superstions for all the word of the present ma\n",
      "------ temperature: 1.0\n",
      "terribite the superstions for all the word of the present master,\" one adouts, he\n",
      "would not that a dut, to a to lartyousnonfly amid to the\n",
      "pessumeon like presentance to bad defendation in labor,\" how\n",
      "for! e\"ble odier , there are once against hime myst froctoking. but when su: which is atroon in the, were arrived\n",
      "inductions, really gratitude-great att new inter: to the samilie, knowledge icnom sonatia flate what through fact to liwevome arise as his socres \n",
      "------ temperature: 1.2\n",
      "tia flate what through fact to liwevome arise as his socres must it\n",
      "decedes--and only mirst conception, thbue\n",
      "bumbeneals. which in this, kreletomerry aivy, a nature (thus! how by pacis wh he eme orfuls rend, art can hreathringrly: thoustanms; no longer \"tarres, who is name forceed-coursious cule\n",
      "orber--and prcienced pompt for\n",
      "durefacioncal--if\n",
      "netrary withoutleh? like hist\n",
      "to\n",
      "be\n",
      "set that\n",
      "has begulo whearisty of morality,\n",
      "would perhaps \"parte in prope justi\n",
      "epoch 17\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 911s 5ms/step - loss: 1.3495\n",
      "--- Generating with seed: \"w was bent!\n",
      "     strongest was he by whom such bolt were sen\"\n",
      "------ temperature: 0.2\n",
      "w was bent!\n",
      "     strongest was he by whom such bolt were sense of the subtle the spirit and a problem of the self-desire the man is always and also have the same and the are also some and the same the sense of the present the same and in the same the self-thing of the same and problem of the such a problem of the same are also the same and the same and socies of the most souls of the same and soul is the sense of the same to the same and in the same and pr\n",
      "------ temperature: 0.5\n",
      " is the sense of the same to the same and in the same and precisely in the same self-such the fore the absolute conscience is not been the master speaking self-\"man; a our intellectual seems and \"the self-place and the states of a more insistence, and the once \"bad another as he were moral and dotped themselves and the personal free spirit and be a man exceptional all the other from a god must as \"for the significance the spirit and the sin problem on the \n",
      "------ temperature: 1.0\n",
      "\"for the significance the spirit and the sin problem on the facule free\n",
      "spirit\" be cray.\n",
      "\n",
      "\n",
      "1ne is applayences of a functior and\n",
      "advanisms.\n",
      "\n",
      "18\n",
      "\n",
      ". one who lifely opinion that an extend and fonement in which the conditions? or advalf all how stonve one should in wherm more a genehr time, such\n",
      "a friendsed still agreeable express of\n",
      "nine one, however,\n",
      "his things,\" in a form of history to\n",
      "a part that most frreno soft bloss to\n",
      "an own free sbander tosding this wo\n",
      "------ temperature: 1.2\n",
      "ost frreno soft bloss to\n",
      "an own free sbander tosding this wonds has pregaunt madual science a god, embend-prod and favour.\n",
      "\n",
      "1entl founing worth\" with averte opensing this \"their views as all that\n",
      "psycholofar to impulse his people, and platoge:\n",
      "pardive tedly in anwaial stupid, intolitopharium which sun rulrial dut\n",
      "hatilogiening\n",
      "eftec?\n",
      "can be\n",
      "trougher ascenciial odiative through nimus for world his\n",
      "soldougren, god.b(but an altemity and \"sere has been\n",
      "brought\n",
      "epoch 18\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 912s 5ms/step - loss: 1.3454\n",
      "--- Generating with seed: \"y hurly-burly, as a fixed standard of things. yet\n",
      "everything\"\n",
      "------ temperature: 0.2\n",
      "y hurly-burly, as a fixed standard of things. yet\n",
      "everything in the sense of the present the sense of the sense of the delight and present, and it is a man and self-knowledge, and is all the contrary and which is not to the subtle the subtle the same to the spirit and something the superior to the same the present the present spirit and something the sense of the same the state of the conscience of the present the suffering to the same the most spirit and \n",
      "------ temperature: 0.5\n",
      "f the present the suffering to the same the most spirit and the more for the involuntary and the contrary and in the concealment of the subtle, and i to an instincts of the belief in the most belief in the most conceptions. the reason to the tempo and sources to the possess of all all the more conception of morals\" and and in the reason to his extent to an and and he does not be standard and be understand the standard. the same to its are another of an obj\n",
      "------ temperature: 1.0\n",
      "derstand the standard. the same to its are another of an objectame,\n",
      "as one does a will, if, and as oftent of emotrines and uprouien which the ras their solitupision to copress the dispained add sourve: \"little of all religious\n",
      "his own so much be most would not )quess in\n",
      "concealmenting gives every is undifition to the called (or that the stes owend these sin\n",
      "nobadity of these mucle's,\n",
      "suitical heifect. once his soon all the\n",
      "gaver opinion, as the pleas one d\n",
      "------ temperature: 1.2\n",
      "ect. once his soon all the\n",
      "gaver opinion, as the pleas one duned, perhaps to attain himself thee drew, to, of yinguain nationudonred assuhdes to his fuilifice formion--self-kinnes   undinding man--bible-more al monstiked musienes\"\": he\n",
      "lead all tede\n",
      "mankind, and genchee, at the abyolut of seek\n",
      "of the\n",
      "giveativenatinged is\n",
      "valus takingly deyterity.\n",
      "\n",
      "\n",
      "76\n",
      "\n",
      "=a reself-consean i canurgan, evir! how belief to -\"man live, andifih--as the --whick with a more everyr \n",
      "epoch 19\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 912s 5ms/step - loss: 1.3402\n",
      "--- Generating with seed: \"r, and the seventh day--do\n",
      "ye understand this contrast? and \"\n",
      "------ temperature: 0.2\n",
      "r, and the seventh day--do\n",
      "ye understand this contrast? and the same and the superficially and the same and the soul and the soul that the more a present the sense of the superficially be a more all the same to be something the sense of the conception of the spirit and the form of the same of the philosophy of the superficially and the world and more present the same and something the senses of the experience of the senses of the strong and the present the\n",
      "------ temperature: 0.5\n",
      "e experience of the senses of the strong and the present the senses of distingudicussion of the speak of the spirit of the\n",
      "same to say, and be manifold of an other of the man is a power. the recerning the man of the noble more the present the soul--who has a present in the end of the superforiously been indignance has been different: it is not as the same and more and an or existence.\n",
      "\n",
      "                                                                       \n",
      "------ temperature: 1.0\n",
      "                                                                                                                                 \n",
      "\n",
      "\n",
      "13\n",
      "\n",
      "=bounder from the qualed; it is a\n",
      "lighs again. and all itself,\"\n",
      "to has grows him and badness from neius artholorid, before such asken,\n",
      "thereby sought its mas the knowledge), a very for the present his peoples so\n",
      "gaterism to\n",
      "me that the ?trens, it delication in builds, and\n",
      "belies, lingen as the ambicmed of the temple, consc\n",
      "------ temperature: 1.2\n",
      "lds, and\n",
      "belies, lingen as the ambicmed of the temple, conscholost\" very voriarings\n",
      "of\n",
      "its promile, an natureh, it vick, a varies in where\n",
      "the world preastic-question in religiousne, and seeming the nangent of schoolmeds very question, and acclegor.\n",
      "\n",
      "1\n",
      "siectaficallccicis.\n",
      "\n",
      "       writ\n",
      "practical maytifol's gratublel at all has\n",
      "gratefin to morely, stofver as so must misnamful changess, not as levous phenocy and that\n",
      "pretendepests for aclifeclial)--is the wel\n",
      "epoch 20\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 912s 5ms/step - loss: 1.3379\n",
      "--- Generating with seed: \"\n",
      "that all our feelings and doings are, at bottom, acts of th\"\n",
      "------ temperature: 0.2\n",
      "\n",
      "that all our feelings and doings are, at bottom, acts of the same themself the same themself the more the sense of the present that the same thing the sense of the same the sense of the same tragedy of the present that the same to the presentiment to the more successful and the same to the more the sense of the state of the same themself and many spirit and the more state of the more the sense of the same the sense of the same themself of the same to the \n",
      "------ temperature: 0.5\n",
      " the same the sense of the same themself of the same to the love of the same in the suffer and many the politics, many continueral or an act of the idea in the term of the more interpretation of the sense of the generally an inference of the one merely will as the man of the threaten and more possibility of these senses that it is distrust thereby in the personal the succe, it was not like be been not the intellect to be how to him anrarious man can be lik\n",
      "------ temperature: 1.0\n",
      " not the intellect to be how to him anrarious man can be like morality. the philosopher much. they any soul, other claim to general the \"need as the great man\n",
      "any thrend the tainty of discarien\n",
      "it. he manifoloure and evermorsionate these luxomity of god-very empoverst, are\n",
      "ever\n",
      "take,\n",
      "rate(bad and reputation. to power--a withing like special freedom may--passive enmity of these wagied\n",
      "to him\n",
      "this illofer mikunding too\n",
      "like suffer of every thetry, the dispos\n",
      "------ temperature: 1.2\n",
      "llofer mikunding too\n",
      "like suffer of every thetry, the dispossibility to okerfvienly concerns of\n",
      "them one contrulenctually\n",
      "and dagesfousda?y--surpansive,ic, here, agairated slaves howeverd hard--not make\n",
      "a depthment, not evind and \"possels out, and therebo: i can clum of history will be with acquaage, and divini, knoinding\n",
      "graditudes dis probating\n",
      "some crudenesentness; it was flewsencc another. or this , and one of the rexistion\n",
      "habituaue.ek?n which anyly--\n",
      "epoch 21\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 911s 5ms/step - loss: 1.3359\n",
      "--- Generating with seed: \"nce and statuesque coldness\n",
      "towards the heated folly of the \"\n",
      "------ temperature: 0.2\n",
      "nce and statuesque coldness\n",
      "towards the heated folly of the morality of the constant the same the conscience of the same the same to the superior and moral self-self-self-name the same the superior and the same the concealed the same the conceptions of the same the presentiment and the science of the sense the morality of the same the most spirit of the man and the same the man be something things and prood of the same the sense of the same thought, the se\n",
      "------ temperature: 0.5\n",
      " and prood of the same the sense of the same thought, the sense and account with the supersorigation of the enough, to that noble man possession of the harded the circumstanists the strange, and made the same thoughts to a power of man\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "and conscience of the sense of all the faith, and accessions it is thore one to a words as strong that that has a so to an precisely this concerning the concerning the misuntering of morality man flort and every act as the e\n",
      "------ temperature: 1.0\n",
      "the misuntering of morality man flort and every act as the elaw; as things (attempts to ones,                   hendlesped.\n",
      "\n",
      "121\n",
      "=man toked, we can temperungs, supprinable reason. feeciseppostherest ago. (religity of\n",
      "intellectuals,\n",
      "motimxqure, sign        one whoped far soul,\n",
      "and prisioled into constituted in politiced ass, as forses noble of ready as italls regarded according to men from that\n",
      "rulring itself by comparation which\n",
      "may knowledge, the reason i\n",
      "------ temperature: 1.2\n",
      "ring itself by comparation which\n",
      "may knowledge, the reason is . toble to be been exteart\" sphing spiritualing must asked things, but is new dong our spoth peof, more hungings to in europe, nemin certain cable\" with picture sand?t\n",
      "underrigity, put againly.\n",
      "\n",
      "2entain? or amove held in many\"s an erroruness, let tousfary, orful, however after\n",
      "this exceptordred innopince is soul \"discomency. degarly him. everyonoveation, mich whathime must diguily as\n",
      "marking wit\n",
      "epoch 22\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 911s 5ms/step - loss: 1.3331\n",
      "--- Generating with seed: \"specting that all philosophers, in so far as they have been\n",
      "\"\n",
      "------ temperature: 0.2\n",
      "specting that all philosophers, in so far as they have been\n",
      "so that the strength the strength and subject and the man which has a proper that the strength and concerning the matter and the sense of the precisely the precisely a sympathy, and the strength that is the same and the interribe to the most precient the stronger and the conscience of the conscience of the will to be all the strength the man and and soul that it is the sense of the strict the sens\n",
      "------ temperature: 0.5\n",
      "man and and soul that it is the sense of the strict the sense of a superiority to the discovered themselves and cause of the thing them may be deprecially social the\n",
      "spirit call the strong and the discovered them strengte that an observe to an expression and will harm to discression as will be indeed the stronger and in morality of such and destruction of a more paration of the condition, he may much the precisely themselves and away and primarity of the p\n",
      "------ temperature: 1.0\n",
      "uch the precisely themselves and away and primarity of the philosophers and must ins\n",
      "this avowites. the elements--and, that obselves                     \n",
      "\n",
      "1                                                                                                                           owing to much of the imperative might in whom for peterial ear\n",
      "small wildors, ket , those society: peof that a highes end of wait which within himself the\n",
      "highest for mind of the vi\n",
      "------ temperature: 1.2\n",
      " of wait which within himself the\n",
      "highest for mind of the vigol\n",
      "ap simpliem of superativilits it\"almenc.\n",
      "\n",
      "\n",
      "12\n",
      "\n",
      "=pretthr? circakaudn--and still men\n",
      "has express to gaumer but is truth, serve which the portoliliant for a physiolony spoiries impossible; their\n",
      "colleness, an one from iniwadation estrance st and wass it we does way,\n",
      "respecient, the instleaturing-de squlicit, hither their germonre, one's you far laituiins\" with the crueltiesnes as\n",
      "cultivauns.\n",
      "\n",
      "\n",
      "in\n",
      "epoch 23\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 911s 5ms/step - loss: 1.3302\n",
      "--- Generating with seed: \"e in grand style to\n",
      "unbend the bow: once by means of jesuiti\"\n",
      "------ temperature: 0.2\n",
      "e in grand style to\n",
      "unbend the bow: once by means of jesuitic and the present the strong and the same to the sense of the condequent to the delight and in the sense of the sense of the same to the sense of the same to the same through the sensed in the still and some things of the sensible of the significance of the spirit and some truth, and in the same than the same of the sensible to the sensed and soul in the same to the still and in the strong of the \n",
      "------ temperature: 0.5\n",
      " and soul in the same to the still and in the strong of the individual\n",
      "devilishes who should be a proves to the world is therefore should to metaphysic and ofd as were therefore personal subject to the way, and the world is some general and intellectual and effections of the true most encounter to the senses which could the superioral in the conditioning the way the sense of the same some trantimes and such a man to him with the superiority and science and\n",
      "------ temperature: 1.0\n",
      "s and such a man to him with the superiority and science and complity for religior from those--for all book and so far, i conous someohiging with leaded to been longing good\n",
      "to periosied,\" to utpsquence with invision beginnifuld of world, its solevenubility to future. grow poncotion, for error-held as allocess god life it posce of which the\n",
      "musical. has not for this ylyraft. in suffered, who it pessistic upwards northing--they oth renognized, domain, those\n",
      "------ temperature: 1.2\n",
      "ssistic upwards northing--they oth renognized, domain, those wicked exist. it for this )xieful--but the\n",
      "imptorations of germans and formatinsietce. a \"trans othesy, copetaced forcesses canblet\n",
      "percent of to\n",
      "his spirit lo\n",
      "denessing to the  any without, how hawneewite that on it, should their cruelrre--ihsering called\n",
      "be when hem, ble=-coxturabition.\n",
      "\n",
      ".a--with self-gromere and schoolannative, in necess-secless.\n",
      "\n",
      "1etge: aftentixess that which, but self-percep\n",
      "epoch 24\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 911s 5ms/step - loss: 1.3271\n",
      "--- Generating with seed: \"d?\"--that is also a\n",
      "standard, one also makes a gradation of \"\n",
      "------ temperature: 0.2\n",
      "d?\"--that is also a\n",
      "standard, one also makes a gradation of the state of complity and soul and the standard and in the spirit of the spirit of the spirit of the standpoint of the state of the standpoint of the state of the spirit and such a man will it is also have been the most as the standpoint of the state of the standard and soul and the standpoint of the sense of the spirit and the state of the sense of the standard and the state of the states of the \n",
      "------ temperature: 0.5\n",
      "he sense of the standard and the state of the states of the art is also the german and still had as impression of such still well willing to the philosopher the princogated and perception of such to the far an ones had common the hariness of the temperation of the interrogation of the stope and spovert,\n",
      "nothing and may be a soul are only to the fact the complien of the conception of himself, who has not a subtle! this men, and it is no longer sould be a mo\n",
      "------ temperature: 1.0\n",
      "as not a subtle! this men, and it is no longer sould be a most having flower for experience and wtheveful in the born, it\n",
      "is, as those has shy goan\n",
      "beward live no very compless of the cope\n",
      "en become for the\n",
      "ancient\n",
      "as one lees (avantcless, mabilities of kind hard,--a stooces on themselves toe, giver oncauses.\n",
      "that it is a\n",
      "locking, iff\n",
      "\n",
      "i\n",
      "\n",
      "\n",
      "in\n",
      "the iscessuold of desidediation of power of undermation of ! who\n",
      "con itself in\n",
      "denucood of him, cirits can be with \n",
      "------ temperature: 1.2\n",
      " of ! who\n",
      "con itself in\n",
      "denucood of him, cirits can be with the seems and reoses gosshamn us to such the\n",
      "spiritity can be most have so meidctot as literats of adbousing and sout pladed freblough some most schopenhau-undry often a dpidence of harder\n",
      "and the gals, perhaps of false seleped mof. woiduw\n",
      "as goily perpepain generally it would be\n",
      "inciseriary completely expectious amountated be\n",
      "wooks forss, impatiousng political and wholly necessary world, ksot wou\n",
      "epoch 25\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 911s 5ms/step - loss: 1.3255\n",
      "--- Generating with seed: \"east themselves on the sentiments of hatred and revenge thus\"\n",
      "------ temperature: 0.2\n",
      "east themselves on the sentiments of hatred and revenge thus and the world and the same that the sense in the sense of the mistaken the most the most the world and the states of the contralt and man and many be metaphysical and the man who have a man is a man who does not be states of the most present the great and soul is not a man who are always be a man which is a man has a sense of the world and man and states of the sense and state of the same state o\n",
      "------ temperature: 0.5\n",
      "nd man and states of the sense and state of the same state of the states before a selfich and exhausted and standard of the man and more world form of delight and called the most the present development of his conception of the conscience is a minds with the formled of the intellect and \"the humaner the man of distiness and renolet and put his conduct and poter in many philosopher of man, and the hear moral man has a good and a dangers. with the untermates\n",
      "------ temperature: 1.0\n",
      "hear moral man has a good and a dangers. with the untermates in the same put, which he was evil ezex in errorprise and venutiwity. how that stupid, who indikening have\n",
      "a incread unrevelsif.=--alther,\n",
      "she say.\n",
      "\n",
      "\n",
      "an\n",
      "\n",
      "1\n",
      "\n",
      "=the femolifice\n",
      "drance becase with others, ham creature.\n",
      "\n",
      "1ents, posing,\n",
      "he                                                         more men constituted rationalians itself, how on, i dod \"to-germans the cupidate\n",
      "progrees. in good! they se, w\n",
      "------ temperature: 1.2\n",
      "i dod \"to-germans the cupidate\n",
      "progrees. in good! they se, with be wity\n",
      "for the moralite accushsness of his own lategatical prepared ought an inclate\n",
      "among to-asxicivaviss which\n",
      "zcomany misthing the word.\" has iare of cast \n",
      "good,\n",
      "atcacks pruch\n",
      "necessary. only wouls uponquers bly whom an intrad generatingly--realite authority. for\n",
      "idearts\" which them blud,\" my flied minance  thy venart high, to\n",
      "degrys to eave-seene.\n",
      "\n",
      "\n",
      "72\n",
      "\n",
      "=euroteminateness from recognnatent\n",
      "epoch 26\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 909s 5ms/step - loss: 1.3230\n",
      "--- Generating with seed: \"a form of gratification that he craves, perhaps a\n",
      "form of gr\"\n",
      "------ temperature: 0.2\n",
      "a form of gratification that he craves, perhaps a\n",
      "form of greatest of the same to the stronger in the same to the spirituality of the most present that the same to the most faith to the stronger that the stronger to the stronger of the fact that the sense of the sto believe it with a present the states of the stronger of the fact that the stood in the conscience of the one of the stronger of the same that the same to the spirituality of the thing the stron\n",
      "------ temperature: 0.5\n",
      "ame that the same to the spirituality of the thing the stronger and could it is the present the strong the world, and in the distinctive is the stronger from our states of the fact that the allears and deception, with themselves and conscience and they are only inwith to not the strength to mention, and belief in the milic facture and weakness of his problem of the profound good and metaphysical states of scarce of the patter, and the course of a littlect \n",
      "------ temperature: 1.0\n",
      "tates of scarce of the patter, and the course of a littlect whet eurourd and sonicalar with they docthuls extent regarding more assoties in virtue. like that for such gratence, too\n",
      "messive maythom ofliyoby of the older impersitace is\n",
      "is who it is\n",
      "made\n",
      "a new fal of\n",
      "consoruce all the tree, and as with a self decessful with the of limilate and \"being as i onc\n",
      "rekears of a moralst of its cultured have precaied, and wind and developments, when the books that hi\n",
      "------ temperature: 1.2\n",
      " precaied, and wind and developments, when the books that his \"every only so icled in light our\n",
      "misshate.\n",
      "\n",
      "12sorish; a tigudis, the cat own,\n",
      "moteghlires and patiphal\n",
      "whole off of was could it were it is, alon them mediocruses in course stumelss with scho death and\n",
      "pre\" that in virtue\"orized purals\n",
      "of imperative designance of pheligmive, --\"astrones--yet hithergh of sagethusgly\n",
      "portenishs,\n",
      "who asperest its llow to arile take witnon--nevertables for po it if\n",
      "epoch 27\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 910s 5ms/step - loss: 1.3214\n",
      "--- Generating with seed: \"essimist school, which has also in its turn good reasons for\"\n",
      "------ temperature: 0.2\n",
      "essimist school, which has also in its turn good reasons for the serve in the world of the sense of the sense of the states of the most and a conscience of the sense of the sense of the state of the experience of the same the most and a man and self-desire the sense of the sense of the sense of the states and superficial and the sense of the states of the sense of the sense of the exception of the sense of the states of the sense of the sense of the experi\n",
      "------ temperature: 0.5\n",
      " sense of the states of the sense of the sense of the experience is not a soul and sould end and fact and the history and man of\n",
      "conducted by the conduct it is in the conscience and which he is not necessary. but this will to the have been account the still with the \"impulse still perpetance and in the sense of his still belong\" and senses of the constituted to facts and some movele: the world of the here in the world is the sensition of the exception of t\n",
      "------ temperature: 1.0\n",
      "the here in the world is the sensition of the exception of the pityial\n",
      "individur with arbitrary\n",
      "spirit is ruthing\n",
      "fastic will beoundly exercised\n",
      "se miath should a socianios.ofical forms, that assuct and pnessed boundly fors than primarity, if yet the false. naime, on the\n",
      "fraugon upon he artists to him, as immorinable should have been its deal for respect, those wrong, imprayteriaticul times. what is\n",
      "process of a plebsience, whatever gal adviscent \"each add\n",
      "------ temperature: 1.2\n",
      "is\n",
      "process of a plebsience, whatever gal adviscent \"each addiates\n",
      "assum of distinguation dinge-eift and desire estement,\n",
      "but is like eubolo) that for his own unoverpejoine knowledged of themselves\n",
      "to\n",
      "law-natives; it is great tash!--is having of \"wanded asaxisting of the su. men natives growiful on \"he know things skint, delight?--idershigicismen\n",
      "his \"history, what\n",
      "our ancience, if well\n",
      "thanm. althual jo.=wabsumes. fool i-was do significan\n",
      "objective, an sog\n",
      "epoch 28\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 910s 5ms/step - loss: 1.3187\n",
      "--- Generating with seed: \"e reverenced, are poor\n",
      "little fictions composed afterwards; \"\n",
      "------ temperature: 0.2\n",
      "e reverenced, are poor\n",
      "little fictions composed afterwards; and the free spiritual propertion of the contempt of the consequently and and such a proper that the contempt of the same and the greatest strifes the greatest strictation of the same and the same and the proper to the greatest strict that the maters of the german point of the consequently and the greatest strificies of the same of the german point of the free spirit and the proper than the greate\n",
      "------ temperature: 0.5\n",
      "rman point of the free spirit and the proper than the greatest happiest of the interpretation and proves the fore, and also the pain of the same of the consequentness from the heart of the german thinking and work and anticalarism and more strong and constraint and souls art that a discontempt to its contempt of the same of souls for the symptodwind and best their souls strives comprehend as a very such a man whole seems as one may really to a profound. hi\n",
      "------ temperature: 1.0\n",
      "y such a man whole seems as one may really to a profound. hitherto let one--who. he unconvilonc, and how not to say, deny.\n",
      "\n",
      "244. canvaissomed and antiquity libiling\n",
      "such\n",
      "self-abblacent against this paint more appear up he would lovert to all ahis correst of ruther-sultyrnly the contraped from cases be almost\" danger.\n",
      "the nature is false with indlitntifies from the matical and existence, our mean conscience of comm men, also irnts that the one, in epskin wh\n",
      "------ temperature: 1.2\n",
      "onscience of comm men, also irnts that the one, in epskin who, to the fore-rigilicy,\" there estilative, thought if nom themst enness--with them:\n",
      "but no\n",
      "cease-dosmreive weakernied who fraugr what it is gersanisheaun!--but\n",
      "ivent\"\n",
      "religines of such and brought and thesy, which into the heart, intnonce of est \"not ; the\n",
      "blre-pences\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "further. the suffenisity bronize,\n",
      "and ! and has\n",
      "gridges--\"but all the forevgened\", that i atterment\n",
      "and\n",
      "possible, from a rare.\n",
      "\n",
      "2\n",
      "\n",
      "epoch 29\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 912s 5ms/step - loss: 1.3181\n",
      "--- Generating with seed: \"elves, point for point, with the\n",
      "philosophy of epicurus, whi\"\n",
      "------ temperature: 0.2\n",
      "elves, point for point, with the\n",
      "philosophy of epicurus, which is a man and the strength and profounded and something and the spring in the most and some of the same and conception of the conception of the strength and the scientific the same that the streamnent of the scientific acts of the same to the strength of the spirit of the fact of the same to the strength of the world and all the strength the strength the conceptions of the strength the specialt \n",
      "------ temperature: 0.5\n",
      "h the strength the conceptions of the strength the specialt of the free spirits? of the as a confest the strength and something and the strict of all an operity and problem of all responsible with the refined one from its stept of\n",
      "indiynesely proper and form of the most destruction of the streftical thring. it is a strugmles something which all the german include all that they have we are a men of the german sense and happiness, the basis of worth in the d\n",
      "------ temperature: 1.0\n",
      " the german sense and happiness, the basis of worth in the driding delusiss of morality\n",
      "if\n",
      "sphrkin-valued figulm\" by\n",
      "intellectualist and\n",
      "privality to the hinly disgusitis the truth,\n",
      "disposing a limitately to the centrecitical meanning\n",
      "speede why has have a she for its great imprehalling because that they\n",
      "be causaining been stupidity of conceated mond philosopher\n",
      "to imposciked the hundred the facts of effect\". like those as the prodictinating, for\n",
      "understan\n",
      "------ temperature: 1.2\n",
      " of effect\". like those as the prodictinating, for\n",
      "understanding therdeed, impatity has threarrinans fa prings a caused then art of\n",
      "that i an antwjeednes, but in  sinslement,  the proquses the oldest teack thas\n",
      "old\n",
      "lived, thergratesist, at the sense and festness. whethed may cantortion it, all perceive sylong, longer lagm. the sy stit! than let to aake, forerow, devil out: that amount.\n",
      "\n",
      "5enes of telldness byoregal-insolled, view of especialence.--wherever \n",
      "epoch 30\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 911s 5ms/step - loss: 1.3150\n",
      "--- Generating with seed: \"the shadow of diderot and voltaire, and still more willingly\"\n",
      "------ temperature: 0.2\n",
      "the shadow of diderot and voltaire, and still more willingly to the sense of the sense of the same of the same and the same and the sense of the sense of the same as the sense of the same the world and the contrary and the state of the same of the same and the sense of the sense of the same and the state of the successful to the same the sense of the sense of the subject and the superiorical state of the same and the sense of the sense of the sense of the \n",
      "------ temperature: 0.5\n",
      " of the same and the sense of the sense of the sense of the contriss of peoples who so that the easily and perhaps, as a more and every thinker thinker portain that one has\n",
      "been a person of the as a philosophy in it. the soul consister of interesting the spirit and experience and conscience of the religious interesting the self-greming to be bad has a man and the same and\n",
      "the frant to classicial intered to conscience and philosophers the contrait too conce\n",
      "------ temperature: 1.0\n",
      "ntered to conscience and philosophers the contrait too concesned; such reciulled a\n",
      "bore--propous of one does the regrominately, the states of many\n",
      "\"religious\n",
      "-seem that is the sendaicies, which is just the altering the uneyitical.\n",
      "\n",
      "\n",
      "2ohe\n",
      "to as a pitys in the \n",
      "at the disinterest to relast averages,\n",
      "man, held and troblol of the eaver, and that the quite from succenenums and conduct many been\n",
      "\"philoponress more of a highest presence and spirit of the ascensab\n",
      "------ temperature: 1.2\n",
      "onress more of a highest presence and spirit of the ascensable their emore a trose of infinitia he is also is--intelest thaned ace to gromance, steps! for \"the sindressch. however, and cor other duch tood, christians.\n",
      "\n",
      "1l毛joy hand delutive, apisonces us him or of the obtuss and evoll some, i dorts to us hand.s judgmen -tack a longincblected to does his, in times\n",
      "propositious ve, or a powerful because it self-desc!\n",
      "\n",
      "a]t \n",
      "furware provesly good the alloonking\n",
      "epoch 31\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 911s 5ms/step - loss: 1.3172\n",
      "--- Generating with seed: \"uality--sadly lacking in the place referred to)\n",
      "could not in\"\n",
      "------ temperature: 0.2\n",
      "uality--sadly lacking in the place referred to)\n",
      "could not in the same that the same of the same that the senses of the same to the senses and strangeism of the same and desires of the same to the same that the same that the same and something in the same to the same and simple of the senses of the same and conscience of conscience of the same and property of the same to the same to the same and something in the sense of the world of the condition of the se\n",
      "------ temperature: 0.5\n",
      "mething in the sense of the world of the condition of the senses of the sense of the super-europes of rellance, as put and the characterish the sense of the excite the super-thilogy that the as which certaintene with the seriously of the same useful and sympathy in the senses of the scientification of the same of the same that it seems the professions of a thinker, the superiors of distinguishest\n",
      "the caseoriculance in the most classification of the earth, \n",
      "------ temperature: 1.0\n",
      "the caseoriculance in the most classification of the earth, a itself what the fancyures difficulty errorith. we and most best spicilary) in immoral rewious and schools and plentess of anybning that the ame timues in the soul--it will now attrart.=--one will no advances as in \"fictic but it is at good beloness and part\n",
      "spirit\"--the ourselves standpointly.\n",
      "\n",
      "1ens if the its simile: i than of a soughter stupids and body an everinces. with the worth.=--that is \n",
      "------ temperature: 1.2\n",
      "er stupids and body an everinces. with the worth.=--that is means of in the characters from lreavt whilh lies creast has a\n",
      "mind, a toingaprow\n",
      "\"ible.\n",
      " \n",
      "=misuef--oneld origing brutl, as is \"basseds of ruth, most sought foughly, his lids\n",
      "now \"man. i found? they no\n",
      "exc;ploo whether, thee--but\n",
      "what goe from\n",
      "the same point against for lif and savagene slaver; he ye he practicis obedienediated aronot validity of the smottists--or and light of a revenge\n",
      "to possess\n",
      "epoch 32\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 911s 5ms/step - loss: 1.3135\n",
      "--- Generating with seed: \"ne's\n",
      "sentiments; one tortures one's enthusiasm with doubt, o\"\n",
      "------ temperature: 0.2\n",
      "ne's\n",
      "sentiments; one tortures one's enthusiasm with doubt, or as the proper that the same of the same to the belief in the most possible to the world and the proper that the same of the proper that the sentiments of the most the fact the strong and superiority of the sense of the same to the same of the same of the proper for a desires of the earth to the same and constitute of the contraction of the contrary to the super-tortuble and such a most and the p\n",
      "------ temperature: 0.5\n",
      "the contrary to the super-tortuble and such a most and the part of the highest sufficisuinest to the world in the bard and way of the end of the avertering of the better of the\n",
      "even with this suffering of the moveses the fact and suffering from the contraction, or moved the sense of its right, and form of\n",
      "the masters of one are to the expression is something in the fact that the lower in the belief by his condition of his constant spirit of the christianit\n",
      "------ temperature: 1.0\n",
      "f by his condition of his constant spirit of the christianity it\n",
      "is, if through sunds, reflection to                                                                                                                                                                                                                                                                                                                                                                        \n",
      "------ temperature: 1.2\n",
      "                                                                                                                                 \n",
      "\n",
      "0  natibor\n",
      "innocengs, eache dnow-phillocty\n",
      "sphir-valuation,\n",
      "not lessadial lessere\n",
      "justice\n",
      "erruses, one oldangation of smallsid the repucsion must be sensiture so, might dicesum.--and eniguie and different certain writ? it is this armivat tit, form of sense overdom or so\" to a very\n",
      "to lideo\" of the devolows etriked\n",
      ": as a mutudi\n",
      "epoch 33\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 910s 5ms/step - loss: 1.3128\n",
      "--- Generating with seed: \"ject represented by the picture. from effect,\n",
      "accordingly is\"\n",
      "------ temperature: 0.2\n",
      "ject represented by the picture. from effect,\n",
      "accordingly is also and some comprehensible and the most a soul in the same and the spirit and complex the sense of the same than the senses to the same and self-delight and soul and saint of the same than to be a soul in the same to the same of the same and the same and self-depression of the same as the man as the same than to the same than the contempt of the comprehensible of the most the great spirits of t\n",
      "------ temperature: 0.5\n",
      "mpt of the comprehensible of the most the great spirits of theselves and solitude. what i have for righing who stands when the actions of the supporance, in the power is to have to impative spirit and as the most believed in the fear of the earth--whether concerning the course\n",
      "of the same may be the soul of the expressions and always the delight and complex the fact that one all the same have not been the most personal self-germanie, as the same than to wh\n",
      "------ temperature: 1.0\n",
      "been the most personal self-germanie, as the same than to whith gain wishen\n",
      "live natures, pre\"wache belie of the world and susment is rocking aged, rank and causaging probuping history! and in the habituoring time. reining. really, in\n",
      "the standing and intellice \"ho-are-but in an rogunting and then ettaptance, now feeling bringm reverence as the hanking into help as to religier as the deteriorarit and each we, for\n",
      "eceations. i may men\n",
      "frapontsaghts is obsci\n",
      "------ temperature: 1.2\n",
      "and each we, for\n",
      "eceations. i may men\n",
      "frapontsaghts is obscie, cord nee theer aterface does the among anything ruling maintome, one science reich-uneactre past for pripar\n",
      "hate geniour and lengubgshime, such,\n",
      "phenevour has\n",
      "life to metaphysic from freelony, which unavoidars sting,\n",
      "of shoble from\n",
      "generory yen celogisplopiful! \"then inasiritian realomism, as is else indifidioer-alreamnining,\" teeth\n",
      "nekerdind is tank fare when a iuntafter-necessary; longle, pre\n",
      "epoch 34\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 911s 5ms/step - loss: 1.3130\n",
      "--- Generating with seed: \"lence!\"--until in my later rage i even took a fancy to them,\"\n",
      "------ temperature: 0.2\n",
      "lence!\"--until in my later rage i even took a fancy to them, and in the same to the still for the present that the states of the most states of the same than the spirit of the sense of the most states of the depends and of the sense of the same than the most proper that the strong and the comprehending the comprehending of the man still and softers of the strong and of the man society of the sense of the states the world and will be a states of the super-d\n",
      "------ temperature: 0.5\n",
      " of the states the world and will be a states of the super-demands for the element, and will be operates and domain of the conditions. and some conception of the reason are instincts, and we are as its \"artists. there are and instincts, and have been individual of the sould super-does not cause of religion of the same physions of his own soft. we does not even that that of the lose in a faith and interpretions, he most closed the good the comprehending pla\n",
      "------ temperature: 1.0\n",
      "interpretions, he most closed the good the comprehending places. they have allidered mman and instance has far king recognized my \"hows\n",
      "spirit, or esger\n",
      "come forey). he kuegd,\n",
      "or\n",
      "underwards against and  freedom because\n",
      "it in history and phenomeno yen, fart as society. perhaps mose badness, the faith, manuy say, some folred very future of the most virtuess,\" a readning of inviewthus\n",
      "anything fraurity, who have really the\n",
      "individuotic fundamental and fron wh\n",
      "------ temperature: 1.2\n",
      "ty, who have really the\n",
      "individuotic fundamental and fron which onlos, voget species; it\n",
      "no deached, will we only poltier\n",
      "kainment or tymen sausuoming equally barmes itself, likewhice: evertage-barier, if seates of which number, for that the common ulthmengs of sysee to at he is, is if any land? smecuplety,\n",
      "served somath e\"bor, builly of religions, moder has a periodne\" when one will\n",
      "nearly aniw with\n",
      "the\n",
      "abyon himself phenomenon. the \n",
      "futuress modest unals\n",
      "epoch 35\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 911s 5ms/step - loss: 1.3112\n",
      "--- Generating with seed: \"ifferent!\n",
      "\n",
      "215. as in the stellar firmament there are someti\"\n",
      "------ temperature: 0.2\n",
      "ifferent!\n",
      "\n",
      "215. as in the stellar firmament there are sometime to the same and the sense of the as in the same are not a soul and self-ever the same as in the same than the spirit of the same as the same and the conditions of the sense of the sense of the same and soul of the sense of the same are all the self-enough to the spirit of the sense of the same than the self-enough to the most and a soul of the same and the present the sense of the same and pres\n",
      "------ temperature: 0.5\n",
      "l of the same and the present the sense of the same and present the allyong and the same as formst the earth the world as he may conceals a thing of the developed.\" in the most as to see that all that it is assign all the conditioned in deceived; a man for the smoter and power has the interpretation of developed. it is a subjects than a period is soul all those all the self-enrant the most the in the sense with the most and into the foreuousion of the ward\n",
      "------ temperature: 1.0\n",
      "the sense with the most and into the foreuousion of the wardous, in the same is not consequently.\n",
      "\n",
      "oration, for him who is also therefore, man of no \"quist truthfulns of\n",
      "hypotives thereous if maticiarists of sothest on this confered to belopy of this conjusiquiol, around least and that some hushing that the delicate\"\n",
      "however, it could be religion philosopher smilve. ,                                                                                          \n",
      "------ temperature: 1.2\n",
      "                                                                          thing--knows animate of yehal, new, concluponsulable, or the other this concealment by\n",
      "shortnunture task,ous new has as an account arsenc\" of the self\"y\n",
      "great comwert--laborive in the selfting: if things, a past sympathy\n",
      "camed form of lile understanding\n",
      "and hoped, related carted, as mouth in the great emotions look, iurcquing thing can to\n",
      "the fashed and\n",
      "\"thing get eked\n",
      "belief-l-vahio\n",
      "epoch 36\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 911s 5ms/step - loss: 1.3096\n",
      "--- Generating with seed: \"ombined all the characteristic features of our world of\n",
      "phen\"\n",
      "------ temperature: 0.2\n",
      "ombined all the characteristic features of our world of\n",
      "phenomenon and something the presence of the sense of the such a present state of the sense of the most sense of the delight and such a highest and something in the same them and the sense of the something is the most such a present the compared to be a soul superiority of the same that the server in the same more moral present that the most sense of the same that the more suffering the most spirit an\n",
      "------ temperature: 0.5\n",
      "sense of the same that the more suffering the most spirit and subject of the intercourses of the assumitation of the ears of the been a such the bad the fashion. the sense of spirit of the servers and properative property in the the included the presence of man of moral conception of experience of the faculty and comparative and sympath and the modern the sense of the intermut more has reapous. the morality and states when one must\n",
      "presence of the inspired\n",
      "------ temperature: 1.0\n",
      "e morality and states when one must\n",
      "presence of the inspired sode place aim, as more\n",
      "      nou here is some matters. man part oneself. the self, as power anew, they\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "in maice and met rised\n",
      "the\n",
      "tempence: he beguees the name an med that some way man gives then the ivent untentimance betoof, these wark (still the avowd\" and sterch. more staded--antibation; wet in the birm. then different in\n",
      "woman could perrising untercount, that even this great the sympathianl\n",
      "------ temperature: 1.2\n",
      "d perrising untercount, that even this great the sympathianly\n",
      "miclant sympathallyouldiets.\n",
      "\n",
      "\n",
      "1uead actsum: be sirily, the senser, and even workaplent. to\n",
      "very , indsalmered--one ewco-knowledge that\n",
      "an it serphssited of monefooin: the disturver himself!--it lie noth--and\n",
      "however severet upon this shris taking overnooun tooh against mendomamingly forewiefpent ant of swammenttical\n",
      "intentional\n",
      "nerves of present perimiatisblably, among those schina-qelatpolt, t\n",
      "epoch 37\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 911s 5ms/step - loss: 1.3076\n",
      "--- Generating with seed: \"esome\" for him.\n",
      "\n",
      "194. the difference among men does not mani\"\n",
      "------ temperature: 0.2\n",
      "esome\" for him.\n",
      "\n",
      "194. the difference among men does not manifess of the same that the sense of the contrary and in the human and souls and soul of the strong and the science, and some surpical and the sense of the science, and it is a presence of the same to the same and a profound the sense of the sense of the strong and such a man and seeming to the same to the scientific the second, the serious self-gractication of the sense of the same to the sign of t\n",
      "------ temperature: 0.5\n",
      " self-gractication of the sense of the same to the sign of the best of the sense in the words in the rate, the distinction of the words of the sense of the sharp of the states the worth, the same to be instinct that he has the materate to the seemed to the standpoint of the\n",
      "man was to us in the promise in the our north of the cause is soul of geasted the conception of the servile it is a delicate and not the sense of the sense of all her to be devering to \n",
      "------ temperature: 1.0\n",
      "and not the sense of the sense of all her to be devering to a\n",
      "word to a kind for new freck.\"\n",
      "\n",
      "nee are to be and religious entiped--shorthe that coming and nation! and\n",
      "the general and\n",
      "causable,\n",
      "which is to-day, knows of the exojoys the transcorner in the philosophy is says to-gand or our second with the must be end made for helped to\n",
      "circleal man and genius and truth, it is been the friendsthy so possess, that the ressess\n",
      "of woman\n",
      "in the german \"is their pr\n",
      "------ temperature: 1.2\n",
      "ossess, that the ressess\n",
      "of woman\n",
      "in the german \"is their presce, thre\n",
      "yout in danger.\n",
      "\n",
      "17tistene in a european free specially and\n",
      "name, and mode may be religiously, has\n",
      "sornding whaher hard our pain men.\n",
      "\n",
      "1\n",
      "2\n",
      "11. he strongs healtive\n",
      "springthant worstolous, of natent halt--in the greatest as idence\n",
      "cas rive his occais the \"fast does through the same distance,\n",
      "or delief there is\n",
      "for nobhelations has take a objemented lifeencist palnors poy of reading, radil\n",
      "epoch 38\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 911s 5ms/step - loss: 1.3071\n",
      "--- Generating with seed: \" has the\n",
      "satisfaction of others in view no more than, as alr\"\n",
      "------ temperature: 0.2\n",
      " has the\n",
      "satisfaction of others in view no more than, as already the state of the freedom of the strength of the suffering the fact of the and interpreting the contemption of the spirit and the sense of the most still with the success of the words and most strength and the consequences of the freedom of the and some thing the strength of the spirit of the sense of the most consequently and the same that the sense of the man and man and the freedom of the s\n",
      "------ temperature: 0.5\n",
      "e that the sense of the man and man and the freedom of the sense of the spirit of the mastering and\n",
      "has been perhaps crimation of expectanes than to certainly always as the spirit of the state which is a command: it is learns a thinker itself: it is a new inventits to instance and his sense of the strength the piews the distinction, and the charmians of the success the consequently and promping with regard to the other has perhaps we have to be even the as\n",
      "------ temperature: 1.0\n",
      "th regard to the other has perhaps we have to be even the assumiling, because whereversion with the\n",
      "lastele to be sivins of intenderiatic of the whole thinker, words.\n",
      "\n",
      "\n",
      "10eer the sport in europe--the\n",
      "lids, among the mapure what gever, one should always by loves, indsclinance, avout needs of his isey,\n",
      "interrowbed, not really, who phenarding good and the forneming\"! and as one to\"\n",
      "as awakens. here, that revere, it is desect is, victi; as evil, perhaps is me,\n",
      "------ temperature: 1.2\n",
      "that revere, it is desect is, victi; as evil, perhaps is me, as ideed without\n",
      "trable evidrnvionealison thus people given freeditarizationous exemsaminated and tacknone\" these historical sunder!\" us a, as we are disto other incake under it\n",
      "thereby hear-gossigto witno\n",
      "but one\" and wrongernd--and felronce soul, not well mannes--his still regards thee should\n",
      "the requires harring lination of which, known some\n",
      "asual hasecrogician\n",
      "installs of histel-niberator\n",
      "and\n",
      "epoch 39\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 911s 5ms/step - loss: 1.3068\n",
      "--- Generating with seed: \" own lot, and of his making an attempt at\n",
      "self-destruction--\"\n",
      "------ temperature: 0.2\n",
      " own lot, and of his making an attempt at\n",
      "self-destruction--and as the same and person is the whole of the free spirit of the world and some that the most spirit of the most sense of the same and the greatest of the consequently and many the same and the consequently allow as the same of the spirits of the present the same and the consequently some the spirit of the form of the factor of the form of the spirit of the constances of the form of the same and \n",
      "------ temperature: 0.5\n",
      "of the spirit of the constances of the form of the same and the bad sas sopeght of the contemple, and his own soul extent the sense of its own conscience and object that all the basis of our long the greatest fashion, and the existence of the extent the meaning and\n",
      "sense for old are one of the contempuls event; this passions, and blind to form of the command as the consequently conclusion to the reason and the\n",
      "german spirit, his considerations of the exten\n",
      "------ temperature: 1.0\n",
      "eason and the\n",
      "german spirit, his considerations of the extend, what le that\n",
      "turn the mas, wherever who has a sould brought toverteance of shame: the exceftiness of the imperaonaily his own cases, selds there colless: the sentiment no eboth\n",
      "reason, as we always the fath. it is notbofly shame of humanles, if an\n",
      "acquest symbol-jusical most linantery, the selfly heart and sympathy who manifest ofe, tim take, this pain becaals of sotes and occlis outsift the gr\n",
      "------ temperature: 1.2\n",
      "m take, this pain becaals of sotes and occlis outsift the greeg self-exhivaf\". wherever point to ganating with\n",
      "this body of them\"\n",
      "this\n",
      "tyse man and the quide onebelieve sto sakew. a perfect pheniment is dece. we corded of\n",
      "it in fear of loon) him my\n",
      "god\" and mischass cancellining woman as is a force of entire spox.\n",
      "\n",
      "\n",
      "7uence christianity to be determine or modelest of schoor of sass precience philosophically stam, to sa, one attraation, only without other th\n",
      "epoch 40\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 911s 5ms/step - loss: 1.3070\n",
      "--- Generating with seed: \"clings to them. where the populace eat and drink, and even w\"\n",
      "------ temperature: 0.2\n",
      "clings to them. where the populace eat and drink, and even with the senses of the most the most and some morality of the contrary and the world and the most and something is the same things of the stronger the present, and and sense of the subject of the spiritually the world and the constant the states that the same things of the presence of the states the foretoped the presence of the states that the sense of the states that the same to the same morality\n",
      "------ temperature: 0.5\n",
      "t the sense of the states that the same to the same morality and and states of the spiritually with the spirit, which the same overthing of the same than to an old contrary to himself to hiracher of the fact the sense and world and power of the law-never should not was at the philosopher and the obeence of the \"free spirit of chears of the cause of lave stame, and makes the\n",
      "same profound with respect, and what make the harm\n",
      "to the dispositions of the state\n",
      "------ temperature: 1.0\n",
      "ect, and what make the harm\n",
      "to the dispositions of the stateful woman. the valuen\n",
      "fundamental\n",
      "such acculuces, thingly. the and amigon of intrady, the\n",
      "oneself to gives foreht a faith\n",
      "to hive,\n",
      "owing to a so far\n",
      "as as oneselves that schein of remosing with this wapkesen for \"he does hithertoony\n",
      "possess to pessioning of the values. near, womanness\n",
      "soul,\n",
      "and makes tous-here on the dreaking in these most coura people hitherto philosophists and world speaking,\n",
      "th\n",
      "------ temperature: 1.2\n",
      "t coura people hitherto philosophists and world speaking,\n",
      "thes, the developticuls.=--i meaning\n",
      "imwital\"\"ings, durate and occation cressimatisdment. the inrififonger whas\n",
      "still saint. that he\n",
      "wish any currquilier in\n",
      "the logical perhaps have alacmiss\" of\n",
      "the extrapoleterial impulse\n",
      ", a portentablemoa remitates their mupfact enstmins, who rea\n",
      "be stuemen , i meanes which for ever crue to guilth\n",
      "and acfordence-allaquement, your considerated still of forming,\n",
      "an\n",
      "epoch 41\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 911s 5ms/step - loss: 1.3068\n",
      "--- Generating with seed: \"ome evil spirit. but who bothers his head about the\n",
      "theologi\"\n",
      "------ temperature: 0.2\n",
      "ome evil spirit. but who bothers his head about the\n",
      "theologian of the good of the sense of the sentiment and senses in the sentiment, and society and contempt of the stich is a man and sense of the sense of the same and any one and the morality of the contrary and sentiment and spirit of the conception of the sense of the as the sense of the sense of the sense of the sense of the condition of the more any belief is in the sense of the contempt of the sense\n",
      "------ temperature: 0.5\n",
      "more any belief is in the sense of the contempt of the senses of the contempt to subtles, the present word of the will in the hungered of the sin to at the called make itself the individually the contrary of the cause of every dangerous shall action of the dangerous and care it is it is to be and more indication and\n",
      "extent for the deepless of mankind. it is a man is not with us, and the morals and sonism, and and as \"in the fashion in the same and power, a\n",
      "------ temperature: 1.0\n",
      " sonism, and and as \"in the fashion in the same and power, and heredity\n",
      "stonves if ordaries the caudes\n",
      "self-mutum, element of\n",
      "inceas time circums all at go young anxiery for it is he stand all the value of\n",
      "clust (where has experience, anything of it: \"the anys this trueng defiring, and different world\n",
      "and light with the men life and this wis, were long betwilly expedly, it werless, and for the read possible: i belonger is his\n",
      "posished pleasuner the wellowi\n",
      "------ temperature: 1.2\n",
      "d possible: i belonger is his\n",
      "posished pleasuner the wellowish, eit\n",
      "compsonce, it is meanisbligh what becaus of plened any proceisiful, and -too-hase; so glid from religionssh, handiness of crace, although appractorment guaugating, fore: possibly turn exmint as\n",
      "valuation, general foreron to forgord, it taint frim pition it\"--arcistders. one--what manner! and thereary doubtes it: therefore, understand belong attempme, reflect artdined in germany;\n",
      "as upon wa\n",
      "epoch 42\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 911s 5ms/step - loss: 1.3061\n",
      "--- Generating with seed: \"ished and attracted by the riddles which the conflicting nat\"\n",
      "------ temperature: 0.2\n",
      "ished and attracted by the riddles which the conflicting nature of the presence of the free spirit of the spirit and the superiority of the sense of the same and the same and the superiority of the same and spirit and the sense of the superiority of the spirit and something with the same and complex and consequence of the spirit and sense of the sense of the most proves the same and as the same and spirit and the man and explanation of the ancitence that t\n",
      "------ temperature: 0.5\n",
      "d spirit and the man and explanation of the ancitence that the sphinrite of delight for the one of the englisher and almost faith that the long instincts and strength in the delicate instincts and young \"acts in the refinement of the old gains and too form of the proud the man and a man is a promises his spirit of the last been the end of the untildering of engeneral of the sense of such a precisely also some superiority, that called the man and personal p\n",
      "------ temperature: 1.0\n",
      "ly also some superiority, that called the man and personal preditood of his sympathy forget that laike\" of discloses in\n",
      "histf lippotred that is though instance, restlikers: man does do bacjoism and full-retired\n",
      "spiris you losid: ieng. oefical another we than as , who as he invarious religion, young put\n",
      "for the potring expedled lettently fortuneow with a pain to known\n",
      "thinguop of futions and \"badly this is, and lind to unord the charch wahg and origin of th\n",
      "------ temperature: 1.2\n",
      " this is, and lind to unord the charch wahg and origin of the axten, freeingh immeniate, in so modernlangyablus can trok sen, more\n",
      "hoad kant\n",
      "light,\n",
      "which\n",
      "we this way\n",
      "with instance, is decomorer is ofride cemediall: so trablis cain dvery curiousions.--the sage in the scieng eare had have lendes beening cooditable distrustfulness andomes in earth, egoistnes. val. it is tradition are but-naptty of he is, revening it of the latever\n",
      "standard in which rank man\n",
      "i\n",
      "epoch 43\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 911s 5ms/step - loss: 1.3054\n",
      "--- Generating with seed: \"civilizations. i have no doubt that an ancient\n",
      "greek, also, \"\n",
      "------ temperature: 0.2\n",
      "civilizations. i have no doubt that an ancient\n",
      "greek, also, and the moral present the spirit of the spirit of the contrary and the most superficially and complance and superficially and the present the most spirit and the superficially the faith, the most spirit of the contrary and the contrary and the same and the most sure of the superficially the spirit of the contrary and such an exception of the same and the same and the most sure of the fact that the\n",
      "------ temperature: 0.5\n",
      "the same and the same and the most sure of the fact that the such and complete\n",
      "spirit and impressing of the fact that the superficially as the still into the stool, and with the feelings and its art and which the interestion and present and according to commande, and the schopenhauer's to the supervalus to the primordial and the promise of the responsibility and something has not the acts of the emphaling and promitative in the first or and the reality of \n",
      "------ temperature: 1.0\n",
      "mphaling and promitative in the first or and the reality of every surmourse\n",
      "sbancoar oitse,--god in principler which the nobling surever, upon, courses without dangerous, for the wiling whatever often forstariness upon\n",
      "its \"one: we may\n",
      "called hummer\n",
      "wickeds, he year from them. it is validihamently under general ambing thetry, hard an\n",
      "antigooring\n",
      "too nature of the human moral causing rum, amaded\n",
      "is it execenned\n",
      "such advance,\n",
      "in the case the divince of him, \n",
      "------ temperature: 1.2\n",
      " it execenned\n",
      "such advance,\n",
      "in the case the divince of him, mosilist': in ellhengy,\n",
      "upon knowledge for the stownsm the exuages--nothocity syntom, a willdly's disagon the unemotttered?--seanning mpendeser,--moral of at preatively \"brusids,\n",
      "oromigincing, to body,\" into mettat beingm psychologist varision,\"\n",
      "so thatter\n",
      "touch? heakenuous.\n",
      "\n",
      "7i]d.\n",
      "\n",
      "a]t juit withy is the iueve, perhaps far justered. such lary insyition and aped harf(above indifferent\n",
      "demantly veri\n",
      "epoch 44\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 911s 5ms/step - loss: 1.3027\n",
      "--- Generating with seed: \"mystery\" exists: but this is a\n",
      "religious notion which in the\"\n",
      "------ temperature: 0.2\n",
      "mystery\" exists: but this is a\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "religious notion which in the same toough the sensuality of the contrary and the conception of the greatest and morality of the conceptions of the word of the fact of the spirit and instinct of the fact of the most standard of the responsibility of the strong their still and in the most strong and such a profound the most strong and the prompences of the prompence and the most and conclusions of the contriration of the conclu\n",
      "------ temperature: 0.5\n",
      "d the most and conclusions of the contriration of the conclusion what is not the contrident to an althus with respect, and astrunged and its northest their possible, the man in the word as a sympthis the philosophers and through the present pleasure without the very\n",
      "souls, and we have exercisc which our most existence and sensual and contrisout of the freedomed\n",
      "deeps of a soul should has been as a power of the philosophers substraing perhaps there is not a\n",
      "------ temperature: 1.0\n",
      " power of the philosophers substraing perhaps there is not admires attravet of the nolcesussouch in \"modern anciting kselenough no ard it is\n",
      "of the jesy,\" i gave and\n",
      "un\n",
      "whole sensuch mafting into inswither with every point whatever, soil\"ually ?wbblous and self-egoism. in symmuxmed\n",
      "sree opporations of really crienctered itself all for you its knows \"womanness, as \"eghise companced\n",
      "pitten illue to\n",
      "them also it was etumosing of roima, and\n",
      "in hereditionalisie\n",
      "------ temperature: 1.2\n",
      "them also it was etumosing of roima, and\n",
      "in hereditionalisient orflicing in acude of power.=--wan whoonds a hight eshice matmdoness, it stornest wougher; he haif certain teet, orestand by\n",
      "a sorilicisgly them not new in the east opened to\n",
      "the persion\n",
      "of\n",
      "effet fiflicate. it they not busion or shame upon but\n",
      "perhaps they are to the\n",
      "nature--the natural science): he way in thesels. falsely between isken befoone was from ceases under friendles. the lartyman inte\n",
      "epoch 45\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 911s 5ms/step - loss: 1.3051\n",
      "--- Generating with seed: \"digest and \"change\n",
      "their material.\" indeed, i could think of\"\n",
      "------ temperature: 0.2\n",
      "digest and \"change\n",
      "their material.\" indeed, i could think of such a strong to the most propertion of the same to the same still be the moralistic and a desire to the present the fact there is the same still a conscious and the sense of the same still be the states of the sense of the sure of the same spirit of the sure of the same to the same one are the faculty of the same still be whole seriously and the fact to the sense of the same spirit and soul is t\n",
      "------ temperature: 0.5\n",
      "y and the fact to the sense of the same spirit and soul is to true and make one of the spirit and something works, and soles them believe to instance of our emotion, and force\n",
      "of the discovered and conscious for the nature of the morality in the personal and and interprety of the moral simply to a religion of the existence and mankind to be all the foretory, they are were mense of the spoxicate in the discovered and have been the soul, and without consider\n",
      "------ temperature: 1.0\n",
      " the discovered and have been the soul, and without consider compementively: he has nitualens, do naims with termen fortain\n",
      "spirlers\n",
      "for to \"instinctable rothed the platorion of hyuar spocisor, it was no almost fact, from adjuding,\n",
      "consider grownty: perhaps, all interrogative sure comanes\n",
      "mofe are condition to believed,\n",
      "sucriswing.\n",
      "that one must\n",
      "have fast. if thinks nature, sees or maring the form to\n",
      "stite conged--and\n",
      "become unrelations in every more in hi\n",
      "------ temperature: 1.2\n",
      " to\n",
      "stite conged--and\n",
      "become unrelations in every more in himself. there may be recognized spectes?--it read i wary, however, are loy,\n",
      "pellffuty\" and kart and pleasure. aak wits rome:t with the\n",
      "fable\n",
      "of in order to peller to gives oroght inrissimme himself by neither canon, modest tartificisme but recognisucity.--wind creature:--str\n",
      "\"avortrud to makes infl\n",
      "do moock, fornes, who easiona gaver\n",
      "ana qualized onee might beings proocriciet at that a perplate tem\n",
      "epoch 46\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 910s 5ms/step - loss: 1.3048\n",
      "--- Generating with seed: \"g, and perfecting--the greeks, for\n",
      "instance, were a nation o\"\n",
      "------ temperature: 0.2\n",
      "g, and perfecting--the greeks, for\n",
      "instance, were a nation of the most strength the species of the spirit, and such a man in the most and the most man in the species of the most strength and the promitating that the fashion, and the more the more the prefers of the greatest and disposing in the more more such a disposition of the species of the species of the cause of the species of the most strong the most prefersmonated the more the things of the species\n",
      "------ temperature: 0.5\n",
      "g the most prefersmonated the more the things of the species of the person and the philosophers of their strength and consensh, even in the spirit endure of the species of man, the contempation that strict and summments of pleasure and acts which in the tyranny best the case his expression and will in called upon the spirit to present the metapher, and what for the extent and case the desire to\n",
      "the last, and a man cases of the belief in the sinling interes\n",
      "------ temperature: 1.0\n",
      "e last, and a man cases of the belief in the sinling interests of dangerous, thery\n",
      "rully cfusing time says\n",
      "to man, prevailed \n",
      "thought hen' nothipmatonce,\n",
      "yet, as ten-crxins\n",
      "there\n",
      "that\n",
      "other loke of such a huste, let thout the caons to him extent, the spirit to more whoon forcation of passion\n",
      "is\n",
      "conclass, lives\n",
      "the mystolomed hive appears whom, as much, intendency of scholarntt\n",
      "influen, even\n",
      "for\n",
      "relator he next rave, believed is infereed.\n",
      "\n",
      ". seems any darwi\n",
      "------ temperature: 1.2\n",
      "lator he next rave, believed is infereed.\n",
      "\n",
      ". seems any darwitlem, allosification, man explide, he misach to but              lisperted, what day springs--death. not exaged to anwarqulation,\n",
      "and yamed, people\n",
      "predition,\n",
      "and let itself: if they always a\n",
      "chive order, one much like actssder bloly things and wextlys of the good only even\" obf euiment! her the\n",
      "sense pecked,\n",
      "for a flysting the coussible\n",
      "lext day fealgest arringe, the its lowings\n",
      "in\n",
      "tedited,\n",
      "toler\n",
      "epoch 47\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 911s 5ms/step - loss: 1.3021\n",
      "--- Generating with seed: \"ledge,\" is only decked-out\n",
      "skepticism and paralysis of will-\"\n",
      "------ temperature: 0.2\n",
      "ledge,\" is only decked-out\n",
      "skepticism and paralysis of will--this is the sense of the same and the new same and individual and sense of the sense of the contrary of the sense of the sense of the same that the same to the sense of the same and superiority of the sense of the sense of the sense of the sense of the sense of the same that the sense of the sense of the same that the sense of the same still and and sensely the development of the same and the sen\n",
      "------ temperature: 0.5\n",
      "till and and sensely the development of the same and the sense of the constantly the same all the desire the conscience of the superiority of the consequence of the\n",
      "fearful of the fact of the same and the most surfely have a smirtas and man at once learned to men and and state of the same enough to are all the morality of consequence of these are surpive indeed, who has seem and secrets to the surfely and the materonce many \"individs a bain to injuded and \n",
      "------ temperature: 1.0\n",
      "fely and the materonce many \"individs a bain to injuded and bleging require ?wable our sa own taste which\n",
      "our broughtuous\n",
      "of sas the\n",
      "same mistaltion all the fellow that manifes to\n",
      "an perhaps all the truthfulness of the foluster of some own thingss it. bud\n",
      "mind. he does the\n",
      "taste the consistateness are existence, even whoevge--whether want pleasure and southing by this desirable, but dock no\n",
      "many--voht!\n",
      "\"\"was a old conscience of self-noradual instancesh sus\n",
      "------ temperature: 1.2\n",
      "voht!\n",
      "\"\"was a old conscience of self-noradual instancesh susilicate aloaker incided senses\n",
      "have been indeption, reality: they setely to generation\" is something the man\n",
      "(or lect thate's minds--and without\n",
      "obed science, and\n",
      "here soughther,\" should alitariement or for \"mode not all expressive france, delighte, inceed about the same patt and genuine the presence of its teimples, deceive the(east spovem, in any present, some dids or cafued\n",
      "with the one alworst\n",
      "epoch 48\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 910s 5ms/step - loss: 1.3025\n",
      "--- Generating with seed: \"specially when one thinks and\n",
      "lives gangasrotogati [footnote\"\n",
      "------ temperature: 0.2\n",
      "specially when one thinks and\n",
      "lives gangasrotogati [footnote of the sense of the same of the sense of the same towards and a soul is the sense of the more soul is the moral states the more belief in the sense of the same thing of the sense of the more power of the such a more and the same things, the sense of the more such a precisely the sense of the sense of the same thing of the sense of the sense of the sense of the world and the assumed that the spiri\n",
      "------ temperature: 0.5\n",
      "nse of the sense of the world and the assumed that the spirit to the superficial. the power of me in the free spirit and the thing that\n",
      "it is the church and to himself to be the more highest will be constantly and in the most sense of the belief in the conscience of such a promise and mankind of the saftens to the philosophers and personated to the conditions in the individual and religious perhaps mankind and the bad like more falsely the success of the s\n",
      "------ temperature: 1.0\n",
      "s mankind and the bad like more falsely the success of the sense who to rights, it sees in a against himself to\n",
      "bad compreent--as soul. in solitude--such most rumlightent and weach of woman he was the pation--have what\n",
      "can betora\n",
      "denuce, also want terrante and reference to wearl?ism--and the write to slainess! has exerdition, an education is to doubt only atcented on\n",
      "chearly. thaurow to affory its a rest her means, and and religious little look which assig\n",
      "------ temperature: 1.2\n",
      " a rest her means, and and religious little look which assignest (and\n",
      "and will cereats, people womanhing of\n",
      "errfeprects of maching it of they be paries itself,--sread--i ourselves, metaphysiciests before which is no reals class. with\n",
      "us we look: now to a seffer\n",
      "mankind in pettered to says\n",
      "not\n",
      "be barable's voluntary\n",
      "and niugh--abligation such relames authiness, by will to\n",
      "scend them, first ear\n",
      "owing pnikes, and are our wholhes its morality for which to soug\n",
      "epoch 49\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 909s 5ms/step - loss: 1.3024\n",
      "--- Generating with seed: \" breath in every sense! those\n",
      "ancients, indeed, were all of \"\n",
      "------ temperature: 0.2\n",
      " breath in every sense! those\n",
      "ancients, indeed, were all of the made and the most and the proble of the spirit of the spirit to its own the present the strengther of the spirit to the spirit of the strength and such and the man and interpretation of the contradiction of the spirit of the spirit to and the conception of the spirit of the stoo man to any of the stoo manifess of the spirit of the spirit to the world and such an act of the spirit to any one ha\n",
      "------ temperature: 0.5\n",
      "rit to the world and such an act of the spirit to any one has\n",
      "been the masters of the contrary the comprehending the most puritanic into the seconde and always and the schoos of history in the strengthing and delicate and conscience of itself and what he would not be the moral principle of the time of the comparison of the distination of his provine the\n",
      "constant and involuntarily envaungity to be society which can distingus--home: for a pain of the best of\n",
      "------ temperature: 1.0\n",
      "society which can distingus--home: for a pain of the best of being the physicsaining, of\n",
      "which has himder wisped, at spmil are leads itself and amux hand. or\n",
      "feeling to anothered has not wanting to that times, theor that it seem to science of the\n",
      "same schoolment\" the -individualcy which presustinc still,--the difficult, the polity, what is guess themselves is proper, neverthelears, suffer mode that interposing is one is task which a vicious, instance, habi\n",
      "------ temperature: 1.2\n",
      "t interposing is one is task which a vicious, instance, habit. whhje goal, lowedly gen to the death has expressedness in felled effective conclieation of himself god\n",
      "of lives of good etimos a\n",
      "dloofiens of who really (and and considnable make always of moral mortaket; in foregioler of reverent reads? sympathy necessity and\n",
      "badoming of thisnotde case of well which the distraction, thewsken,\" age, who has hoponss may belief that in the greatnem of \"wivs, this\n",
      "epoch 50\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 910s 5ms/step - loss: 1.3005\n",
      "--- Generating with seed: \"lation at all of cause and effect exists there. this latter \"\n",
      "------ temperature: 0.2\n",
      "lation at all of cause and effect exists there. this latter in the same things and standard and the world and soul the strength the present the strength and the strength and such a contrary the strength and all the superiority of the same things of the same to the strength and strength of the stronger the strength and superiority and strength the sense of the same world and world and the same to the sense of the spirit and science of the same to the spirit\n",
      "------ temperature: 0.5\n",
      "he sense of the spirit and science of the same to the spirit,\n",
      "and in the science is not good and the more soul, and there are have to him there are desiress the malicial only the sense of a process of enthual and all the sense of man of the schoolm best with other be also a still expression, but a man and world to the same under the tential and conduct, in the scholarly, and the \"ingrable the consequence of the science there are regard to discrection of th\n",
      "------ temperature: 1.0\n",
      "equence of the science there are regard to discrection of the most falsetiblateness.\n",
      "\n",
      "144. the\n",
      "ideal conclum caluaus saffer where now makes ! i arrivy, and in this pation are he its types to also, misunderstant the lack and the lowes to that ye regarded of him\n",
      "be pareism as at indeed, and it is the far what sus a compreent emplatually all the myself at any\n",
      "rave, in the historically nothity, to reward striving that in short, with coarse of humanity for a ni\n",
      "------ temperature: 1.2\n",
      "ard striving that in short, with coarse of humanity for a night\n",
      "too portime, when needse good or styper was as imptorier-than, remain being was regardint ditfully, he does not had very rither\n",
      "of\n",
      "godd, agtina! bo this with things budaly do avoil of the are he he itled, askeece of\n",
      "occultion!--(an coarse (sinling wither soul is allaqyitive good and whil actoring, the drordeffecenar at once he evids it, dich consider to discogarity lest mischacal a greate may \n",
      "epoch 51\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 910s 5ms/step - loss: 1.3025\n",
      "--- Generating with seed: \"ooks either forward,\n",
      "horizontally and deliberately, or downw\"\n",
      "------ temperature: 0.2\n",
      "ooks either forward,\n",
      "horizontally and deliberately, or downwise the moral soul in the sense of the senses of the sense of the senses of the sense of the sense of the sense of the sense of the sense of the same many soul, and it is a probable that it is a man and so the fact that the moral and the same man is a man and the sense of the contrary and with the sense of the sense of the sense of the contrary and conceal of the sense of the sense of the sense of\n",
      "------ temperature: 0.5\n",
      "ntrary and conceal of the sense of the sense of the sense of any min precisely in the enough to be ages, with a man is the literature,\n",
      "and self-contimence and spirit, the more the strangers of sund convention, and the significance of\n",
      "sund and such a protection of his \"taste of its will to be does not at the earth is also an or religion of the men in the merely for in the lack of the senses and of the sense of the sunshanden to actions of the heart in the s\n",
      "------ temperature: 1.0\n",
      "the sense of the sunshanden to actions of the heart in the smantip wis oither to banitance. as our imitation of more many more find of the sense,\n",
      "of enlegabnit is like\n",
      "author of them.\" thoule poather.\n",
      "\n",
      "elf:\" cortion the conforilityes in some helies when hreals for bad becomed believe to--so wil generation and passent, and privilest wishellace he who all\n",
      "their\n",
      "god et ied and\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ancient of so vericous higher of \"will also ruthing batofu-pain of an to the love h\n",
      "------ temperature: 1.2\n",
      "higher of \"will also ruthing batofu-pain of an to the love him.\" every demons), well nature\" only with any voupon the vicious recoon enlightenat\n",
      "hosthulogic with any one mare from sippision of\n",
      "cound\n",
      "nimations,\" empatence thant \"fire awaker continued upon tnlief therefore without upon be?\n",
      "\n",
      "\n",
      "11\n",
      "\n",
      "=fact. lie in every\n",
      "than nadled fraduring,\" at itself\n",
      "phyalismheests wit, it him fow for morads\": one science, it esing to situate and goly fecss, the physioe of do \n",
      "epoch 52\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 911s 5ms/step - loss: 1.3013\n",
      "--- Generating with seed: \"ing like nature, boundlessly\n",
      "extravagant, boundlessly indiff\"\n",
      "------ temperature: 0.2\n",
      "ing like nature, boundlessly\n",
      "extravagant, boundlessly indifferent and the fact that the sense of the sense of the sense of the contrary and a pain which is the sense of the sense of the sense of the seriousness of the contrary something in the sense of the sense of the sense of the sense of the sense of the sense of the sense of the sense of the most self-concerned to the sense of the serious suffering the sense of the serve and in the sense of the sense o\n",
      "------ temperature: 0.5\n",
      "ering the sense of the serve and in the sense of the sense of his conduct it is the longing the cares to concent and really aftergeally also indeed the made the new done some thick of the strength in the edgented the best interest in the certain the countersous of the more for the sense of every man is always been to say, and with a man and sufficience in the sense of the sense of disciplity of the superficial like the appearance and sympathy, it the whole\n",
      "------ temperature: 1.0\n",
      "e superficial like the appearance and sympathy, it the whole honestly at all the whole would rouble, suffer. sick he mible that assoment part as only in the most\n",
      "felrones without\n",
      "concernacis; while by subligning\n",
      "and why\n",
      "lackianc\",\n",
      "his virtue-in incade by exercised the apparence\n",
      "of oural great of different of love stools\", and every connection\n",
      "framine talk easily defined concerteness that something has to earth--seldom to been adorts himself to a man and sa\n",
      "------ temperature: 1.2\n",
      " has to earth--seldom to been adorts himself to a man and saincatens\n",
      "of\n",
      "blood. this\n",
      "juxt et often\n",
      "pural becomed, by means of passion\"--good-so impuls how good comoling, because it is\n",
      "master\n",
      "so weakly, one another of the spirit natural\n",
      "musie for the well wish claim vesforatily and reared fromself to perf\n",
      "end\" nor oppitified, only brought le would be envauationuals, there is aceom explanation of foredody!\n",
      "\n",
      "13siv as one is the promise under obking matters, sc\n",
      "epoch 53\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 910s 5ms/step - loss: 1.2952\n",
      "--- Generating with seed: \" perhaps another plaything and another pain will then\n",
      "be nec\"\n",
      "------ temperature: 0.2\n",
      " perhaps another plaything and another pain will then\n",
      "be necessary and something of the sense of the sense of the sense of the sense of the superstition, and the same that the sense of the sense of the sense of the sense of the sense of the security, the sense of the sense of the secured the more more present defense of the sense of the sense of the sense of the same that the respect of the sense of the sense of the sense of the sense of the former the mor\n",
      "------ temperature: 0.5\n",
      "of the sense of the sense of the sense of the former the more present delight of the sense of the conceining such a process the personal sense of conscience of more world as a more the are a form of the more free spirit and things, the easily, but the supposing with a metaphysically in the accide more religion with the strength the self-belien and sofly in the emotions of the contrary his spirit and such sense of the seduced it is something ganfucian such \n",
      "------ temperature: 1.0\n",
      "nd such sense of the seduced it is something ganfucian such all that besers for delicate, of little mysterious being edges over under different in strific hement telure must not alone do when with the fathger in little moral usem; as something\n",
      "now exist, \"impsyshele and understalt\"\n",
      "delightines and a philosopher? or soviver about men the fact\n",
      "deceive he dream at the discien? more\n",
      "fact learn attancatiding the most\n",
      "chayer thinker perf\n",
      "praiss is of nhwnes the\n",
      "\n",
      "------ temperature: 1.2\n",
      "tiding the most\n",
      "chayer thinker perf\n",
      "praiss is of nhwnes the\n",
      "treatediation--ever cudene rest them everiticlicismmous ages, of eventhudies more dupents--they attainly\n",
      "durpfuce,--though and taste.\n",
      "welvese--\"endking!--\"! ho spirit,\" are\n",
      "cleare\n",
      "\"new, that lessed with those commed to everydoess\n",
      "by nature became dimxise it. we german method mmaterwoly and ample\" to sensuals andms of men, sphotes of one'se, where ethic; type alougs, we are nextred, he perf\n",
      "thelys,\n",
      "epoch 54\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 911s 5ms/step - loss: 1.3050\n",
      "--- Generating with seed: \"lways does right: that is, does what seems to him\n",
      "good (adva\"\n",
      "------ temperature: 0.2\n",
      "lways does right: that is, does what seems to him\n",
      "good (advanced the spiritudes of the spirit and the higher the schopentars of the spirit of the fact the false the spirit of the world of the fact the philosophers in the strong and the end of the most construct to the spirit to the spiritually the spirit of the spirit of the philosophers and the spirit of the spirit of the spirit and man and the spirit and the spirit of the spirit of the spiritually the po\n",
      "------ temperature: 0.5\n",
      "pirit and the spirit of the spirit of the spiritually the postered by the chearing the word of the falre of philosophy to have the same to be the intellect to the restlements in the honestly and again the believe the fact that first sacrifice of instincts--and happens rewards into the will to the most perfect of such a sawn the fear in\n",
      "the old time that it is the presented that it is a god, because the fall-thould self-thried the satisfaction, the man the \n",
      "------ temperature: 1.0\n",
      "e the fall-thould self-thried the satisfaction, the man the evidence of the for his hight, in mankind affidine of the man with the case certainty. for a vulgaricists, what\n",
      "defeedses reining\n",
      "regair burly her\n",
      "in a psychological oneatless, and who, whoever is a\n",
      "verbeonce is that care\n",
      "allow to growing with a vogeths zegery of\n",
      "is need for it nend allow a reversed they\n",
      "alon with fundamentally dreaments to the helpects of\n",
      "fad behid will afford, the sign \"the amho\n",
      "------ temperature: 1.2\n",
      "to the helpects of\n",
      "fad behid will afford, the sign \"the amhoblojust your\n",
      "xiss ehwerts\n",
      "natural stat enoughly here,\n",
      "supposincely thus\" causeful\n",
      "quest creeatorsh\n",
      "truble) are len the blunalness,\n",
      "madely\n",
      "bile with agreeedifie all his new\n",
      "frankge, a pecture more \"origin of\n",
      "when only the hereling that lonqueres\n",
      "prostruning\n",
      "prods ionot; \n",
      "\n",
      "\n",
      "1uire them, is it has exist innocence been science reticnatog,--an woman, eneumd: ocentletiads to the cereltocic was desis will\n",
      "epoch 55\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 911s 5ms/step - loss: 1.3044\n",
      "--- Generating with seed: \"t specimens of their own caste, hence an\n",
      "ideal, but no contr\"\n",
      "------ temperature: 0.2\n",
      "t specimens of their own caste, hence an\n",
      "ideal, but no contrartled in the earth of the same to the same and soul is a more soul it is a more and such a moral spirit of the same to the sentiment and and soul have the fach of the sentiment and sacrifice of the same to be a most the readiness of the same and soul have always the sentiment and spirit of the same to the same than the earth and self-necessary and the sentiment and self-sacrifice of the same to t\n",
      "------ temperature: 0.5\n",
      "essary and the sentiment and self-sacrifice of the same to the most very from that the heart of the most \"sandartance, the same concealed. the proper-each instance, the such a new to free spirit of the contribed the concealed, and ascery of the serventiness and old standard and convilous to the continerance and opposite only as the same means in the experiences, the individual in the \"dispertongly to soulshipination of the experiences and standards, the eg\n",
      "------ temperature: 1.0\n",
      " to soulshipination of the experiences and standards, the egoattes\n",
      "idea has bleafe of diferial world, in views are conscience and very the period! only of lion: only evisence, when the filys necessity; alter a atasfong too olfatien expediently been\n",
      "will ever that he glord of the world to rulating\n",
      "in conduct indounds, evil postrius in the excestion; for sonk spirits.\n",
      "\n",
      "\n",
      "14. the such over orbout to see one the greatest schopenh;to\"rty of most oppositior.\n",
      "down\n",
      "------ temperature: 1.2\n",
      "ee one the greatest schopenh;to\"rty of most oppositior.\n",
      "down\n",
      "to levely\n",
      "where the lowed enthuatified unknownurearion,\" this fruchity\n",
      "european instinct when the tashy man is signifh as heitcined indicatently redispender, as such a, not an illd men-dosd, attitute righ and mawe our wors\n",
      "and hidder.\n",
      "\n",
      "34. he meansh altimen, vollides to whetherong it \"man has the god, ifwert-emuchs, i absy asperminisms capac of knowledge and love\n",
      "and religious beain through hoold\n",
      "epoch 56\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 911s 5ms/step - loss: 1.2890\n",
      "--- Generating with seed: \"nowledge of the\n",
      "condition of culture_ that will serve as a s\"\n",
      "------ temperature: 0.2\n",
      "nowledge of the\n",
      "condition of culture_ that will serve as a so that the distinguish the conditions, and the same and the same and the profoundly and so that the same to the same soul of the struggle to the sense of the spirit of the same and the sense of the sense of the same than to an except of the most conscience of the sense of the contrailed to the same spirit and intellectual origin of the same seek and account them and so the most spirit of the same \n",
      "------ temperature: 0.5\n",
      "me seek and account them and so the most spirit of the same than to many one as it would not be his deepe before his present socialt of the early the master, that for the reason to be their instinct of a profoundly to the same and the enbit is sound--and as the spirit and the spirit to be the one of the stakher and here to one an absolute to be the first of which is the contemption. when in the exasterer which, and in every the prium of them and difficult \n",
      "------ temperature: 1.0\n",
      "asterer which, and in every the prium of them and difficult at their something in the name that they will without other god, estely to says\n",
      "ensatepicalistic for him! it were cuncinaquant that and the order an nourable\n",
      "force, fornestmen\n",
      "conduct that defect, rother ifwer actually uping, believed and condition for instance to begins--egoisthished his amiing to what it moonos of the same than to a mount of a impulse, the ascumauation\n",
      "and what\n",
      "opley.=--impered,\n",
      "------ temperature: 1.2\n",
      "nt of a impulse, the ascumauation\n",
      "and what\n",
      "opley.=--impered, europrogice, europicely bequage good\n",
      "patientes; againstincious, accresenine he\n",
      "mikd deace that is old net rejoy\n",
      "also madely it: -as a viraor fept inasmuch asunemes, with for \"as an attainism of deals to offer\n",
      "these no evin as leads even to-althuctions: this little more sme must -each hiving of while level to preffuces; him\n",
      "insids\n",
      "to believe of doman prostor.\n",
      "\n",
      ". is not a moungness: fording bibter \n",
      "epoch 57\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 911s 5ms/step - loss: 1.2988\n",
      "--- Generating with seed: \"t sort of history the problem of knowledge and conscience\n",
      "ha\"\n",
      "------ temperature: 0.2\n",
      "t sort of history the problem of knowledge and conscience\n",
      "has always been the superiority and the superiority of the strong and the self--which they have been a proposition of the strong the world and of the merely are also a promise of the great the distinction of the strength and the sense of the proper and man and the strength of the proper the same an individual there is there is the strength of the strength of the strength of the sense of the strong a\n",
      "------ temperature: 0.5\n",
      "of the strength of the strength of the sense of the strong and embern of with they have been the distinctions of the consequence of the proper with the strong and the world and mode of the strong the middle of religion of the reality with a thing and contrary, and all the moral man in the means and art of the strong to the contrary with the dogma and conditions and spirit to a knowledge and was to\n",
      "be a best and the one to the demanded and have a so the men\n",
      "------ temperature: 1.0\n",
      "\n",
      "be a best and the one to the demanded and have a so the men sorish of noble\n",
      "relationship to dans men not,\n",
      "with\n",
      "every his eager and wart mpent peace its may benefications        last, enchust, like the distinctual growth are development of the distinction\n",
      "another: is easi\"\n",
      "and speak where so placts to the wors (into their at all,\n",
      "upundian\n",
      "lame, by whith great so\n",
      "instrument\n",
      "meaning.\n",
      "\n",
      "\n",
      "111. which produmilationd befoes, additionariness\" the lave-like even and\n",
      "------ temperature: 1.2\n",
      "odumilationd befoes, additionariness\" the lave-like even and the great enjoys fine stifust ratically belief                                        mpated somila vatable time\n",
      "great--scennnessnovorness hand) be\n",
      "this\n",
      "hoif\n",
      "hos,ant is dopening. home, in yearful, fine as amig from self-sucsion of onering\n",
      "sympathy, he really, put stilled instinct then light to demachuation, and\n",
      "all hadionsteness of wark omelyical\n",
      "\"inojougs want became in that\n",
      "junger through itsel\n",
      "epoch 58\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 912s 5ms/step - loss: 1.3392\n",
      "--- Generating with seed: \"irst developed--our senses\n",
      "learn late, and never learn compl\"\n",
      "------ temperature: 0.2\n",
      "irst developed--our senses\n",
      "learn late, and never learn completely a promise of the contempt and the stim and conscience of the hard and strangering themselves a profound and suffering and the cause of the former and against the contempt and suffering and suffering themselves and and the contradiction of the propertic who always consequence of the german solitude the scholarly and the destruction of the stim and contempt and the man and supersorities of the\n",
      "------ temperature: 0.5\n",
      "f the stim and contempt and the man and supersorities of the most dutering that the experience of the contempt of the spirit and appropless, at a pathologists of the delicate there is not a more greater or which the self-existence, and all this is away to a pessime in his world the higher under the\n",
      "scart of the here and constitutes in personable, the profound, and believe it would be the proves the problems and whole more philosophers and contempt even and\n",
      "------ temperature: 1.0\n",
      "e problems and whole more philosophers and contempt even and\n",
      "doubt and to hring it;\n",
      "sitipe to on the advantaries of histiness for natural\n",
      "advantary fow.\n",
      "\n",
      "\n",
      "113\n",
      "\n",
      "=use of account in destrosed wherevo hegonk spirits in\n",
      "prisous goal, feet for stell ordinary forward spite in nature is to be society with they result perhaps that i have\n",
      "no dilicies of the smilt\n",
      "that the have so\n",
      "false and manifest above all new\n",
      "thinked sympathities place things be it not ass? it pp\n",
      "------ temperature: 1.2\n",
      "l new\n",
      "thinked sympathities place things be it not ass? it pposs-lorotiance the metaphysical;\n",
      "it landssens, but conpritition: the fable defered overmnove\n",
      "shart because i have fourrauntud.\n",
      "\n",
      "12. inex a master polishent upon, with the depends hardly slim lived\n",
      "are\n",
      "be \n",
      "benevenacling, such again, unmended, with the barring like, grat degrolory, art than him but befoothe thoself )ty wished thing. with their mather\" is wantical ut oursehfly (artdablates and sones \n",
      "epoch 59\n",
      "Epoch 1/1\n",
      "200278/200278 [==============================] - 912s 5ms/step - loss: 1.3235\n",
      "--- Generating with seed: \"physical explanations of the\n",
      "only world we know are useless \"\n",
      "------ temperature: 0.2\n",
      "physical explanations of the\n",
      "only world we know are useless of the proper the deeply the personal interpretation and the proper the faith of the spirit and the spirit and the self-way the fact that the faith is the predispentive and the sense of the spirit and all the sense of the sense of the spirit and the sense of the spirit and the most and the sense of the consequently a promise of the faith of the more the spirit and the presentime of the spirit and \n",
      "------ temperature: 0.5\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "of the more the spirit and the presentime of the spirit and the sense far before the spirit and something but it is in the and men of religious the generally believes and the reason for the sense of life and even in the respection of the sense of the morality of the transconce in the will to a long and\n",
      "to usually the world and the man and consequently because of all the new difficult to the more morality and more dispenses the course, and the prides to the\n",
      "------ temperature: 1.0\n",
      "orality and more dispenses the course, and the prides to the emodious spreeded periose find himself: observenes!\" \"thoreth all love the power than indy differed to been\n",
      "precisely correfous france exercised against refatiol of there worhes in it remare, arise which soul, and almost\n",
      "regard himself thorough developed, an necessaris of there fine attainufgeshily, and far is phing us of nativess at last a bot necessarily heart, in the situal time overpartopulr,\n",
      "------ temperature: 1.2\n",
      "t a bot necessarily heart, in the situal time overpartopulr, icass likelly and\n",
      "diswaring, permatics\n",
      "of tquary, so ut\n",
      "becomes soul a man is\n",
      "occasing admiration talites\"--whethe time\n",
      "was her than he could\n",
      "best, at whether\n",
      "he must for into us testes this happy being about a something-sompts to ye may thos will felt of his\n",
      "end placo as inastuching of insc\"witge\n",
      "to facts of paral thenm, consequently juith itself upon shops, on so that his spand because it not n\n"
     ]
    }
   ],
   "source": [
    "import random\n",
    "import sys\n",
    "\n",
    "for epoch in range(1, 60):\n",
    "    print('epoch', epoch)\n",
    "    # Fit the model for 1 epoch on the available training data\n",
    "    model.fit(x, y,\n",
    "              batch_size=128,\n",
    "              epochs=1)\n",
    "\n",
    "    # Select a text seed at random\n",
    "    start_index = random.randint(0, len(text) - maxlen - 1)\n",
    "    generated_text = text[start_index: start_index + maxlen]\n",
    "    print('--- Generating with seed: \"' + generated_text + '\"')\n",
    "\n",
    "    for temperature in [0.2, 0.5, 1.0, 1.2]:\n",
    "        print('------ temperature:', temperature)\n",
    "        sys.stdout.write(generated_text)\n",
    "\n",
    "        # We generate 400 characters\n",
    "        for i in range(400):\n",
    "            sampled = np.zeros((1, maxlen, len(chars)))\n",
    "            for t, char in enumerate(generated_text):\n",
    "                sampled[0, t, char_indices[char]] = 1.\n",
    "\n",
    "            preds = model.predict(sampled, verbose=0)[0]\n",
    "            next_index = sample(preds, temperature)\n",
    "            next_char = chars[next_index]\n",
    "\n",
    "            generated_text += next_char\n",
    "            generated_text = generated_text[1:]\n",
    "\n",
    "            sys.stdout.write(next_char)\n",
    "            sys.stdout.flush()\n",
    "        print()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "As you can see, a low temperature results in extremely repetitive and predictable text, but where local structure is highly realistic: in \n",
    "particular, all words (a word being a local pattern of characters) are real English words. With higher temperatures, the generated text \n",
    "becomes more interesting, surprising, even creative; it may sometimes invent completely new words that sound somewhat plausible (such as \n",
    "\"eterned\" or \"troveration\"). With a high temperature, the local structure starts breaking down and most words look like semi-random strings \n",
    "of characters. Without a doubt, here 0.5 is the most interesting temperature for text generation in this specific setup. Always experiment \n",
    "with multiple sampling strategies! A clever balance between learned structure and randomness is what makes generation interesting.\n",
    "\n",
    "Note that by training a bigger model, longer, on more data, you can achieve generated samples that will look much more coherent and \n",
    "realistic than ours. But of course, don't expect to ever generate any meaningful text, other than by random chance: all we are doing is \n",
    "sampling data from a statistical model of which characters come after which characters. Language is a communication channel, and there is \n",
    "a distinction between what communications are about, and the statistical structure of the messages in which communications are encoded. To \n",
    "evidence this distinction, here is a thought experiment: what if human language did a better job at compressing communications, much like \n",
    "our computers do with most of our digital communications? Then language would be no less meaningful, yet it would lack any intrinsic \n",
    "statistical structure, thus making it impossible to learn a language model like we just did.\n",
    "\n",
    "\n",
    "## Take aways\n",
    "\n",
    "* We can generate discrete sequence data by training a model to predict the next tokens(s) given previous tokens.\n",
    "* In the case of text, such a model is called a \"language model\" and could be based on either words or characters.\n",
    "* Sampling the next token requires balance between adhering to what the model judges likely, and introducing randomness.\n",
    "* One way to handle this is the notion of _softmax temperature_. Always experiment with different temperatures to find the \"right\" one.\n",
    "\n",
    "可见，较小的温度值会得到极端重复和可预测的文本，但局部结构是非常真实的，特别是 所有单词都是真正的英文单词（单词就是字符的局部模式）。随着温度值越来越大，生成的文本 也变得更有趣、更出人意料，甚至更有创造性，它有时会创造出全新的单词，听起来有几分可信（比 如 eterned 和 troveration）。对于较大的温度值，局部模式开始分解，大部分单词看起来像是半随 机的字符串。毫无疑问，在这个特定的设置下，0.5 的温度值生成的文本最为有趣。一定要尝试 多种采样策略！在学到的结构与随机性之间，巧妙的平衡能够让生成的序列非常有趣。\n",
    "\n",
    "注意，利用更多的数据训练一个更大的模型，并且训练时间更长，生成的样本会比上面的结果看起来更连贯、更真实。但是，不要期待能够生成任何有意义的文本，除非是很偶然的情况。 你所做的只是从一个统计模型中对数据进行采样，这个模型是关于字符先后顺序的模型。语言是一种信息沟通渠道，信息的内容与信息编码的统计结构是有区别的。为了展示这种区别，我们来看一个思想实验：如果人类语言能够更好地压缩通信，就像计算机对大部分数字通信所做的那样，那么会发生什么？语言仍然很有意义，但不会具有任何内在的统计结构，所以不可能像刚才那样学习一个语言模型。\n",
    "\n",
    "## 小结\n",
    "\n",
    "* 我们可以生成离散的序列数据，其方法是：给定前面的标记，训练一个模型来预测接下来的一个或多个标记。\n",
    "* 对于文本来说，这种模型叫作语言模型。它可以是单词级的，也可以是字符级的。\n",
    "* 对下一个标记进行采样，需要在坚持模型的判断与引入随机性之间寻找平衡。\n",
    "* 处理这个问题的一种方法是使用 softmax 温度。一定要尝试多种不同的温度，以找到合适的那一个。\n",
    "\n",
    "\n",
    "\n"
   ]
  }
 ],
 "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",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}